From e8d34b779591018bf0fe7436ab80793664be8175 Mon Sep 17 00:00:00 2001
From: atla8167 <athanasio.lakes@dsv.su.se>
Date: Mon, 27 May 2024 19:16:14 +0300
Subject: [PATCH] First ever!
---
Pipfile | 12 +
Pipfile.lock | 54 +
X_test.csv | 1199 ++++
X_train.csv | 4789 +++++++++++++
backup/base/__init__.py | 0
.../base/__pycache__/__init__.cpython-310.pyc | Bin 0 -> 130 bytes
backup/base/__pycache__/admin.cpython-310.pyc | Bin 0 -> 171 bytes
backup/base/__pycache__/apps.cpython-310.pyc | Bin 0 -> 405 bytes
.../base/__pycache__/models.cpython-310.pyc | Bin 0 -> 406 bytes
backup/base/__pycache__/urls.cpython-310.pyc | Bin 0 -> 355 bytes
backup/base/__pycache__/views.cpython-310.pyc | Bin 0 -> 3188 bytes
backup/base/admin.py | 3 +
backup/base/apps.py | 6 +
backup/base/forms.py | 4 +
backup/base/migrations/0001_initial.py | 22 +
.../migrations/0002_document_delete_upload.py | 23 +
backup/base/migrations/__init__.py | 0
.../__pycache__/0001_initial.cpython-310.pyc | Bin 0 -> 699 bytes
...002_document_delete_upload.cpython-310.pyc | Bin 0 -> 727 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 0 -> 141 bytes
backup/base/models.py | 1 +
backup/base/static/js/loading.js | 7 +
backup/base/templates/base/home.html | 128 +
backup/base/tests.py | 3 +
backup/base/urls.py | 10 +
backup/base/utils.py | 5 +
backup/base/views.py | 131 +
base/__init__.py | 0
base/__pycache__/__init__.cpython-310.pyc | Bin 0 -> 130 bytes
base/__pycache__/admin.cpython-310.pyc | Bin 0 -> 171 bytes
base/__pycache__/apps.cpython-310.pyc | Bin 0 -> 405 bytes
base/__pycache__/models.cpython-310.pyc | Bin 0 -> 406 bytes
base/__pycache__/urls.cpython-310.pyc | Bin 0 -> 355 bytes
base/__pycache__/views.cpython-310.pyc | Bin 0 -> 3188 bytes
base/admin.py | 3 +
base/apps.py | 6 +
base/forms.py | 4 +
base/migrations/0001_initial.py | 22 +
.../migrations/0002_document_delete_upload.py | 23 +
base/migrations/__init__.py | 0
.../__pycache__/0001_initial.cpython-310.pyc | Bin 0 -> 699 bytes
...002_document_delete_upload.cpython-310.pyc | Bin 0 -> 727 bytes
.../__pycache__/__init__.cpython-310.pyc | Bin 0 -> 141 bytes
base/models.py | 1 +
base/static/js/loading.js | 7 +
base/templates/base/home.html | 130 +
base/tests.py | 3 +
base/urls.py | 10 +
base/utils.py | 5 +
base/views.py | 142 +
dataset.csv | 5987 +++++++++++++++++
dataset_preprocessed.csv | 5987 +++++++++++++++++
db.sqlite3 | Bin 0 -> 3166208 bytes
extremum/__init__.py | 0
extremum/__pycache__/__init__.cpython-310.pyc | Bin 0 -> 134 bytes
extremum/__pycache__/settings.cpython-310.pyc | Bin 0 -> 2316 bytes
extremum/__pycache__/urls.cpython-310.pyc | Bin 0 -> 971 bytes
extremum/__pycache__/wsgi.cpython-310.pyc | Bin 0 -> 539 bytes
extremum/asgi.py | 16 +
extremum/settings.py | 130 +
extremum/urls.py | 25 +
extremum/wsgi.py | 16 +
lg.sav | Bin 0 -> 1741 bytes
manage.py | 22 +
templates/main.html | 109 +
templates/navbar.html | 5 +
xgb.sav | Bin 0 -> 2938867 bytes
y_test.csv | 1199 ++++
y_train.csv | 4789 +++++++++++++
69 files changed, 25038 insertions(+)
create mode 100644 Pipfile
create mode 100644 Pipfile.lock
create mode 100644 X_test.csv
create mode 100644 X_train.csv
create mode 100644 backup/base/__init__.py
create mode 100644 backup/base/__pycache__/__init__.cpython-310.pyc
create mode 100644 backup/base/__pycache__/admin.cpython-310.pyc
create mode 100644 backup/base/__pycache__/apps.cpython-310.pyc
create mode 100644 backup/base/__pycache__/models.cpython-310.pyc
create mode 100644 backup/base/__pycache__/urls.cpython-310.pyc
create mode 100644 backup/base/__pycache__/views.cpython-310.pyc
create mode 100644 backup/base/admin.py
create mode 100644 backup/base/apps.py
create mode 100644 backup/base/forms.py
create mode 100644 backup/base/migrations/0001_initial.py
create mode 100644 backup/base/migrations/0002_document_delete_upload.py
create mode 100644 backup/base/migrations/__init__.py
create mode 100644 backup/base/migrations/__pycache__/0001_initial.cpython-310.pyc
create mode 100644 backup/base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc
create mode 100644 backup/base/migrations/__pycache__/__init__.cpython-310.pyc
create mode 100644 backup/base/models.py
create mode 100644 backup/base/static/js/loading.js
create mode 100644 backup/base/templates/base/home.html
create mode 100644 backup/base/tests.py
create mode 100644 backup/base/urls.py
create mode 100644 backup/base/utils.py
create mode 100644 backup/base/views.py
create mode 100644 base/__init__.py
create mode 100644 base/__pycache__/__init__.cpython-310.pyc
create mode 100644 base/__pycache__/admin.cpython-310.pyc
create mode 100644 base/__pycache__/apps.cpython-310.pyc
create mode 100644 base/__pycache__/models.cpython-310.pyc
create mode 100644 base/__pycache__/urls.cpython-310.pyc
create mode 100644 base/__pycache__/views.cpython-310.pyc
create mode 100644 base/admin.py
create mode 100644 base/apps.py
create mode 100644 base/forms.py
create mode 100644 base/migrations/0001_initial.py
create mode 100644 base/migrations/0002_document_delete_upload.py
create mode 100644 base/migrations/__init__.py
create mode 100644 base/migrations/__pycache__/0001_initial.cpython-310.pyc
create mode 100644 base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc
create mode 100644 base/migrations/__pycache__/__init__.cpython-310.pyc
create mode 100644 base/models.py
create mode 100644 base/static/js/loading.js
create mode 100644 base/templates/base/home.html
create mode 100644 base/tests.py
create mode 100644 base/urls.py
create mode 100644 base/utils.py
create mode 100644 base/views.py
create mode 100644 dataset.csv
create mode 100644 dataset_preprocessed.csv
create mode 100644 db.sqlite3
create mode 100644 extremum/__init__.py
create mode 100644 extremum/__pycache__/__init__.cpython-310.pyc
create mode 100644 extremum/__pycache__/settings.cpython-310.pyc
create mode 100644 extremum/__pycache__/urls.cpython-310.pyc
create mode 100644 extremum/__pycache__/wsgi.cpython-310.pyc
create mode 100644 extremum/asgi.py
create mode 100644 extremum/settings.py
create mode 100644 extremum/urls.py
create mode 100644 extremum/wsgi.py
create mode 100644 lg.sav
create mode 100755 manage.py
create mode 100644 templates/main.html
create mode 100644 templates/navbar.html
create mode 100644 xgb.sav
create mode 100644 y_test.csv
create mode 100644 y_train.csv
diff --git a/Pipfile b/Pipfile
new file mode 100644
index 000000000..a6c443063
--- /dev/null
+++ b/Pipfile
@@ -0,0 +1,12 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+django = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.10"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 000000000..4fc491dba
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,54 @@
+{
+ "_meta": {
+ "hash": {
+ "sha256": "7e6dca07b964c2888324e576ba6c1bc240d74a27b75619fc88bca2ee3979baf8"
+ },
+ "pipfile-spec": 6,
+ "requires": {
+ "python_version": "3.10"
+ },
+ "sources": [
+ {
+ "name": "pypi",
+ "url": "https://pypi.org/simple",
+ "verify_ssl": true
+ }
+ ]
+ },
+ "default": {
+ "asgiref": {
+ "hashes": [
+ "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47",
+ "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"
+ ],
+ "markers": "python_version >= '3.8'",
+ "version": "==3.8.1"
+ },
+ "django": {
+ "hashes": [
+ "sha256:8363ac062bb4ef7c3f12d078f6fa5d154031d129a15170a1066412af49d30905",
+ "sha256:ff1b61005004e476e0aeea47c7f79b85864c70124030e95146315396f1e7951f"
+ ],
+ "index": "pypi",
+ "markers": "python_version >= '3.10'",
+ "version": "==5.0.6"
+ },
+ "sqlparse": {
+ "hashes": [
+ "sha256:714d0a4932c059d16189f58ef5411ec2287a4360f17cdd0edd2d09d4c5087c93",
+ "sha256:c204494cd97479d0e39f28c93d46c0b2d5959c7b9ab904762ea6c7af211c8663"
+ ],
+ "markers": "python_version >= '3.8'",
+ "version": "==0.5.0"
+ },
+ "typing-extensions": {
+ "hashes": [
+ "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0",
+ "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"
+ ],
+ "markers": "python_version < '3.11'",
+ "version": "==4.11.0"
+ }
+ },
+ "develop": {}
+}
diff --git a/X_test.csv b/X_test.csv
new file mode 100644
index 000000000..cfb478c2e
--- /dev/null
+++ b/X_test.csv
@@ -0,0 +1,1199 @@
+,Unnamed: 0,No,customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn
+1034,1034,4034,4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No
+1996,1996,2121,0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No
+737,737,2812,3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes
+3858,3858,3873,7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No
+130,130,4622,8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No
+2301,2301,1642,1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No
+3844,3844,2408,6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No
+134,134,5701,6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No
+5606,5606,6181,4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No
+311,311,1420,8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No
+991,991,564,7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No
+3746,3746,35,6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No
+4105,4105,7020,9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No
+4964,4964,3596,3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes
+5760,5760,3763,2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes
+2758,2758,209,1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No
+3683,3683,3046,8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No
+5012,5012,5175,7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No
+4607,4607,6712,1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No
+1926,1926,2246,7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes
+4858,4858,1604,6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No
+2314,2314,1111,9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes
+1875,1875,2727,3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes
+4987,4987,5431,5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No
+3872,3872,4403,0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No
+1865,1865,1987,5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes
+1990,1990,871,1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No
+5257,5257,3141,5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes
+660,660,1471,9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No
+1940,1940,5784,7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No
+3365,3365,5671,6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No
+2372,2372,4692,0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No
+14,14,604,2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No
+2839,2839,5752,7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.0,1796.55,No
+2216,2216,1051,3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No
+828,828,4541,9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes
+3166,3166,3867,4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No
+3151,3151,2211,5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No
+170,170,4907,7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No
+4860,4860,3677,6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No
+3101,3101,5493,0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes
+5662,5662,3170,7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No
+214,214,5740,8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No
+5005,5005,5376,9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No
+202,202,6728,2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No
+842,842,2464,2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes
+2812,2812,6481,9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No
+2081,2081,6726,0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes
+4136,4136,792,5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No
+2641,2641,1399,3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No
+2089,2089,2536,0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes
+2026,2026,4180,5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes
+3996,3996,1977,5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No
+1457,1457,633,7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No
+4706,4706,3507,4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No
+4096,4096,6692,8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No
+1163,1163,2202,5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes
+1519,1519,5661,4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No
+2493,2493,3021,6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No
+1892,1892,289,3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes
+1484,1484,2308,3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No
+2726,2726,6523,2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No
+5752,5752,3457,8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No
+443,443,4554,4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No
+4449,4449,6805,4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No
+4106,4106,6526,3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes
+4684,4684,4805,2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No
+12,12,2850,2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.0,6017.9,No
+144,144,6931,2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No
+5236,5236,894,7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No
+247,247,847,2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No
+4885,4885,1917,3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No
+5153,5153,797,6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No
+1523,1523,6222,0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No
+875,875,4056,3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes
+2753,2753,3622,3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No
+4414,4414,4497,0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No
+555,555,834,9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes
+5026,5026,3900,8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No
+3075,3075,2295,2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes
+3358,3358,6916,7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No
+2899,2899,5718,9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes
+499,499,2471,1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes
+3177,3177,2608,4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes
+2118,2118,2655,9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes
+768,768,344,5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No
+4507,4507,4889,9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No
+4711,4711,5031,8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No
+2374,2374,4591,8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No
+4983,4983,1646,2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No
+519,519,6882,8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No
+2154,2154,3624,9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No
+1881,1881,5385,0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes
+1220,1220,2664,6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No
+5481,5481,6961,8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes
+4152,4152,3453,0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No
+4895,4895,723,1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes
+1319,1319,2523,9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No
+4796,4796,2035,8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No
+4222,4222,1690,5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No
+2140,2140,2776,7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes
+5407,5407,3087,6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes
+2724,2724,2968,0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No
+451,451,3790,6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes
+4658,4658,989,3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No
+2278,2278,6237,7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes
+3871,3871,5912,7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes
+683,683,2223,8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes
+3179,3179,2290,7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes
+4285,4285,1418,9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No
+4486,4486,4460,0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No
+1108,1108,2413,7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No
+3905,3905,1742,5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes
+3338,3338,1778,6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No
+2048,2048,2319,7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No
+2247,2247,5888,8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes
+502,502,4687,3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes
+5357,5357,728,2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes
+2196,2196,6117,3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No
+4729,4729,3533,4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No
+4610,4610,6399,2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No
+871,871,2126,5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No
+4768,4768,4225,5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No
+142,142,805,9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No
+4665,4665,5182,3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No
+4662,4662,4422,6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.0,3021.3,No
+5622,5622,3987,7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes
+2478,2478,2988,6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No
+2933,2933,2221,8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No
+4965,4965,4632,4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes
+1448,1448,6757,5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes
+4172,4172,3609,4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No
+2625,2625,2172,1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No
+1526,1526,4884,2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No
+2526,2526,4003,0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No
+843,843,1033,2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No
+2259,2259,2857,7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No
+2640,2640,5395,9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81.0,389.6,Yes
+1008,1008,1496,3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No
+4311,4311,849,7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No
+1529,1529,6661,3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No
+4314,4314,1914,5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No
+3009,3009,6275,0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No
+4599,4599,822,7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No
+4301,4301,4675,7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.0,4211.55,Yes
+2091,2091,3731,2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No
+1161,1161,2588,5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No
+873,873,967,7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No
+1540,1540,4587,5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No
+5873,5873,2062,7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No
+5170,5170,5320,5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No
+2984,2984,3944,4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No
+3540,3540,819,4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88.0,5986.45,No
+1145,1145,3109,4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No
+4017,4017,3804,9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No
+3443,3443,6603,2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No
+1328,1328,1780,0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes
+528,528,75,2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No
+2888,2888,729,2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No
+3379,3379,460,4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No
+4138,4138,1855,5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No
+4110,4110,1763,6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No
+2201,2201,2101,2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes
+4347,4347,2234,4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No
+5778,5778,5068,6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No
+5205,5205,3512,6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.0,1260.7,No
+4528,4528,5968,9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes
+4030,4030,4109,0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes
+4170,4170,1453,5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No
+4003,4003,754,0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No
+3320,3320,2630,0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No
+3638,3638,6934,6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No
+1351,1351,670,5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No
+4101,4101,6920,2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No
+1314,1314,6130,5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No
+3284,3284,5374,8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes
+5779,5779,2675,4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No
+1816,1816,4258,9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes
+287,287,2575,5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No
+2079,2079,6711,3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No
+3705,3705,2637,7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No
+5553,5553,1895,3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No
+3761,3761,1692,1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No
+684,684,6989,1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76.0,1588.75,No
+535,535,4024,1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No
+5824,5824,5977,0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No
+3228,3228,840,0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.0,5509.3,Yes
+4127,4127,3380,5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes
+2043,2043,5484,4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No
+527,527,598,1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No
+15,15,2157,1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No
+467,467,4306,2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No
+971,971,4927,4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No
+388,388,6352,2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No
+1507,1507,745,2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No
+2635,2635,1178,0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes
+4506,4506,4124,3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No
+1596,1596,1598,7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No
+3064,3064,1336,3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No
+1848,1848,4213,3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes
+1654,1654,6917,2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No
+2896,2896,3333,4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No
+4036,4036,5250,3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No
+5120,5120,4178,1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No
+979,979,6782,1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No
+5961,5961,5051,0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No
+818,818,5331,5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No
+4683,4683,3572,1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No
+3631,3631,6947,2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No
+2111,2111,4176,4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No
+4014,4014,4790,5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No
+5300,5300,2616,7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes
+3167,3167,6908,1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes
+1934,1934,5900,0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes
+4593,4593,4242,6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+2931,2931,6555,8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No
+5501,5501,4777,7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No
+4083,4083,1576,0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No
+5079,5079,1358,9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No
+4330,4330,3401,4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No
+2761,2761,6761,2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No
+1670,1670,949,6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No
+1569,1569,6365,8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes
+2644,2644,1457,6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No
+5016,5016,2296,4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No
+620,620,879,9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No
+257,257,4626,0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No
+3567,3567,3036,4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No
+2457,2457,1833,8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No
+1829,1829,5923,8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No
+2396,2396,6378,0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes
+2647,2647,3459,6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No
+1096,1096,2153,7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No
+895,895,4479,5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No
+394,394,33,7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No
+143,143,410,0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes
+733,733,3034,7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes
+1953,1953,6328,4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No
+2133,2133,4890,3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No
+3812,3812,5491,3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No
+5438,5438,4045,3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.0,914,Yes
+4967,4967,5350,1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No
+3933,3933,6669,3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No
+4828,4828,2449,1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No
+5371,5371,4185,8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No
+5125,5125,5989,5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes
+1362,1362,6468,2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No
+5866,5866,2695,0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No
+5525,5525,4115,7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No
+2751,2751,6158,3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No
+4911,4911,645,1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes
+206,206,1683,0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No
+629,629,1073,0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes
+2060,2060,1541,2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No
+3141,3141,5344,6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No
+3315,3315,5456,8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes
+4368,4368,1262,6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No
+5933,5933,6164,7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No
+2250,2250,1378,1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No
+3948,3948,4599,1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No
+98,98,4054,9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No
+1702,1702,4818,8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No
+812,812,4678,3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes
+5675,5675,623,5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No
+2214,2214,5018,6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No
+1411,1411,6251,9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No
+917,917,5931,0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.0,1237.85,Yes
+3364,3364,361,5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No
+5176,5176,2779,2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes
+29,29,1545,5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No
+5914,5914,34,3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No
+2070,2070,2500,0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No
+5653,5653,3991,1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes
+2842,2842,1572,7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.0,127.1,Yes
+5590,5590,4754,2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No
+1391,1391,2893,7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.0,1254.7,Yes
+1786,1786,6666,0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No
+5478,5478,4752,1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No
+1453,1453,3231,9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No
+3947,3947,6911,0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No
+4247,4247,5289,3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No
+3203,3203,4701,5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No
+5737,5737,5757,5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No
+2826,2826,5235,4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No
+4959,4959,6355,1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No
+1246,1246,1258,5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No
+3402,3402,2544,7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No
+4960,4960,232,8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes
+5475,5475,5906,1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes
+3035,3035,82,9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes
+3296,3296,2528,4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes
+5743,5743,6363,8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No
+4407,4407,2667,8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No
+2443,2443,2311,8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No
+840,840,151,3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.0,655.5,Yes
+5309,5309,143,2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No
+2249,2249,1519,7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes
+4129,4129,5802,3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No
+4946,4946,3514,6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No
+3378,3378,2325,3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No
+3164,3164,3970,2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No
+5832,5832,3840,1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No
+302,302,1608,2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No
+1098,1098,4796,3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No
+2401,2401,1146,1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No
+42,42,5261,1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No
+3131,3131,1781,2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No
+557,557,5413,6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.0,1505.45,No
+3452,3452,2567,0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes
+2088,2088,4305,0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No
+5607,5607,1693,7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No
+464,464,3154,0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No
+217,217,4886,2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No
+2148,2148,2670,4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No
+2807,2807,3997,6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No
+2270,2270,4477,6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No
+4982,4982,918,6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No
+2563,2563,4638,7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes
+4059,4059,6610,9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No
+5136,5136,6449,7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+1939,1939,4977,6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No
+2828,2828,6501,4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No
+880,880,896,8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No
+4757,4757,6900,7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.0,4905.75,No
+4555,4555,2599,6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73.0,5265.2,No
+3374,3374,1376,3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70.0,347.4,Yes
+1330,1330,803,3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No
+5919,5919,5486,7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No
+1891,1891,2480,0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes
+882,882,4284,8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No
+1870,1870,1538,6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes
+5099,5099,4363,5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No
+1804,1804,2939,8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes
+1845,1845,309,4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No
+949,949,6924,6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+2381,2381,2951,5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No
+2971,2971,6482,5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes
+3804,3804,4967,4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes
+2228,2228,2016,8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes
+3405,3405,4066,4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No
+2706,2706,4367,3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No
+3780,3780,2411,6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No
+3066,3066,1602,6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes
+4667,4667,3701,3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No
+3755,3755,2137,8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No
+4782,4782,1857,9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No
+1421,1421,4394,0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No
+918,918,5737,7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No
+1593,1593,68,3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No
+2707,2707,1053,5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes
+2580,2580,3686,5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.0,999.45,Yes
+286,286,1894,9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No
+4891,4891,4654,4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No
+1986,1986,1626,9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No
+864,864,911,7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89.0,1288.3,No
+4472,4472,3569,9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No
+304,304,1765,0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No
+5041,5041,1719,2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No
+3350,3350,2547,7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No
+3609,3609,4868,2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes
+3774,3774,6214,6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No
+472,472,240,7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No
+4450,4450,5767,1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No
+1831,1831,6990,0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No
+5845,5845,2454,5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No
+3335,3335,697,5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes
+4893,4893,4627,3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No
+1741,1741,463,3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes
+2505,2505,3488,0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No
+4476,4476,6594,8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No
+4336,4336,5181,5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No
+1525,1525,3892,3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No
+5739,5739,6528,4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No
+3807,3807,1440,7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No
+532,532,1649,2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No
+1657,1657,5087,8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No
+2303,2303,4075,3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No
+4126,4126,519,7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No
+2355,2355,3145,2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes
+1045,1045,2398,7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No
+2460,2460,4228,6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes
+3121,3121,6301,7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No
+2014,2014,1270,8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No
+2916,2916,131,6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes
+2464,2464,1137,0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No
+1051,1051,5522,2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+3981,3981,1441,2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No
+429,429,5751,0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No
+3260,3260,2003,1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes
+2805,2805,6139,3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No
+3522,3522,5507,5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No
+1900,1900,2754,6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No
+3312,3312,6954,9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No
+2433,2433,5670,7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes
+5133,5133,6319,8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No
+1299,1299,5339,3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No
+5167,5167,2508,9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No
+533,533,5652,9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No
+4148,4148,6232,9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes
+2224,2224,1196,0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No
+2507,2507,6938,5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No
+5018,5018,1753,2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No
+1715,1715,5714,6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes
+3699,3699,3729,3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No
+3690,3690,2601,7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No
+4769,4769,3756,9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes
+2630,2630,1257,0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No
+2147,2147,6515,7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes
+1595,1595,4996,3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No
+977,977,3819,6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No
+3565,3565,6218,8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No
+1364,1364,6825,5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No
+4564,4564,2106,4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No
+1696,1696,5265,4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No
+2818,2818,18,4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes
+4053,4053,2270,4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes
+5907,5907,1021,3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No
+3006,3006,2512,5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No
+224,224,1562,8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No
+965,965,2182,2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No
+1580,1580,3023,0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No
+2239,2239,2788,2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No
+1521,1521,5434,9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No
+489,489,3288,1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No
+5693,5693,1959,5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No
+944,944,1876,3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No
+5885,5885,6863,0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No
+1259,1259,3402,4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes
+2268,2268,430,9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes
+20,20,4693,0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No
+1969,1969,5834,5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No
+2232,2232,3237,6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No
+3169,3169,781,7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No
+5123,5123,6391,4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No
+3507,3507,5445,1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No
+1726,1726,725,6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No
+3462,3462,365,1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes
+283,283,1183,0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No
+1979,1979,5071,1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No
+3488,3488,4095,0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No
+2925,2925,4667,5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No
+3648,3648,632,1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No
+4062,4062,105,6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No
+5485,5485,4142,2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No
+2799,2799,858,3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.0,5898.6,No
+5728,5728,4931,4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No
+5844,5844,3645,1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No
+1142,1142,1825,5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No
+2891,2891,2620,7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No
+1035,1035,3039,5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No
+3698,3698,3906,6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes
+731,731,605,4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No
+5126,5126,1668,9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No
+72,72,1197,8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No
+1668,1668,402,0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes
+3766,3766,5405,4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No
+1371,1371,1983,7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No
+3253,3253,6463,0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No
+4363,4363,4435,5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No
+4320,4320,726,4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No
+4855,4855,6104,7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No
+317,317,6061,3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No
+4397,4397,920,7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No
+3986,3986,4703,2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes
+4573,4573,6792,4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes
+4522,4522,1708,8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes
+2670,2670,3515,5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No
+3328,3328,5402,5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No
+3606,3606,4942,2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes
+4074,4074,1,5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No
+3514,3514,163,4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No
+5524,5524,2368,6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No
+1533,1533,5768,8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No
+396,396,44,4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No
+4962,4962,1603,7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes
+39,39,1720,6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No
+3939,3939,2040,7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No
+5722,5722,766,5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No
+3184,3184,3750,4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No
+2525,2525,1207,0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No
+4834,4834,2621,8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No
+2345,2345,4217,8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No
+2104,2104,2314,8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No
+5891,5891,3342,0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No
+4037,4037,7014,9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No
+751,751,1220,0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No
+227,227,5414,2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes
+5811,5811,4636,1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.0,860.85,No
+559,559,1971,4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No
+2876,2876,3994,0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes
+1748,1748,5798,4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes
+2962,2962,1790,3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes
+1662,1662,6839,4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes
+4348,4348,963,4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No
+5225,5225,928,0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No
+1551,1551,6215,2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes
+1442,1442,3554,1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No
+4431,4431,6862,1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes
+1495,1495,621,0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No
+5713,5713,3272,6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes
+5864,5864,5258,8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes
+1,1,4528,9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No
+2915,2915,1846,7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No
+5080,5080,1329,3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No
+910,910,2328,4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No
+195,195,2268,7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No
+2528,2528,1510,7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No
+4713,4713,4021,4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes
+4933,4933,2563,5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes
+572,572,5205,0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No
+1864,1864,843,6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No
+1928,1928,3869,1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No
+4717,4717,3030,1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes
+4617,4617,2490,7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No
+4121,4121,6652,0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No
+2323,2323,990,1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No
+3757,3757,4016,7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No
+2194,2194,1815,1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No
+539,539,1557,4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No
+2521,2521,1017,9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No
+4000,4000,352,4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No
+4084,4084,5879,6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No
+2592,2592,1932,3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+3332,3332,4952,7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No
+2946,2946,976,5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+4468,4468,1458,7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes
+5788,5788,2038,9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes
+776,776,5853,9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No
+2749,2749,4128,4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes
+4269,4269,5624,4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No
+405,405,4450,4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes
+3050,3050,1377,3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No
+4253,4253,3239,3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No
+2958,2958,1299,4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes
+1136,1136,5576,4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes
+5256,5256,3486,2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No
+4590,4590,914,6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No
+5484,5484,4364,6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No
+735,735,1468,9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No
+661,661,2266,5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No
+2972,2972,5969,4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No
+5699,5699,3219,3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No
+5331,5331,5917,5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No
+1262,1262,350,0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No
+3424,3424,6353,8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No
+4572,4572,5660,1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No
+982,982,4483,3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No
+2816,2816,6354,3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No
+4411,4411,614,7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No
+5905,5905,2613,0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes
+1742,1742,4329,2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes
+634,634,1340,1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No
+5611,5611,954,5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No
+379,379,4523,9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No
+4433,4433,400,2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No
+33,33,4999,1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No
+1139,1139,3334,0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes
+4563,4563,4223,4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No
+4063,4063,3041,1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+4898,4898,5529,5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No
+5465,5465,1931,7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No
+5184,5184,4468,7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes
+3953,3953,2365,7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No
+1669,1669,2195,9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No
+1511,1511,195,2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No
+3779,3779,1004,7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,417.7,No
+3697,3697,1577,9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes
+5324,5324,1365,7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes
+49,49,4800,9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.0,94,Yes
+1192,1192,6883,2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No
+5250,5250,713,5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86.0,1164.05,No
+381,381,5587,1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No
+4530,4530,4052,9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes
+1547,1547,741,6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No
+4919,4919,919,5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No
+962,962,4651,3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes
+4443,4443,6444,6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes
+1722,1722,4078,0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes
+4849,4849,2635,9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No
+5387,5387,5387,8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No
+2575,2575,382,8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No
+4371,4371,271,7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No
+5542,5542,4057,7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No
+1270,1270,5586,1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No
+2902,2902,2394,8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No
+4582,4582,4802,9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No
+4254,4254,2383,3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No
+3182,3182,343,9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No
+5088,5088,3278,4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No
+4218,4218,5856,9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No
+1687,1687,777,7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.0,184.65,Yes
+2267,2267,5065,6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No
+2909,2909,2123,8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No
+2149,2149,972,0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No
+4065,4065,2169,6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.0,4985.9,No
+349,349,2439,8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No
+4323,4323,3845,0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes
+2969,2969,2315,2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No
+1705,1705,4878,7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No
+2936,2936,2379,3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes
+444,444,3975,2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes
+1817,1817,4241,2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes
+2240,2240,4113,3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No
+1642,1642,1813,0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No
+3079,3079,5952,4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No
+1746,1746,3768,3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No
+5621,5621,1527,0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.0,1493.75,No
+914,914,4838,1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No
+4609,4609,5207,9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes
+4362,4362,4484,7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No
+5216,5216,5268,2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No
+3839,3839,5760,4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No
+2481,2481,3400,5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No
+5880,5880,3993,9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66.0,4891.5,No
+1833,1833,3583,2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No
+380,380,6582,9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No
+465,465,1839,9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No
+4008,4008,4644,5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No
+4894,4894,224,5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No
+1889,1889,2970,2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes
+5855,5855,3561,5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes
+5000,5000,5811,6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No
+5964,5964,6949,3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No
+2134,2134,194,2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No
+1984,1984,3599,7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No
+4585,4585,3594,9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No
+4396,4396,2769,5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes
+3147,3147,3339,8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.0,6161.9,No
+5678,5678,5883,6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No
+2832,2832,5461,1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No
+1828,1828,1583,2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No
+1778,1778,3268,6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No
+1783,1783,1937,0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No
+4345,4345,5943,2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes
+2678,2678,5153,5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No
+1680,1680,2213,5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No
+415,415,3660,2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No
+4643,4643,768,8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No
+2067,2067,3297,9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No
+1370,1370,5577,4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No
+1302,1302,4745,6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No
+4540,4540,2175,7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes
+5227,5227,6395,3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes
+1666,1666,2414,9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No
+675,675,6207,6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.0,3969.4,Yes
+5019,5019,5197,7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No
+244,244,3366,1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No
+4175,4175,2994,8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No
+154,154,1566,4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No
+2337,2337,1228,2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No
+2998,2998,1677,3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No
+2501,2501,1946,7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No
+2108,2108,25,6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No
+2869,2869,5044,9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No
+1977,1977,6094,7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No
+5158,5158,4804,5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No
+2847,2847,3893,5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No
+1095,1095,6655,1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No
+4637,4637,2161,5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes
+1941,1941,6325,4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes
+5917,5917,2556,8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No
+66,66,188,0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No
+1267,1267,4958,0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No
+2378,2378,4340,4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No
+4815,4815,1248,7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes
+3578,3578,2529,0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes
+347,347,6366,2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No
+2241,2241,6103,8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No
+3739,3739,4998,8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No
+4623,4623,5297,7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No
+4737,4737,3876,7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No
+5735,5735,5172,9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.0,1149.65,No
+1524,1524,5272,8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes
+3370,3370,1653,6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No
+3126,3126,1910,6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No
+2836,2836,5568,2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No
+5505,5505,6293,7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No
+3420,3420,522,0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No
+608,608,1918,2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No
+5663,5663,2056,4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.0,4085.75,No
+1031,1031,2997,1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes
+348,348,315,5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No
+4810,4810,4916,3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No
+1001,1001,497,0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No
+1122,1122,1083,9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes
+30,30,904,0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No
+1493,1493,1200,5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No
+1615,1615,3193,1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No
+4238,4238,5150,7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No
+3209,3209,3652,0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes
+2696,2696,4080,6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No
+2106,2106,1417,5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No
+3063,3063,3700,5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes
+1651,1651,3265,9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes
+4705,4705,4212,5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes
+1294,1294,2855,8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No
+773,773,6604,7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No
+148,148,434,6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No
+2537,2537,3162,6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No
+1430,1430,6256,3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes
+1116,1116,4534,2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49.0,49,No
+5049,5049,1906,2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36.0,1382.9,No
+3081,3081,2909,9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No
+3113,3113,3864,4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes
+3019,3019,1398,3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No
+558,558,6732,5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No
+1369,1369,5114,5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No
+5056,5056,2593,0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No
+548,548,3353,4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No
+2731,2731,3033,5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No
+5220,5220,6851,8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No
+2294,2294,5945,8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No
+531,531,4772,5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No
+138,138,2228,3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No
+978,978,5447,8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No
+5749,5749,2999,1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No
+642,642,6348,1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No
+3539,3539,3292,7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No
+5173,5173,4835,2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No
+1066,1066,978,6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes
+2810,2810,2492,9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes
+5769,5769,5353,8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No
+3376,3376,2468,2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes
+5935,5935,3890,3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes
+1398,1398,4609,2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No
+487,487,5229,8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes
+495,495,1561,1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes
+1014,1014,5891,4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes
+4290,4290,1355,5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No
+5762,5762,6922,9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No
+3763,3763,5606,6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No
+4678,4678,4757,1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes
+5013,5013,2286,1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No
+1290,1290,5700,3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No
+521,521,2922,3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes
+3776,3776,4921,0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No
+3692,3692,1241,0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No
+5982,5982,5191,5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No
+530,530,1416,4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No
+3689,3689,1190,6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No
+3482,3482,5204,4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No
+517,517,124,7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No
+1343,1343,4267,1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No
+2465,2465,2767,3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No
+5519,5519,6002,3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes
+4544,4544,2657,3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No
+3653,3653,5165,8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2747,2747,5483,5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes
+3318,3318,4596,2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No
+5039,5039,3266,0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No
+1789,1789,6069,8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No
+5716,5716,3582,6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No
+3149,3149,2285,4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes
+2058,2058,4625,4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No
+2764,2764,2497,5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No
+2103,2103,4436,3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No
+2730,2730,5356,5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No
+3603,3603,4137,7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No
+4502,4502,2058,0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No
+1750,1750,3411,7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes
+326,326,558,2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No
+2075,2075,6930,5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes
+1238,1238,1564,2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes
+1815,1815,5430,6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes
+601,601,3481,7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No
+3519,3519,2009,7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No
+5322,5322,6804,8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No
+2090,2090,5054,6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No
+4589,4589,1308,3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes
+3194,3194,3669,2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No
+483,483,5936,9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No
+4840,4840,872,1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No
+520,520,4489,8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No
+5584,5584,2205,0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No
+4971,4971,6307,3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No
+5670,5670,5423,5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes
+5401,5401,895,0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No
+1855,1855,868,3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes
+4639,4639,5083,7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No
+2840,2840,5108,7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No
+241,241,1436,9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes
+2402,2402,4610,2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes
+1091,1091,5027,3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes
+5902,5902,1500,7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No
+5748,5748,6969,4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+1573,1573,1187,8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No
+3288,3288,1326,6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No
+2033,2033,2006,0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes
+5405,5405,335,4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes
+725,725,6897,2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No
+3790,3790,11,7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No
+1390,1390,4857,6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No
+2357,2357,4629,6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No
+1586,1586,945,6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes
+4481,4481,5884,4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes
+1393,1393,6371,1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No
+695,695,6441,5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No
+2102,2102,2503,9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No
+2932,2932,2606,1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No
+4181,4181,2507,9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No
+5091,5091,4719,0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes
+3843,3843,3673,1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes
+4288,4288,5613,3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No
+2484,2484,6953,1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82.0,1127.2,Yes
+5482,5482,635,7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes
+3171,3171,1749,1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No
+5175,5175,4964,3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes
+44,44,1498,0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes
+4900,4900,5554,8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No
+308,308,181,6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No
+376,376,387,1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No
+2235,2235,2945,3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No
+1363,1363,2908,7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes
+65,65,4914,0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No
+2586,2586,5692,3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No
+1431,1431,6115,3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No
+2906,2906,1515,1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No
+4005,4005,7008,1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes
+3132,3132,3013,2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71.0,2080.1,No
+3954,3954,4648,9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No
+4820,4820,4670,8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No
+1196,1196,3252,1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No
+4743,4743,827,9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No
+5354,5354,675,3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No
+2600,2600,6016,4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes
+5031,5031,3122,8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No
+3760,3760,5119,6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No
+509,509,5728,3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes
+5460,5460,512,5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes
+2784,2784,2686,4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes
+2651,2651,3275,1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No
+3842,3842,3291,9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No
+916,916,5332,4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No
+113,113,1922,8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No
+5281,5281,5772,8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No
+5458,5458,5215,7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes
+4220,4220,2064,7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No
+496,496,6054,9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes
+1224,1224,5770,6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No
+1601,1601,4365,4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No
+1386,1386,5144,1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No
+5472,5472,6070,6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.0,4976.15,No
+2404,2404,1313,6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes
+3645,3645,3083,1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No
+5433,5433,2141,6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No
+3605,3605,5513,0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No
+5094,5094,3037,8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No
+2044,2044,3749,4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes
+4846,4846,5415,1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No
+125,125,2020,2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No
+5910,5910,1585,4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No
+3243,3243,6241,8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes
+678,678,268,6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes
+3903,3903,619,4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No
+4358,4358,3500,5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No
+452,452,5722,3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes
+994,994,3942,6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes
+3176,3176,5709,5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No
+1692,1692,1491,8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+3495,3495,392,0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No
+5279,5279,6313,0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes
+2980,2980,4753,5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes
+1172,1172,6814,2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94.0,5438.95,No
+5846,5846,4598,4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No
+3099,3099,587,8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No
+4179,4179,28,5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No
+3855,3855,4049,6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No
+1433,1433,4304,9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.0,918.7,No
+2080,2080,3409,4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No
+3864,3864,1014,4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes
+282,282,1370,7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No
+1281,1281,2103,7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No
+1771,1771,1923,7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No
+4028,4028,2134,8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No
+861,861,1310,6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes
+5315,5315,1819,6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No
+2141,2141,5774,9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No
+2830,2830,4237,6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes
+2755,2755,2760,9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No
+582,582,3017,1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No
+137,137,5306,5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes
+4390,4390,738,1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No
+3152,3152,4347,4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No
+5602,5602,2485,9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes
+5644,5644,3183,7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes
+2177,2177,2277,3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes
+704,704,6607,7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes
+5817,5817,6019,0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No
+4655,4655,951,8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No
+5369,5369,1625,1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes
+4200,4200,4579,5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No
+167,167,6725,2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No
+888,888,2688,1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes
+1022,1022,5708,7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No
+3595,3595,3138,5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes
+2579,2579,761,1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes
+4991,4991,2125,8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No
+2009,2009,2019,7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes
+5040,5040,280,0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No
+3706,3706,4954,9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes
+5963,5963,2433,8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No
+3438,3438,1613,3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No
+5665,5665,6865,8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No
+3663,3663,3874,4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No
+4299,4299,1380,1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No
+2308,2308,2987,3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No
+2920,2920,1811,2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No
+1042,1042,2842,1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No
+5255,5255,1810,5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No
+5877,5877,6331,1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No
+5835,5835,6756,1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No
+5372,5372,2896,9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No
+3722,3722,3040,7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes
+3053,3053,6902,5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No
+3580,3580,1960,5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No
+852,852,5963,7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No
+5238,5238,455,8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No
+3048,3048,141,4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes
+1180,1180,2260,6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes
+1961,1961,7042,3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No
+3042,3042,1904,3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes
+3039,3039,5505,4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No
+5724,5724,4218,9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No
+4888,4888,4415,0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No
+3572,3572,4187,2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No
+4425,4425,4232,3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes
+2846,2846,2429,8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No
+3472,3472,3456,0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No
+3523,3523,2293,9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No
+3397,3397,5257,6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes
+3768,3768,140,3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No
+124,124,3829,8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.0,4388.4,Yes
+3287,3287,1019,9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No
+4157,4157,3155,4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No
+1906,1906,5837,2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No
+159,159,1669,5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No
+2137,2137,5062,2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes
+3490,3490,4575,8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No
+3065,3065,5604,9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No
+3391,3391,4716,5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No
+5730,5730,5535,2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No
+2543,2543,656,8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No
+2315,2315,4863,8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No
+223,223,4679,8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No
+3034,3034,3693,7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No
+2591,2591,2721,8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes
+1427,1427,238,0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.0,1120.3,Yes
+398,398,5100,9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes
+1835,1835,2941,6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No
+5695,5695,488,4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No
+5199,5199,6336,8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No
+3805,3805,735,7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No
+4674,4674,6644,0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No
+3658,3658,3883,8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No
+5420,5420,4452,6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No
+4088,4088,5523,5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No
+5168,5168,6132,3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No
+1155,1155,4570,1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No
+1086,1086,4081,7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+1843,1843,4220,4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No
+3649,3649,2493,8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No
+3110,3110,4386,3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes
+5434,5434,5104,1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No
+2594,2594,3560,4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No
+3158,3158,1814,5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No
+5977,5977,466,9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No
+4764,4764,793,9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No
+4587,4587,513,8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No
+3993,3993,403,3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No
+4938,4938,2709,6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No
+3630,3630,1766,8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No
+867,867,3089,5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No
+593,593,102,7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95.0,3605.6,No
+4901,4901,6676,5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No
+3145,3145,2924,1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes
+5328,5328,6205,7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes
+2790,2790,4997,4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes
+5373,5373,6571,2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55.0,1885.15,No
+3685,3685,5371,0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes
+5194,5194,2703,4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes
+4688,4688,4759,8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes
+194,194,1620,6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No
+2382,2382,2342,1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No
+5165,5165,924,4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No
+1620,1620,4280,9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No
+5341,5341,6454,2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No
+5647,5647,4199,4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes
+3896,3896,1316,9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No
+5787,5787,5592,5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No
+1514,1514,4633,1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No
+3448,3448,1246,9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No
+878,878,6648,2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No
+5119,5119,5264,9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No
+1922,1922,551,1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No
+5796,5796,5147,7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No
+189,189,4558,8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes
+4534,4534,5497,7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes
+2542,2542,6008,4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No
+825,825,3105,4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No
+2883,2883,4421,4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No
+2447,2447,6475,5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No
+1377,1377,2163,4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes
+5494,5494,3124,3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No
+1712,1712,759,5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No
+4773,4773,6236,1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No
+4052,4052,1439,0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes
+863,863,6988,1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No
+4744,4744,1639,4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes
+1607,1607,3049,0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes
+4679,4679,5098,8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.0,237.75,Yes
+3124,3124,669,0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No
+5377,5377,3969,2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No
+3341,3341,3489,0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No
+5783,5783,5496,2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No
+4712,4712,4662,4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No
+3906,3906,1390,8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No
+4626,4626,4064,0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No
+2976,2976,694,2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No
+1189,1189,6452,9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No
+3829,3829,4589,1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No
+3073,3073,1070,6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes
+140,140,426,2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No
+1563,1563,690,8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+5515,5515,5919,6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No
+5536,5536,2806,3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No
+1737,1737,3003,2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes
+534,534,3206,6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,109.2,No
+5024,5024,523,6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes
+2877,2877,866,0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39.0,2337.45,No
+152,152,6810,7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes
+4292,4292,6674,6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No
+322,322,6848,5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.0,147.8,No
+2450,2450,695,2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No
+276,276,787,2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No
+4994,4994,525,0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No
+3262,3262,1449,6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No
+584,584,881,3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No
+4188,4188,686,5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No
+3647,3647,2102,2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No
+2793,2793,5377,8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No
+992,992,1224,3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+5833,5833,2690,2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes
+1989,1989,5041,4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No
+4050,4050,715,5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No
+1826,1826,4102,1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No
+5938,5938,1528,8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No
+1556,1556,1717,0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No
+4869,4869,1342,2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.0,141.6,No
+4523,4523,2953,2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes
+780,780,7006,0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes
+3817,3817,1624,2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes
+265,265,6081,8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+1568,1568,4525,6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No
+402,402,6202,8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes
+3900,3900,1939,8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No
+4312,4312,2737,5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No
+3534,3534,6843,9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes
+1303,1303,5679,5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes
+716,716,6270,0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No
+5172,5172,3775,1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes
+2955,2955,3755,8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes
+3432,3432,4606,1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.0,300.7,No
+1859,1859,3121,8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes
+898,898,3607,9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No
+2030,2030,5252,2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No
+794,794,947,9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No
+4985,4985,5126,4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No
+1515,1515,802,8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No
+3586,3586,4259,1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes
+1460,1460,3792,6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes
+575,575,662,3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+5598,5598,225,6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No
+4,4,432,2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No
+1710,1710,6472,1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No
+3033,3033,5695,1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No
+3180,3180,1727,5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No
+2243,2243,3915,3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No
+4455,4455,1341,9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes
+3518,3518,6982,8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No
+2754,2754,5998,0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No
+2262,2262,1746,3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No
+4725,4725,5526,6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No
+5669,5669,6397,7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No
+352,352,2142,4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No
+3498,3498,4200,8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No
+2894,2894,6567,6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No
+3978,3978,4390,0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No
+2841,2841,816,6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes
+2364,2364,4309,2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No
+5720,5720,2327,0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No
+546,546,808,4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes
+2882,2882,3520,6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No
+3207,3207,6075,5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No
+1029,1029,724,5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes
+2211,2211,2535,2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No
+2585,2585,4870,5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No
+4303,4303,3160,2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No
+1706,1706,568,0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes
+4641,4641,3057,7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No
+1170,1170,829,5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No
+3479,3479,3926,7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No
+2619,2619,3682,3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes
+3021,3021,5796,8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60.0,2768.65,No
+2618,2618,5176,0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No
+1185,1185,1117,6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No
+4255,4255,4311,2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes
+2569,2569,835,4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No
+5154,5154,2871,7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes
+4671,4671,5203,0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No
+5589,5589,4642,5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes
+933,933,4050,2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No
+1160,1160,3383,8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes
+1327,1327,6012,5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes
+3741,3741,1408,5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No
+5396,5396,6522,7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34.0,1505.35,No
+2782,2782,4368,1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes
+3225,3225,2297,3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes
+1121,1121,2375,0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No
+3111,3111,6425,9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No
+4805,4805,1970,5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes
+5267,5267,1388,9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No
+96,96,1315,5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No
+4153,4153,6429,6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No
+3426,3426,6841,8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No
+5219,5219,6583,9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No
+4010,4010,1989,9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No
+5462,5462,1081,1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No
+939,939,2944,5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No
+4300,4300,1933,1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No
+333,333,6226,2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No
+4772,4772,5831,9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes
+690,690,2907,0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.0,1820.45,Yes
+2339,2339,6264,2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No
+854,854,2647,4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.0,40.9,No
+4041,4041,458,4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,38,No
+4801,4801,1202,3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes
+613,613,5110,8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No
+2565,2565,6570,9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No
+2616,2616,123,6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No
+2663,2663,6456,9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No
+3029,3029,3784,4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes
+480,480,5036,1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes
+621,621,3248,7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes
+2624,2624,910,1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes
+3502,3502,3493,5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No
+446,446,5719,1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No
+3414,3414,3697,4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No
+3554,3554,456,5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No
+2921,2921,4508,3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No
+4230,4230,2403,0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No
+3174,3174,6300,3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No
+4266,4266,6317,7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes
+1414,1414,2707,7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes
+2664,2664,1502,5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No
+3616,3616,1725,5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No
+3701,3701,1343,7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No
+4341,4341,5741,5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes
+549,549,3824,6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No
+1332,1332,5514,0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No
+1455,1455,5361,2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No
+4927,4927,2870,1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No
+2657,2657,4974,4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes
+2875,2875,4105,5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No
+2615,2615,3106,2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No
+5601,5601,5895,8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No
+4094,4094,3566,9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No
+3750,3750,3179,3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No
+5802,5802,2729,1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes
+2407,2407,3816,4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No
+5640,5640,2200,6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No
+2892,2892,1936,2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No
+2849,2849,4707,0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No
+3656,3656,6238,5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.0,3919.15,No
+2743,2743,386,0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes
+298,298,6542,3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76.0,1130.85,Yes
+2285,2285,6596,0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No
+2204,2204,1548,5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No
+2087,2087,3499,0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+728,728,1758,5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No
+1744,1744,594,9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No
+4204,4204,2084,1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes
+4401,4401,4459,3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes
+1958,1958,1105,7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No
+4085,4085,213,4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.0,540.05,No
+3197,3197,6398,3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.0,7723.7,Yes
+2229,2229,2005,9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes
+36,36,4257,9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No
+806,806,3614,8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No
+3403,3403,5223,1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No
+4273,4273,3020,5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No
+1336,1336,1288,2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No
+1933,1933,6635,5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No
+4571,4571,6368,2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.0,181.7,Yes
+31,31,6602,4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No
+2523,2523,6127,6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No
+2340,2340,3764,6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No
+3082,3082,4518,8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes
+3473,3473,4182,4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes
diff --git a/X_train.csv b/X_train.csv
new file mode 100644
index 000000000..d03292d44
--- /dev/null
+++ b/X_train.csv
@@ -0,0 +1,4789 @@
+,Unnamed: 0,No,customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn
+5426,5426,2265,1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes
+2553,2553,5865,2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No
+2672,2672,5953,6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No
+1197,1197,653,1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No
+1643,1643,1271,4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No
+896,896,1593,0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No
+1513,1513,2650,5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No
+4808,4808,2151,2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No
+5831,5831,1028,8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes
+3937,3937,2113,7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95.0,4368.85,No
+5007,5007,4432,3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No
+3743,3743,1798,3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No
+5395,5395,3746,4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes
+5608,5608,1045,3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No
+4990,4990,3287,5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes
+4542,4542,5634,2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes
+1357,1357,2836,6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No
+2602,2602,4908,3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes
+4434,4434,4806,6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No
+567,567,1729,8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No
+4284,4284,6620,6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes
+2193,2193,3286,3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes
+3261,3261,546,6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes
+3975,3975,1394,2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No
+1824,1824,1658,1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes
+666,666,6679,4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No
+2399,2399,1551,6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No
+1763,1763,2330,1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No
+5634,5634,3777,4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No
+5710,5710,3397,1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No
+5325,5325,6414,3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No
+5971,5971,3171,8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No
+2584,2584,6781,4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes
+295,295,553,1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No
+2234,2234,648,5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes
+2306,2306,4416,6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No
+4892,4892,4208,9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No
+5490,5490,5222,6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No
+1790,1790,5762,1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No
+3503,3503,1459,3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No
+3921,3921,4957,4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No
+3681,3681,5441,3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes
+1418,1418,1292,8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No
+3408,3408,685,1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+2244,2244,5897,0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No
+378,378,1032,4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes
+5821,5821,2790,5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes
+2377,2377,1590,7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No
+829,829,4965,9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes
+2272,2272,4393,2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes
+1450,1450,5171,3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No
+453,453,4041,5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No
+1736,1736,139,0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+2529,2529,3718,8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No
+3210,3210,2361,5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+291,291,1565,6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No
+1536,1536,6617,8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No
+841,841,1858,7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes
+5317,5317,4360,2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No
+5332,5332,4968,2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53.0,3656.25,No
+5095,5095,388,8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No
+4788,4788,3068,1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No
+4689,4689,5775,4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No
+4774,4774,3228,3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No
+862,862,1611,1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No
+5361,5361,5745,3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No
+2223,2223,1772,7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.0,143.65,Yes
+598,598,2447,1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No
+3553,3553,2130,8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes
+3045,3045,3618,3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No
+1590,1590,3473,7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes
+3719,3719,1584,9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No
+1216,1216,287,5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.0,70,Yes
+3956,3956,4005,2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes
+866,866,2499,6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No
+1422,1422,2615,9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No
+38,38,5038,4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No
+158,158,626,5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No
+4264,4264,2396,4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95.0,3591.25,No
+2406,2406,187,8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No
+3016,3016,786,4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No
+1622,1622,1818,4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No
+4996,4996,55,1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes
+5631,5631,3791,3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No
+3154,3154,7,6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No
+1461,1461,637,2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No
+5011,5011,4202,3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No
+2975,2975,6464,4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No
+1767,1767,6337,2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No
+3319,3319,5990,1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No
+2279,2279,6896,3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes
+2574,2574,1003,8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No
+1223,1223,3424,4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes
+1452,1452,3322,8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes
+64,64,5910,0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No
+2066,2066,5623,9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No
+5104,5104,673,9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No
+2689,2689,5954,7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55.0,1165.55,No
+5507,5507,3261,2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.0,5607.75,No
+1830,1830,2552,3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No
+1749,1749,312,1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No
+1272,1272,5362,0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No
+1367,1367,2370,6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No
+2421,2421,4318,4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No
+2006,2006,2880,2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No
+3977,3977,4009,4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No
+1624,1624,841,0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.0,7589.8,No
+635,635,4168,1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No
+1326,1326,3226,0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No
+4973,4973,4580,0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No
+2669,2669,5335,3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No
+5202,5202,3376,9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+5492,5492,3051,5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No
+1688,1688,2434,1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No
+491,491,2132,6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No
+192,192,1533,8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes
+3326,3326,2452,5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes
+4537,4537,5475,1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.0,3092.65,Yes
+3910,3910,3568,2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No
+4150,4150,988,9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No
+1003,1003,6885,7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes
+463,463,5816,0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No
+541,541,453,0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes
+4856,4856,6153,6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No
+3100,3100,6716,9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes
+1854,1854,2584,3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No
+2716,2716,1130,5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No
+4275,4275,3387,3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No
+4130,4130,5179,9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes
+3555,3555,1950,9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes
+5399,5399,3546,8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No
+2708,2708,3705,9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No
+899,899,57,5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No
+3294,3294,6533,1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No
+4415,4415,3042,1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes
+3368,3368,22,1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+5834,5834,5581,5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes
+5117,5117,2048,9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes
+1203,1203,5527,5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105.0,7578.05,No
+2065,2065,4751,8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes
+1916,1916,83,9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No
+1261,1261,6623,9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes
+3440,3440,3632,2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No
+5965,5965,5611,6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No
+4386,4386,4346,9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No
+3025,3025,3398,3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No
+5064,5064,137,3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No
+1087,1087,1294,5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes
+4754,4754,814,4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No
+218,218,4939,9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No
+5450,5450,4070,0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.0,4052.4,No
+4328,4328,824,4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No
+4622,4622,3462,3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes
+5623,5623,7021,1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes
+5271,5271,5541,6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes
+3242,3242,6322,8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.0,303.15,Yes
+1625,1625,1189,3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No
+763,763,6783,9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No
+2293,2293,818,0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes
+4701,4701,6426,3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No
+3932,3932,4023,1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No
+2797,2797,1366,7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes
+3429,3429,5242,5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes
+4118,4118,4473,2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No
+3635,3635,6581,2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No
+4733,4733,603,2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No
+1013,1013,3006,9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes
+3831,3831,5355,4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No
+3302,3302,2974,1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes
+2655,2655,1415,5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No
+3619,3619,340,6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No
+428,428,4603,3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No
+891,891,3071,9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No
+4224,4224,1985,8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes
+4381,4381,3810,2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No
+727,727,4392,3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+4123,4123,3633,3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No
+3784,3784,42,9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No
+2165,2165,3355,8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No
+2179,2179,1401,5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes
+1675,1675,668,3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes
+2611,2611,785,0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.0,4874.8,Yes
+2859,2859,5050,7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes
+5409,5409,1348,1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes
+242,242,6186,4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes
+3007,3007,5460,6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No
+4822,4822,3762,0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.0,749.25,No
+3251,3251,2659,3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No
+4195,4195,885,4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No
+651,651,3543,0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No
+4483,4483,1524,1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No
+3080,3080,930,5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No
+799,799,293,4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No
+5348,5348,2786,6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No
+3771,3771,5787,6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes
+1043,1043,5729,4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No
+3343,3343,2256,4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No
+562,562,4051,8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No
+95,95,1544,3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.0,1474.9,No
+2979,2979,4966,3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No
+1050,1050,1666,8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No
+3559,3559,2710,3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No
+3617,3617,2496,2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No
+4198,4198,5584,6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes
+2983,2983,3708,6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No
+2329,2329,5368,6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes
+3367,3367,2460,2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No
+461,461,303,8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No
+314,314,1940,4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No
+5106,5106,1574,5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No
+1234,1234,4253,9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No
+5244,5244,4748,3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No
+5269,5269,3719,6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No
+2162,2162,5303,9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No
+2940,2940,3372,2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No
+1974,1974,3625,1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No
+552,552,4353,6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+1177,1177,1052,7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No
+2951,2951,6770,3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No
+3363,3363,3727,9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes
+3941,3941,6362,6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No
+5828,5828,870,1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No
+4004,4004,2971,9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No
+5804,5804,5915,9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No
+4673,4673,966,4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes
+117,117,6618,8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No
+4854,4854,4429,3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No
+2961,2961,660,5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes
+1632,1632,3717,0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No
+5521,5521,2701,1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No
+1067,1067,6252,9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No
+3093,3093,5946,6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes
+4174,4174,2506,8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No
+5772,5772,4744,6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No
+556,556,6124,7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No
+2175,2175,3227,7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No
+2078,2078,6715,1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No
+1002,1002,3477,7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No
+1176,1176,295,8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No
+5262,5262,510,4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No
+2215,2215,2373,5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No
+2648,2648,1054,5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes
+2738,2738,1104,8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No
+543,543,1832,3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes
+3985,3985,1273,9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No
+4279,4279,5295,2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No
+1571,1571,3235,4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No
+2200,2200,5933,6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.0,294.45,Yes
+1346,1346,5822,9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No
+2513,2513,6599,0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes
+5911,5911,1955,0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No
+953,953,5901,6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes
+4907,4907,2551,2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No
+3964,3964,2147,2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.0,348.8,No
+3735,3735,3097,2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No
+5034,5034,671,3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No
+3976,3976,4850,0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No
+1191,1191,3947,4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No
+1819,1819,5386,6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No
+2772,2772,5789,2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No
+203,203,290,7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes
+578,578,5857,0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes
+1245,1245,4418,0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes
+4245,4245,4286,4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No
+5830,5830,502,3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No
+4379,4379,5563,4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No
+1085,1085,3535,3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No
+1005,1005,721,8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No
+3390,3390,6346,9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes
+5879,5879,6360,8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes
+3633,3633,5562,8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No
+435,435,4224,7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No
+269,269,1101,4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.0,417.65,No
+2690,2690,5403,0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No
+817,817,5243,7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No
+3286,3286,1836,6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.0,2122.45,Yes
+1754,1754,5686,4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes
+4794,4794,1254,9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No
+1329,1329,2618,1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No
+3874,3874,6039,5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes
+636,636,6510,0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No
+420,420,6984,6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.0,789.2,No
+3915,3915,3192,1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No
+245,245,6853,9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes
+2152,2152,2602,1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No
+4111,4111,1875,9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No
+3710,3710,5370,0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No
+1644,1644,2716,7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No
+5869,5869,5463,6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes
+2036,2036,4874,1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes
+1718,1718,6837,6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No
+4872,4872,3713,6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes
+2426,2426,2235,9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No
+253,253,4127,8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No
+1114,1114,4727,3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No
+5652,5652,4723,4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+2100,2100,1006,9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes
+2388,2388,5270,6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes
+5936,5936,3556,0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No
+1012,1012,3770,5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No
+4209,4209,3902,5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No
+4465,4465,2322,1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No
+4446,4446,6832,9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No
+1544,1544,3771,5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes
+1597,1597,3309,6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No
+156,156,5420,7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No
+624,624,6790,8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No
+5984,5984,5390,7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes
+500,500,3133,3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No
+726,726,4169,3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes
+3773,3773,3188,0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes
+3551,3551,4244,9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No
+1936,1936,650,9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes
+4763,4763,1834,8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes
+4035,4035,409,7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+18,18,6508,8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes
+2700,2700,4607,2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No
+4271,4271,4036,4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No
+5408,5408,4611,0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No
+4054,4054,3144,7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No
+5198,5198,3584,9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.0,658.1,No
+3714,3714,630,5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes
+2017,2017,2895,7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No
+1237,1237,5471,3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No
+507,507,2669,4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes
+5755,5755,4659,6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No
+88,88,421,5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No
+2717,2717,1461,6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No
+4331,4331,1389,8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes
+470,470,4686,8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No
+3651,3651,5097,8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No
+2819,2819,3691,2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No
+3345,3345,6962,0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes
+5060,5060,3579,6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No
+2578,2578,4861,6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No
+9,9,5137,8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No
+4068,4068,2241,2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No
+4351,4351,704,1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No
+2686,2686,1943,7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+1082,1082,6138,4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No
+34,34,4879,4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No
+5488,5488,4869,1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No
+5340,5340,4132,6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes
+5945,5945,189,8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No
+285,285,6462,8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes
+5921,5921,1363,3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.0,6474.4,No
+3269,3269,6807,2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No
+2212,2212,6234,5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No
+481,481,257,6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No
+2608,2608,2416,8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No
+2865,2865,4316,8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No
+3795,3795,2863,4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No
+942,942,1430,6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No
+565,565,4352,0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No
+5906,5906,3461,8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No
+3241,3241,4794,0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No
+104,104,347,8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No
+188,188,5859,2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No
+342,342,926,7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes
+1464,1464,757,0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No
+2132,2132,5219,3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No
+2817,2817,3403,9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No
+4015,4015,2356,3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No
+599,599,1580,7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No
+2188,2188,3800,7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No
+1564,1564,5019,3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No
+2823,2823,5573,5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+649,649,555,5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No
+2260,2260,6195,8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes
+3407,3407,6803,5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No
+667,667,3165,1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No
+1285,1285,4695,9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No
+4135,4135,791,3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No
+5765,5765,3445,7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No
+689,689,589,0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No
+2265,2265,1736,7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes
+1119,1119,636,7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No
+3234,3234,4331,5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No
+4935,4935,1605,7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No
+538,538,3001,4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No
+1606,1606,2259,9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No
+4237,4237,4521,8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No
+4494,4494,2711,0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes
+383,383,6625,3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes
+3388,3388,2581,0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.0,198.7,No
+5909,5909,3943,8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.0,44,No
+3924,3924,2639,2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes
+1358,1358,1530,3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90.0,190.05,Yes
+2027,2027,1413,1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No
+1500,1500,5690,0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No
+1248,1248,1951,8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No
+5093,5093,4858,3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No
+1542,1542,3487,9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No
+2740,2740,5538,4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes
+2905,2905,193,9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No
+4976,4976,3086,3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No
+1837,1837,2209,4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No
+5899,5899,6873,6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No
+4975,4975,6645,8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No
+296,296,1732,9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99.0,5969.3,No
+2178,2178,2905,4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No
+1123,1123,861,9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No
+3362,3362,1284,8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No
+1772,1772,758,2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes
+4205,4205,1245,6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No
+1293,1293,203,7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No
+4929,4929,6436,7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No
+5022,5022,3117,9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No
+639,639,3612,0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No
+3229,3229,581,3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes
+2992,2992,4955,5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes
+893,893,1128,0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No
+5942,5942,4658,8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No
+4441,4441,3642,2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No
+1531,1531,2135,4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No
+1766,1766,6327,3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No
+5083,5083,4530,1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No
+1141,1141,2862,5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes
+233,233,3076,4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes
+3538,3538,4597,3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes
+271,271,2794,5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No
+1921,1921,6188,7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No
+1456,1456,4397,7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No
+4675,4675,6361,5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No
+3620,3620,4901,3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+5852,5852,3099,5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No
+2838,2838,4535,9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes
+1275,1275,229,0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No
+2071,2071,6220,6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No
+5006,5006,5145,3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No
+1887,1887,6068,3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes
+2853,2853,6122,7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No
+5554,5554,5442,2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.0,1498.35,No
+4095,4095,5388,5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+3838,3838,3232,2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No
+1806,1806,4975,4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No
+4141,4141,3598,6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No
+3608,3608,4437,3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No
+4942,4942,3812,8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No
+5355,5355,2808,6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No
+2164,2164,1444,5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No
+1419,1419,70,2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No
+1250,1250,113,4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes
+261,261,4296,4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes
+2549,2549,2834,4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No
+4499,4499,2854,4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No
+5392,5392,4000,0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No
+3587,3587,5193,7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No
+3731,3731,1660,1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No
+440,440,6626,3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes
+2534,2534,266,6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No
+4857,4857,4027,5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes
+1946,1946,1924,1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No
+619,619,462,0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes
+1288,1288,5312,9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes
+1861,1861,2798,7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes
+1247,1247,2254,7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No
+157,157,1049,8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+4228,4228,588,0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No
+2300,2300,136,7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.0,1778.5,No
+2843,2843,4877,4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No
+1075,1075,47,7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes
+5534,5534,5986,5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No
+5297,5297,5161,0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No
+252,252,1173,0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes
+5714,5714,608,8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No
+2929,2929,658,4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes
+3375,3375,5721,6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No
+1165,1165,4655,5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No
+1520,1520,2068,9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No
+1949,1949,314,7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes
+4479,4479,1240,2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No
+4814,4814,3054,6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No
+729,729,3337,0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No
+1213,1213,1745,2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No
+5411,5411,2816,0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No
+173,173,2284,8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No
+3894,3894,281,8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No
+371,371,5666,8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No
+5313,5313,2782,7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No
+2590,2590,6046,2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No
+1379,1379,2339,4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes
+3744,3744,3957,2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No
+5468,5468,5949,8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No
+4436,4436,5687,9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No
+1516,1516,4303,3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No
+1867,1867,4725,1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes
+1965,1965,2765,9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No
+5455,5455,3672,9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes
+4462,4462,6721,6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No
+3464,3464,4546,5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes
+1869,1869,383,5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes
+628,628,3964,2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No
+4941,4941,3448,5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes
+410,410,2617,4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+346,346,15,3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No
+5430,5430,3059,7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No
+1482,1482,6854,9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,32.7,No
+883,883,5785,0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No
+3895,3895,1043,4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes
+1065,1065,1612,3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes
+4475,4475,5744,1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No
+3526,3526,5840,1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No
+718,718,4085,5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No
+906,906,6997,2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No
+1084,1084,3742,9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No
+4513,4513,1386,8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No
+4234,4234,3741,2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No
+5197,5197,1396,9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes
+1559,1559,3544,8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes
+5564,5564,2975,3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No
+2533,2533,5246,1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes
+1840,1840,1822,4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes
+5035,5035,4188,2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes
+2539,2539,4991,1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes
+345,345,3404,6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No
+771,771,1575,2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes
+5282,5282,5293,2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No
+1995,1995,5521,3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No
+5499,5499,3854,0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No
+2643,2643,2884,5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No
+220,220,371,0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes
+2652,2652,5396,5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No
+3449,3449,4899,1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes
+3083,3083,6458,9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No
+3764,3764,3635,5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No
+4577,4577,6899,3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes
+792,792,3921,7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No
+2568,2568,1522,5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes
+5263,5263,1680,5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No
+3979,3979,1797,0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No
+45,45,254,3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No
+5129,5129,4571,0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No
+87,87,3954,7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No
+4920,4920,2595,1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No
+4438,4438,46,5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No
+479,479,6755,9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No
+4408,4408,3223,3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No
+4954,4954,4718,3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.0,416.45,No
+2284,2284,6250,3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No
+4722,4722,5925,1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No
+4391,4391,310,1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No
+3998,3998,3888,6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes
+4383,4383,5716,8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No
+2429,2429,4825,0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No
+3030,3030,1298,5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No
+5751,5751,1636,1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No
+1985,1985,4925,5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No
+1505,1505,5501,4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No
+3352,3352,3137,4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No
+4625,4625,54,4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No
+811,811,4917,6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No
+4325,4325,2800,0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No
+2425,2425,3199,3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No
+5476,5476,830,9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes
+3931,3931,4396,0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes
+1284,1284,4526,4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No
+162,162,6000,9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No
+4107,4107,6797,8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No
+4145,4145,6536,3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+5248,5248,3602,3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No
+985,985,2795,0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes
+1069,1069,2578,0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes
+1755,1755,890,5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No
+5370,5370,6973,9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94.0,4871.45,No
+3965,3965,3591,0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes
+2942,2942,6204,3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No
+2266,2266,1629,3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No
+4229,4229,3329,5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No
+5330,5330,5392,2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No
+3684,3684,6009,6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes
+5270,5270,2386,1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No
+1109,1109,4680,1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No
+5114,5114,716,0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No
+2182,2182,170,7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No
+2868,2868,2700,2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No
+4632,4632,4150,0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.0,605.45,No
+2623,2623,6044,1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No
+2601,2601,3949,4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No
+2866,2866,997,1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes
+5306,5306,4491,7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No
+2334,2334,5633,1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No
+4716,4716,2872,8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No
+1698,1698,517,6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No
+976,976,1121,3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No
+2650,2650,4163,9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No
+892,892,4605,3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No
+3926,3926,629,4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes
+4821,4821,5142,6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No
+5750,5750,3696,3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes
+3447,3447,4700,5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No
+1581,1581,6941,2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No
+135,135,1221,3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No
+3090,3090,1698,1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No
+4424,4424,2930,5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No
+384,384,3316,9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No
+2124,2124,5224,9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No
+4527,4527,4826,3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes
+4286,4286,1560,7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No
+2385,2385,4520,3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes
+1471,1471,5465,6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No
+658,658,5076,1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes
+2705,2705,3435,4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No
+4780,4780,5754,1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No
+5334,5334,6936,7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes
+3650,3650,2665,8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No
+3597,3597,4073,7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes
+4554,4554,6733,4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No
+4868,4868,6445,5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No
+5217,5217,4910,6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes
+3849,3849,6735,6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No
+1298,1298,1230,0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No
+4056,4056,1925,2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No
+849,849,4983,1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes
+3255,3255,3331,7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No
+3992,3992,6465,8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No
+2701,2701,2242,3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No
+3724,3724,3273,7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes
+3183,3183,5488,7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No
+5646,5646,3923,5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes
+3173,3173,1091,5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No
+3688,3688,6584,6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No
+1785,1785,4461,0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No
+2207,2207,355,4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes
+3392,3392,597,5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No
+5427,5427,2959,7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No
+4621,4621,3079,2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes
+5784,5784,5504,6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes
+3758,3758,6802,5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No
+3212,3212,4372,4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No
+210,210,6255,4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No
+3823,3823,850,6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No
+2477,2477,2384,2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No
+3732,3732,2425,0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No
+5975,5975,4426,8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No
+4440,4440,6937,7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No
+5520,5520,971,5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No
+5115,5115,6276,5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No
+5138,5138,4784,1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No
+3528,3528,1549,4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+1567,1567,7040,4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No
+2400,2400,6244,5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No
+646,646,5455,9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No
+5791,5791,5450,7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes
+5066,5066,2180,7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No
+3652,3652,4406,3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No
+4906,4906,5042,1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No
+2011,2011,4717,9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No
+5797,5797,4891,8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No
+2631,2631,2495,6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No
+4956,4956,4206,0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No
+4583,4583,6600,4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes
+3847,3847,6338,2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+4366,4366,4361,8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No
+3162,3162,1067,7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No
+4557,4557,2573,4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes
+5163,5163,1581,2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.0,780.15,No
+4992,4992,4123,8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No
+1691,1691,4643,1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No
+4389,4389,3241,3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes
+668,668,2436,6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No
+3875,3875,3249,4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No
+3828,3828,1667,4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No
+1721,1721,4733,1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No
+3357,3357,2520,5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No
+1282,1282,6443,7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No
+1206,1206,6240,6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes
+872,872,471,3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.0,55,Yes
+1475,1475,3378,5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No
+831,831,3871,5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes
+1273,1273,5746,4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.0,818.05,Yes
+3810,3810,916,3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No
+5428,5428,5323,1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No
+4439,4439,6752,9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No
+561,561,1225,6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes
+1132,1132,5913,6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No
+3814,3814,6502,6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No
+5624,5624,1300,1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No
+5218,5218,1852,3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes
+1380,1380,6876,6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No
+526,526,2886,3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No
+1465,1465,2543,0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes
+4250,4250,5808,2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No
+2038,2038,1162,9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No
+641,641,418,0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes
+3013,3013,397,6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes
+4884,4884,4234,0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No
+5927,5927,2363,4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No
+3916,3916,1307,1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No
+1813,1813,4742,8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No
+1485,1485,4741,6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No
+1982,1982,348,6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No
+5594,5594,5600,3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes
+3581,3581,2530,0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No
+2629,2629,3634,3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No
+5337,5337,3766,4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes
+325,325,6493,6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No
+2347,2347,4932,5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No
+1115,1115,6509,0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes
+2325,2325,1739,9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+5001,5001,1276,7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No
+2714,2714,2467,6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No
+70,70,3945,3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes
+5289,5289,4330,4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes
+1752,1752,6672,2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No
+3276,3276,2171,3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No
+2242,2242,3971,8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes
+3990,3990,5626,2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No
+4817,4817,2712,5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No
+2762,2762,1866,7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No
+834,834,3428,8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes
+4707,4707,201,8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No
+2368,2368,436,4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No
+5870,5870,2568,2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No
+57,57,3765,1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No
+3281,3281,6764,7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+3092,3092,7002,9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No
+5422,5422,5408,6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No
+5139,5139,3925,9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No
+246,246,439,3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No
+3059,3059,4552,1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No
+4344,4344,2108,0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No
+4826,4826,1863,9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No
+4221,4221,5558,0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No
+3266,3266,5544,9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes
+5445,5445,3147,8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No
+3687,3687,4448,6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes
+1295,1295,3961,7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No
+2131,2131,4248,1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No
+4847,4847,2560,8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes
+5633,5633,2869,2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes
+294,294,5832,6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes
+5545,5545,154,3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No
+2947,2947,4025,2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes
+4630,4630,4873,2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No
+2809,2809,3311,6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No
+1957,1957,5828,0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No
+2012,2012,3166,9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No
+5685,5685,6065,4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.0,1510.5,No
+514,514,3475,8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No
+1678,1678,3010,3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No
+1011,1011,4482,6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes
+4730,4730,6173,2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91.0,3180.5,No
+2029,2029,2001,3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No
+5503,5503,6448,3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes
+3267,3267,2757,0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No
+4519,4519,3028,8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes
+406,406,5247,4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes
+450,450,4808,8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No
+32,32,6123,0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No
+3307,3307,5055,6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No
+5511,5511,4146,9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes
+5161,5161,4485,7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No
+3476,3476,1031,1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No
+3508,3508,6858,2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes
+3067,3067,2238,1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No
+5704,5704,6546,9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No
+2884,2884,5684,0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes
+5247,5247,4134,3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No
+4574,4574,5000,5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No
+630,630,3101,1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No
+1399,1399,3176,5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No
+5583,5583,2524,0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No
+5211,5211,6763,7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No
+3471,3471,6499,2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+3297,3297,1206,6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No
+2189,2189,674,0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes
+1545,1545,679,2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No
+2217,2217,3074,4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No
+633,633,380,5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No
+1458,1458,498,6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes
+5349,5349,6335,7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No
+5304,5304,5588,1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes
+5335,5335,2326,2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No
+2824,2824,2174,1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No
+3892,3892,1058,2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes
+3054,3054,3808,7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No
+1931,1931,6532,1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No
+3481,3481,2247,0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No
+37,37,3870,1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No
+5533,5533,1841,8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No
+2949,2949,1928,2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes
+462,462,2406,7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes
+5329,5329,3952,9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No
+5931,5931,6310,5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No
+3700,3700,4358,6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No
+2890,2890,779,0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes
+3501,3501,4747,8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No
+3213,3213,6343,0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No
+4908,4908,5725,9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No
+1765,1765,2240,3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No
+5952,5952,474,9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+1277,1277,2992,4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34.0,442.45,No
+2455,2455,4694,0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No
+1361,1361,2955,4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes
+5557,5557,1816,1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+2472,2472,1346,2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes
+4838,4838,1314,9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes
+720,720,856,8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No
+938,938,3528,2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes
+122,122,259,5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45.0,1228.65,No
+3861,3861,1518,1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No
+2804,2804,5129,0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No
+1850,1850,495,8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes
+1853,1853,1135,1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No
+5473,5473,5177,3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes
+2475,2475,2784,7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes
+5829,5829,4493,8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No
+4144,4144,5230,5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No
+5746,5746,2160,7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No
+4350,4350,2632,9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No
+161,161,3126,9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No
+576,576,172,6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No
+4603,4603,5619,4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91.0,1859.5,No
+545,545,5663,2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No
+5918,5918,1478,9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes
+5381,5381,2444,1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes
+4064,4064,4238,5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No
+4685,4685,5299,5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes
+5572,5572,606,6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81.0,3084.9,No
+263,263,3757,4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No
+3118,3118,246,0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65.0,2531.8,No
+788,788,4845,0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No
+1047,1047,4903,7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes
+1902,1902,3722,8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No
+2551,2551,1784,5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes
+3677,3677,4819,0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes
+890,890,2937,5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No
+5157,5157,1838,8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No
+5840,5840,2731,1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No
+1709,1709,4574,8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No
+2966,2966,3647,1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No
+118,118,4059,3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes
+2456,2456,4060,0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No
+847,847,6682,9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No
+2172,2172,4734,4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.0,3182.95,Yes
+1708,1708,3123,6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No
+5132,5132,384,6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No
+1700,1700,6869,5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes
+996,996,2531,3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No
+2709,2709,2021,0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No
+980,980,1024,7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No
+2994,2994,5011,9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No
+471,471,4775,5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes
+401,401,2415,9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes
+5143,5143,5898,8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No
+4061,4061,5221,5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No
+1349,1349,2364,4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No
+2359,2359,3891,7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No
+3561,3561,4349,7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes
+5535,5535,537,5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No
+1410,1410,192,2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No
+2953,2953,6856,4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No
+4447,4447,2421,3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No
+1276,1276,5958,6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No
+5252,5252,2214,8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes
+3696,3696,4008,0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No
+3321,3321,6007,2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No
+3032,3032,4639,7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No
+1309,1309,2440,2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No
+775,775,3131,8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No
+4133,4133,6717,3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes
+1480,1480,4373,7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No
+3196,3196,572,5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No
+3119,3119,1594,6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.0,1638.7,No
+4060,4060,427,8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No
+2588,2588,1402,6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.0,553,Yes
+4731,4731,5109,7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No
+2858,2858,6550,1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes
+569,569,2181,1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No
+1509,1509,2820,3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No
+22,22,4201,1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No
+2702,2702,1474,9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No
+4879,4879,2039,6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes
+3381,3381,4082,0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes
+4592,4592,3695,6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No
+5981,5981,3772,0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.0,95,Yes
+1406,1406,5101,6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No
+1491,1491,2144,1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No
+4597,4597,4425,3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No
+4638,4638,6816,2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+1658,1658,744,1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No
+3385,3385,4308,7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No
+2448,2448,56,8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No
+5978,5978,6265,3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No
+2831,2831,396,0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No
+3949,3949,13,0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes
+5908,5908,3073,5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No
+3027,3027,979,6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No
+2379,2379,973,8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes
+5581,5581,7029,2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No
+581,581,422,7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No
+5487,5487,876,0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes
+844,844,1383,3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes
+4993,4993,4569,7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes
+2527,2527,4209,4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No
+3431,3431,369,3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No
+5224,5224,5029,1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No
+468,468,655,5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No
+4018,4018,1927,4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes
+2550,2550,2809,4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No
+1839,1839,4233,4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No
+4829,4829,2136,1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.0,1430.05,No
+5794,5794,3627,3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No
+4581,4581,4566,8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No
+5526,5526,4780,5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No
+1683,1683,3555,6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes
+5182,5182,1145,3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No
+2328,2328,353,0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes
+3351,3351,2159,8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No
+1089,1089,3834,2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes
+2434,2434,24,6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No
+3457,3457,3562,1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes
+5223,5223,5236,7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No
+2518,2518,2194,2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes
+1279,1279,5706,5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes
+5958,5958,4555,4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No
+3563,3563,1884,2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No
+4586,4586,1920,4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No
+4634,4634,4926,0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No
+4416,4416,934,4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No
+3888,3888,1008,8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes
+2332,2332,4943,4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No
+4164,4164,886,2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No
+3348,3348,2281,9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes
+2013,2013,3858,0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No
+3873,3873,6703,2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes
+3711,3711,2852,5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No
+5612,5612,7015,0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No
+2500,2500,6134,3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No
+4257,4257,6175,4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No
+1274,1274,2840,7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No
+4660,4660,1759,2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No
+1951,1951,1427,6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No
+5389,5389,3498,7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes
+1753,1753,451,5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No
+1499,1499,1334,1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes
+1761,1761,999,3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No
+5391,5391,5052,3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No
+4031,4031,4969,2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No
+4227,4227,2012,6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes
+1649,1649,4231,7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No
+2795,2795,5012,9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No
+1265,1265,3759,7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes
+5193,5193,470,4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No
+1636,1636,1472,9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes
+4518,4518,4797,3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No
+5276,5276,2681,9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No
+5625,5625,6886,7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes
+5929,5929,2435,9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No
+2872,2872,2796,0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No
+230,230,6376,1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No
+1389,1389,428,4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No
+5886,5886,6439,9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No
+5756,5756,6585,4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.0,817.95,No
+4113,4113,3344,6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes
+1470,1470,596,8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No
+2346,2346,4563,4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes
+5709,5709,2511,7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No
+1665,1665,1437,1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.0,1291.35,No
+4862,4862,6845,6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No
+5801,5801,6700,8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No
+760,760,6548,5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No
+2829,2829,2826,3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No
+2571,2571,138,6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No
+3157,3157,2426,1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No
+2423,2423,4035,1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No
+3643,3643,6680,9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes
+4618,4618,6593,4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes
+1368,1368,1769,3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No
+5853,5853,6184,3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No
+3060,3060,459,1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No
+1489,1489,3656,4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No
+5246,5246,3522,0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No
+3568,3568,3603,1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes
+1852,1852,1434,1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes
+5111,5111,6729,2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No
+648,648,2063,7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No
+995,995,2271,0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No
+4877,4877,260,7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes
+3175,3175,5994,9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes
+1972,1972,5889,9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No
+1118,1118,3298,1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No
+2190,2190,3209,8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes
+1432,1432,5515,2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No
+1240,1240,6957,3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No
+4886,4886,1828,1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No
+3566,3566,2494,1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes
+2510,2510,3070,7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No
+1803,1803,4031,8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No
+3672,3672,6018,8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No
+5705,5705,6051,4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,275.7,No
+1791,1791,174,5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No
+3994,3994,2071,3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No
+900,900,1699,6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No
+5729,5729,6390,6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No
+5137,5137,5580,8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No
+5421,5421,6956,2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No
+2734,2734,6323,0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No
+4686,4686,1990,4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes
+3220,3220,1422,3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No
+1800,1800,6052,2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No
+4453,4453,215,0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No
+1478,1478,4159,6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No
+4197,4197,1040,1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes
+2923,2923,2580,7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No
+498,498,5474,4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No
+3787,3787,3022,1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No
+1104,1104,2288,2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No
+1942,1942,6148,8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No
+3935,3935,4356,3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No
+23,23,3550,0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes
+2049,2049,5628,6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes
+5780,5780,6776,6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No
+4915,4915,5851,4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No
+708,708,693,2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes
+983,983,5506,8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+1497,1497,566,6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No
+3000,3000,2867,7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No
+2682,2682,3739,5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No
+3485,3485,4829,1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.0,524.35,No
+5127,5127,2756,5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes
+3088,3088,6078,9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No
+5023,5023,2393,5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes
+3433,3433,4214,4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes
+3340,3340,2634,6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes
+2373,2373,1588,8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No
+5691,5691,6694,4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No
+2848,2848,5570,5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No
+4539,4539,3924,7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes
+1338,1338,43,4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No
+1738,1738,3979,7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No
+2311,2311,3580,0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes
+2453,2453,1999,3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes
+927,927,5761,1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No
+4578,4578,1555,9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes
+4430,4430,4345,4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No
+1490,1490,3786,0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No
+868,868,5200,6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No
+3509,3509,5459,2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No
+4055,4055,6720,9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No
+803,803,4020,4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No
+536,536,2829,3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes
+5128,5128,2000,7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No
+5339,5339,3851,0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No
+4119,4119,3899,9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No
+774,774,3047,1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes
+2948,2948,5023,6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+4521,4521,6120,6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No
+1239,1239,5372,2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No
+1960,1960,4317,5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No
+3493,3493,6176,0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes
+1474,1474,1647,5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes
+390,390,533,1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No
+787,787,889,7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes
+5862,5862,6736,7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No
+5359,5359,3146,4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes
+638,638,3745,2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes
+4139,4139,1980,1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No
+185,185,705,7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes
+4912,4912,5966,8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes
+5241,5241,3709,2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No
+3161,3161,6647,8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No
+680,680,654,4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes
+2369,2369,5914,3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No
+3480,3480,78,0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No
+4338,4338,3415,1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83.0,5685.8,Yes
+2230,2230,5712,8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No
+485,485,3589,8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No
+4616,4616,327,5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes
+4313,4313,2466,7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No
+1814,1814,103,5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No
+4265,4265,317,2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes
+5384,5384,3913,8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No
+904,904,6116,7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No
+2626,2626,1850,3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No
+3108,3108,264,1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No
+53,53,1195,4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.0,1259.35,No
+1266,1266,1114,3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No
+5575,5575,3420,8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No
+4298,4298,3681,4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.0,4680.05,Yes
+2255,2255,4814,7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.0,1993.8,Yes
+1420,1420,5978,0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No
+1919,1919,4391,5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No
+4536,4536,40,8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No
+5090,5090,2814,7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No
+4418,4418,5085,7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No
+553,553,810,2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes
+5048,5048,760,4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No
+5603,5603,562,3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No
+354,354,6074,3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes
+5070,5070,4637,9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71.0,5012.1,No
+2878,2878,5382,6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52.0,2884.9,No
+3545,3545,6771,1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No
+4309,4309,2,3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes
+3044,3044,3917,3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes
+1105,1105,3933,5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No
+2350,2350,4338,9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No
+3930,3930,6146,4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes
+4812,4812,4033,5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No
+1202,1202,6870,3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No
+5403,5403,6401,0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes
+622,622,4726,2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No
+5134,5134,2152,0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No
+3325,3325,2085,8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes
+1759,1759,6909,9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No
+4569,4569,1387,7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No
+4329,4329,4321,5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No
+3322,3322,4475,4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No
+4749,4749,6483,3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97.0,1334.45,No
+3160,3160,1011,6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No
+2769,2769,2088,6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No
+4398,4398,3587,6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes
+1727,1727,3995,0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes
+2483,2483,3119,5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes
+408,408,5244,6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No
+5682,5682,4061,1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No
+1428,1428,92,7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.0,5714.25,No
+3662,3662,2401,1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No
+4189,4189,6506,5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes
+1077,1077,1350,4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No
+2531,2531,3211,4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No
+4282,4282,974,0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No
+1912,1912,220,9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes
+2959,2959,4902,5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No
+1256,1256,3807,8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes
+5863,5863,5618,9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No
+1999,1999,85,4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No
+5985,5985,860,4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No
+4520,4520,2969,1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No
+5508,5508,574,6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No
+1127,1127,109,2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No
+1387,1387,3879,7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes
+5327,5327,595,0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes
+4426,4426,628,2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No
+3726,3726,4145,8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No
+1760,1760,6587,7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No
+67,67,4382,2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No
+3069,3069,6798,7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No
+4241,4241,556,2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No
+1366,1366,1874,5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No
+4154,4154,3778,9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No
+1376,1376,5330,5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes
+4570,4570,6605,7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes
+5868,5868,5248,3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No
+3491,3491,5846,3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No
+85,85,4270,2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No
+3046,3046,839,4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No
+248,248,4634,9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No
+3902,3902,1274,7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No
+3641,3641,6500,9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No
+4504,4504,6200,7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No
+5109,5109,1823,8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes
+712,712,6189,4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No
+4612,4612,5871,0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes
+930,930,4458,2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes
+809,809,4690,7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No
+3389,3389,1368,6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No
+724,724,2510,3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes
+1437,1437,3857,3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No
+501,501,2024,8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No
+4357,4357,1165,6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No
+2275,2275,5654,1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No
+5043,5043,4455,8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes
+1997,1997,5985,3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No
+3669,3669,4153,5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No
+1068,1068,4993,5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No
+4349,4349,4494,0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No
+5033,5033,1969,5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No
+1872,1872,1957,5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No
+368,368,6203,1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No
+3970,3970,529,0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No
+4989,4989,364,3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No
+3239,3239,1974,1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes
+1768,1768,5875,2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71.0,4386.2,No
+2913,2913,2395,6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No
+364,364,4166,5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No
+5912,5912,3152,9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No
+5069,5069,4854,1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No
+748,748,751,9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No
+2729,2729,1236,5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes
+4926,4926,1160,6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No
+1834,1834,5166,2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104.0,6363.45,No
+685,685,2337,4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes
+190,190,5547,9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes
+747,747,4940,3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No
+221,221,3985,7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No
+4016,4016,3702,4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes
+1009,1009,6637,1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No
+1787,1787,6928,5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No
+1412,1412,1126,0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes
+2084,2084,6753,4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No
+2490,2490,5862,9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No
+1385,1385,2104,3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes
+5155,5155,9,6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No
+4584,4584,4841,9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No
+4498,4498,7035,8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No
+3908,3908,1579,9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes
+1271,1271,6654,1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes
+1021,1021,4888,4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No
+3830,3830,3173,9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No
+5424,5424,4646,5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No
+4963,4963,3283,1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No
+1232,1232,2258,9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No
+2016,2016,3821,1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes
+3018,3018,4705,5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No
+2768,2768,1793,4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No
+836,836,3866,3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No
+1148,1148,3980,8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes
+2661,2661,4568,3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No
+1439,1439,2377,9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No
+1784,1784,1151,8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No
+2617,2617,2217,0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No
+5582,5582,1069,8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.0,1055.9,No
+182,182,6280,0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No
+382,382,3306,9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.0,241.3,No
+1487,1487,2847,6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No
+3914,3914,3178,2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes
+1695,1695,6405,5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No
+3654,3654,4987,5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No
+3112,3112,6043,6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes
+706,706,2345,7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No
+1423,1423,831,9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No
+5323,5323,4492,3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No
+3634,3634,5703,0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No
+5196,5196,3637,4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes
+3682,3682,707,8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No
+4132,4132,3610,2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes
+1774,1774,6161,4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No
+3712,3712,3503,9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No
+2636,2636,5747,9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No
+5745,5745,4097,9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No
+1757,1757,4320,5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No
+5901,5901,4798,4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No
+457,457,6140,0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No
+358,358,2722,4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No
+441,441,252,9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes
+1640,1640,6111,9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No
+3289,3289,4348,6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes
+2072,2072,6229,6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No
+2752,2752,1563,3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No
+929,929,7005,9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No
+663,663,5077,8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No
+5816,5816,1757,6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No
+5616,5616,6780,3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No
+482,482,893,9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes
+5930,5930,5393,5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes
+3150,3150,484,5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes
+1879,1879,4402,9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes
+3001,3001,3447,9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No
+2604,2604,7012,6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No
+3411,3411,5444,1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No
+1888,1888,278,8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55.0,771.95,No
+3955,3955,3052,5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No
+2974,2974,6640,3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No
+4459,4459,329,2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No
+3848,3848,4440,3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60.0,2548.55,No
+5148,5148,4469,6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No
+421,421,3080,1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No
+4837,4837,4820,5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No
+4786,4786,2336,3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes
+2861,2861,1159,4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes
+767,767,1203,9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.0,1505.05,No
+5365,5365,616,6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No
+5140,5140,5336,9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+3416,3416,2230,5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No
+5319,5319,395,2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No
+5599,5599,6170,2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No
+2939,2939,342,7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No
+1404,1404,5940,9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No
+3052,3052,5470,6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No
+5183,5183,5127,8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes
+1496,1496,6402,8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No
+857,857,748,6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No
+3450,3450,3694,1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes
+925,925,3661,1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No
+2184,2184,883,3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No
+1150,1150,1654,2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No
+5075,5075,1331,7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No
+5474,5474,3675,9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No
+2760,2760,1289,9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No
+5283,5283,1542,9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No
+3628,3628,6246,7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No
+4739,4739,5443,7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No
+1073,1073,3912,3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No
+5696,5696,1843,3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No
+4619,4619,4408,2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No
+5159,5159,255,4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No
+4246,4246,5797,1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No
+4561,4561,2768,1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No
+5258,5258,1827,2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No
+1522,1522,644,8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No
+687,687,773,5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes
+4596,4596,774,2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes
+5530,5530,524,8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes
+5464,5464,1012,7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No
+4375,4375,6828,2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No
+4753,4753,345,0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No
+3323,3323,1080,0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No
+1230,1230,3135,4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes
+4670,4670,3432,8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No
+3562,3562,6109,8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No
+3552,3552,4793,2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No
+2887,2887,4990,4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No
+4466,4466,4197,5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No
+4382,4382,6987,5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No
+1530,1530,5656,7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No
+1793,1793,1099,6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No
+853,853,6049,7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No
+3295,3295,6677,1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No
+3713,3713,5086,3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes
+5836,5836,5056,3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No
+1280,1280,4519,0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No
+1992,1992,4108,2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No
+3957,3957,2340,0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45.0,2196.3,No
+3311,3311,4562,5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No
+1324,1324,5378,5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No
+4615,4615,3310,9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes
+3865,3865,128,3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+615,615,3066,5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No
+369,369,5285,9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No
+2658,2658,1829,3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No
+2844,2844,1800,6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No
+1441,1441,3532,9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes
+3117,3117,3711,4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No
+3544,3544,1638,8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No
+4936,4936,6788,1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No
+5686,5686,6616,9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes
+2324,2324,1464,4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No
+1046,1046,71,0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No
+5414,5414,3730,6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes
+3233,3233,3253,8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No
+4021,4021,749,8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No
+4925,4925,6126,9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes
+3254,3254,4647,7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No
+5725,5725,3255,4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No
+1359,1359,4556,3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes
+3304,3304,1132,5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes
+5512,5512,853,7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No
+2587,2587,4839,3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes
+5823,5823,1484,2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No
+149,149,1805,7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No
+5195,5195,3330,8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes
+4510,4510,4788,9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No
+5604,5604,3436,0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No
+4738,4738,2935,9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No
+5569,5569,5088,1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No
+2718,2718,5482,6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes
+4001,4001,4540,6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No
+3240,3240,162,4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No
+3639,3639,4443,2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No
+3410,3410,3243,3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No
+516,516,5867,2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No
+2720,2720,3365,3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No
+5776,5776,1282,6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No
+1173,1173,627,6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No
+2530,2530,6030,2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes
+4841,4841,3850,6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No
+4137,4137,6789,7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+4913,4913,3,7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No
+946,946,6347,7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No
+5242,5242,6494,4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No
+1652,1652,6415,8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No
+2466,2466,4712,7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No
+2653,2653,3699,1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No
+692,692,2996,6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No
+3657,3657,3619,6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No
+289,289,5973,2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No
+3086,3086,5218,2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No
+4203,4203,5084,8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No
+2796,2796,5291,1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No
+4934,4934,5622,4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes
+4604,4604,4547,5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No
+2343,2343,6588,3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No
+61,61,376,6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No
+4602,4602,164,2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No
+3579,3579,1048,2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No
+832,832,5020,5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No
+2552,2552,1237,2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No
+3010,3010,5996,5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No
+1907,1907,3128,2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No
+934,934,2183,6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No
+4400,4400,38,5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes
+3798,3798,3848,8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No
+4413,4413,1466,8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No
+3074,3074,155,6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No
+4100,4100,4167,5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No
+589,589,2225,1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No
+2566,2566,1627,5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No
+590,590,4121,0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes
+1144,1144,4928,2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.0,181.6,Yes
+4380,4380,813,3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No
+3412,3412,4083,0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes
+4770,4770,2891,0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes
+5764,5764,3743,2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes
+4319,4319,2736,0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No
+5943,5943,3005,0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No
+258,258,2887,5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes
+1991,1991,4883,5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes
+3709,3709,6024,5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes
+3434,3434,377,9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes
+3008,3008,2723,1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No
+607,607,4151,7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.0,3094.05,No
+3542,3542,1382,4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No
+5847,5847,3104,6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No
+587,587,6268,9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No
+566,566,2273,0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No
+1382,1382,6157,6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes
+3618,3618,6709,7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No
+4160,4160,5681,2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No
+3769,3769,4419,1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No
+5812,5812,3242,3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No
+4549,4549,2541,0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No
+4631,4631,4895,1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No
+196,196,640,9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No
+5789,5789,1529,9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No
+133,133,6919,5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No
+5303,5303,3636,6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No
+321,321,530,8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No
+2166,2166,2792,9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No
+3950,3950,6040,0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes
+4412,4412,6912,2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No
+905,905,2995,2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No
+5087,5087,1252,7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No
+1639,1639,3491,4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No
+2986,2986,4920,0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No
+4013,4013,2335,3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No
+1251,1251,5976,6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No
+1697,1697,4017,9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59.0,1654.45,No
+229,229,1921,6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No
+1056,1056,1695,4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No
+2370,2370,6818,2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No
+4657,4657,2262,4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes
+3548,3548,3565,4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes
+2069,2069,6167,3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No
+579,579,4250,0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No
+4367,4367,2424,5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes
+5588,5588,7019,9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No
+3917,3917,575,9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No
+114,114,746,6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No
+2150,2150,483,5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No
+3031,3031,4272,1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes
+2943,2943,2527,8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes
+1190,1190,1319,1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes
+5082,5082,2150,5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No
+226,226,6128,3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No
+1557,1557,1392,1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No
+17,17,6765,5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No
+3592,3592,5406,9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No
+2338,2338,4190,3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes
+2612,2612,4046,0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No
+4918,4918,5342,3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes
+4844,4844,2965,1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80.0,4242.35,Yes
+1729,1729,6406,4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No
+418,418,1454,8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No
+688,688,2446,9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.0,1527.35,Yes
+988,988,4828,8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No
+1062,1062,4294,7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No
+950,950,272,6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes
+5655,5655,3191,7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No
+2620,2620,5080,7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No
+2277,2277,4292,2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes
+3327,3327,2023,4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.0,371.65,Yes
+86,86,216,9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No
+4070,4070,5253,2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73.0,2471.25,No
+4252,4252,2139,8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No
+3585,3585,5824,5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No
+1844,1844,4454,8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No
+288,288,6561,6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No
+4781,4781,4612,6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No
+1300,1300,1609,3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No
+2125,2125,5552,6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No
+4372,4372,4792,7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes
+2290,2290,2224,2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes
+4697,4697,7009,7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.0,1917.1,Yes
+4406,4406,5217,5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No
+422,422,3317,6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No
+2639,2639,442,0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No
+4360,4360,3760,8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No
+5052,5052,4138,5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes
+2281,2281,6282,1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No
+1182,1182,5599,2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes
+998,998,1194,8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No
+5900,5900,6545,1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes
+5504,5504,6457,2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No
+935,935,3114,0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No
+3691,3691,1125,8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes
+1292,1292,6684,0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No
+4002,4002,4130,4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No
+5004,5004,2055,1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No
+2394,2394,4369,2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes
+2606,2606,76,6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No
+990,990,3341,1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No
+3615,3615,1689,0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No
+2219,2219,6673,3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No
+1504,1504,2644,2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes
+5449,5449,4799,4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No
+5074,5074,4344,2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No
+5717,5717,1930,2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No
+2806,2806,4404,1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No
+3460,3460,4649,5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No
+5353,5353,3465,2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No
+249,249,3208,8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No
+2519,2519,4604,8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No
+3058,3058,3938,6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No
+305,305,1586,3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No
+273,273,577,8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No
+3104,3104,4457,7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.0,1573.95,No
+4529,4529,2074,6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes
+4276,4276,36,6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes
+3728,3728,3225,4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No
+5045,5045,6031,0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No
+1473,1473,1942,3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No
+2358,2358,3094,1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No
+1704,1704,3340,6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes
+109,109,6154,8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No
+2889,2889,4669,8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No
+1445,1445,4254,2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes
+2263,2263,3026,6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes
+1621,1621,3258,7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No
+92,92,506,8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78.0,851.8,No
+166,166,1617,4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No
+2851,2851,4315,9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes
+3667,3667,6430,2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No
+4740,4740,4451,1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No
+1566,1566,1911,5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No
+234,234,4696,9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No
+2318,2318,7039,2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No
+4388,4388,545,7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No
+4102,4102,3788,1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes
+4972,4972,2075,7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No
+897,897,2603,0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No
+5867,5867,2027,3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No
+961,961,6811,8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes
+466,466,4384,8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes
+4156,4156,3093,9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No
+1269,1269,3318,5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes
+5955,5955,6396,2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No
+5967,5967,769,3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No
+3637,3637,6966,6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No
+1120,1120,5543,6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No
+5928,5928,600,5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No
+3369,3369,2066,1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No
+2498,2498,5296,8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No
+5486,5486,991,8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No
+2367,2367,2828,8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No
+5854,5854,2278,0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No
+3925,3925,269,7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No
+338,338,4715,7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No
+4864,4864,1994,8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No
+5657,5657,6295,7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No
+3582,3582,5174,0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes
+4168,4168,6496,2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes
+389,389,691,6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No
+3571,3571,3724,5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No
+5548,5548,2901,7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No
+436,436,6375,9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes
+5,5,2215,4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No
+4283,4283,983,8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes
+2160,2160,664,8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No
+5805,5805,3157,3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes
+3235,3235,905,0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes
+583,583,3326,7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes
+2944,2944,727,6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No
+4827,4827,2343,2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No
+1283,1283,2677,2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes
+3359,3359,5195,1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No
+2491,2491,5790,0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No
+3040,3040,423,3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No
+4742,4742,2730,1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No
+4694,4694,5034,9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No
+643,643,5546,7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No
+570,570,1027,6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No
+5054,5054,4300,1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No
+1070,1070,848,9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.0,6782.15,No
+4490,4490,1785,1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No
+4932,4932,3421,6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97.0,7104.2,No
+4442,4442,3726,1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes
+3,3,6739,6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No
+2771,2771,3826,3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No
+989,989,2629,5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes
+306,306,3313,4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No
+10,10,3169,4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No
+2062,2062,5416,8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95.0,5535.8,No
+5432,5432,5869,3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No
+3840,3840,703,6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No
+5293,5293,6518,1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+2052,2052,4765,8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No
+682,682,6394,2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No
+2577,2577,5106,8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No
+2857,2857,5835,4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No
+5954,5954,4843,0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No
+1088,1088,2972,9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No
+5890,5890,4551,5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No
+332,332,907,0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No
+5558,5558,2065,5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No
+4937,4937,2324,2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes
+5614,5614,6904,6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No
+473,473,783,4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes
+1894,1894,5284,3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes
+5677,5677,6772,7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes
+4194,4194,2752,4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes
+3987,3987,1712,6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No
+4649,4649,6259,2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No
+3960,3960,6762,9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.0,2010.55,Yes
+2287,2287,1995,8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes
+4125,4125,590,0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No
+3055,3055,1138,0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No
+5809,5809,6668,2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No
+4377,4377,2032,3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes
+2473,2473,3575,9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No
+4551,4551,3430,9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No
+1993,1993,6145,5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No
+2034,2034,3090,2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes
+290,290,184,1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes
+2777,2777,5338,2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No
+4307,4307,4069,9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No
+4556,4556,4616,4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No
+1060,1060,2902,1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No
+5312,5312,4946,2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.0,340.85,Yes
+2873,2873,1455,1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No
+4278,4278,913,5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No
+2076,2076,6538,5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes
+749,749,3168,4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No
+3943,3943,6557,8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.0,3320.6,No
+2557,2557,6217,1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No
+2114,2114,5259,5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No
+5156,5156,1944,0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes
+1794,1794,4661,9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.0,6293.2,No
+219,219,4126,3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No
+1242,1242,2185,7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes
+1836,1836,6147,6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No
+3862,3862,5838,9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No
+835,835,5004,2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No
+3188,3188,1537,2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No
+4629,4629,1481,9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No
+4337,4337,10,9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No
+1129,1129,3751,2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No
+596,596,6678,3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No
+758,758,6921,5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No
+1930,1930,2329,2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No
+654,654,5017,2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No
+2063,2063,6478,9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No
+743,743,3780,1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No
+3380,3380,4183,6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No
+4923,4923,2590,4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No
+879,879,3815,9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes
+5923,5923,2824,8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No
+3263,3263,4866,3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No
+3909,3909,1655,7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes
+2436,2436,1088,7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes
+4058,4058,316,3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No
+3130,3130,2591,8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No
+4097,4097,2013,7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No
+3521,3521,900,1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No
+1877,1877,3787,2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No
+1503,1503,6695,6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No
+4714,4714,1854,6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes
+782,782,4383,1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80.0,5040.2,No
+1174,1174,4125,2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No
+5587,5587,3120,3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No
+2736,2736,4767,1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No
+2365,2365,6939,2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No
+2024,2024,4531,4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes
+2439,2439,4630,1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No
+5010,5010,2878,0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.0,1850.65,No
+3417,3417,5133,6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes
+1018,1018,6741,2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.0,1062.1,Yes
+1436,1436,1001,1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes
+177,177,2318,6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No
+50,50,4291,2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No
+958,958,2441,9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No
+2112,2112,1552,2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No
+5643,5643,2557,4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No
+3520,3520,3084,8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No
+5875,5875,492,0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes
+5447,5447,580,1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.0,233.55,Yes
+3583,3583,237,9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No
+1980,1980,5755,5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No
+399,399,964,9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+2692,2692,2607,5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes
+554,554,1129,3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No
+3283,3283,6199,2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes
+5008,5008,3644,8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.0,1004.35,No
+5740,5740,5855,2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No
+5497,5497,2491,1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No
+2509,2509,4898,8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes
+5009,5009,4143,4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes
+2693,2693,6416,9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No
+5510,5510,3736,2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No
+1812,1812,4240,1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.0,773.65,Yes
+4340,4340,806,7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No
+5920,5920,6235,5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes
+386,386,3641,0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No
+3885,3885,4585,1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes
+3071,3071,4851,2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes
+2171,2171,5502,3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes
+4480,4480,5136,3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No
+409,409,2316,9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No
+1451,1451,5866,7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No
+5291,5291,7033,9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No
+191,191,527,3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No
+4404,4404,5290,0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No
+4848,4848,6894,1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes
+361,361,5466,0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No
+200,200,4447,7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No
+336,336,6253,6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No
+5904,5904,5225,5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No
+4681,4681,6943,0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes
+4628,4628,1901,5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No
+4914,4914,4170,0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No
+3144,3144,258,4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes
+2613,2613,6855,8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No
+4568,4568,5399,2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No
+3037,3037,1967,0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes
+426,426,3539,2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes
+5383,5383,1066,9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No
+3439,3439,6315,5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No
+3558,3558,1953,5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+5806,5806,3314,2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No
+5684,5684,6294,6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes
+3920,3920,6820,6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No
+3775,3775,4431,8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No
+3428,3428,651,2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes
+1287,1287,607,8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No
+3989,3989,5209,1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No
+1574,1574,274,5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes
+5571,5571,6719,2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No
+1373,1373,5039,4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes
+959,959,106,6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No
+71,71,501,4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No
+3936,3936,5528,9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No
+4839,4839,6144,2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.0,2024.1,No
+1334,1334,4961,6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No
+169,169,1543,0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes
+3646,3646,6484,2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No
+4019,4019,6330,9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No
+3461,3461,1674,2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No
+951,951,2942,5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No
+3856,3856,3485,6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes
+1342,1342,1892,1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No
+1895,1895,993,9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No
+97,97,4537,1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No
+2047,2047,579,2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No
+3456,3456,6470,4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No
+1183,1183,5839,2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No
+4448,4448,1750,4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No
+4196,4196,917,4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No
+3038,3038,6829,8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No
+5296,5296,5305,9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No
+1577,1577,6271,6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No
+4656,4656,6135,3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.0,8175.9,No
+4184,4184,762,7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes
+5786,5786,3302,7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes
+3913,3913,7001,6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes
+3192,3192,1517,2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No
+1093,1093,1112,2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No
+3140,3140,6751,1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No
+3974,3974,4281,8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.0,1782.4,No
+316,316,4074,0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes
+5514,5514,2774,9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No
+132,132,5022,2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No
+1770,1770,2775,2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes
+2666,2666,1450,1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No
+1494,1494,2025,1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No
+5222,5222,133,3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes
+1667,1667,4100,0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No
+299,299,6073,6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No
+3373,3373,2743,2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No
+616,616,1789,2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No
+4169,4169,4833,8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No
+4698,4698,5803,4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes
+1059,1059,3667,7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No
+2053,2053,4522,7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No
+3570,3570,542,2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+5418,5418,5881,3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No
+4550,4550,1301,9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No
+2231,2231,1482,9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No
+1143,1143,1094,1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No
+703,703,6062,3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No
+2417,2417,3336,8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No
+1128,1128,6774,0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+3135,3135,3690,6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes
+4809,4809,3687,6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100.0,1888.65,Yes
+3904,3904,5113,9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No
+414,414,1044,3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No
+4861,4861,3490,7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes
+211,211,5105,2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes
+5164,5164,2956,5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.0,5038.15,No
+3201,3201,5091,2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes
+5029,5029,5585,4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes
+3826,3826,4114,1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No
+5483,5483,4465,3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No
+2122,2122,1127,9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No
+5841,5841,6242,8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No
+2722,2722,4302,9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No
+1646,1646,3646,9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No
+940,940,6878,2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes
+5962,5962,5311,8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes
+5754,5754,1291,7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.0,632.95,Yes
+2451,2451,5125,2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.0,1078.9,Yes
+713,713,110,0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes
+5580,5580,2565,7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.0,332.5,No
+1078,1078,5321,7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No
+2203,2203,3922,6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No
+1135,1135,1831,3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No
+2409,2409,6066,5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes
+46,46,3016,4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes
+1955,1955,5694,0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No
+3883,3883,2740,0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+4073,4073,2848,7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No
+779,779,90,4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No
+2901,2901,2998,4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No
+2938,2938,5766,1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60.0,1347.15,No
+796,796,6806,4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No
+3474,3474,3576,2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No
+5379,5379,5726,2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No
+3816,3816,2772,3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74.0,4868.4,No
+4402,4402,4278,6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No
+2567,2567,4529,0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No
+4082,4082,2448,9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes
+5763,5763,5727,8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No
+936,936,1956,0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No
+351,351,1161,5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes
+3660,3660,4211,2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes
+1733,1733,6357,8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes
+365,365,5234,3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No
+3200,3200,4449,2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No
+4798,4798,5788,4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No
+5973,5973,6231,3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes
+5972,5972,3444,3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No
+1015,1015,5673,6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No
+1081,1081,844,3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes
+3354,3354,3967,5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No
+3537,3537,5849,0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No
+744,744,3150,6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No
+686,686,3541,1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No
+963,963,6722,5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No
+677,677,414,1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No
+4793,4793,922,4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No
+2773,2773,331,9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No
+4541,4541,74,5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No
+1719,1719,3833,9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No
+4365,4365,5454,2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+1235,1235,3053,0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No
+1454,1454,6423,0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No
+3353,3353,5850,6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes
+3394,3394,5717,8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No
+4487,4487,3920,6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No
+4115,4115,3224,4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes
+5528,5528,2950,3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No
+1236,1236,2498,1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No
+4318,4318,6872,5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No
+1037,1037,5720,2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No
+4261,4261,1591,8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No
+5288,5288,4846,8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No
+3736,3736,3976,5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes
+506,506,2876,6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No
+4559,4559,3186,3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No
+458,458,3882,9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No
+1113,1113,2684,5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No
+3214,3214,3737,8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes
+955,955,2807,1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No
+924,924,2470,2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No
+341,341,3773,8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes
+5489,5489,5315,2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes
+3484,3484,6473,9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes
+4979,4979,6285,2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No
+574,574,452,8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No
+987,987,2827,1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No
+719,719,1919,3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes
+1195,1195,6263,8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No
+1074,1074,2154,4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No
+5597,5597,4893,4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes
+3753,3753,4445,3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98.0,6218.45,No
+3324,3324,4283,7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No
+5243,5243,4849,8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No
+4321,4321,53,7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes
+47,47,221,4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No
+1553,1553,1873,0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No
+4463,4463,3115,4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes
+3584,3584,1133,3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No
+4213,4213,3526,9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes
+3068,3068,639,0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes
+5076,5076,2017,1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No
+5047,5047,6090,9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No
+1032,1032,3783,1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No
+1856,1856,2749,9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No
+4831,4831,5868,9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.0,44,No
+547,547,2002,0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No
+793,793,5072,5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No
+1501,1501,6697,8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No
+1572,1572,2366,1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes
+2480,2480,4906,8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No
+870,870,2680,6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No
+2676,2676,5677,2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No
+2470,2470,5532,8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No
+330,330,5872,4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2351,2351,1587,5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No
+3270,3270,2097,8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No
+4098,4098,273,4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No
+3673,3673,6967,8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes
+2445,2445,3875,2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes
+1713,1713,3590,9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No
+5305,5305,2938,5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No
+3783,3783,5655,5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No
+5333,5333,2914,0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No
+3535,3535,4517,2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes
+710,710,6067,1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No
+5701,5701,5630,9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes
+1101,1101,3413,5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No
+5818,5818,4191,2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No
+3382,3382,1486,5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes
+889,889,3885,4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No
+2748,2748,2714,6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No
+356,356,6754,2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No
+1304,1304,2569,8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No
+3061,3061,6435,0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No
+493,493,5520,8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No
+1103,1103,1963,7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No
+69,69,2476,9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No
+1313,1313,2388,9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No
+3626,3626,1523,9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No
+5188,5188,5063,3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes
+3573,3573,3679,1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes
+1618,1618,4923,6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No
+5463,5463,1664,4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes
+1535,1535,6216,7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No
+175,175,4582,6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No
+981,981,5696,0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes
+3202,3202,5326,5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.0,288.05,Yes
+826,826,3279,6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No
+2452,2452,1227,8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No
+5560,5560,3394,9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No
+1254,1254,507,7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes
+5976,5976,5334,6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes
+2010,2010,2525,3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No
+3870,3870,2793,3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No
+4244,4244,3738,4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No
+764,764,6887,2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No
+5741,5741,854,7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No
+1600,1600,1503,0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No
+2,2,6344,9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes
+800,800,5446,6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+786,786,69,7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No
+4149,4149,4116,2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No
+5894,5894,995,3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes
+3095,3095,6950,2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No
+4346,4346,6981,5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No
+674,674,3246,8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes
+3733,3733,5935,2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No
+4654,4654,722,4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes
+3515,3515,6091,3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes
+5386,5386,5536,0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes
+4695,4695,3600,8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes
+2803,2803,3321,3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No
+238,238,1632,1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes
+427,427,969,3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.0,174.8,Yes
+3453,3453,3423,2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes
+204,204,1886,6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No
+923,923,1172,1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No
+240,240,2879,4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes
+3487,3487,2279,5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No
+1927,1927,6627,1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No
+4512,4512,3776,6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No
+670,670,6612,1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes
+3594,3594,3919,9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes
+3120,3120,6846,6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes
+4474,4474,5158,8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No
+5206,5206,5651,4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes
+694,694,3038,5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No
+3155,3155,3657,8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No
+1023,1023,1973,9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No
+2776,2776,5103,6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No
+4183,4183,5043,4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes
+4249,4249,2604,6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No
+1044,1044,2053,6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes
+366,366,3414,4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No
+3879,3879,4065,7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+5688,5688,4736,3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No
+1140,1140,6708,2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes
+1378,1378,731,6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No
+259,259,5391,8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No
+2307,2307,888,0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No
+5344,5344,5073,8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No
+3277,3277,6048,9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes
+4162,4162,5848,9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No
+2996,2996,820,4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No
+4800,4800,5567,8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103.0,5166.2,No
+1214,1214,3434,1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No
+3098,3098,1821,3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes
+163,163,2226,3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No
+5215,5215,4175,6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No
+2907,2907,5627,9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No
+1583,1583,4617,3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No
+264,264,6875,6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No
+385,385,1010,0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No
+1943,1943,1424,7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No
+231,231,1783,8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes
+2336,2336,3130,0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No
+5130,5130,4613,6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes
+5970,5970,2919,1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No
+701,701,5121,4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No
+5356,5356,3348,2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No
+4644,4644,6615,8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No
+272,272,4801,0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No
+3890,3890,2532,9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No
+1126,1126,2845,9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No
+1395,1395,5352,6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No
+277,277,3538,9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No
+1151,1151,5860,4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.0,153.05,Yes
+2383,2383,5095,7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No
+1019,1019,1351,7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No
+1886,1886,6504,6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes
+4032,4032,4904,0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No
+1446,1446,411,4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No
+5308,5308,4980,8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No
+4663,4663,5479,8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No
+5146,5146,2193,6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No
+4734,4734,3056,0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No
+2143,2143,5902,7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No
+2808,2808,1952,0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No
+1094,1094,776,9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No
+3693,3693,6305,1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.0,2497.2,Yes
+5664,5664,4090,1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No
+2922,2922,6992,0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No
+4067,4067,89,3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No
+2545,2545,6693,7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No
+964,964,3349,0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes
+4943,4943,6544,6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes
+179,179,5462,9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No
+4217,4217,4543,7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No
+4109,4109,520,5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No
+3629,3629,6521,1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No
+3694,3694,5809,8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No
+4766,4766,2674,1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No
+1952,1952,6460,8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes
+2157,2157,2566,3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No
+2735,2735,2282,1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes
+105,105,6529,7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes
+3512,3512,5472,4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.0,1923.85,No
+999,999,6965,7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No
+4422,4422,826,3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes
+488,488,5167,4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No
+1341,1341,6815,0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No
+5628,5628,4067,9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No
+2041,2041,3125,5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.0,78.9,No
+2139,2139,3410,4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes
+4762,4762,2116,4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes
+5151,5151,5124,7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No
+2744,2744,1701,6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes
+2019,2019,5820,1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No
+4750,4750,2443,9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No
+5585,5585,1243,5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+4077,4077,6028,1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes
+4719,4719,1645,9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes
+1602,1602,150,3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No
+1157,1157,4385,1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No
+5638,5638,2961,6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No
+2917,2917,178,5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No
+3927,3927,6574,6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No
+5703,5703,1369,5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No
+1052,1052,6377,7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes
+1149,1149,5436,7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No
+3222,3222,6193,5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No
+1762,1762,389,5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.0,44,No
+3891,3891,4293,2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes
+475,475,1018,3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No
+3305,3305,6824,8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes
+1994,1994,2218,5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.0,5999.85,No
+3427,3427,6418,2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No
+1225,1225,1684,4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No
+68,68,1419,3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No
+2042,2042,3492,0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No
+2863,2863,880,9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes
+2645,2645,4322,7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No
+1555,1555,2596,5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No
+2327,2327,4986,2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No
+5191,5191,1353,7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No
+2719,2719,6372,6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No
+1660,1660,480,0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No
+3517,3517,6747,5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No
+3170,3170,6836,5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes
+2928,2928,2073,3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No
+1548,1548,1211,1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes
+2412,2412,413,5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No
+3852,3852,6386,6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No
+5495,5495,6407,6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No
+975,975,4812,5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes
+3259,3259,2096,0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes
+76,76,4119,6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No
+3951,3951,4476,7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+1560,1560,3613,1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No
+4501,4501,1136,6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.0,1209.25,No
+4902,4902,2762,8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No
+2004,2004,2640,4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No
+5595,5595,959,5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No
+1899,1899,4963,8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No
+5915,5915,4014,3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No
+3002,3002,5492,2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No
+4608,4608,1311,3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No
+5057,5057,4164,7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No
+3640,3640,5610,1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes
+1948,1948,4434,0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No
+1255,1255,3545,6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No
+1728,1728,49,2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No
+3475,3475,3271,3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes
+2778,2778,2459,7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No
+4216,4216,4770,7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No
+2057,2057,5451,1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No
+4606,4606,2538,7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No
+1911,1911,2600,2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No
+16,16,3132,2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No
+618,618,807,2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No
+2834,2834,182,9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes
+1310,1310,2614,3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes
+4978,4978,3345,1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No
+2117,2117,4084,2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes
+2077,2077,5300,8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes
+5671,5671,2049,1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No
+4543,4543,6946,9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No
+5860,5860,5794,1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No
+846,846,1305,4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No
+2781,2781,4947,4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes
+4538,4538,2089,3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No
+5516,5516,4929,2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.0,5329.55,No
+300,300,443,2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No
+5459,5459,2849,6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No
+3172,3172,2791,1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No
+2540,2540,1909,3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No
+2727,2727,48,7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No
+5897,5897,161,0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes
+1732,1732,5033,7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+4977,4977,6106,5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes
+51,51,5807,8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No
+4291,4291,6589,3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No
+874,874,7013,1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No
+3680,3680,5929,5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No
+2299,2299,3558,8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No
+3497,3497,6643,3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No
+5032,5032,4156,2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No
+2110,2110,1113,7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes
+4385,4385,5982,3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No
+5576,5576,6777,9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No
+4339,4339,1463,4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes
+3675,3675,2823,4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No
+3789,3789,4399,3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No
+2397,2397,5683,5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes
+5145,5145,223,0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes
+355,355,1362,2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes
+5766,5766,1998,7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes
+1898,1898,39,8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes
+1079,1079,446,4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes
+850,850,509,1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No
+228,228,4836,0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No
+2085,2085,2052,2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No
+5702,5702,1986,7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No
+1578,1578,1526,2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No
+5941,5941,1899,8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No
+4178,4178,906,5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No
+1914,1914,4071,6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No
+1699,1699,4740,2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes
+1048,1048,3210,9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No
+235,235,3260,4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes
+1751,1751,4245,9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No
+3442,3442,6334,4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104.0,7039.05,No
+1998,1998,3357,3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes
+2039,2039,5347,9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No
+1347,1347,1071,3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes
+2774,2774,5452,3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No
+1811,1811,4834,6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No
+297,297,2138,6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No
+4598,4598,943,6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No
+5122,5122,2724,4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No
+1352,1352,4221,7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No
+2185,2185,5277,0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes
+5417,5417,5877,6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes
+2770,2770,2702,1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.0,44,No
+5101,5101,770,7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No
+353,353,1623,6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No
+2494,2494,1972,7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No
+4219,4219,6100,3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes
+4548,4548,2051,5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No
+2964,2964,4730,7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No
+2880,2880,2140,3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes
+1775,1775,1293,3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No
+4783,4783,2645,8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No
+856,856,6022,5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No
+1917,1917,873,5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes
+4405,4405,7026,8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes
+1935,1935,6211,4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes
+5944,5944,2734,2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No
+1554,1554,4295,3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No
+4508,4508,6683,9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No
+3317,3317,3586,8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40.0,223.45,Yes
+4728,4728,3367,7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No
+4948,4948,5401,5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No
+5708,5708,1794,5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No
+3524,3524,4481,8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No
+3314,3314,2813,6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No
+2814,2814,5518,9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes
+3223,3223,6187,0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No
+3756,3756,2636,0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.0,7987.6,No
+4185,4185,3747,1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No
+972,972,7003,4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No
+4659,4659,3212,0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.0,3168.75,No
+419,419,227,2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes
+3237,3237,4982,7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes
+411,411,26,6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes
+2440,2440,4438,2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No
+2384,2384,4210,5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No
+2258,2258,912,3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No
+2101,2101,4230,5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes
+2516,2516,3375,3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No
+5738,5738,3474,3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No
+3718,3718,482,4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No
+791,791,6868,1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes
+4721,4721,3476,3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No
+1317,1317,2347,7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No
+2497,2497,4516,4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No
+2487,2487,2819,1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No
+1693,1693,2917,2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No
+1647,1647,2313,9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No
+2471,2471,5674,3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No
+657,657,1411,2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No
+2031,2031,869,0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No
+524,524,1553,7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No
+5826,5826,206,6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No
+313,313,3721,2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes
+943,943,4815,9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes
+4759,4759,3325,0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes
+1656,1656,99,4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes
+5253,5253,5301,2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes
+2900,2900,6292,0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.0,3835.55,No
+1036,1036,3846,1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No
+1703,1703,6857,1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No
+503,503,2986,1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No
+320,320,6498,0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes
+4627,4627,3451,5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No
+2174,2174,4685,0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No
+3051,3051,3674,7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes
+2864,2864,1325,7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+1311,1311,657,7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No
+954,954,4557,5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No
+3199,3199,3062,8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No
+5435,5435,3118,2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No
+3541,3541,1403,2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No
+2649,2649,3733,0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No
+5108,5108,2081,5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No
+2146,2146,5049,2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+3791,3791,4760,3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No
+5849,5849,5959,2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No
+40,40,4776,0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No
+1832,1832,4624,0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes
+4214,4214,2514,8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes
+5948,5948,2747,8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No
+2161,2161,5540,3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes
+2982,2982,4091,8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No
+454,454,2094,1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No
+5260,5260,1324,0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes
+722,722,5950,2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No
+3759,3759,1681,4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.0,1849.2,No
+3156,3156,5964,9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No
+2155,2155,2059,7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No
+5112,5112,4544,0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes
+2459,2459,682,4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No
+2759,2759,909,0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No
+4579,4579,6800,1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes
+4565,4565,2679,7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes
+5124,5124,1460,2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes
+3740,3740,5579,2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes
+5719,5719,2931,8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No
+3425,3425,780,5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No
+5443,5443,1679,0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No
+3655,3655,2334,9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No
+5233,5233,3072,9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No
+681,681,3011,3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No
+1100,1100,4827,9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.0,1312.15,Yes
+4176,4176,3999,5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes
+2885,2885,1490,8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No
+2564,2564,1303,0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No
+702,702,677,0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes
+1825,1825,152,1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No
+2605,2605,58,3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No
+3256,3256,5758,5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No
+4797,4797,6479,4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55.0,55,Yes
+1397,1397,4038,2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No
+1405,1405,1788,7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No
+1112,1112,1879,3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes
+652,652,5440,4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No
+5790,5790,1663,5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes
+2213,2213,3220,8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No
+3601,3601,593,0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No
+1110,1110,5394,5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No
+5570,5570,699,8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No
+839,839,6888,3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No
+5254,5254,2923,4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No
+1585,1585,1337,6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No
+4092,4092,165,6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No
+5480,5480,6664,4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No
+529,529,1339,3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.0,7133.25,Yes
+2209,2209,3774,1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No
+3097,3097,985,9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes
+2952,2952,4588,2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.0,3008.15,No
+4552,4552,1304,8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes
+2697,2697,1064,3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No
+1388,1388,898,4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes
+413,413,63,0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No
+3282,3282,1283,4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No
+937,937,613,6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No
+1184,1184,12,8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No
+5683,5683,5534,7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No
+754,754,3274,2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No
+4395,4395,4111,7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No
+5799,5799,3060,7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No
+1860,1860,1988,3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes
+5351,5351,2504,8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes
+711,711,6105,9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes
+1619,1619,1779,5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No
+5186,5186,3019,6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes
+4696,4696,6424,6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes
+172,172,5981,8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No
+1945,1945,5842,2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No
+564,564,6227,2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes
+3788,3788,3364,5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes
+2092,2092,1592,8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes
+746,746,5346,0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No
+5747,5747,698,9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No
+3907,3907,5733,4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No
+655,655,1272,1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No
+3991,3991,6223,2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.0,506.9,Yes
+323,323,710,1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes
+2854,2854,6084,5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.0,3440.25,No
+4700,4700,6141,5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes
+2728,2728,573,4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes
+5278,5278,5512,3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No
+2449,2449,1309,7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes
+1137,1137,782,0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No
+3961,3961,939,0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No
+425,425,2833,5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No
+4784,4784,2243,1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No
+3671,3671,3061,8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes
+5185,5185,667,5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No
+1947,1947,6108,4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No
+2911,2911,771,0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes
+5135,5135,1633,1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No
+1348,1348,718,1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No
+3754,3754,3416,0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No
+600,600,3803,2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes
+1798,1798,6850,0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No
+5280,5280,1191,8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No
+4633,4633,3335,9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.0,316.2,No
+1315,1315,1359,7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes
+5390,5390,2738,2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No
+2517,2517,665,2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No
+1038,1038,2550,8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No
+783,783,2252,1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No
+1268,1268,298,2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No
+5732,5732,5791,7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No
+1413,1413,2689,8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No
+4086,4086,778,3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.0,6152.3,No
+121,121,4048,6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No
+778,778,2173,2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No
+984,984,4252,5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No
+5813,5813,1678,1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No
+4672,4672,4944,3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No
+4027,4027,3595,2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes
+745,745,3616,8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No
+5366,5366,114,5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No
+5872,5872,3884,4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No
+1764,1764,1476,5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No
+4682,4682,5280,6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No
+4748,4748,2188,3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No
+4727,4727,3368,1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No
+1171,1171,7031,3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60.0,3316.1,No
+5979,5979,5734,6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No
+4811,4811,1997,0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No
+1425,1425,1456,3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.0,1534.75,Yes
+2895,2895,6071,0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No
+176,176,3509,8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No
+4399,4399,3959,8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No
+3529,3529,3029,1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes
+3598,3598,6047,0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No
+3499,3499,2672,2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No
+4034,4034,6562,3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes
+3803,3803,3338,1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes
+82,82,6367,0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No
+5397,5397,1687,8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No
+2794,2794,2478,7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No
+805,805,2846,0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No
+4117,4117,2946,3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No
+3043,3043,6384,1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No
+2094,2094,5510,6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No
+1878,1878,1349,2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No
+141,141,1569,0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No
+4193,4193,21,1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No
+4767,4767,94,9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No
+2000,2000,3937,5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No
+3614,3614,7017,4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No
+1318,1318,4764,2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes
+4755,4755,4807,9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No
+3550,3550,1179,5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No
+1058,1058,3889,2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No
+5051,5051,3823,9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No
+5160,5160,5713,8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No
+1417,1417,2957,2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No
+515,515,1092,8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No
+2825,2825,1356,0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No
+3244,3244,875,3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No
+1199,1199,6409,3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No
+2169,2169,1705,4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No
+2310,2310,2437,0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No
+3944,3944,3814,6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No
+3022,3022,5111,6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes
+5573,5573,4276,1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes
+4310,4310,2109,3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No
+2254,2254,2918,2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No
+838,838,5349,5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No
+5321,5321,6320,8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No
+1739,1739,6400,7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No
+5848,5848,4875,2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes
+5865,5865,1495,4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No
+1194,1194,3213,4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No
+3217,3217,4872,8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No
+232,232,4774,7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No
+5650,5650,1648,7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No
+4970,4970,6356,3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No
+3020,3020,1659,3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No
+2361,2361,2078,7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No
+1355,1355,897,0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No
+2898,2898,3655,6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No
+1462,1462,720,4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No
+2183,2183,540,6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No
+1818,1818,3795,1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No
+3136,3136,687,0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes
+1424,1424,3075,5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No
+1970,1970,326,5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No
+5577,5577,1060,6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No
+3371,3371,702,1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No
+820,820,6316,8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No
+886,886,251,4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes
+393,393,652,5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No
+5098,5098,1984,4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes
+1780,1780,5641,7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No
+2462,2462,5093,2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No
+4752,4752,2349,9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No
+5036,5036,666,7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes
+3723,3723,5411,7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes
+2791,2791,1710,6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No
+476,476,4912,5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes
+4120,4120,692,9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No
+456,456,641,4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes
+108,108,6056,8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No
+1883,1883,180,6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes
+762,762,2291,7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes
+3036,3036,4088,1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes
+2001,2001,1877,7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No
+2198,2198,4593,9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No
+789,789,5340,5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No
+5014,5014,2261,3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No
+2319,2319,5937,5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.0,613.4,Yes
+11,11,4653,2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes
+4355,4355,2033,8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+1138,1138,6877,4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes
+2419,2419,2750,1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No
+4231,4231,2129,9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes
+1278,1278,6905,4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No
+5081,5081,6935,4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No
+672,672,5974,7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No
+2486,2486,6893,5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes
+2703,2703,6926,1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes
+1944,1944,1216,0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No
+1905,1905,2883,7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No
+2025,2025,3113,0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No
+3564,3564,6339,7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes
+5648,5648,1445,3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No
+3181,3181,610,6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes
+4202,4202,277,3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No
+3845,3845,1327,4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes
+700,700,2301,4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No
+77,77,6517,9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No
+4456,4456,6437,2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No
+2638,2638,3650,5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No
+669,669,2868,5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No
+5358,5358,412,5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No
+3469,3469,5551,8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No
+5679,5679,262,7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No
+2362,2362,6895,5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46.0,2424.05,No
+119,119,4271,2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No
+2248,2248,7038,6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No
+3556,3556,689,5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No
+274,274,59,5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No
+5563,5563,6102,9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.0,5484.4,No
+1396,1396,6032,9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes
+5567,5567,190,7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No
+4281,4281,4133,2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No
+260,260,279,4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No
+1633,1633,1030,8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No
+3245,3245,1431,6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No
+5350,5350,2967,7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No
+2990,2990,5593,4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No
+5456,5456,559,3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No
+3833,3833,6840,1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No
+3230,3230,204,9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No
+2879,2879,1644,3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes
+5568,5568,1139,3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No
+215,215,5960,2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No
+1587,1587,6787,3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No
+1231,1231,6821,8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes
+392,392,2227,0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No
+27,27,4275,2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No
+3837,3837,4783,8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No
+752,752,5040,9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No
+1810,1810,4266,5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102.0,6529.25,Yes
+3850,3850,986,2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No
+478,478,809,1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+5527,5527,4131,2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes
+3496,3496,6925,6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No
+4302,4302,5924,2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No
+4824,4824,4711,5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No
+909,909,1142,2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No
+4270,4270,6835,7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No
+5131,5131,404,5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No
+5798,5798,2693,3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No
+1558,1558,5282,3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes
+2667,2667,4668,1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No
+3435,3435,4935,4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No
+4899,4899,5764,0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No
+2485,2485,4989,0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No
+3785,3785,2830,1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No
+2151,2151,2420,3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No
+5061,5061,2832,0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No
+2180,2180,739,7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No
+2331,2331,3442,0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No
+4823,4823,3597,7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No
+563,563,2344,9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No
+3836,3836,5407,9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No
+5382,5382,4380,2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.0, ,No
+921,921,2781,5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No
+5301,5301,1167,4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No
+969,969,2417,4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No
+1212,1212,6651,2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No
+4792,4792,419,5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes
+3664,3664,1232,1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes
+913,913,1170,9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.0,8093.15,No
+3777,3777,406,4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No
+4026,4026,6221,0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No
+3853,3853,6055,6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.0,340.4,No
+2815,2815,6714,7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No
+2411,2411,5697,1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes
+4835,4835,77,5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No
+723,723,6554,2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes
+2126,2126,2518,0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No
+4233,4233,6163,3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No
+4167,4167,515,9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes
+2123,2123,4313,6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No
+1027,1027,3139,1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes
+597,597,4269,9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes
+3386,3386,3537,5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No
+6,6,5260,2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No
+1061,1061,1630,2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No
+1449,1449,6503,7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No
+5615,5615,4735,0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No
+3786,3786,3371,4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes
+997,997,2004,8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes
+5471,5471,6760,5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes
+3227,3227,6098,4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No
+5318,5318,4171,9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes
+3822,3822,6324,5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No
+4785,4785,5373,4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No
+3824,3824,1000,8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes
+653,653,1485,9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes
+4316,4316,1913,7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No
+1467,1467,4162,0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No
+5232,5232,1996,9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No
+48,48,3794,4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No
+318,318,3370,5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No
+919,919,3523,0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No
+3668,3668,5818,3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No
+5266,5266,1856,4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes
+3400,3400,2990,2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes
+1609,1609,5424,6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No
+2788,2788,4816,5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75.0,4213.9,No
+2715,2715,5380,9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes
+1950,1950,3817,9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No
+3133,3133,2307,0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No
+2926,2926,2652,4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No
+4853,4853,1908,8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No
+1570,1570,5829,6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No
+3303,3303,541,2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No
+340,340,5773,0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No
+5903,5903,3843,0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes
+3738,3738,6681,1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes
+3236,3236,631,9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55.0,2473.95,No
+5744,5744,4737,9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No
+4779,4779,1865,7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99.0,4744.35,No
+4258,4258,6289,9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes
+5876,5876,379,5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No
+3265,3265,1900,0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No
+1215,1215,4420,1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No
+2415,2415,941,0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No
+5771,5771,4413,1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes
+4677,4677,2713,5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+4045,4045,6013,5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No
+3884,3884,275,6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes
+518,518,4152,2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No
+1724,1724,1473,7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes
+4873,4873,6442,0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No
+4033,4033,514,2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.0,2852.4,No
+3301,3301,867,2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No
+766,766,4945,1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No
+1375,1375,6082,4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes
+1168,1168,7004,6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No
+474,474,1354,9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes
+2632,2632,5307,1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No
+2954,2954,4279,8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No
+4661,4661,5781,1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No
+5169,5169,5024,8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No
+4146,4146,4179,8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No
+2886,2886,4504,8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No
+3636,3636,363,5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No
+268,268,2107,7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No
+1049,1049,1260,9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No
+4532,4532,1622,2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No
+5058,5058,3031,3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes
+5540,5540,3175,7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes
+5609,5609,3446,2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No
+107,107,6830,7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No
+3477,3477,4600,1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No
+5630,5630,956,3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No
+4140,4140,3233,0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No
+3129,3129,2696,5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No
+4294,4294,2682,9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes
+2779,2779,1774,5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No
+1983,1983,5138,4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No
+2573,2573,1556,3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes
+5666,5666,3108,5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.0,4532.3,No
+5078,5078,2482,9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.0,89.75,No
+3226,3226,2643,3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes
+4601,4601,4277,5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No
+632,632,144,1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No
+3206,3206,6389,3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No
+1426,1426,4287,6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes
+602,602,4871,6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No
+3489,3489,3897,8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No
+693,693,3896,8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No
+4024,4024,1266,1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No
+588,588,6210,1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No
+1694,1694,5780,1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No
+2554,2554,5375,9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes
+3028,3028,2331,2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No
+813,813,5213,7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No
+1476,1476,1700,6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No
+1158,1158,6421,2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No
+2558,2558,6951,9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No
+4012,4012,306,0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes
+912,912,183,5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No
+2252,2252,1023,7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No
+4595,4595,2198,9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No
+2535,2535,3761,9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No
+5121,5121,4809,7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No
+4091,4091,1567,1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No
+438,438,4148,9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No
+3820,3820,1367,4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No
+5947,5947,975,2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes
+609,609,6332,4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No
+2621,2621,3838,7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No
+4190,4190,2353,2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No
+2855,2855,1830,7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No
+2835,2835,5498,1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.0,46,Yes
+3231,3231,1641,5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No
+147,147,3666,3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes
+3138,3138,3200,0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes
+4999,4999,2766,1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115.0,7396.15,No
+1055,1055,6705,3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No
+5027,5027,6558,4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes
+1354,1354,4030,4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51.0,286.8,No
+3127,3127,4896,3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No
+993,993,142,1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No
+3349,3349,5037,8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes
+2095,2095,2611,5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes
+4945,4945,1975,4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No
+4046,4046,1107,0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No
+3536,3536,4219,5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No
+2142,2142,5951,5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No
+5803,5803,2625,0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No
+3056,3056,2257,2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No
+4642,4642,5490,2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No
+1603,1603,4310,8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No
+2991,2991,2269,0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes
+2967,2967,5143,5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No
+3589,3589,6727,0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No
+4687,4687,4120,9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No
+1296,1296,837,6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+1808,1808,508,4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes
+4887,4887,1573,5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No
+4155,4155,5908,4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes
+5896,5896,4297,2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No
+5895,5895,1981,0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes
+459,459,4405,8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes
+254,254,2549,0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No
+2981,2981,1621,6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes
+3889,3889,3828,8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No
+1920,1920,461,6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No
+303,303,6450,4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No
+1156,1156,6224,2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No
+5726,5726,202,3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No
+676,676,1268,2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes
+1550,1550,3689,9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes
+2802,2802,3524,4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes
+3576,3576,4823,9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes
+2192,2192,2915,0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No
+5513,5513,1982,3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No
+4624,4624,6166,4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes
+4741,4741,3531,4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No
+4614,4614,3300,1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No
+41,41,4122,4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No
+5859,5859,4514,3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No
+1549,1549,2170,8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No
+1264,1264,3542,1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No
+4104,4104,583,1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.0,19,No
+865,865,2673,8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes
+4511,4511,2866,7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No
+2570,2570,358,9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes
+1663,1663,4962,7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No
+5822,5822,863,9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes
+3679,3679,2564,3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.0,1425.45,Yes
+3076,3076,6914,7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.0,4414.3,Yes
+2924,2924,6169,4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes
+3972,3972,4732,1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No
+4166,4166,5457,9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.0,581.7,No
+4235,4235,3508,2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No
+4076,4076,935,6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No
+4952,4952,2472,3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No
+4909,4909,2928,1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No
+1041,1041,3245,0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes
+1612,1612,6196,2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No
+344,344,5481,8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes
+2438,2438,2694,2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No
+3014,3014,6487,5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No
+3106,3106,3557,2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No
+187,187,2069,6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes
+3819,3819,821,5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No
+932,932,2589,7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes
+251,251,3881,2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No
+4308,4308,4255,2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes
+357,357,1212,4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No
+278,278,5008,9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No
+1717,1717,214,2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No
+4852,4852,375,7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No
+1463,1463,288,3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes
+3624,3624,6974,0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No
+5105,5105,249,0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99.0,4298.45,No
+3600,3600,1826,6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No
+2280,2280,5132,3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No
+1923,1923,3405,0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No
+610,610,4697,0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No
+4833,4833,4227,5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No
+1374,1374,5317,1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes
+2694,2694,4502,1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes
+328,328,2306,7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No
+2985,2985,2561,3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.0,7061.65,No
+3725,3725,3683,7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No
+781,781,5487,5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No
+4533,4533,4683,9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No
+4761,4761,6296,4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No
+5440,5440,2744,0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.0,4135,No
+3041,3041,6097,9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.0,5750,No
+1962,1962,4882,8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No
+3238,3238,4506,5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No
+5556,5556,5854,7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No
+5543,5543,1409,5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No
+2559,2559,2186,5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No
+4165,4165,6948,2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No
+2673,2673,6892,1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No
+5020,5020,1968,5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No
+2476,2476,4323,3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes
+2468,2468,942,7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No
+4315,4315,1596,7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No
+2420,2420,5292,0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No
+3832,3832,1347,5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No
+1851,1851,205,7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No
+2115,2115,5672,5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No
+2713,2713,2658,7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No
+2055,2055,2378,2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes
+2560,2560,2913,6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No
+3846,3846,6551,6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96.0,6109.75,No
+5352,5352,5988,6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No
+3355,3355,1428,7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes
+784,784,6696,4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No
+4875,4875,2219,1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No
+4322,4322,1796,2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No
+522,522,2516,8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes
+4910,4910,117,5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes
+4225,4225,294,1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No
+2572,2572,299,6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes
+3346,3346,313,2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No
+1210,1210,1448,2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No
+1083,1083,2418,0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No
+1017,1017,1754,3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No
+1403,1403,3842,1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95.0,2462.55,No
+1723,1723,3148,2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No
+5884,5884,337,2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No
+3195,3195,2090,6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No
+3422,3422,5665,6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No
+1689,1689,4536,3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+1244,1244,1231,0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No
+5316,5316,2502,9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No
+4957,4957,2158,9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No
+145,145,3574,4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No
+8,8,1480,8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No
+1893,1893,4370,8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No
+4374,4374,244,4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No
+540,540,3931,8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No
+80,80,1374,8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No
+1978,1978,2787,9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No
+2210,2210,5363,3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No
+5062,5062,5449,5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No
+4732,4732,3449,5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No
+1106,1106,3007,6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes
+1444,1444,2410,3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No
+1846,1846,212,7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No
+2032,2032,2358,6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No
+331,331,6629,6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No
+359,359,4006,2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No
+4509,4509,3363,3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No
+1915,1915,5658,2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.0,2248.05,No
+486,486,5162,4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No
+1187,1187,5369,9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No
+13,13,1760,2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No
+5651,5651,4682,0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes
+4394,4394,6932,0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No
+5178,5178,2745,4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes
+2427,2427,647,2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No
+4304,4304,2030,3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No
+2342,2342,4012,6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes
+1610,1610,6793,1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No
+2226,2226,2668,6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+757,757,5448,0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No
+1063,1063,1881,4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No
+90,90,4664,7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes
+84,84,5516,6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes
+5660,5660,2255,9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No
+3103,3103,6998,0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No
+4924,4924,242,7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No
+3275,3275,5598,6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No
+2393,2393,3429,7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No
+966,966,952,8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No
+5758,5758,1853,1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes
+4917,4917,5,9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes
+4958,4958,1169,1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No
+4048,4048,1713,1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No
+59,59,2488,4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes
+5065,5065,4892,8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No
+1918,1918,6524,2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes
+1976,1976,6093,7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No
+3621,3621,1601,2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No
+5706,5706,2811,5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No
+1788,1788,191,2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91.0,531,Yes
+3011,3011,5199,7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No
+5073,5073,4261,6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No
+3122,3122,923,9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No
+4921,4921,4324,6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No
+5230,5230,504,5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No
+5419,5419,2070,8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes
+2688,2688,6480,0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No
+1673,1673,4769,2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No
+5592,5592,3067,7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes
+5946,5946,1806,8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No
+5668,5668,3723,7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No
+439,439,2646,5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No
+4029,4029,5066,7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No
+2488,2488,6021,3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No
+2935,2935,6659,3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No
+477,477,977,5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No
+5326,5326,5999,6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No
+5700,5700,146,6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No
+1117,1117,4803,3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No
+4806,4806,3110,6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+715,715,6474,7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No
+4477,4477,938,2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No
+2074,2074,6247,3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No
+1528,1528,1777,2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No
+3959,3959,6249,7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No
+2741,2741,6182,2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No
+5626,5626,5699,6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No
+2054,2054,2380,3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No
+4799,4799,5742,5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No
+3770,3770,6556,0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.0,105.5,No
+4334,4334,4867,0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No
+4553,4553,236,0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No
+1372,1372,531,1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No
+5439,5439,3356,2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes
+4986,4986,4978,4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes
+2479,2479,115,3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No
+4746,4746,3281,6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No
+2756,2756,3189,5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No
+4666,4666,341,6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No
+2330,2330,5485,7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No
+391,391,6451,4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No
+3089,3089,6559,1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No
+58,58,6799,8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No
+568,568,6785,3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes
+4376,4376,4572,6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No
+4223,4223,6079,9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No
+26,26,1891,4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes
+1897,1897,5438,0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes
+4324,4324,2553,9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No
+1626,1626,175,1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No
+717,717,2131,5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No
+1025,1025,4941,1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes
+2432,2432,5947,7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes
+3602,3602,2725,4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No
+442,442,5435,7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No
+1477,1477,5646,5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes
+5235,5235,1384,4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes
+3772,3772,714,4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No
+4215,4215,1007,6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes
+2556,2556,5269,5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No
+855,855,5799,8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes
+1099,1099,6742,1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No
+2168,2168,6864,5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes
+859,859,4076,1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No
+4500,4500,186,4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No
+819,819,2540,7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No
+3023,3023,3134,7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No
+4980,4980,5870,0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes
+1650,1650,2642,2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes
+3342,3342,1037,4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No
+1925,1925,6572,6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No
+455,455,2843,9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No
+52,52,2208,7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes
+4410,4410,6387,9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No
+4751,4751,362,0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No
+4116,4116,526,8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No
+5466,5466,1150,8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No
+2064,2064,3649,0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No
+1217,1217,1738,8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No
+2312,2312,4043,3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No
+4804,4804,6775,3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No
+55,55,6552,9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes
+3077,3077,1089,4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No
+2341,2341,6665,1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No
+2366,2366,3630,9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes
+3707,3707,649,3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.0,1732.6,No
+2627,2627,2309,5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No
+3015,3015,4161,4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No
+2096,2096,4786,6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No
+3887,3887,1229,9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No
+1756,1756,2763,2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No
+5617,5617,1218,7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes
+1735,1735,3000,7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes
+1809,1809,166,3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes
+3934,3934,2046,2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No
+2271,2271,4860,7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No
+585,585,3450,0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No
+3610,3610,405,7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No
+360,360,6791,5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes
+603,603,3877,2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes
+4818,4818,992,4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No
+1599,1599,4560,2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No
+3012,3012,1143,2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No
+3659,3659,5273,7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No
+1147,1147,4262,5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes
+1686,1686,2145,1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No
+1222,1222,6092,4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No
+1714,1714,6743,2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.0,226.55,No
+5189,5189,2831,2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes
+3530,3530,5309,0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No
+4488,4488,1762,9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No
+5937,5937,3202,5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No
+3278,3278,5993,2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No
+2145,2145,2207,4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes
+5574,5574,301,8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes
+795,795,877,7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No
+3815,3815,5499,4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes
+4489,4489,750,8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No
+4296,4296,1640,2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No
+5851,5851,6278,7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No
+5141,5141,4158,8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No
+5949,5949,2047,8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No
+315,315,1992,3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No
+1604,1604,2086,2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes
+4392,4392,3521,2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No
+926,926,2166,2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No
+2181,2181,2456,5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No
+4951,4951,6553,4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No
+5077,5077,4542,9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No
+1592,1592,2346,0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No
+5792,5792,6952,6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes
+5768,5768,4779,0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No
+2005,2005,6027,4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No
+1959,1959,6530,0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No
+5529,5529,5625,8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No
+4025,4025,5343,4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No
+3506,3506,3835,8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No
+3897,3897,968,3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No
+1648,1648,2008,9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes
+4364,4364,5608,9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No
+3377,3377,3754,7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+5672,5672,4976,8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No
+5187,5187,357,8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No
+2205,2205,4216,2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.0,6632.75,No
+4802,4802,2626,4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No
+5404,5404,5878,8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No
+505,505,4905,3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No
+2245,2245,1259,4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes
+4114,4114,2253,0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No
+3813,3813,4089,4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes
+4287,4287,4135,8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No
+3500,3500,6438,3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes
+3446,3446,3839,8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No
+3569,3569,845,0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No
+772,772,2900,0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+4143,4143,3963,3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No
+5059,5059,5971,9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.0,1374.2,No
+4022,4022,3638,7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes
+2856,2856,601,5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No
+1929,1929,2450,7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No
+267,267,2534,8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No
+4807,4807,4018,2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No
+3247,3247,4381,7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes
+2674,2674,3989,7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No
+5364,5364,3974,9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No
+4240,4240,6419,3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No
+1773,1773,6595,5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No
+4676,4676,2203,4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No
+2945,2945,5542,2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No
+1743,1743,1233,1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No
+1637,1637,283,9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No
+4493,4493,4853,0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No
+1211,1211,4532,2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes
+1252,1252,5149,3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No
+1010,1010,1520,6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No
+1627,1627,3684,2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No
+2461,2461,6632,9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes
+3857,3857,2474,5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No
+3072,3072,6291,2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No
+2302,2302,5418,8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No
+3005,3005,4691,3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes
+2675,2675,3264,6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No
+3967,3967,6786,9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes
+1260,1260,4099,6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No
+2348,2348,3085,5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes
+1885,1885,6723,2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No
+128,128,599,0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No
+5759,5759,5232,1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No
+3938,3938,27,8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes
+1054,1054,2392,3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No
+4458,4458,3640,1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes
+110,110,5422,3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No
+1257,1257,2932,7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No
+2833,2833,3112,8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No
+1541,1541,6129,4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No
+5179,5179,6326,3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No
+2699,2699,4467,0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No
+5578,5578,6834,3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No
+5887,5887,1016,7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No
+2970,2970,6537,1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes
+3703,3703,440,0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No
+1301,1301,4410,0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No
+3334,3334,2179,7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No
+1685,1685,4657,6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No
+3459,3459,6433,2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No
+4359,4359,2050,4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No
+1016,1016,108,8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No
+1263,1263,4147,3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No
+2506,2506,1610,3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No
+3575,3575,6749,8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No
+4473,4473,4226,3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes
+4429,4429,390,3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No
+1394,1394,1222,9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No
+1030,1030,765,4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No
+1857,1857,305,1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No
+1512,1512,1152,4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No
+4816,4816,2192,7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No
+1543,1543,3358,5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No
+3801,3801,2889,9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50.0,2919.85,No
+876,876,4602,1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No
+2597,2597,6495,7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2297,2297,5117,5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No
+5579,5579,6898,1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No
+4081,4081,2936,3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No
+884,884,1773,2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No
+490,490,6698,6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No
+4445,4445,5319,9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No
+5493,5493,5691,5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No
+339,339,1872,9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No
+822,822,6923,7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No
+492,492,6243,3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No
+665,665,4154,4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes
+5620,5620,6748,6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.0,85,Yes
+327,327,5927,6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No
+5190,5190,2783,4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No
+139,139,3886,3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No
+4492,4492,4501,5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No
+2622,2622,6871,4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No
+3666,3666,2817,0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No
+250,250,7010,0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes
+2821,2821,0,7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No
+3720,3720,4676,3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.0,377.55,No
+3546,3546,399,5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No
+4020,4020,3427,9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No
+2390,2390,449,1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No
+4007,4007,311,7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No
+1000,1000,1756,0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No
+2628,2628,6590,1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes
+2837,2837,1812,2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No
+5457,5457,5237,6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No
+3360,3360,448,5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No
+2583,2583,5769,3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.0,7661.8,No
+4771,4771,2371,2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No
+43,43,3479,8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes
+5378,5378,3373,2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes
+2128,2128,1102,8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes
+270,270,4371,3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No
+5586,5586,16,8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No
+511,511,7018,1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes
+1323,1323,6209,3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No
+2871,2871,5168,6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes
+4495,4495,5689,5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No
+5239,5239,5779,2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes
+1286,1286,1614,3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No
+4093,4093,4702,6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No
+5871,5871,64,5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes
+4813,4813,6903,9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69.0,2441.7,No
+3139,3139,2267,9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No
+2950,2950,3516,7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes
+512,512,3806,0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No
+810,810,3570,6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No
+5509,5509,3769,2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No
+4778,4778,2912,0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No
+1679,1679,3519,5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No
+815,815,4922,7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No
+3309,3309,4155,6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No
+3625,3625,2785,4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No
+5843,5843,5847,9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.0,5757.2,No
+4576,4576,6281,7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No
+279,279,2881,4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64.0,1910.75,No
+5067,5067,2128,1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No
+2298,2298,1697,3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No
+2403,2403,2092,2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No
+4514,4514,6649,4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No
+3901,3901,6560,9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No
+3809,3809,3986,6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No
+5264,5264,499,7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes
+3827,3827,1637,4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No
+5800,5800,1597,5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No
+2912,2912,2587,5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No
+4428,4428,3853,7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No
+3274,3274,3471,1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No
+4158,4158,5069,1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes
+5221,5221,2105,0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes
+171,171,6177,1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes
+5618,5618,5254,4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No
+4293,4293,987,3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No
+5761,5761,3304,0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No
+5551,5551,3863,0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No
+3866,3866,1364,1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No
+309,309,5786,8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No
+1827,1827,2483,7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes
+4693,4693,6866,0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes
+5152,5152,4972,1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No
+1981,1981,1676,0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No
+1779,1779,1907,2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No
+111,111,6592,3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No
+1539,1539,62,0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No
+5544,5544,2537,8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No
+1758,1758,1506,8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No
+4646,4646,285,6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76.0,1783.6,No
+1538,1538,2559,8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No
+970,970,1504,1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No
+5698,5698,2911,9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes
+1188,1188,3903,5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No
+4842,4842,5468,6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes
+5810,5810,1059,0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes
+2441,2441,112,5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No
+4173,4173,4665,3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No
+3504,3504,5074,2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No
+262,262,2115,8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No
+198,198,730,6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes
+2288,2288,2671,4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No
+721,721,3408,2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes
+2220,2220,5058,1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No
+3923,3923,1993,9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes
+3876,3876,1208,5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes
+5552,5552,2733,3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No
+5053,5053,3818,8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No
+5767,5767,663,9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No
+3882,3882,2289,4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No
+2018,2018,3680,0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes
+5192,5192,5131,5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes
+431,431,4094,8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.0,74,No
+3084,3084,3247,8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No
+3258,3258,4897,2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No
+1617,1617,1432,9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No
+4352,4352,431,7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No
+106,106,333,0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes
+4692,4692,4971,1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No
+1226,1226,4578,7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No
+1039,1039,6379,0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes
+2522,2522,557,1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No
+5275,5275,1217,0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No
+2413,2413,6380,2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No
+3574,3574,5620,5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No
+513,513,6842,5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No
+1725,1725,2244,0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes
+4747,4747,7000,0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No
+4974,4974,5750,2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes
+1822,1822,6688,0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No
+4653,4653,3389,9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+2677,2677,5318,2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No
+3704,3704,1100,9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No
+5092,5092,1848,7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No
+1964,1964,5155,8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No
+1339,1339,1234,4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No
+5532,5532,5016,4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes
+301,301,6497,4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No
+5537,5537,5801,8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No
+2642,2642,2973,0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes
+310,310,794,4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45.0,298.7,No
+2783,2783,4594,4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes
+1322,1322,5874,2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes
+3708,3708,1546,7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No
+5707,5707,659,2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No
+5957,5957,3385,7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes
+5451,5451,5308,9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No
+5882,5882,1076,4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No
+5299,5299,1062,1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No
+1588,1588,2250,0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No
+5453,5453,4992,7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No
+3644,3644,6453,8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes
+5231,5231,4285,1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No
+5015,5015,5240,8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No
+5376,5376,2546,7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No
+2430,2430,5918,8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No
+5210,5210,5348,9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No
+915,915,5649,6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No
+4356,4356,5909,5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No
+3878,3878,6318,0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No
+2320,2320,4620,8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No
+5213,5213,3284,7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No
+4090,4090,6382,8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No
+5925,5925,241,6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No
+5470,5470,740,4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65.0,2879.9,No
+1966,1966,5429,9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No
+75,75,5267,8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No
+1401,1401,2072,5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No
+5777,5777,5864,5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No
+5591,5591,815,3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No
+2416,2416,801,1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes
+2801,2801,5183,8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes
+3532,3532,767,7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No
+4457,4457,3894,5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No
+4042,4042,2054,9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes
+4482,4482,2120,5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.0,1210.3,No
+3249,3249,2856,2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No
+4904,4904,4289,2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No
+2408,2408,3426,4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes
+3211,3211,4260,5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No
+2668,2668,2011,1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No
+5038,5038,1887,4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes
+986,986,416,4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No
+2082,2082,5231,1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes
+4715,4715,6290,2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes
+2424,2424,6907,1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes
+101,101,2641,8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No
+1486,1486,3827,6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No
+594,594,3014,5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No
+5461,5461,4729,6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No
+1901,1901,5643,0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes
+1258,1258,2515,8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No
+679,679,3127,1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes
+2158,2158,4704,1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No
+1205,1205,2423,1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No
+2109,2109,2409,3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.0,1682.05,No
+1175,1175,925,5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No
+5782,5782,1306,0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes
+4131,4131,1607,4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes
+5362,5362,825,2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes
+4760,4760,4106,9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes
+948,948,415,7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No
+4243,4243,2469,4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.0,599.3,No
+2968,2968,4949,3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51.0,305.95,Yes
+4044,4044,250,4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No
+2073,2073,6239,0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No
+5017,5017,5932,4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes
+4878,4878,6212,6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No
+1312,1312,790,7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No
+312,312,1477,5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106.0,6547.7,Yes
+3339,3339,4480,7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes
+4889,4889,4749,6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes
+2410,2410,1381,3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No
+4836,4836,2898,6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No
+1565,1565,602,1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No
+4159,4159,3201,4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No
+3218,3218,1171,6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes
+3409,3409,4478,0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No
+4248,4248,1716,5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No
+5204,5204,6190,2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes
+1611,1611,859,5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No
+1381,1381,2232,6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No
+407,407,6306,0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No
+4151,4151,5427,2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No
+1677,1677,1962,3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No
+5310,5310,6976,5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72.0,4284.2,No
+1335,1335,219,6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.0,624.6,No
+255,255,4698,8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes
+3794,3794,2501,6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No
+2919,2919,6734,8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes
+2941,2941,6160,0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No
+5030,5030,6208,0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No
+1801,1801,1164,4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No
+4922,4922,1063,7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No
+5774,5774,5575,1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No
+4995,4995,4821,9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No
+3881,3881,1239,0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No
+3919,3919,1280,2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No
+335,335,5970,4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No
+551,551,1119,1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No
+3333,3333,1404,1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No
+5002,5002,6591,5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes
+3911,3911,2352,3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No
+1716,1716,4663,0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes
+4613,4613,6531,4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No
+4819,4819,2190,5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No
+3899,3899,5617,0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No
+1249,1249,6543,8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No
+5423,5423,1635,2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No
+4236,4236,2719,4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No
+1880,1880,2984,6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.0,684.05,No
+1097,1097,4778,7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No
+2918,2918,3740,0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No
+5753,5753,3581,7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No
+1841,1841,5428,7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes
+91,91,5028,0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No
+907,907,6155,4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes
+4647,4647,6959,1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No
+1628,1628,617,7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No
+102,102,4498,0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.0,196.35,No
+1866,1866,5629,5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes
+1193,1193,6440,2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No
+1884,1884,6702,2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No
+1416,1416,304,2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No
+2326,2326,6245,4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No
+2144,2144,330,9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No
+2233,2233,328,5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No
+2704,2704,1889,8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No
+208,208,4641,9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+5416,5416,6516,6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes
+1007,1007,3859,1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No
+19,19,5636,0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes
+3198,3198,5843,1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No
+1316,1316,5160,9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No
+54,54,1782,8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No
+3577,3577,2964,9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No
+2295,2295,4104,3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No
+4491,4491,6613,9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No
+5180,5180,6428,2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes
+4211,4211,1247,5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No
+2313,2313,817,0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No
+1537,1537,3095,0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No
+155,155,4761,8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.0,1738.9,No
+3185,3185,3215,3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No
+750,750,584,2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.0,61.7,No
+4724,4724,1792,8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No
+2130,2130,4773,8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes
+2170,2170,5170,7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+5274,5274,1540,2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No
+484,484,4366,0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No
+2037,2037,356,3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No
+2662,2662,4937,0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No
+1350,1350,1505,5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+2482,2482,7007,2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No
+4640,4640,5961,2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No
+1345,1345,3918,6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes
+5261,5261,4312,1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No
+2737,2737,267,3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.0,2007.25,No
+1146,1146,2619,3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes
+193,193,565,5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No
+5467,5467,2838,3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.0,810.3,No
+4134,4134,1809,9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.0,2642.05,Yes
+5613,5613,2735,7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No
+640,640,1360,3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes
+4897,4897,1141,1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No
+2698,2698,2894,8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes
+1076,1076,3303,7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes
+3869,3869,891,3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes
+4079,4079,591,5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No
+5565,5565,980,3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No
+3880,3880,6023,4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No
+4435,4435,5135,1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No
+2363,2363,4423,5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No
+5775,5775,709,3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No
+293,293,420,2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No
+1676,1676,218,2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No
+2765,2765,5956,3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes
+2238,2238,6541,1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No
+4871,4871,1619,5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No
+184,184,1864,7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No
+3423,3423,5662,3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes
+1664,1664,1157,5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No
+1661,1661,4650,6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No
+1154,1154,3836,6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No
+3767,3767,6667,0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes
+4668,4668,4243,9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No
+2582,2582,5164,6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No
+4575,4575,1279,3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No
+1227,1227,1338,1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+974,974,6080,9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes
+3588,3588,5281,7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No
+3406,3406,3988,6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No
+4832,4832,6985,6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No
+3982,3982,5263,9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No
+5770,5770,3748,6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No
+5600,5600,3354,7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No
+1228,1228,2952,5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No
+1968,1968,2451,3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes
+434,434,2387,6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No
+4880,4880,4785,8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes
+2136,2136,643,4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No
+2113,2113,6017,4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No
+3792,3792,1177,2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No
+5893,5893,6413,7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes
+2914,2914,6996,4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes
+2316,2316,2341,4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No
+2099,2099,2910,5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No
+205,205,5180,0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No
+1682,1682,4077,0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No
+5559,5559,127,6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No
+4944,4944,2362,7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No
+5228,5228,1531,7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No
+2395,2395,2422,9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No
+2656,2656,2372,0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No
+3193,3193,6192,0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No
+5711,5711,4282,5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No
+2291,2291,1106,4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No
+89,89,5099,6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes
+644,644,1514,5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No
+2225,2225,1878,0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No
+823,823,6455,2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No
+5680,5680,5730,7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No
+5265,5265,6381,0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+707,707,4093,2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76.0,2215.25,No
+4239,4239,6412,6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No
+785,785,624,1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.0,137.6,Yes
+2050,2050,1691,8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No
+2680,2680,6,1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No
+5307,5307,3140,7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No
+2156,2156,2803,1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No
+2862,2862,1213,6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No
+178,178,3463,9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No
+4267,4267,3111,8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes
+412,412,3605,8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No
+4664,4664,1724,7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No
+416,416,5360,4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes
+3415,3415,4040,9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No
+5641,5641,98,3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.0,1107.2,No
+3248,3248,6540,5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No
+4460,4460,5537,8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No
+3401,3401,6260,0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No
+2398,2398,6304,2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes
+740,740,2921,0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes
+73,73,5327,1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No
+5360,5360,1516,6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No
+2208,2208,4559,7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No
+2360,2360,3534,2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes
+1988,1988,3159,5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No
+5681,5681,3369,4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No
+5415,5415,3251,9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes
+1492,1492,6573,1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51.0,2264.5,No
+2202,2202,5967,5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes
+3963,3963,4573,6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No
+5517,5517,5211,8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes
+5177,5177,539,5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No
+2978,2978,3198,8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.0,4178.65,No
+3159,3159,2274,0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes
+2356,2356,1469,5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes
+3049,3049,5814,0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No
+631,631,5594,0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No
+2191,2191,6507,5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes
+5815,5815,6628,9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No
+5110,5110,6511,5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No
+1080,1080,1743,3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No
+2035,2035,4472,9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No
+1166,1166,5425,4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No
+5479,5479,6718,8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.0,209.1,Yes
+3003,3003,2367,0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes
+3627,3627,5238,7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No
+1802,1802,3767,9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No
+3670,3670,5239,2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No
+4274,4274,1711,9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No
+4594,4594,3156,9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No
+4023,4023,6041,3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No
+4580,4580,3190,3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No
+4124,4124,1050,1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes
+2246,2246,5157,5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No
+3613,3613,4709,4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No
+81,81,5975,1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes
+4277,4277,4549,2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No
+877,877,5873,2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No
+1340,1340,4830,0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No
+5934,5934,646,0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+3387,3387,4934,2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No
+5605,5605,6373,0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No
+759,759,2874,8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No
+2218,2218,2321,9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No
+1356,1356,5667,6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No
+3721,3721,1462,9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.0,666.75,No
+3094,3094,3831,6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes
+1598,1598,5059,6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes
+2093,2093,1723,2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No
+2515,2515,5464,3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No
+3178,3178,5771,1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No
+4890,4890,6174,8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes
+1466,1466,4762,7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No
+319,319,4666,8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No
+4280,4280,3972,5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No
+4988,4988,4621,0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No
+5619,5619,5511,6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No
+4874,4874,2060,5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No
+5063,5063,3472,4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No
+2028,2028,2201,7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No
+3983,3983,6860,0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes
+4471,4471,5896,1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No
+2792,2792,5417,9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No
+4635,4635,946,6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No
+801,801,3091,8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No
+3470,3470,407,0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No
+4306,4306,4876,5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes
+2512,2512,6879,0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No
+4161,4161,1098,9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No
+374,374,1902,1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No
+4928,4928,3735,3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No
+5913,5913,6349,3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No
+3527,3527,1764,3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No
+1026,1026,6201,6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No
+4437,4437,3359,3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No
+1506,1506,1688,4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No
+3168,3168,3048,1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No
+5089,5089,3374,7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes
+372,372,1941,9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No
+5295,5295,2982,5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No
+4208,4208,1435,9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No
+5639,5639,5980,7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No
+5171,5171,6042,4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No
+1325,1325,3161,1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No
+3859,3859,1198,5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No
+1579,1579,3312,9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+4192,4192,6050,0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No
+5980,5980,3092,6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes
+3250,3250,1861,7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+2637,2637,6794,1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No
+4916,4916,467,5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No
+3737,3737,6299,9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No
+4295,4295,5047,8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No
+129,129,45,3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No
+2561,2561,1134,2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No
+2119,2119,3927,4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes
+1635,1635,300,0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No
+5336,5336,5644,9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes
+370,370,1323,4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No
+2504,2504,4938,6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes
+2116,2116,433,2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes
+5084,5084,2122,4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No
+1820,1820,1752,7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No
+881,881,5329,2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34.0,853,Yes
+4327,4327,5806,7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes
+377,377,5550,8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No
+2910,2910,1429,4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No
+2007,2007,3323,4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No
+432,432,6034,7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No
+5097,5097,1077,4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes
+5214,5214,2933,5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.0,1664.3,No
+3483,3483,6653,8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No
+1591,1591,3044,5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes
+4268,4268,5233,0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes
+3727,3727,4953,1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No
+3863,3863,1799,9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes
+1876,1876,3257,5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No
+2654,2654,929,8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No
+814,814,5030,6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes
+2256,2256,5009,0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No
+4072,4072,4044,2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No
+4112,4112,3965,3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No
+2020,2020,618,5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No
+5338,5338,3440,3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No
+367,367,1803,2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No
+3436,3436,2216,8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No
+4256,4256,1285,9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes
+5793,5793,6978,6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No
+4865,4865,6980,0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39.0,679.85,Yes
+5367,5367,417,5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No
+5966,5966,2391,7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No
+5234,5234,1958,3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No
+239,239,6796,8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes
+5342,5342,2143,4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No
+542,542,4427,5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No
+2725,2725,222,6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No
+2454,2454,276,4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes
+1459,1459,2463,7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No
+3867,3867,5412,3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No
+1903,1903,270,4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes
+4648,4648,4524,3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes
+362,362,5852,3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes
+4645,4645,3495,4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+2086,2086,1776,5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.0,1802.55,No
+2988,2988,67,3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No
+4177,4177,6671,5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No
+1730,1730,887,1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No
+4451,4451,4062,1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes
+3607,3607,243,9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No
+3984,3984,3811,3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No
+3347,3347,2649,3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.0,1584.8,No
+2083,2083,4677,8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes
+2845,2845,2280,2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No
+4881,4881,901,9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes
+4650,4650,2332,5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No
+3004,3004,4165,9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No
+4789,4789,1120,1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No
+1181,1181,944,6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No
+3599,3599,3229,5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes
+4745,4745,984,8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No
+5398,5398,851,2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No
+1333,1333,5184,7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No
+4516,4516,3629,7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No
+1229,1229,5776,4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No
+2780,2780,6929,0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No
+2746,2746,3585,5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No
+1534,1534,134,2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes
+3946,3946,5214,2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes
+3492,3492,3631,2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes
+2305,2305,1180,4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No
+960,960,1344,0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No
+3313,3313,2583,6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No
+1164,1164,2648,6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No
+4467,4467,3549,6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No
+1306,1306,4553,5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No
+2993,2993,4539,4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes
+1575,1575,3978,0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No
+3742,3742,1845,4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No
+3834,3834,3230,8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No
+2548,2548,5659,0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No
+5676,5676,6489,9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes
+1858,1858,1849,0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes
+4354,4354,145,5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No
+3835,3835,6369,6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No
+769,769,4328,1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No
+2061,2061,6960,4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No
+3940,3940,3928,4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No
+3344,3344,6713,4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No
+4210,4210,5089,0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No
+1594,1594,5152,8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No
+957,957,5887,4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No
+2973,2973,1085,4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes
+2289,2289,5861,9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No
+5150,5150,6467,9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No
+3818,3818,6891,7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No
+4775,4775,6274,4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No
+56,56,1320,8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No
+3300,3300,7032,6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes
+1435,1435,4417,0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+5538,5538,5596,5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No
+4531,4531,5723,7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No
+1057,1057,1095,7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No
+4251,4251,1704,0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes
+5042,5042,2947,5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No
+60,60,1578,1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes
+35,35,1703,8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No
+5734,5734,1707,4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No
+3494,3494,424,8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No
+4454,4454,3663,4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No
+5502,5502,1715,0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No
+3782,3782,2390,1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No
+4620,4620,832,3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No
+1200,1200,3982,9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No
+2785,2785,5939,4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No
+4361,4361,2624,0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No
+3257,3257,5930,8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No
+1518,1518,6662,6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No
+4947,4947,1761,5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No
+734,734,6691,8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No
+5044,5044,899,2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No
+2514,2514,5426,8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No
+4432,4432,3990,6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No
+2596,2596,6364,9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No
+4080,4080,6852,2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No
+4069,4069,3174,6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45.0,2689.35,No
+887,887,1209,8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No
+494,494,1357,7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No
+580,580,4550,4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No
+4199,4199,1265,1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No
+5212,5212,4298,5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.0,492.1,No
+1133,1133,4538,0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes
+212,212,4335,9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No
+1064,1064,4710,7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No
+3293,3293,1651,8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes
+4171,4171,3553,6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No
+5363,5363,3267,8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No
+3796,3796,3865,5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.0,24,No
+5547,5547,1686,6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes
+1004,1004,3315,9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No
+4343,4343,4068,3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No
+5656,5656,6197,1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes
+2159,2159,32,6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No
+4049,4049,3911,0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes
+3966,3966,5564,3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No
+186,186,6254,9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No
+2015,2015,4174,3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes
+3384,3384,282,2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No
+2056,2056,4960,7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes
+1631,1631,4092,0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+1307,1307,2484,6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No
+1781,1781,4880,1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No
+2422,2422,256,7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No
+1655,1655,3194,6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes
+3153,3153,2555,1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.0,487.75,No
+4128,4128,3676,2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No
+1124,1124,3195,0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No
+445,445,4847,8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes
+3716,3716,1249,2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes
+5550,5550,4721,4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes
+4560,4560,3953,4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes
+2503,2503,4110,5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No
+5956,5956,4117,6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No
+3047,3047,4442,9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes
+1681,1681,2633,4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No
+2800,2800,6758,7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No
+3215,3215,4319,6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.0,7138.65,No
+2581,2581,5602,9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No
+243,243,940,0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No
+4497,4497,1333,0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No
+3543,3543,2148,1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No
+5549,5549,6972,6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes
+2695,2695,6476,1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No
+3549,3549,6288,3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No
+4546,4546,2076,7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No
+1659,1659,6513,1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No
+4710,4710,2708,8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes
+2333,2333,1489,6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No
+4567,4567,4688,2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No
+1297,1297,4215,9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No
+1674,1674,4918,6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No
+2352,2352,1589,7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No
+3995,3995,6687,5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes
+611,611,4750,0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No
+1407,1407,6549,5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes
+2474,2474,4103,5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No
+3232,3232,2014,4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No
+373,373,6601,4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No
+3062,3062,948,7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes
+3752,3752,5212,3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No
+5284,5284,3301,2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+5201,5201,5645,4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No
+4758,4758,6746,8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes
+236,236,122,0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes
+1344,1344,6162,9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No
+2321,2321,3065,5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No
+1218,1218,6345,6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No
+1776,1776,6206,2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No
+1498,1498,1837,1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes
+5596,5596,6427,6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No
+2097,2097,490,3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No
+4636,4636,3293,2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64.0,370.25,No
+4206,4206,2382,6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No
+510,510,4098,5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+1613,1613,2718,7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No
+1623,1623,6884,7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes
+2045,2045,6945,6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes
+3163,3163,1991,0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No
+3372,3372,5090,6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes
+78,78,672,3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes
+2317,2317,3167,5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No
+5147,5147,3136,3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.0,1144.5,Yes
+2874,2874,6658,0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes
+4409,4409,1182,3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No
+3399,3399,4487,4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No
+5692,5692,5759,9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+911,911,3728,6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No
+3478,3478,855,2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes
+697,697,3377,2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No
+2386,2386,6014,0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No
+4562,4562,4831,4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No
+363,363,4195,1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No
+1842,1842,3935,8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No
+1153,1153,4567,2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No
+1360,1360,5621,6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes
+5522,5522,4495,4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes
+3806,3806,4400,5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No
+3142,3142,1898,6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes
+5712,5712,1147,0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No
+5932,5932,2888,7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.0,71,Yes
+2733,2733,3382,6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No
+5974,5974,5578,8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.0,833.55,No
+5642,5642,6844,6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No
+83,83,2178,1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No
+79,79,3984,5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No
+662,662,5503,1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No
+324,324,2357,9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No
+1440,1440,3758,8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No
+5388,5388,5732,1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No
+5518,5518,1166,7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No
+1130,1130,3620,9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50.0,1750.85,No
+2253,2253,6434,6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes
+2376,2376,5439,5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes
+808,808,5186,3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes
+1510,1510,2187,8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No
+3105,3105,6086,0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No
+2593,2593,5583,2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes
+2576,2576,4856,8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes
+3329,3329,226,6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No
+656,656,6598,6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No
+3070,3070,3830,2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes
+5837,5837,1570,3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No
+858,858,2304,8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No
+1383,1383,2926,0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.0,8182.85,No
+5406,5406,2839,5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No
+5096,5096,235,1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes
+4940,4940,1312,1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No
+833,833,1186,7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No
+2927,2927,4595,2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No
+1614,1614,4490,0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No
+3797,3797,1026,4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes
+5546,5546,3009,8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.0,25,No
+3356,3356,4985,4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No
+213,213,864,4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes
+2520,2520,5992,0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes
+131,131,6277,4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes
+3087,3087,7030,0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No
+4535,4535,6165,0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No
+5969,5969,130,2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No
+2524,2524,6778,5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No
+3467,3467,6183,6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No
+3800,3800,961,4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No
+4949,4949,2739,4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No
+448,448,1702,4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes
+3765,3765,372,6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No
+699,699,5845,4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes
+103,103,3551,7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes
+5500,5500,4933,9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No
+523,523,6038,1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes
+3017,3017,6036,8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No
+3851,3851,5590,0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No
+1102,1102,1851,2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes
+1821,1821,6286,2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No
+1415,1415,6890,7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No
+165,165,1109,3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No
+5555,5555,569,0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No
+3308,3308,2962,3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31.0,95.05,Yes
+5085,5085,4673,6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes
+5003,5003,4720,8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No
+3189,3189,3588,9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No
+5166,5166,6233,6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No
+2555,2555,4379,7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No
+3383,3383,3678,6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No
+3962,3962,6738,3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No
+2499,2499,3908,8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No
+395,395,4118,4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No
+625,625,4377,8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.0,1706.45,No
+4791,4791,2204,2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes
+3997,3997,158,6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No
+947,947,505,5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes
+761,761,3715,5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No
+3430,3430,2196,6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No
+2739,2739,2305,4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No
+1443,1443,1532,4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No
+4039,4039,6101,4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No
+645,645,4184,0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes
+4866,4866,6118,9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No
+4526,4526,4263,2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No
+1882,1882,680,1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.0,80,Yes
+4867,4867,2376,9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No
+3802,3802,3015,1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No
+5689,5689,7027,0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No
+4147,4147,4026,0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No
+2598,2598,5607,2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes
+2541,2541,6525,2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No
+5431,5431,5053,4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No
+2822,2822,3628,5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No
+5292,5292,1156,0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No
+2286,2286,6447,8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79.0,4801.1,No
+4066,4066,1709,3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No
+2827,2827,6471,0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No
+4207,4207,571,7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No
+3268,3268,1885,7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No
+183,183,2057,2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes
+3316,3316,6099,7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No
+4057,4057,634,9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No
+4709,4709,3502,6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.0,2440.25,No
+1169,1169,1770,7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes
+5287,5287,953,0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No
+5561,5561,3327,9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No
+1711,1711,3025,6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No
+5286,5286,2539,2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.0,1654.85,No
+1178,1178,3688,5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No
+2129,2129,6060,4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No
+2532,2532,6831,9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes
+397,397,6767,7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No
+1291,1291,6918,8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes
+3661,3661,1494,2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes
+3971,3971,3714,7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No
+3458,3458,6660,1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes
+1630,1630,6535,0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes
+3096,3096,6403,3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No
+4087,4087,3496,5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No
+1289,1289,1093,8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No
+3747,3747,444,1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No
+5113,5113,5565,5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes
+901,901,1322,0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No
+3748,3748,2359,2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No
+571,571,3082,3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No
+5983,5983,5226,8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No
+4545,4545,3180,6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.0,63.6,No
+5314,5314,717,9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No
+3366,3366,5609,4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes
+2309,2309,6801,6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No
+5174,5174,4136,3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No
+5718,5718,197,6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No
+5697,5697,1734,7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes
+1874,1874,2438,7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes
+4452,4452,338,7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No
+4704,4704,5032,5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No
+2742,2742,1935,7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No
+4335,4335,1868,3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No
+3271,3271,6121,7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No
+5898,5898,5675,4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No
+5498,5498,5173,2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No
+2167,2167,4956,3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes
+3437,3437,6826,7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No
+5285,5285,3324,5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No
+4470,4470,4203,4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No
+3525,3525,3716,6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.0,1145.35,Yes
+5825,5825,5134,8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes
+3115,3115,2400,5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93.0,870.25,No
+3952,3952,1525,3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No
+1937,1937,708,3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No
+1321,1321,6149,3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No
+1125,1125,903,5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No
+2511,2511,5302,9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No
+1527,1527,120,1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No
+4825,4825,1318,1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No
+2458,2458,6194,2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No
+2495,2495,1714,8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No
+3877,3877,3868,1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes
+5857,5857,4474,1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No
+1408,1408,528,7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No
+3272,3272,6321,1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes
+3137,3137,612,2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No
+5727,5727,3510,3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No
+2264,2264,532,4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No
+4478,4478,60,0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No
+3749,3749,3654,8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No
+2589,2589,4053,7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No
+1502,1502,2099,2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No
+2538,2538,2111,3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No
+1320,1320,5341,2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes
+4787,4787,950,4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes
+1233,1233,4015,8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No
+2236,2236,3418,4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No
+4777,4777,6514,6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No
+1629,1629,2093,5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No
+2789,2789,2897,8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No
+123,123,1741,0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No
+2634,2634,3501,8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No
+4756,4756,3205,3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No
+1796,1796,2292,7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No
+3102,3102,6408,5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes
+2710,2710,6706,7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No
+4600,4600,5005,2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes
+4326,4326,936,5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No
+4997,4997,638,4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes
+765,765,3396,5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No
+1409,1409,3143,5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No
+5413,5413,2489,1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No
+2428,2428,1767,3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No
+1745,1745,450,8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No
+3336,3336,1124,8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No
+4883,4883,2026,0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No
+5673,5673,3643,9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No
+5636,5636,4973,7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No
+4517,4517,6333,8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.0,6441.4,Yes
+5437,5437,6642,4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79.0,1902,No
+1873,1873,4601,3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No
+2614,2614,3158,7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes
+2138,2138,3116,9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No
+798,798,2462,2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No
+5926,5926,2061,4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes
+626,626,799,3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes
+4591,4591,3452,8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No
+5436,5436,5188,1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No
+1616,1616,366,9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No
+1782,1782,368,9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No
+2206,2206,3470,6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No
+1890,1890,6701,0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No
+790,790,5274,6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No
+7,7,6001,4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No
+2414,2414,3455,7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes
+5807,5807,1722,9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No
+2276,2276,2222,8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No
+2960,2960,6466,3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No
+5380,5380,4107,2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No
+417,417,2656,4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No
+742,742,29,8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes
+2127,2127,6769,9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No
+4588,4588,4177,3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No
+3593,3593,4743,6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No
+1909,1909,111,4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No
+824,824,4684,6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes
+5454,5454,4583,2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No
+116,116,1670,5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes
+1481,1481,3966,8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No
+1904,1904,3002,9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No
+3216,3216,4840,5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No
+5839,5839,5991,8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes
+4669,4669,688,0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No
+5375,5375,753,3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No
+3799,3799,2989,3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No
+1024,1024,336,6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes
+592,592,1905,1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No
+5320,5320,5731,4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No
+5523,5523,3847,8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.0,198.6,No
+2022,2022,5185,3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No
+3980,3980,2979,8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No
+1107,1107,485,7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No
+3825,3825,5228,3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No
+2508,2508,1251,7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes
+1797,1797,6225,1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No
+1508,1508,5398,3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No
+127,127,1860,3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No
+4691,4691,6150,5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No
+5731,5731,1733,1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No
+2437,2437,5169,7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No
+403,403,2263,2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes
+150,150,6901,2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No
+5883,5883,878,7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No
+2444,2444,3441,4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No
+2442,2442,2841,9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No
+62,62,755,6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes
+2544,2544,6745,5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes
+4191,4191,5664,0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes
+3109,3109,3547,1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No
+3557,3557,5561,5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No
+5055,5055,5569,0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes
+5861,5861,391,9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No
+1576,1576,1361,3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes
+3632,3632,4037,0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No
+4708,4708,1332,4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No
+3590,3590,2978,2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No
+3285,3285,4256,8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.0,2006.95,No
+2153,2153,719,6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No
+4332,4332,3564,7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No
+3676,3676,5365,0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.0,1250.1,No
+222,222,2698,8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No
+5808,5808,5279,0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No
+120,120,2473,6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No
+2380,2380,1238,5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes
+3134,3134,4194,2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No
+4289,4289,4265,2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes
+2283,2283,5384,3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No
+181,181,1840,6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes
+4485,4485,481,0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes
+968,968,2586,1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No
+627,627,354,0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes
+4765,4765,6968,8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes
+3330,3330,1013,4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No
+5878,5878,4859,8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No
+3454,3454,2037,8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+1365,1365,5366,8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No
+4427,4427,4430,5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No
+4006,4006,2920,9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No
+614,614,2925,2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No
+3078,3078,2940,6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes
+266,266,4463,4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+3841,3841,7022,7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No
+3973,3973,1269,8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No
+1932,1932,2146,8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No
+2199,2199,6979,5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No
+3190,3190,3648,9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No
+1807,1807,1661,3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No
+225,225,2751,7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No
+4201,4201,6095,0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No
+5939,5939,6975,1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No
+4726,4726,3797,7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No
+2068,2068,4706,6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes
+4966,4966,125,4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No
+2098,2098,5921,0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No
+1186,1186,6087,8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No
+2963,2963,1492,3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes
+4038,4038,6963,9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No
+2489,2489,4855,0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No
+4803,4803,5765,1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes
+2186,2186,4722,7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No
+5506,5506,1148,7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes
+2870,2870,1847,1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No
+2349,2349,159,7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No
+3730,3730,2631,6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes
+284,284,1883,8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes
+3306,3306,3390,0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No
+920,920,1086,8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes
+5721,5721,4389,1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No
+4830,4830,1065,0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes
+2392,2392,6817,4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No
+2354,2354,5432,1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes
+5959,5959,1184,4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No
+922,922,4112,6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No
+5723,5723,4496,9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No
+1402,1402,6358,1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No
+5814,5814,6374,1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No
+4263,4263,2162,6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No
+2469,2469,1036,6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No
+2273,2273,4577,0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No
+4108,4108,6731,0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No
+1546,1546,4486,7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No
+617,617,5288,8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes
+1092,1092,5553,6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes
+4186,4186,4811,5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.0,193.6,Yes
+612,612,2666,8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No
+885,885,3307,0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No
+4953,4953,4007,1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No
+3444,3444,5359,5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes
+777,777,4072,2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No
+1638,1638,2028,4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No
+3252,3252,3384,4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes
+5629,5629,5800,7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No
+5842,5842,804,3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes
+28,28,4738,2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes
+5162,5162,6342,3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No
+3280,3280,2010,3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes
+3604,3604,560,6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No
+3393,3393,4351,6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No
+74,74,6983,6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No
+4611,4611,5383,2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes
+4078,4078,2720,3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes
+3505,3505,6999,2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes
+3143,3143,4441,4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No
+2609,2609,2248,9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No
+2227,2227,7028,9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No
+2002,2002,2801,1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No
+1584,1584,6619,2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No
+1517,1517,2350,8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.0,424.75,No
+4212,4212,4681,9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes
+3148,3148,3525,5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes
+1072,1072,4010,3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+2691,2691,6045,4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No
+1799,1799,3946,5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes
+2820,2820,5310,6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No
+4242,4242,4795,6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes
+2633,2633,4511,3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No
+3958,3958,374,6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No
+3404,3404,5148,6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No
+4718,4718,1205,6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+5694,5694,2976,4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No
+3246,3246,5928,1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No
+4505,4505,148,6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No
+2684,2684,3361,8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No
+115,115,6910,0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No
+4384,4384,1804,6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No
+5820,5820,563,6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No
+5469,5469,116,9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No
+3702,3702,7024,7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No
+3596,3596,6279,4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No
+5277,5277,2993,2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No
+337,337,2453,1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No
+2687,2687,6037,7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No
+4142,4142,933,4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes
+4843,4843,6730,1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No
+1973,1973,2176,2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No
+753,753,6614,4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No
+4558,4558,3280,6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No
+1938,1938,6874,4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No
+673,673,6063,0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No
+2712,2712,5962,3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No
+3511,3511,2442,2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes
+1201,1201,2431,8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes
+4260,4260,5324,7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No
+424,424,3184,5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No
+4421,4421,4822,2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No
+3715,3715,4768,3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No
+664,664,5635,2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No
+350,350,5002,0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No
+447,447,2818,4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes
+709,709,1513,0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes
+1924,1924,2374,9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No
+1221,1221,3832,4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No
+3922,3922,5827,3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No
+2766,2766,104,3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.0,7611.85,Yes
+5245,5245,4268,5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No
+387,387,931,0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No
+3547,3547,882,3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes
+1337,1337,582,2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes
+4850,4850,5256,1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes
+4547,4547,441,5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No
+5290,5290,732,1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No
+4795,4795,477,4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No
+3205,3205,1938,7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No
+1608,1608,5804,1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No
+830,830,4581,9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No
+5046,5046,6822,5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes
+5645,5645,253,3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No
+3418,3418,2320,1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No
+1734,1734,516,3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No
+5968,5968,1685,9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No
+5922,5922,2612,8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No
+1006,1006,5118,7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No
+5273,5273,6172,6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes
+400,400,5589,7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes
+1253,1253,4813,8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No
+21,21,3393,4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No
+1305,1305,6005,3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No
+237,237,479,6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.0,994.8,Yes
+3107,3107,1395,0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73.0,3001.2,Yes
+3665,3665,2661,8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No
+671,671,981,1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No
+845,845,915,6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes
+4790,4790,2597,5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No
+5452,5452,3343,4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No
+1353,1353,5632,5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No
+5229,5229,1214,9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86.0,1532.45,Yes
+5785,5785,2237,2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No
+3451,3451,5944,5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes
+869,869,5096,0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No
+3686,3686,72,1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No
+604,604,5192,3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No
+4930,4930,2397,3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes
+4998,4998,302,8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No
+4723,4723,2861,2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes
+3868,3868,4470,8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No
+902,902,176,2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes
+2904,2904,2007,8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes
+1747,1747,3214,0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No
+3310,3310,3259,9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No
+2051,2051,862,0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes
+4047,4047,5710,6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No
+3928,3928,3081,6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes
+2757,2757,4515,9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No
+5960,5960,6420,1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No
+4417,4417,2419,2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No
+696,696,2465,1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes
+1179,1179,3563,6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No
+4720,4720,3417,3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No
+5781,5781,4029,0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No
+2173,2173,4063,3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes
+5107,5107,3419,1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No
+1090,1090,6577,6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No
+848,848,3098,4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes
+1769,1769,5938,9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No
+3808,3808,2875,9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes
+4876,4876,1673,9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes
+3745,3745,1475,6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No
+605,605,135,7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No
+174,174,6431,3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No
+5298,5298,2156,2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes
+2269,2269,1808,4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes
+2463,2463,4011,8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No
+100,100,2799,7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No
+1243,1243,5519,2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No
+741,741,107,9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No
+334,334,4376,0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No
+2908,2908,578,6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No
+2881,2881,4848,5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes
+3292,3292,5278,1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No
+3463,3463,4919,8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No
+4690,4690,5298,5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No
+2987,2987,4766,1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No
+5429,5429,6650,5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No
+4702,4702,536,0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No
+4423,4423,1521,9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No
+4043,4043,2430,1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No
+5757,5757,5616,9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No
+4736,4736,126,4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes
+1468,1468,4207,8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No
+1838,1838,4326,1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes
+3123,3123,4339,6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69.0,2669.45,No
+3674,3674,1735,2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No
+460,460,297,6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No
+5142,5142,4948,3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No
+1562,1562,4022,5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No
+1975,1975,4894,0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No
+3290,3290,475,2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes
+4515,4515,5825,1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+738,738,6171,1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No
+1438,1438,6750,2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No
+497,497,2251,1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No
+2750,2750,5003,1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes
+3945,3945,129,2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No
+375,375,3704,4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73.0,5163,No
+5071,5071,5115,6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No
+1209,1209,570,7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No
+5037,5037,6096,9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No
+404,404,5202,8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No
+3778,3778,20,8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes
+2467,2467,6064,7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes
+93,93,3467,8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes
+3513,3513,464,1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No
+3204,3204,370,6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No
+2221,2221,1751,9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes
+1849,1849,5880,3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes
+827,827,3720,1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No
+4524,4524,454,4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No
+3187,3187,4409,5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No
+4378,4378,6488,0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes
+343,343,2481,6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.0,1501.75,No
+2683,2683,2487,6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No
+2786,2786,5715,0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes
+2547,2547,998,2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No
+3146,3146,2822,9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes
+5209,5209,5795,7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No
+691,691,2127,8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes
+0,0,1869,7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No
+1582,1582,4246,5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No
+1707,1707,360,9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No
+2021,2021,6025,2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No
+3221,3221,6314,8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No
+3591,3591,5572,4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No
+2003,2003,5557,6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No
+1131,1131,2338,4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No
+5733,5733,2777,4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.0,185.4,No
+3717,3717,5812,3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.0,71,Yes
+2304,2304,6636,3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No
+5343,5343,6491,9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+5658,5658,4499,6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes
+2375,2375,2780,4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes
+3395,3395,6991,3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes
+2261,2261,1675,6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes
+1731,1731,6159,5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No
+1159,1159,2457,5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No
+4342,4342,6740,7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes
+2120,2120,4771,1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes
+5687,5687,1802,7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No
+2685,2685,678,5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No
+1671,1671,3781,8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No
+5025,5025,5524,1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No
+5742,5742,5685,4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No
+3273,3273,836,8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No
+1971,1971,4988,1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No
+4461,4461,3004,3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes
+2296,2296,5639,6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No
+736,736,5178,4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No
+4122,4122,4444,0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes
+4776,4776,2853,0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No
+5346,5346,4079,5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No
+4099,4099,3860,9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No
+837,837,6827,1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No
+292,292,1871,3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No
+698,698,701,9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No
+5144,5144,5358,6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No
+4903,4903,846,6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No
+3969,3969,3623,9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No
+5635,5635,4433,4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No
+5916,5916,775,8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No
+1963,1963,684,8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No
+5345,5345,1571,2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+2274,2274,234,1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No
+3441,3441,962,9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No
+5394,5394,2427,7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes
+1868,1868,3552,6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No
+2387,2387,2231,2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.0,740,Yes
+5539,5539,4341,3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes
+2671,2671,4781,9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No
+4699,4699,385,4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes
+3516,3516,6302,9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes
+5385,5385,5287,9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No
+2502,2502,4336,3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No
+3988,3988,955,9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes
+3999,3999,902,2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes
+63,63,291,3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No
+5086,5086,3981,1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No
+1384,1384,1255,4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes
+4333,4333,884,5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No
+650,650,2312,8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No
+1967,1967,4561,9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No
+112,112,6955,5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No
+3024,3024,3789,0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No
+5444,5444,4249,7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No
+804,804,1961,4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No
+577,577,1405,6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.0,76,Yes
+126,126,4586,7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No
+3331,3331,1929,2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No
+3793,3793,1947,5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No
+5667,5667,4548,5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes
+1400,1400,1096,4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No
+851,851,5894,7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes
+5690,5690,2385,5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No
+3057,3057,1787,7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No
+2665,2665,5669,1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No
+4103,4103,394,3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No
+4950,4950,5637,4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No
+2995,2995,5545,7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No
+2679,2679,4671,3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes
+3893,3893,5220,2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58.0,1734.5,No
+5856,5856,5892,2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No
+2977,2977,1278,4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No
+1053,1053,5500,7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No
+4503,4503,5903,1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No
+5951,5951,1082,4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No
+2405,2405,2015,5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No
+3860,3860,4181,4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No
+153,153,5266,2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No
+2391,2391,2369,9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No
+2353,2353,1479,6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No
+5100,5100,3962,8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes
+2660,2660,3898,2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No
+5649,5649,5539,4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No
+280,280,6089,8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes
+5773,5773,5530,9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No
+3821,3821,3712,9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No
+3128,3128,3958,4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes
+4496,4496,4193,2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No
+5593,5593,6724,7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes
+1479,1479,2697,6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No
+3811,3811,5876,4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.0,86,Yes
+504,504,2042,7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No
+903,903,3182,6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No
+2040,2040,3064,7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No
+1672,1672,2067,4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No
+3751,3751,1286,8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No
+550,550,1671,1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No
+1862,1862,6889,7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No
+1805,1805,5241,7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No
+5881,5881,4887,9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No
+5226,5226,823,0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No
+945,945,1748,8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No
+3642,3642,2562,0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No
+4259,4259,3930,8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No
+1690,1690,3909,1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No
+2107,2107,3096,3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No
+5888,5888,1275,5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No
+3125,3125,3604,9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No
+5610,5610,4565,1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No
+3398,3398,3468,0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No
+449,449,4428,5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes
+2903,2903,1185,5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes
+941,941,3734,7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No
+1020,1020,6110,5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No
+1532,1532,3951,5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No
+1847,1847,3497,9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No
+4011,4011,3665,1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.0,6994.6,No
+3898,3898,2381,7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No
+437,437,3567,1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes
+5410,5410,1015,3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes
+3445,3445,359,9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No
+4882,4882,3744,9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No
+4969,4969,1976,9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes
+739,739,5079,2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No
+2867,2867,700,1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No
+3291,3291,2810,8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No
+5102,5102,2165,5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No
+586,586,1253,2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes
+5402,5402,4592,1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No
+2989,2989,1731,8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+4444,4444,5208,6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No
+1028,1028,5614,3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No
+5259,5259,1155,6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No
+3279,3279,398,2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No
+3208,3208,3670,5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No
+5892,5892,4911,8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No
+5637,5637,6015,2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No
+573,573,349,4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97.0,6430.9,No
+4040,4040,207,1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes
+647,647,3100,7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No
+595,595,4301,7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No
+5347,5347,1122,4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes
+5654,5654,1696,8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes
+3396,3396,6631,2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No
+1308,1308,5367,9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No
+4566,4566,2761,2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes
+5838,5838,2773,2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No
+4896,4896,6312,7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes
+281,281,2317,6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No
+5028,5028,4699,5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No
+732,732,6986,3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes
+2763,2763,1842,6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No
+2999,2999,5886,1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No
+1908,1908,5899,9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No
+5240,5240,6519,4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No
+3085,3085,6392,3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No
+1111,1111,30,3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No
+4680,4680,6198,0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No
+2195,2195,5389,9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No
+160,160,210,7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46.0,84.5,Yes
+5207,5207,5778,3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No
+2798,2798,173,0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes
+3165,3165,4994,9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes
+4955,4955,1493,6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No
+952,952,1706,0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No
+4232,4232,3998,6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No
+1331,1331,857,2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes
+1219,1219,6213,8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No
+5311,5311,3577,7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes
+606,606,2521,5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes
+164,164,51,9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes
+1040,1040,1791,2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No
+3968,3968,5920,9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No
+209,209,1945,8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No
+3612,3612,261,3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes
+329,329,1371,6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes
+2546,2546,4509,2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes
+3929,3929,3466,9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No
+4297,4297,1290,3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No
+1429,1429,2687,5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91.0,2626.15,No
+5858,5858,6432,8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.0,2130.45,No
+4905,4905,5560,1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No
+433,433,3813,6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.0,7297.75,No
+5203,5203,1256,2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No
+860,860,5410,4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99.0,6375.8,No
+4370,4370,3511,3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No
+967,967,5833,4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No
+3729,3729,1072,7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No
+3486,3486,788,0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No
+3734,3734,5345,9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes
+3623,3623,3725,0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes
+5953,5953,2904,2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes
+3413,3413,2837,2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+3695,3695,3351,1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes
+5442,5442,3506,2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No
+2813,2813,2036,8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No
+4981,4981,2797,6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes
+4652,4652,2079,5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No
+908,908,292,2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No
+5477,5477,119,9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No
+2562,2562,908,4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No
+4605,4605,3983,1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes
+4317,4317,5139,5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No
+5393,5393,1568,3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No
+146,146,438,5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No
+3361,3361,5911,1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No
+1777,1777,6913,8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No
+5149,5149,1824,0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No
+3186,3186,97,0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes
+508,508,4756,9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No
+4419,4419,6351,1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes
+1561,1561,489,8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+4272,4272,795,5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No
+2852,2852,6077,8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No
+168,168,4222,6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No
+3419,3419,521,4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No
+5496,5496,2660,5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No
+1392,1392,5509,1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.0,221.7,Yes
+2257,2257,5286,3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes
+2237,2237,1123,0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No
+136,136,2458,7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No
+5566,5566,2300,4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes
+5374,5374,2082,3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No
+894,894,2890,1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes
+197,197,4590,4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No
+1483,1483,86,4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No
+1792,1792,1903,3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.0,266.8,No
+4863,4863,2958,2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No
+5208,5208,1250,6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No
+5889,5889,3798,2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No
+2850,2850,5322,8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No
+3116,3116,5082,8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No
+4961,4961,66,8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No
+2389,2389,1497,3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No
+5181,5181,5467,9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No
+1447,1447,3296,2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No
+199,199,6566,3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No
+4525,4525,609,3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes
+3611,3611,1442,3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No
+3466,3466,147,2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes
+1823,1823,2899,6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No
+1795,1795,2927,5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No
+730,730,3203,5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No
+3886,3886,1035,1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No
+4393,4393,1131,8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes
+2121,2121,5206,7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No
+3465,3465,4327,0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No
+807,807,1880,6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.0,165.45,Yes
+2595,2595,6329,6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No
+5661,5661,1682,9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No
+2997,2997,1226,7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No
+5268,5268,5615,1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+1198,1198,3992,2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No
+4403,4403,2983,4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No
+821,821,3392,7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No
+2711,2711,5015,0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65.0,2157.5,No
+1241,1241,5885,0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No
+4051,4051,552,2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No
+5659,5659,1154,8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No
+5850,5850,200,9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No
+623,623,5680,6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes
+5541,5541,784,5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No
+4075,4075,4337,2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No
+1162,1162,1204,6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No
+5736,5736,5249,5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No
+2603,2603,2685,5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No
+2775,2775,4618,6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No
+3781,3781,2545,0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No
+5118,5118,5997,3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No
+4387,4387,2461,7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No
+1740,1740,6446,2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No
+2282,2282,1948,8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes
+5103,5103,4533,5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No
+3026,3026,2220,2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No
+4163,4163,2844,2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes
+24,24,5782,4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+216,216,4758,3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No
+2860,2860,554,5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes
+1910,1910,1391,9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No
+5249,5249,6881,7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No
+4089,4089,2043,6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No
+3421,3421,5494,8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes
+4262,4262,6977,2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No
+207,207,4149,6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes
+3510,3510,2355,5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No
+2322,2322,1264,6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No
+591,591,6563,6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes
+5272,5272,3236,5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No
+1720,1720,2858,9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No
+1863,1863,1534,7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No
+525,525,3482,2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.0,865.85,No
+2335,2335,6011,5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No
+469,469,4139,7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No
+5446,5446,2294,2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes
+2811,2811,4204,4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No
+5627,5627,160,8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56.0,764.55,No
+928,928,2133,8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes
+1896,1896,2236,3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No
+2721,2721,6995,7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No
+5715,5715,6287,3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes
+1469,1469,4058,2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes
+5237,5237,4924,5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes
+2934,2934,3659,0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No
+1913,1913,5890,0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No
+956,956,6142,3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes
+1488,1488,1029,4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes
+25,25,5419,7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No
+1134,1134,4915,2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No
+2197,2197,2100,6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No
+5021,5021,6113,1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No
+3224,3224,874,4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No
+1552,1552,567,5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No
+4939,4939,6663,0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No
+1645,1645,4545,6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No
+2937,2937,1447,2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes
+3533,3533,1508,2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No
+2646,2646,6707,2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No
+5116,5116,6568,5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No
+2187,2187,3443,5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No
+4845,4845,3391,7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.0,73.45,No
+3854,3854,5830,6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No
+2371,2371,2960,5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes
+180,180,2991,2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90.0,3371.75,No
+5368,5368,3069,1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No
+1434,1434,5187,2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No
+3912,3912,2212,8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No
+4703,4703,6565,1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No
+3091,3091,6622,4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes
+5448,5448,1470,6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No
+2344,2344,52,6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No
+3298,3298,5638,5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes
+94,94,6809,9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes
+770,770,5907,0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No
+637,637,121,2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No
+5400,5400,6303,6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No
+2536,2536,1140,9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No
+2492,2492,81,8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No
+1208,1208,4881,2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No
+5491,5491,4,9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes
+5674,5674,6944,9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No
+5294,5294,3294,1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes
+275,275,4342,5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No
+1152,1152,7041,8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes
+5302,5302,3222,6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No
+5200,5200,5262,4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No
+307,307,5328,0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No
+2059,2059,1116,8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No
+4968,4968,1296,6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No
+4182,4182,2428,2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes
+5531,5531,2455,8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes
+2610,2610,5146,3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No
+4305,4305,892,6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No
+2787,2787,5013,1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No
+1987,1987,4273,3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes
+931,931,4731,8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No
+4226,4226,1547,2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes
+5819,5819,5116,4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes
+3455,3455,772,3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+5050,5050,4042,5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No
+4651,4651,2717,0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No
+2418,2418,6597,9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes
+5632,5632,3234,8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No
+2431,2431,5025,7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No
+201,201,325,4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No
+2965,2965,493,5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No
+2023,2023,3664,6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No
+4464,4464,6808,1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No
+973,973,3849,5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes
+1634,1634,3671,8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes
+2435,2435,5566,2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No
+816,816,367,7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No
+1954,1954,3956,4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes
+5412,5412,1631,4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes
+3762,3762,5189,6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No
+256,256,6143,5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No
+3678,3678,2475,0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No
+1472,1472,1068,5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes
+5795,5795,5739,4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No
+1605,1605,6417,9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes
+5425,5425,2479,1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No
+560,560,1235,1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No
+4469,4469,171,1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes
+2957,2957,3940,1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No
+2767,2767,958,4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No
+3299,3299,5409,6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes
+1684,1684,4708,5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No
+1167,1167,4674,0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No
+3918,3918,2360,7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No
+1204,1204,3706,4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No
+5068,5068,3177,1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No
+5251,5251,4186,7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No
+5950,5950,2558,5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No
+1071,1071,2916,4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No
+4870,4870,320,5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes
+4420,4420,5704,0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No
+2251,2251,5140,7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No
+4180,4180,6228,8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No
+2681,2681,2980,5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No
+2956,2956,6759,1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No
+1589,1589,5783,1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes
+2659,2659,6838,2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.0,1301.7,Yes
+2446,2446,6689,8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No
+4187,4187,284,9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes
+430,430,2662,8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes
+3191,3191,5601,2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No
+3942,3942,3216,7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes
+2105,2105,2554,5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.0,892.7,No
+4009,4009,661,8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No
+4071,4071,1949,8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No
+5441,5441,5092,5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No
+4353,4353,4388,3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No
+4984,4984,5122,4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No
+5562,5562,7016,1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No
+3114,3114,5841,7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes
+1641,1641,5582,7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.0,1183.05,No
+4484,4484,153,9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No
+4369,4369,1771,7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes
+756,756,548,4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No
+3560,3560,5216,3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes
+3622,3622,4576,3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No
+1956,1956,3008,8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.0,211.95,No
+5940,5940,1267,2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No
+2176,2176,118,8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No
+802,802,445,7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes
+1207,1207,2804,6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes
+2930,2930,1896,7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No
+3531,3531,2044,2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No
+2723,2723,3350,7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes
+151,151,3621,2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes
+2292,2292,5805,1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No
+714,714,3852,7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No
+544,544,3250,6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No
+4735,4735,6125,0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes
+2745,2745,1628,6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No
+3337,3337,3895,4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No
+423,423,5035,3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No
+3219,3219,5433,7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No
+659,659,6915,1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No
+797,797,6575,2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No
+755,755,6053,0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No
+2008,2008,494,6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+99,99,3043,3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes
+2496,2496,3536,2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No
+1871,1871,211,4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No
+2046,2046,1890,6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.0,21,Yes
+4851,4851,3530,1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.0,1108,No
+5072,5072,6136,3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No
+2163,2163,5813,8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No
+2893,2893,3793,6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No
+537,537,149,3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No
+1701,1701,3822,6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No
+2897,2897,1110,0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No
+2222,2222,3941,4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No
+2135,2135,615,9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No
+2599,2599,3055,0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes
+705,705,2598,8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No
+3468,3468,3088,5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.0,3846.35,No
+5924,5924,2041,3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No
+5874,5874,5276,2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No
+4373,4373,7011,5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes
+1033,1033,307,4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No
+5827,5827,4488,3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes
+4859,4859,1118,6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No
+4931,4931,3517,0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes
+3264,3264,2610,5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes
+1653,1653,3796,8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes
+2607,2607,796,2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No
+2732,2732,6823,7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No
diff --git a/backup/base/__init__.py b/backup/base/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/backup/base/__pycache__/__init__.cpython-310.pyc b/backup/base/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6d80bb48773fe8711b7ef60bb08f79be28708ad0
GIT binary patch
literal 130
zcmd1j<>g`kg7{ePG!Xq5L?8o3AjbiSi&=m~3PUi1CZpd<h9ZzKg7~GXpOK%Ns-KgX
zom#A)T2WGznp>KypOjdfsvjSpnU`4-AFo$Xd5gm)H$SB`C)Ez5y_g9|urL4sLhTww
literal 0
HcmV?d00001
diff --git a/backup/base/__pycache__/admin.cpython-310.pyc b/backup/base/__pycache__/admin.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..57f0bf1644611534a1798b3b1fc9866f529dbfde
GIT binary patch
literal 171
zcmd1j<>g`kf|t48Y4$++F^Gc<n1CDyATAaF5-AKRj5!Rsj8Tk?3@J>(44TX@fuanW
zjJH@5Q*tx&{4|-O_)@YG^V0M6lJoOQiZYXmKnAR2C}IXuVB(jOenx(7s(wylc51PH
pYDGy=YHn$+eo|s_sy^5dy@JYH95%W6DWy57c8ox6#ULXD7yz;VCN%&6
literal 0
HcmV?d00001
diff --git a/backup/base/__pycache__/apps.cpython-310.pyc b/backup/base/__pycache__/apps.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f86b273a1d2cc571d03d4d736f7d06a074a3326d
GIT binary patch
literal 405
zcmYjNy-ve05I)B#3TeBbu1GLuNnQY<wn#7_b?FufSuW><fSrW6k$@FOUW8Zj%ET)$
zac(NnlkW5VeE0cu&2$<AnYg<xKI#4T$)Sam%*pK;0Rl1&hUJXG4Pb!$1CT5B&hr4n
zH6)`SVnM>(@uF?7n!2dUdtW&;M#-Gq&IlCb41uOu&N0YC<fIb1cqy$K=HE{7QPyRX
z;wCi>Ds9tcRWAB%b6qKoF5D1xm5f{@L@kXH!o@-mv)4YJ2=UxYz3-f$DrB#>Lejh_
z1_9sug3jMz2fydpLt|8?<&(0Rdf9f$^d|HFWU_5-+P-$2$o@3;h#-QHMQm4FCESho
e3wv%Ccva8-*B_!W)m(HjEPCmWV!hx5X8aGMonJiw
literal 0
HcmV?d00001
diff --git a/backup/base/__pycache__/models.cpython-310.pyc b/backup/base/__pycache__/models.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..585e77a7a071aef479c94379b1debba9dcf058ce
GIT binary patch
literal 406
zcmYjNy-ou$40bNpa#ytyVnEEG4i!@K0tj_LWk7Uc;+E)IyU>y}<<gV*8R^P{@JhEb
z@d`{hcOYuXj=$LYKHIL>>j2wnaW#MC_cMT9iy4gA{V@jw6b7uwgn&!H2;~+~l2}G>
zGLsnJz@YWTeJ~JJ+d3rUX94b-WH4g)M;r(;fsjQcmoW;A-bL0z$ux15T)0_jX|;Jd
zz~9WP{;ld;)ko$}%e8Si>W!NW+Et?UDz~I{)zO-jOB3?0){kXwno1F|V3m#+hQ<pr
znC&s|oY4mqDVOT-eWLE2C1vsl@`|1|1=-T7Y3@li3k}!LMc5&@57$XxU(`Pno;t;4
izPfWmoHlZ;>u`m-{4dgE;qFy()(m?t{^+`J82td>KwL-w
literal 0
HcmV?d00001
diff --git a/backup/base/__pycache__/urls.cpython-310.pyc b/backup/base/__pycache__/urls.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c222a0688986a2c8ad4a2551e2b6c49873ba9e2b
GIT binary patch
literal 355
zcmYk1zfQz3491f-{eSH{Fm}1V076L2u)x$UU~|XOG*!~x!OYBqu(9(dS()w?5CgWv
zaF+5ZKga&;*t#wS#pl=cV=RUEW;l(U;F6BNBLM+&5JvV=3Wy*cA`|!2h7uIUI|T`(
z?=ewEltA`RIZ^r+QNEyC1_kFgs?VXk6>W7SXVJ=_COvPDv;;%4f5L+gBB-r3$giU|
z7>Z>YtcEMUr*3-~8A3TZoSc0??{C^7RIt<I#;zAPco&hKOIQ?3%EEsNsj+}mP%u<f
zOVej`qyG@D<|>w-vyR7igMLQe;mhpMET+5H9y_*QPp=_AC#Pk=3*Ou}BrCC!P29**
IHZuSH1ILM1zyJUM
literal 0
HcmV?d00001
diff --git a/backup/base/__pycache__/views.cpython-310.pyc b/backup/base/__pycache__/views.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6451fcafcaec95279ed8180d95b59b93eaf06f60
GIT binary patch
literal 3188
zcmb7GTW=#t74EKXcemS@IB_zQthhvo5i)3#WhI2f4hUw35ui~PZ9rPJkXk*iveTKq
zQB}?+R$D>}^T-1dkNe=fAnhang5S`uJk4L&C%#j5ZnLw9wbiGpPF+sbIp_PT%3d$D
z@Uu6LCjZ*9tp8Bs?vJ7IOML1t5ZvN+X61Hd=PY72wOQswt|?oQhtkRXJct6*=Vt9Z
zj6zdyWu3emb=PxxQP0fjNBx_*9{2xhMH@WeZIlBZ@(#*P-sL@%TbvzRqy8K0!Wyy0
zlcL~4Hh~m8m13-qMt0Nvjn>sCLRDp<1lpU=(@Y#+C@u11UCLxi%KnSwrO2M7MIzI=
zkYk%xT>l)D9=@me)b}B{wXpHA+ODlr9R9JTQRCER-1(ecI@pwZ)NJrXC$TPLo~kNK
zF23x)Oq4i0DRXgfqVsITq>tsAZY4z}%dt>Oa2&%|sHJ5g$;~6D@um3lOek$e%Qlo>
zSh9=a%kP=R4zuKyP>14NOOem=Lu2JE6`!et>Y{PUUI(L90O8uM9ok#A?4xn-n6$2o
z&m8lgsL<h-Hn*?rg{^V8OWU?;TYhJ)XV5d$9q#N|r|!bht)*9!)-Cp~^$T{Zz1Eqr
z{-w2O)vaYvJD9^3UQPMpzGi#YvV8>y*Y0V!@ZnOY_Ic}bXF(&$-3;#Tz};RQ7)Sd@
zD=+TOs;o@7;ITL#i!7cX%yE(Aq6u#mZz!)v&dQSm)Eh6O$SX<C8FeM~H_lY(rd7$b
zK=J&yFMfU8xMn3*aZ0X)$76LSTQt^H$(e|JM43X`_~SC0<%L?st}V&&x7MPK+pVnj
z#`vUR6V(K?U9us8H;a}jGzFBxyb?Xqw^xUJs?IjiRQnKJJ3vgk<{z>UrH608NK#9F
z7lZCan$AdjH<6Y|b@J<Nq?b-jF=t3-MB~)u&eY~EZ~cue5UaO!q<L(u^vjm^DE_s3
zQ)8z-_b}h*0p>H!P6Lc>LlaWFrvA=X`n&h~dtd4A-|OGF)8Ag_RR}ACJqx=*PV!A;
zRcBpxub`zm?Hbkxx3g=u>|v){wR`0t_o$cM?L8%4vR*Sj<lC>=guJt{2=rjNSqHT@
zq1+ENTW-|>YVEqc9P*tjpoZ_5%zc2&-R2K3ZP3H+k=#HCh_a@D`rP@`vmZ6YVJ#@c
zdDA*evYCiFsfs}jd8q||L!|VD9l6PQsv>V{xNc<2_n?k~RWqJMZNX>bMAM>sH`Vxw
z$jZ<5j|K9IC-Nd1f*$28)ww8iJU&T^LS)gm-l2@8m<S0%jY2M}M4B1VHYn>XEoUme
z5Q&T>>=o0<`@|fEQp$Qm1T){!;4PfsmfsG5oM!W`CMKFRSvuM=_>)6Sl@CemLJ<Ff
zKF1>R5~VLH(KrN5m&>w>I)G}-XL+6qC5fe@-XztrmPw%|rOYD_z{-lG@p9Y=Nzr&I
zt^tYZX;zLK&$wANtf(UIMCoMws%byNex6HW4iB&<q|+5J3Rhqz)`;5XT(t41vx?yA
z6#LW}W-nuG6!fDbA9WfVG5%rXeY&c*&rKQg$=mo2ZyoapOQ{bb2*%rN*Y2Ynuz`&~
zNqipb+wY;)hi(^=;2%1HEos`<L;fHC1M+}7rM$!4H9TAElsAcQQr=rI-a<nAXO{d_
z2g|k&Ij-qTN`I$z2xzFe074f)vJK7mI3NKa1Pf31by%D6%Z)3Gw+#{adT_c4;DA0r
z_npTUF8JVqg?bM#^^YyyUt9e9+TzCAVo(QPV{u?C4!(iK!99zcYm5J0TijY(Bw)Y$
zj6-8__zf%$uPvq)NMZX({s57ihkq>SD&Rlc|3K1%LsBk8&h+TX+=n>8mD4c!a^9aN
zGrSa%0y?DWJfJJ%5H))Cm>UG(CdAD9Pw74>^!qPFG1VvYhlxh6pAh;#+P}Vfe*Q?!
zht~t2;muO2lz1fa^I4`-SbsRq5*VDMLdHfHuXZ!<-n0nbOit#TKp-#k7$8LY)0XF+
zoX|E$!*`)v{*Vs(K8XW}#{K=r$A4(NDjmPdMB~!c-neBYup3~6r(-QYpus;TLGPBv
zrHi>?rE1(N(I<@$YEXF1-2?7}8{pn!CGh9km63NrJ-qSCnXYD9ew)_DrN4SWHZ5~f
z`4ckx*5&NwCC5|Zcj!{jAi97ffC*R*0A2dK>;W`gdV~F+I{7OsG#cXNdzuu}@<5%G
zQjceP^}sO16t#+3UR}sTjEuYrZcmh9&!)4Ubb=S~%13)^%@|QRpt!38wR!}b*G#md
z;O#^f2e&)~VmHJpKf?O*rzD8l4PhIiF<ZRj3*!~@S_vM*BeP8Wf-VF__td}&@LX9v
OR;Y$Q3%p>v`{=(0<S$47
literal 0
HcmV?d00001
diff --git a/backup/base/admin.py b/backup/base/admin.py
new file mode 100644
index 000000000..8c38f3f3d
--- /dev/null
+++ b/backup/base/admin.py
@@ -0,0 +1,3 @@
+from django.contrib import admin
+
+# Register your models here.
diff --git a/backup/base/apps.py b/backup/base/apps.py
new file mode 100644
index 000000000..05011e822
--- /dev/null
+++ b/backup/base/apps.py
@@ -0,0 +1,6 @@
+from django.apps import AppConfig
+
+
+class BaseConfig(AppConfig):
+ default_auto_field = 'django.db.models.BigAutoField'
+ name = 'base'
diff --git a/backup/base/forms.py b/backup/base/forms.py
new file mode 100644
index 000000000..0832ee356
--- /dev/null
+++ b/backup/base/forms.py
@@ -0,0 +1,4 @@
+from django import forms
+
+class DocumentForm(forms.Form):
+ docfile = forms.FileField(label='Select a file')
\ No newline at end of file
diff --git a/backup/base/migrations/0001_initial.py b/backup/base/migrations/0001_initial.py
new file mode 100644
index 000000000..9ec5fbcc5
--- /dev/null
+++ b/backup/base/migrations/0001_initial.py
@@ -0,0 +1,22 @@
+# Generated by Django 5.0.6 on 2024-05-20 15:19
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ initial = True
+
+ dependencies = [
+ ]
+
+ operations = [
+ migrations.CreateModel(
+ name='Upload',
+ fields=[
+ ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('uploadFile', models.FileField(upload_to='')),
+ ('uploadDate', models.DateTimeField(auto_now_add=True)),
+ ],
+ ),
+ ]
diff --git a/backup/base/migrations/0002_document_delete_upload.py b/backup/base/migrations/0002_document_delete_upload.py
new file mode 100644
index 000000000..cee4e7cd2
--- /dev/null
+++ b/backup/base/migrations/0002_document_delete_upload.py
@@ -0,0 +1,23 @@
+# Generated by Django 5.0.6 on 2024-05-20 15:33
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ('base', '0001_initial'),
+ ]
+
+ operations = [
+ migrations.CreateModel(
+ name='Document',
+ fields=[
+ ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('docfile', models.FileField(upload_to='documents/%Y/%m/%d')),
+ ],
+ ),
+ migrations.DeleteModel(
+ name='Upload',
+ ),
+ ]
diff --git a/backup/base/migrations/__init__.py b/backup/base/migrations/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/backup/base/migrations/__pycache__/0001_initial.cpython-310.pyc b/backup/base/migrations/__pycache__/0001_initial.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..23b229cbab054eec1d6dc03310ae70d6a6153d93
GIT binary patch
literal 699
zcmYjPOOMkq5VoB(P13aDfc64sq+T{fLYxrVg;fzkyBEqO7t8HTgS$yw@&L*euKgkW
zC0{vl<ch>&oOZQ4mPhk>#xtL1Y{ui5k^Itc)=vdvKODF#K7ljZ%_CC4fETRf881a9
zID5rFfcK4ohkWCG^)e6qw`@B2NwI7yY+UNRR;@NwV}sHF7R}1J?n*@9jCQjig)HO1
zG66jEa+dix*aWTw4mTliT0RUQ*!yb%LpqBfglNwR#e`z=j~vQ9NcJM<*$Bo&XJVtv
z8y*WAyxSH=ffX9&R=mEL`ZiHrYvig%)gsu@w$`Ppck&u{Hfpfes?cB1CLgh0ng(U1
zO3dP}PczpAS~lf2I$+tF8`lM8BgY|mWj;v-Kt1u@bsMZT7SLQx6C27tqm(w5lA6>N
zNOmIShfWnPn9xvHx+NYq0o-B*SgkZRH4Ti}(aWCrrE72Pxs&9D&d=#db63Mgj^n``
zJ5CE-9${>@cpT4nRzIMtz54wmeQ!!k3w4c6il5sW%dSk9s=@Sjpy_Njdn}K<PPe<-
z{gi-qb3!U)zM$m`eqT)Zgo{7^-|$}_b44AGV56$soWinyLr=SR-m*AY4=I-opB>ur
NoV)a{&OLGB{RjG&z<>Y%
literal 0
HcmV?d00001
diff --git a/backup/base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc b/backup/base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3ede5bce24444069dca41f88169cf2d9f647cca6
GIT binary patch
literal 727
zcmYjP&2G~`5Z+xoiS4ANLWl!!4U#W);EYhAQ4m7Sfu94uEKX)(Huc(JZ6nevT=O8j
z(q1|728ct;tV7j~HKUo``T6EsR|f|XBl)D?tlkR7e!1Yb_!OLw){n^m170xAQ?5lS
zID5rFfcJxehkWgQ_fil1cP#Gxrd$>a8)=oBtWi~2+rF*<i+bs<Zc9kP328kigDmC1
zQUN^YsfYf$=LTSZJpiA+9`s?b^H%}_Itw6#XvbF~7ckrj$_`-!2RojNG=f6{a>s^e
z*9ZuXzsPE|qse6QM5<CXDl2R-t(L9Evav$J`<WH5r?GEGS=&@{X)tRL>~Le0&dgSx
z<JN{X8Y)y5)afglMOC9LGmUlt)pDf@ytqqF*RoE=ACs|8#t?HGwwt2LKsJ>_(pB_V
z3Ja*y{)g@==H`evn8!mK$gZc9Hj<KvYYQZQB;}VjD_pIM05@0ymP>`Tp|@jpc-kR8
zb4(l0os3?p`~~eYbCYa1BYb;zIK=`R>{4x1ZSem){bc4L6?W$DY4W+!m=xJL)(L)V
z4C+=Vj>Y8WWfS7_sl47<(rD@{_uC$Cw#NNIebV{?nScq;zw-xG&iT>6*(Kyd#m
s_|xUhiTe=NS(#VIu;`ZR_UJBefbG3U)XxUb_VhgGZiJh4B<_3v0DDKt5C8xG
literal 0
HcmV?d00001
diff --git a/backup/base/migrations/__pycache__/__init__.cpython-310.pyc b/backup/base/migrations/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..14dbb427f2d946b4818de52608222da4df1f5c21
GIT binary patch
literal 141
zcmd1j<>g`kg7{ePG!Xq5L?8o3AjbiSi&=m~3PUi1CZpd<h9ZzKg7{^ipOK%Ns-KgX
zom#A)T2WGznp>KypOjdfs-K&gUX)mpnV(mzA0MBYmst`YuUAlci^C>2KczG$)edA*
KF%ytrVE_QI^B%ka
literal 0
HcmV?d00001
diff --git a/backup/base/models.py b/backup/base/models.py
new file mode 100644
index 000000000..0f0222744
--- /dev/null
+++ b/backup/base/models.py
@@ -0,0 +1 @@
+from django.db import models
\ No newline at end of file
diff --git a/backup/base/static/js/loading.js b/backup/base/static/js/loading.js
new file mode 100644
index 000000000..c18e3cc11
--- /dev/null
+++ b/backup/base/static/js/loading.js
@@ -0,0 +1,7 @@
+$(document).ready( function()
+{
+ $('#spinner').on('click', function()
+ {
+ $('body').addClass('busy');
+ });
+});
\ No newline at end of file
diff --git a/backup/base/templates/base/home.html b/backup/base/templates/base/home.html
new file mode 100644
index 000000000..d25a94888
--- /dev/null
+++ b/backup/base/templates/base/home.html
@@ -0,0 +1,128 @@
+{% extends 'main.html' %}
+
+{% block content %}
+{% load static %}
+<div class="container-fluid">
+ <div class="mx-auto p-4 text-center bg-white shadow-sm">
+ <a href="/" >
+ <h1>
+ EXTREMUM
+ </h1>
+ </a>
+ </div>
+
+ <br>
+ <br>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <h3>
+ <i class="fas fa-upload"></i> Import a file
+ </h3>
+ </div>
+ </div>
+
+ <div class="row">
+ <div class = "mx-auto p-4 text-center">
+ <form action="{% url 'home' %}" id="csv" method="post" enctype="multipart/form-data">
+ {% csrf_token %}
+ <input type="file"
+ title="Upload excel file"
+ name="excel_file"
+ style="border: 1px solid black; padding: 5px;"
+ required="required">
+ <input action="uploadCsv" type="submit" method="POST"
+ value="Upload"
+ name="csv"
+ style="border: 1px solid green; padding:5px; border-radius: 2px; cursor: pointer;">
+ </form>
+ </div>
+ </div>
+
+ <br>
+ <div class="row">
+ <div class="col">
+ <div class="scrollit">
+ {{ data_to_display|safe }}
+ </div>
+ </div>
+ </div>
+ <br>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <h3 >
+ <i class="fa-solid fa-chart-simple"></i> Stats
+ </h3>
+ </div>
+ </div>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <form action="{% url 'stats' %}" method="POST" id="stats">
+ {% csrf_token %}
+ <select id="feature1" name="feature1">
+ <option disabled selected> Feature 1 </option>
+ {% for label in labels %}
+ <option value={{label}}>{{label}}</option>
+ {% endfor %}
+ </select>
+ <select id="feature2" name="feature2">
+ <option disabled selected> Feature 2 </option>
+ {% for label in labels %}
+ <option value={{label}}>{{label}}</option>
+ {% endfor %}
+ </select>
+ <input type="submit" value="Plot">
+ </form>
+ </div>
+ </div>
+
+ {% if fig %}
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ {{ fig|safe }}
+ </div>
+ </div>
+ {% endif %}
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <h3 >
+ <i class="fas fa-cog"></i> Preprocessing
+ </h3>
+ </div>
+ </div>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center multi-button">
+ <form action="/preprocess" method="POST">
+ {% csrf_token %}
+ <div class="multi-button">
+ <button type="submit" name = "std" class="button-6" role="button" >Standardization</button>
+ <button type="submit" name="onehot" style="margin:0;margin-left:16px;" class="button-6" role="button" >One Hot Encoding</button>
+ <button type="submit" name="imp" style="margin:0;margin-left:16px;" class="button-6" role="button" >Imputations</button>
+ </div>
+ </form>
+ </div>
+ </div>
+
+ <br>
+ <br>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <form action="/train" method="POST">
+ {% csrf_token %}
+ <button type="submit" name = "svm" style="margin:0;margin-left:16px;" class="button-6" role="button" >Support Vector Machine</button>
+ <button type="submit" name = "logit" style="margin:0;margin-left:16px;" class="button-6" role="button" >Logistic Regression</button>
+ <button type="submit" name="xgb" style="margin:0;margin-left:16px;" class="button-6" role="button" >XGBoost</button>
+ <button type="submit" name="dt" style="margin:0;margin-left:16px;" class="button-6" role="button" >Decision Tree</button>
+ <button type="submit" name="rt" style="margin:0;margin-left:16px;" class="button-6" role="button" >Random Forest</button>
+ </form>
+ </div>
+ </div>
+ <br>
+ <br>
+</div>
+{% endblock content%}
diff --git a/backup/base/tests.py b/backup/base/tests.py
new file mode 100644
index 000000000..7ce503c2d
--- /dev/null
+++ b/backup/base/tests.py
@@ -0,0 +1,3 @@
+from django.test import TestCase
+
+# Create your tests here.
diff --git a/backup/base/urls.py b/backup/base/urls.py
new file mode 100644
index 000000000..a67f5f1d1
--- /dev/null
+++ b/backup/base/urls.py
@@ -0,0 +1,10 @@
+from django.urls import path
+from . import views
+from . import models
+
+urlpatterns = [
+ path('', views.home, name="home"),
+ path('preprocess', views.preprocess, name="preprocess"),
+ path('stats', views.stats, name="stats"),
+ path('train',views.training, name = 'training'),
+]
\ No newline at end of file
diff --git a/backup/base/utils.py b/backup/base/utils.py
new file mode 100644
index 000000000..286f0ce78
--- /dev/null
+++ b/backup/base/utils.py
@@ -0,0 +1,5 @@
+def stats(feature1, feature2, df):
+ import plotly.express as px
+ fig = px.scatter(df, x=feature1, y=feature2, color='Churn')
+ fig = fig.to_html(full_html=False)
+ return fig
diff --git a/backup/base/views.py b/backup/base/views.py
new file mode 100644
index 000000000..4dbaaf914
--- /dev/null
+++ b/backup/base/views.py
@@ -0,0 +1,131 @@
+from django.shortcuts import render, redirect
+import pandas as pd
+from django.core.files.storage import FileSystemStorage
+import pickle, os
+from sklearn.preprocessing import OneHotEncoder
+from sklearn.impute import SimpleImputer
+import numpy as np
+from . import utils
+
+
+fig = None
+excel_file_name_preprocessed = "dataset_preprocessed.csv"
+excel_file_name = "dataset.csv"
+
+def home(request):
+ global fig
+ global excel_file_name
+ global excel_file_name_preprocessed
+
+ if request.method == 'POST':
+ excel_file = request.FILES["excel_file"]
+ excel_file_name = request.FILES["excel_file"].name
+ df = pd.read_csv(excel_file)
+
+ fs = FileSystemStorage() #defaults to MEDIA_ROOT
+ request.session['excel_file_name'] = excel_file_name
+ fs.save(excel_file_name, excel_file)
+
+ idx = excel_file_name.index('.')
+ excel_file_name_preprocessed = excel_file_name[:idx] + "_preprocessed" + excel_file_name[idx:]
+ fs = FileSystemStorage() #defaults to MEDIA_ROOT
+ request.session['excel_file_name_preprocess'] = excel_file_name_preprocessed
+ fs.save(excel_file_name_preprocessed, excel_file)
+
+ # if file for preprocessing does not exist create it
+ if os.path.exists(excel_file_name_preprocessed) == False:
+ df = pd.read_csv(excel_file_name)
+ df.to_csv(excel_file_name_preprocessed)
+
+ # collect the data to render
+ df = pd.read_csv(excel_file_name)
+ data_to_display = df[:5].to_html()
+
+ request.session['data_to_display'] = data_to_display
+ request.session['excel_file_name'] = excel_file_name
+ request.session['excel_file_name_preprocessed'] = excel_file_name_preprocessed
+ labels = df.columns
+
+ context = {'data_to_display': data_to_display, 'excel_file': excel_file_name, 'labels': labels, 'fig': fig}
+ return render(request,'base/home.html', context)
+
+def stats(request):
+ global fig
+ excel_file = request.session.get('excel_file_name')
+ df = pd.read_csv(excel_file)
+ import plotly.express as px
+ if request.method == 'POST':
+ feature1 = request.POST.get('feature1')
+ feature2 = request.POST.get('feature2')
+ else:
+ feature1 = "MonthlyCharges"
+ feature2 = "tenure"
+
+ fig = px.scatter(df, x=feature1, y=feature2, color='Churn')
+ fig = fig.to_html(full_html=False)
+ request.session['fig'] = fig
+ return redirect('home')
+
+def preprocess(request):
+ from sklearn.preprocessing import StandardScaler
+
+ excel_file_name_preprocessed = request.session.get('excel_file_name_preprocessed')
+ print(excel_file_name_preprocessed)
+ data = pd.read_csv(excel_file_name_preprocessed)
+
+ if set(['No','customerID','Churn']).issubset(data.columns):
+ data.drop(['No','customerID','Churn'],axis=1,inplace=True)
+
+ if request.method == 'POST':
+ if 'std' in request.POST:
+ # define standard scaler
+ scaler = StandardScaler()
+ # transform data
+ num_d = data.select_dtypes(exclude=['object'])
+ data[num_d.columns] = scaler.fit_transform(num_d)
+
+ if 'onehot' in request.POST:
+ data = pd.get_dummies(data,columns=['gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines',
+ 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection',
+ 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract',
+ 'PaperlessBilling', 'PaymentMethod'],drop_first = True)
+
+ if 'imp' in request.POST:
+ data_numeric = data.select_dtypes(exclude=['object'])
+ data_categorical = data.select_dtypes(exclude=['number'])
+ imp = SimpleImputer(missing_values=np.nan, strategy='mean')
+ data_numeric = pd.DataFrame(imp.fit_transform(data_numeric), columns = data_numeric.columns, index=data_numeric.index) #only apply imputer to numeric columns
+ data = pd.concat([data_numeric, data_categorical], axis = 1)
+
+ os.remove(excel_file_name_preprocessed)
+ data.to_csv(excel_file_name_preprocessed)
+ return redirect('home')
+
+def training(request):
+ global fig
+ excel_file = request.session.get('excel_file_name')
+ data = pd.read_csv(excel_file)
+
+ y=data['Churn']
+ y=y.replace({"Yes":1,"No":0})
+ from sklearn.model_selection import train_test_split
+ X_train, X_test, y_train, y_test = train_test_split(data, y, test_size=0.2, random_state=0)
+ X_train.to_csv("X_train.csv")
+ X_test.to_csv("X_test.csv")
+ y_train.to_csv("y_train.csv")
+ y_test.to_csv("y_test.csv")
+
+ if 'logit' in request.POST:
+ from sklearn.linear_model import LogisticRegression
+ clf = LogisticRegression(random_state=0).fit(X_train, y_train)
+ filename = 'lg.sav'
+ pickle.dump(clf, open(filename, 'wb'))
+ return redirect('home')
+
+ if 'xgb' in request.POST:
+ from xgboost import XGBClassifier
+ xgb = XGBClassifier(learning_rate = 0.01,n_estimators=1000).fit(X_train, y_train)
+ file_name = 'xgb.sav'
+ pickle.dump(xgb,open(file_name,'wb'))
+ return render(request,'base/home.html', {})
+
diff --git a/base/__init__.py b/base/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/base/__pycache__/__init__.cpython-310.pyc b/base/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6d80bb48773fe8711b7ef60bb08f79be28708ad0
GIT binary patch
literal 130
zcmd1j<>g`kg7{ePG!Xq5L?8o3AjbiSi&=m~3PUi1CZpd<h9ZzKg7~GXpOK%Ns-KgX
zom#A)T2WGznp>KypOjdfsvjSpnU`4-AFo$Xd5gm)H$SB`C)Ez5y_g9|urL4sLhTww
literal 0
HcmV?d00001
diff --git a/base/__pycache__/admin.cpython-310.pyc b/base/__pycache__/admin.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..57f0bf1644611534a1798b3b1fc9866f529dbfde
GIT binary patch
literal 171
zcmd1j<>g`kf|t48Y4$++F^Gc<n1CDyATAaF5-AKRj5!Rsj8Tk?3@J>(44TX@fuanW
zjJH@5Q*tx&{4|-O_)@YG^V0M6lJoOQiZYXmKnAR2C}IXuVB(jOenx(7s(wylc51PH
pYDGy=YHn$+eo|s_sy^5dy@JYH95%W6DWy57c8ox6#ULXD7yz;VCN%&6
literal 0
HcmV?d00001
diff --git a/base/__pycache__/apps.cpython-310.pyc b/base/__pycache__/apps.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f86b273a1d2cc571d03d4d736f7d06a074a3326d
GIT binary patch
literal 405
zcmYjNy-ve05I)B#3TeBbu1GLuNnQY<wn#7_b?FufSuW><fSrW6k$@FOUW8Zj%ET)$
zac(NnlkW5VeE0cu&2$<AnYg<xKI#4T$)Sam%*pK;0Rl1&hUJXG4Pb!$1CT5B&hr4n
zH6)`SVnM>(@uF?7n!2dUdtW&;M#-Gq&IlCb41uOu&N0YC<fIb1cqy$K=HE{7QPyRX
z;wCi>Ds9tcRWAB%b6qKoF5D1xm5f{@L@kXH!o@-mv)4YJ2=UxYz3-f$DrB#>Lejh_
z1_9sug3jMz2fydpLt|8?<&(0Rdf9f$^d|HFWU_5-+P-$2$o@3;h#-QHMQm4FCESho
e3wv%Ccva8-*B_!W)m(HjEPCmWV!hx5X8aGMonJiw
literal 0
HcmV?d00001
diff --git a/base/__pycache__/models.cpython-310.pyc b/base/__pycache__/models.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..585e77a7a071aef479c94379b1debba9dcf058ce
GIT binary patch
literal 406
zcmYjNy-ou$40bNpa#ytyVnEEG4i!@K0tj_LWk7Uc;+E)IyU>y}<<gV*8R^P{@JhEb
z@d`{hcOYuXj=$LYKHIL>>j2wnaW#MC_cMT9iy4gA{V@jw6b7uwgn&!H2;~+~l2}G>
zGLsnJz@YWTeJ~JJ+d3rUX94b-WH4g)M;r(;fsjQcmoW;A-bL0z$ux15T)0_jX|;Jd
zz~9WP{;ld;)ko$}%e8Si>W!NW+Et?UDz~I{)zO-jOB3?0){kXwno1F|V3m#+hQ<pr
znC&s|oY4mqDVOT-eWLE2C1vsl@`|1|1=-T7Y3@li3k}!LMc5&@57$XxU(`Pno;t;4
izPfWmoHlZ;>u`m-{4dgE;qFy()(m?t{^+`J82td>KwL-w
literal 0
HcmV?d00001
diff --git a/base/__pycache__/urls.cpython-310.pyc b/base/__pycache__/urls.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c222a0688986a2c8ad4a2551e2b6c49873ba9e2b
GIT binary patch
literal 355
zcmYk1zfQz3491f-{eSH{Fm}1V076L2u)x$UU~|XOG*!~x!OYBqu(9(dS()w?5CgWv
zaF+5ZKga&;*t#wS#pl=cV=RUEW;l(U;F6BNBLM+&5JvV=3Wy*cA`|!2h7uIUI|T`(
z?=ewEltA`RIZ^r+QNEyC1_kFgs?VXk6>W7SXVJ=_COvPDv;;%4f5L+gBB-r3$giU|
z7>Z>YtcEMUr*3-~8A3TZoSc0??{C^7RIt<I#;zAPco&hKOIQ?3%EEsNsj+}mP%u<f
zOVej`qyG@D<|>w-vyR7igMLQe;mhpMET+5H9y_*QPp=_AC#Pk=3*Ou}BrCC!P29**
IHZuSH1ILM1zyJUM
literal 0
HcmV?d00001
diff --git a/base/__pycache__/views.cpython-310.pyc b/base/__pycache__/views.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6451fcafcaec95279ed8180d95b59b93eaf06f60
GIT binary patch
literal 3188
zcmb7GTW=#t74EKXcemS@IB_zQthhvo5i)3#WhI2f4hUw35ui~PZ9rPJkXk*iveTKq
zQB}?+R$D>}^T-1dkNe=fAnhang5S`uJk4L&C%#j5ZnLw9wbiGpPF+sbIp_PT%3d$D
z@Uu6LCjZ*9tp8Bs?vJ7IOML1t5ZvN+X61Hd=PY72wOQswt|?oQhtkRXJct6*=Vt9Z
zj6zdyWu3emb=PxxQP0fjNBx_*9{2xhMH@WeZIlBZ@(#*P-sL@%TbvzRqy8K0!Wyy0
zlcL~4Hh~m8m13-qMt0Nvjn>sCLRDp<1lpU=(@Y#+C@u11UCLxi%KnSwrO2M7MIzI=
zkYk%xT>l)D9=@me)b}B{wXpHA+ODlr9R9JTQRCER-1(ecI@pwZ)NJrXC$TPLo~kNK
zF23x)Oq4i0DRXgfqVsITq>tsAZY4z}%dt>Oa2&%|sHJ5g$;~6D@um3lOek$e%Qlo>
zSh9=a%kP=R4zuKyP>14NOOem=Lu2JE6`!et>Y{PUUI(L90O8uM9ok#A?4xn-n6$2o
z&m8lgsL<h-Hn*?rg{^V8OWU?;TYhJ)XV5d$9q#N|r|!bht)*9!)-Cp~^$T{Zz1Eqr
z{-w2O)vaYvJD9^3UQPMpzGi#YvV8>y*Y0V!@ZnOY_Ic}bXF(&$-3;#Tz};RQ7)Sd@
zD=+TOs;o@7;ITL#i!7cX%yE(Aq6u#mZz!)v&dQSm)Eh6O$SX<C8FeM~H_lY(rd7$b
zK=J&yFMfU8xMn3*aZ0X)$76LSTQt^H$(e|JM43X`_~SC0<%L?st}V&&x7MPK+pVnj
z#`vUR6V(K?U9us8H;a}jGzFBxyb?Xqw^xUJs?IjiRQnKJJ3vgk<{z>UrH608NK#9F
z7lZCan$AdjH<6Y|b@J<Nq?b-jF=t3-MB~)u&eY~EZ~cue5UaO!q<L(u^vjm^DE_s3
zQ)8z-_b}h*0p>H!P6Lc>LlaWFrvA=X`n&h~dtd4A-|OGF)8Ag_RR}ACJqx=*PV!A;
zRcBpxub`zm?Hbkxx3g=u>|v){wR`0t_o$cM?L8%4vR*Sj<lC>=guJt{2=rjNSqHT@
zq1+ENTW-|>YVEqc9P*tjpoZ_5%zc2&-R2K3ZP3H+k=#HCh_a@D`rP@`vmZ6YVJ#@c
zdDA*evYCiFsfs}jd8q||L!|VD9l6PQsv>V{xNc<2_n?k~RWqJMZNX>bMAM>sH`Vxw
z$jZ<5j|K9IC-Nd1f*$28)ww8iJU&T^LS)gm-l2@8m<S0%jY2M}M4B1VHYn>XEoUme
z5Q&T>>=o0<`@|fEQp$Qm1T){!;4PfsmfsG5oM!W`CMKFRSvuM=_>)6Sl@CemLJ<Ff
zKF1>R5~VLH(KrN5m&>w>I)G}-XL+6qC5fe@-XztrmPw%|rOYD_z{-lG@p9Y=Nzr&I
zt^tYZX;zLK&$wANtf(UIMCoMws%byNex6HW4iB&<q|+5J3Rhqz)`;5XT(t41vx?yA
z6#LW}W-nuG6!fDbA9WfVG5%rXeY&c*&rKQg$=mo2ZyoapOQ{bb2*%rN*Y2Ynuz`&~
zNqipb+wY;)hi(^=;2%1HEos`<L;fHC1M+}7rM$!4H9TAElsAcQQr=rI-a<nAXO{d_
z2g|k&Ij-qTN`I$z2xzFe074f)vJK7mI3NKa1Pf31by%D6%Z)3Gw+#{adT_c4;DA0r
z_npTUF8JVqg?bM#^^YyyUt9e9+TzCAVo(QPV{u?C4!(iK!99zcYm5J0TijY(Bw)Y$
zj6-8__zf%$uPvq)NMZX({s57ihkq>SD&Rlc|3K1%LsBk8&h+TX+=n>8mD4c!a^9aN
zGrSa%0y?DWJfJJ%5H))Cm>UG(CdAD9Pw74>^!qPFG1VvYhlxh6pAh;#+P}Vfe*Q?!
zht~t2;muO2lz1fa^I4`-SbsRq5*VDMLdHfHuXZ!<-n0nbOit#TKp-#k7$8LY)0XF+
zoX|E$!*`)v{*Vs(K8XW}#{K=r$A4(NDjmPdMB~!c-neBYup3~6r(-QYpus;TLGPBv
zrHi>?rE1(N(I<@$YEXF1-2?7}8{pn!CGh9km63NrJ-qSCnXYD9ew)_DrN4SWHZ5~f
z`4ckx*5&NwCC5|Zcj!{jAi97ffC*R*0A2dK>;W`gdV~F+I{7OsG#cXNdzuu}@<5%G
zQjceP^}sO16t#+3UR}sTjEuYrZcmh9&!)4Ubb=S~%13)^%@|QRpt!38wR!}b*G#md
z;O#^f2e&)~VmHJpKf?O*rzD8l4PhIiF<ZRj3*!~@S_vM*BeP8Wf-VF__td}&@LX9v
OR;Y$Q3%p>v`{=(0<S$47
literal 0
HcmV?d00001
diff --git a/base/admin.py b/base/admin.py
new file mode 100644
index 000000000..8c38f3f3d
--- /dev/null
+++ b/base/admin.py
@@ -0,0 +1,3 @@
+from django.contrib import admin
+
+# Register your models here.
diff --git a/base/apps.py b/base/apps.py
new file mode 100644
index 000000000..05011e822
--- /dev/null
+++ b/base/apps.py
@@ -0,0 +1,6 @@
+from django.apps import AppConfig
+
+
+class BaseConfig(AppConfig):
+ default_auto_field = 'django.db.models.BigAutoField'
+ name = 'base'
diff --git a/base/forms.py b/base/forms.py
new file mode 100644
index 000000000..0832ee356
--- /dev/null
+++ b/base/forms.py
@@ -0,0 +1,4 @@
+from django import forms
+
+class DocumentForm(forms.Form):
+ docfile = forms.FileField(label='Select a file')
\ No newline at end of file
diff --git a/base/migrations/0001_initial.py b/base/migrations/0001_initial.py
new file mode 100644
index 000000000..9ec5fbcc5
--- /dev/null
+++ b/base/migrations/0001_initial.py
@@ -0,0 +1,22 @@
+# Generated by Django 5.0.6 on 2024-05-20 15:19
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ initial = True
+
+ dependencies = [
+ ]
+
+ operations = [
+ migrations.CreateModel(
+ name='Upload',
+ fields=[
+ ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('uploadFile', models.FileField(upload_to='')),
+ ('uploadDate', models.DateTimeField(auto_now_add=True)),
+ ],
+ ),
+ ]
diff --git a/base/migrations/0002_document_delete_upload.py b/base/migrations/0002_document_delete_upload.py
new file mode 100644
index 000000000..cee4e7cd2
--- /dev/null
+++ b/base/migrations/0002_document_delete_upload.py
@@ -0,0 +1,23 @@
+# Generated by Django 5.0.6 on 2024-05-20 15:33
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ('base', '0001_initial'),
+ ]
+
+ operations = [
+ migrations.CreateModel(
+ name='Document',
+ fields=[
+ ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('docfile', models.FileField(upload_to='documents/%Y/%m/%d')),
+ ],
+ ),
+ migrations.DeleteModel(
+ name='Upload',
+ ),
+ ]
diff --git a/base/migrations/__init__.py b/base/migrations/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/base/migrations/__pycache__/0001_initial.cpython-310.pyc b/base/migrations/__pycache__/0001_initial.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..23b229cbab054eec1d6dc03310ae70d6a6153d93
GIT binary patch
literal 699
zcmYjPOOMkq5VoB(P13aDfc64sq+T{fLYxrVg;fzkyBEqO7t8HTgS$yw@&L*euKgkW
zC0{vl<ch>&oOZQ4mPhk>#xtL1Y{ui5k^Itc)=vdvKODF#K7ljZ%_CC4fETRf881a9
zID5rFfcK4ohkWCG^)e6qw`@B2NwI7yY+UNRR;@NwV}sHF7R}1J?n*@9jCQjig)HO1
zG66jEa+dix*aWTw4mTliT0RUQ*!yb%LpqBfglNwR#e`z=j~vQ9NcJM<*$Bo&XJVtv
z8y*WAyxSH=ffX9&R=mEL`ZiHrYvig%)gsu@w$`Ppck&u{Hfpfes?cB1CLgh0ng(U1
zO3dP}PczpAS~lf2I$+tF8`lM8BgY|mWj;v-Kt1u@bsMZT7SLQx6C27tqm(w5lA6>N
zNOmIShfWnPn9xvHx+NYq0o-B*SgkZRH4Ti}(aWCrrE72Pxs&9D&d=#db63Mgj^n``
zJ5CE-9${>@cpT4nRzIMtz54wmeQ!!k3w4c6il5sW%dSk9s=@Sjpy_Njdn}K<PPe<-
z{gi-qb3!U)zM$m`eqT)Zgo{7^-|$}_b44AGV56$soWinyLr=SR-m*AY4=I-opB>ur
NoV)a{&OLGB{RjG&z<>Y%
literal 0
HcmV?d00001
diff --git a/base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc b/base/migrations/__pycache__/0002_document_delete_upload.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3ede5bce24444069dca41f88169cf2d9f647cca6
GIT binary patch
literal 727
zcmYjP&2G~`5Z+xoiS4ANLWl!!4U#W);EYhAQ4m7Sfu94uEKX)(Huc(JZ6nevT=O8j
z(q1|728ct;tV7j~HKUo``T6EsR|f|XBl)D?tlkR7e!1Yb_!OLw){n^m170xAQ?5lS
zID5rFfcJxehkWgQ_fil1cP#Gxrd$>a8)=oBtWi~2+rF*<i+bs<Zc9kP328kigDmC1
zQUN^YsfYf$=LTSZJpiA+9`s?b^H%}_Itw6#XvbF~7ckrj$_`-!2RojNG=f6{a>s^e
z*9ZuXzsPE|qse6QM5<CXDl2R-t(L9Evav$J`<WH5r?GEGS=&@{X)tRL>~Le0&dgSx
z<JN{X8Y)y5)afglMOC9LGmUlt)pDf@ytqqF*RoE=ACs|8#t?HGwwt2LKsJ>_(pB_V
z3Ja*y{)g@==H`evn8!mK$gZc9Hj<KvYYQZQB;}VjD_pIM05@0ymP>`Tp|@jpc-kR8
zb4(l0os3?p`~~eYbCYa1BYb;zIK=`R>{4x1ZSem){bc4L6?W$DY4W+!m=xJL)(L)V
z4C+=Vj>Y8WWfS7_sl47<(rD@{_uC$Cw#NNIebV{?nScq;zw-xG&iT>6*(Kyd#m
s_|xUhiTe=NS(#VIu;`ZR_UJBefbG3U)XxUb_VhgGZiJh4B<_3v0DDKt5C8xG
literal 0
HcmV?d00001
diff --git a/base/migrations/__pycache__/__init__.cpython-310.pyc b/base/migrations/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..14dbb427f2d946b4818de52608222da4df1f5c21
GIT binary patch
literal 141
zcmd1j<>g`kg7{ePG!Xq5L?8o3AjbiSi&=m~3PUi1CZpd<h9ZzKg7{^ipOK%Ns-KgX
zom#A)T2WGznp>KypOjdfs-K&gUX)mpnV(mzA0MBYmst`YuUAlci^C>2KczG$)edA*
KF%ytrVE_QI^B%ka
literal 0
HcmV?d00001
diff --git a/base/models.py b/base/models.py
new file mode 100644
index 000000000..0f0222744
--- /dev/null
+++ b/base/models.py
@@ -0,0 +1 @@
+from django.db import models
\ No newline at end of file
diff --git a/base/static/js/loading.js b/base/static/js/loading.js
new file mode 100644
index 000000000..c18e3cc11
--- /dev/null
+++ b/base/static/js/loading.js
@@ -0,0 +1,7 @@
+$(document).ready( function()
+{
+ $('#spinner').on('click', function()
+ {
+ $('body').addClass('busy');
+ });
+});
\ No newline at end of file
diff --git a/base/templates/base/home.html b/base/templates/base/home.html
new file mode 100644
index 000000000..a354839a5
--- /dev/null
+++ b/base/templates/base/home.html
@@ -0,0 +1,130 @@
+{% extends 'main.html' %}
+
+{% block content %}
+{% load static %}
+<div class="container-fluid">
+ <div class="mx-auto p-4 text-center bg-white shadow-sm">
+ <a href="/" >
+ <h1>
+ EXTREMUM
+ </h1>
+ </a>
+ </div>
+
+ <br>
+ <br>
+
+ <div class="row">
+ <div class="col d-flex justify-content-center">
+ <h3>
+ <i class="fas fa-upload"></i> Import a file
+ </h3>
+ </div>
+ </div>
+
+ <div class="row">
+ <div class = "mx-auto p-4 text-center">
+ <form action="{% url 'home' %}" id="csv" method="post" enctype="multipart/form-data">
+ {% csrf_token %}
+ <input type="file"
+ title="Upload excel file"
+ name="excel_file"
+ style="border: 1px solid black; padding: 5px;"
+ required="required">
+ <input type="submit" method="POST"
+ value="Upload"
+ name="csv"
+ style="border: 1px solid green; padding:5px; border-radius: 2px; cursor: pointer;">
+ </form>
+ </div>
+ </div>
+
+ <br>
+ <div class="row">
+ <div class="col">
+ <div class="scrollit">
+ {{ data_to_display|safe }}
+ </div>
+ </div>
+ </div>
+ <br>
+
+ <div class="row justify-content-center">
+ <div class="col d-flex justify-content-center">
+ <form action="{% url 'home' %}" name="plot" method="POST" id="stats">
+ <label style="display:flex;
+ flex-direction:column;
+ align-items: center;">
+ <h3>
+ <i class="fa-solid fa-chart-simple"></i> Stats
+ </h3>
+ </label>
+ {% csrf_token %}
+ <select id="feature1" name="feature1">
+ <option value={{feature1}} selected>{{feature1}}</option>
+ {% for label in labels %}
+ {% if label != feature1 %}
+ <option value={{label}}>{{label}}</option>
+ {% endif %}
+ {% endfor %}
+ </select>
+ <select id="feature2" name="feature2">
+ <option value={{feature2}} selected>{{feature2}}</option>
+ {% for label in labels %}
+ {% if label != feature2 %}
+ <option value={{label}}>{{label}}</option>
+ {% endif %}
+ {% endfor %}
+ </select>
+ <input type="submit" value="Plot" name="plot">
+ </form>
+ </div>
+
+ <div class="col d-flex justify-content-center multi-button">
+ <form action="{% url 'home' %}" method="POST">
+ {% csrf_token %}
+ <label style="display:flex;
+ flex-direction:column;
+ align-items: center;">
+ <h3>
+ <i class="fas fa-cog"></i> Preprocessing
+ </h3>
+ </label>
+ <div class="multi-button">
+ <button type="submit" name="std" class="button-6" role="button" >Standardization</button>
+ <button type="submit" name="onehot" style="margin:0;margin-left:16px;" class="button-6" role="button" >One Hot Encoding</button>
+ <button type="submit" name="imp" style="margin:0;margin-left:16px;" class="button-6" role="button" >Imputations</button>
+ </div>
+ </form>
+ </div>
+ </div>
+ <br>
+ <div class="row justify-content-center">
+ <div class="col d-flex justify-content-center">
+ {{ fig|safe }}
+ </div>
+ <div class="col d-flex justify-content-center">
+ <form action="{% url 'home' %}" method="POST">
+ <label style="display:flex;
+ flex-direction:column;
+ align-items: center;">
+ <h3>
+ <i class="fa-solid fa-wand-magic-sparkles"></i> Training
+ </h3>
+ </label>
+ {% csrf_token %}
+ <div class="btn-toolbar" role="toolbar">
+ <button type="submit" name="svm" style="margin:0;margin-left:16px;" class="button-6" role="button" >Support Vector Machine</button>
+ <button type="submit" name="logit" style="margin:0;margin-left:16px;" class="button-6" role="button" >Logistic Regression</button>
+ <button type="submit" name="xgb" style="margin:0;margin-left:16px;" class="button-6" role="button" >XGBoost</button>
+ </div>
+ <br>
+ <div class="justify-content-center btn-toolbar" role="toolbar">
+ <button type="submit" name="dt" style="margin:0;margin-left:16px;" class="button-6" role="button" >Decision Tree</button>
+ <button type="submit" name="rt" style="margin:0;margin-left:16px;" class="button-6" role="button" >Random Forest</button>
+ </div>
+ </form>
+ </div>
+ </div>
+</div>
+{% endblock content%}
diff --git a/base/tests.py b/base/tests.py
new file mode 100644
index 000000000..7ce503c2d
--- /dev/null
+++ b/base/tests.py
@@ -0,0 +1,3 @@
+from django.test import TestCase
+
+# Create your tests here.
diff --git a/base/urls.py b/base/urls.py
new file mode 100644
index 000000000..a67f5f1d1
--- /dev/null
+++ b/base/urls.py
@@ -0,0 +1,10 @@
+from django.urls import path
+from . import views
+from . import models
+
+urlpatterns = [
+ path('', views.home, name="home"),
+ path('preprocess', views.preprocess, name="preprocess"),
+ path('stats', views.stats, name="stats"),
+ path('train',views.training, name = 'training'),
+]
\ No newline at end of file
diff --git a/base/utils.py b/base/utils.py
new file mode 100644
index 000000000..286f0ce78
--- /dev/null
+++ b/base/utils.py
@@ -0,0 +1,5 @@
+def stats(feature1, feature2, df):
+ import plotly.express as px
+ fig = px.scatter(df, x=feature1, y=feature2, color='Churn')
+ fig = fig.to_html(full_html=False)
+ return fig
diff --git a/base/views.py b/base/views.py
new file mode 100644
index 000000000..645ce1820
--- /dev/null
+++ b/base/views.py
@@ -0,0 +1,142 @@
+from django.shortcuts import render, redirect
+import pandas as pd
+from django.core.files.storage import FileSystemStorage
+import pickle, os
+from sklearn.preprocessing import OneHotEncoder
+from sklearn.impute import SimpleImputer
+from sklearn.preprocessing import StandardScaler
+import numpy as np
+from . import utils
+
+
+fig = None
+excel_file_name_preprocessed = "dataset_preprocessed.csv"
+excel_file_name = "dataset.csv"
+
+def home(request):
+ global fig
+ global excel_file_name
+ global excel_file_name_preprocessed
+
+ # if file for preprocessing does not exist create it
+ if os.path.exists(excel_file_name_preprocessed) == False:
+ df = pd.read_csv(excel_file_name)
+ df.to_csv(excel_file_name_preprocessed)
+
+ if request.method == 'POST':
+ print("HEYEYEYEYEYE")
+ feature1 = request.POST.get('feature1')
+ feature2 = request.POST.get('feature2')
+ if 'csv' in request.POST:
+ excel_file = request.FILES["excel_file"]
+ excel_file_name = request.FILES["excel_file"].name
+ df = pd.read_csv(excel_file)
+
+ fs = FileSystemStorage() #defaults to MEDIA_ROOT
+ request.session['excel_file_name'] = excel_file_name
+ fs.save(excel_file_name, excel_file)
+
+ idx = excel_file_name.index('.')
+ excel_file_name_preprocessed = excel_file_name[:idx] + "_preprocessed" + excel_file_name[idx:]
+ fs = FileSystemStorage() #defaults to MEDIA_ROOT
+ request.session['excel_file_name_preprocess'] = excel_file_name_preprocessed
+ fs.save(excel_file_name_preprocessed, excel_file)
+
+ if 'std' in request.POST:
+ preprocess(excel_file_name_preprocessed, 'std')
+ if 'onehot' in request.POST:
+ preprocess(excel_file_name_preprocessed, 'onehot')
+ if 'imp' in request.POST:
+ preprocess(excel_file_name_preprocessed, 'imp')
+
+ if 'plot' in request.POST:
+ fig = stats(excel_file_name, feature1, feature2)
+
+ if 'logit' in request.POST:
+ training(excel_file_name_preprocessed, 'logit')
+ if 'xgb' in request.POST:
+ training(excel_file_name_preprocessed, 'xgb')
+ else:
+ # if not post, meaning either a lanch of the page or a refresh
+ feature1 = 'MonthlyCharges'
+ feature2 = 'tenure'
+ fig = stats(excel_file_name, feature1, feature2)
+
+ # collect the data to render
+ df = pd.read_csv(excel_file_name)
+ data_to_display = df[:5].to_html()
+
+ request.session['data_to_display'] = data_to_display
+ request.session['excel_file_name'] = excel_file_name
+ request.session['excel_file_name_preprocessed'] = excel_file_name_preprocessed
+ labels = df.columns
+
+ context = {'data_to_display': data_to_display, 'excel_file': excel_file_name, 'labels': labels, 'fig': fig, 'feature1': feature1, 'feature2': feature2}
+ return render(request,'base/home.html', context)
+
+def stats(name, feature1, feature2):
+ global fig
+ df = pd.read_csv(name)
+ import plotly.express as px
+ fig = px.scatter(df, x=feature1, y=feature2, color='Churn')
+ fig = fig.to_html(full_html=False)
+ return fig
+
+def preprocess(name, type):
+ from sklearn.preprocessing import StandardScaler
+ data = pd.read_csv(name)
+
+ if set(['No','customerID','Churn']).issubset(data.columns):
+ data.drop(['No','customerID','Churn'],axis=1,inplace=True)
+
+ if type == 'std':
+ # define standard scaler
+ scaler = StandardScaler()
+ # transform data
+ print("HEY")
+ num_d = data.select_dtypes(exclude=['object'])
+ data[num_d.columns] = scaler.fit_transform(num_d)
+
+ if type=='onehot':
+ data = pd.get_dummies(data,columns=['gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines',
+ 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection',
+ 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract',
+ 'PaperlessBilling', 'PaymentMethod'],drop_first = True)
+
+ if type == 'imp':
+ data_numeric = data.select_dtypes(exclude=['object'])
+ data_categorical = data.select_dtypes(exclude=['number'])
+ imp = SimpleImputer(missing_values=np.nan, strategy='mean')
+ data_numeric = pd.DataFrame(imp.fit_transform(data_numeric), columns = data_numeric.columns, index=data_numeric.index) #only apply imputer to numeric columns
+ data = pd.concat([data_numeric, data_categorical], axis = 1)
+
+ os.remove(excel_file_name_preprocessed)
+ data.to_csv(excel_file_name_preprocessed)
+ return
+
+def training(name, type):
+ global fig
+ data = pd.read_csv(name)
+
+ y=data['Churn']
+ y=y.replace({"Yes":1,"No":0})
+ from sklearn.model_selection import train_test_split
+ X_train, X_test, y_train, y_test = train_test_split(data, y, test_size=0.2, random_state=0)
+ X_train.to_csv("X_train.csv")
+ X_test.to_csv("X_test.csv")
+ y_train.to_csv("y_train.csv")
+ y_test.to_csv("y_test.csv")
+
+ if 'logit' == type:
+ from sklearn.linear_model import LogisticRegression
+ clf = LogisticRegression(random_state=0).fit(X_train, y_train)
+ filename = 'lg.sav'
+ pickle.dump(clf, open(filename, 'wb'))
+
+ if 'xgb' == type:
+ from xgboost import XGBClassifier
+ xgb = XGBClassifier(learning_rate = 0.01,n_estimators=1000).fit(X_train, y_train)
+ file_name = 'xgb.sav'
+ pickle.dump(xgb,open(file_name,'wb'))
+
+ return
diff --git a/dataset.csv b/dataset.csv
new file mode 100644
index 000000000..5002b7bf6
--- /dev/null
+++ b/dataset.csv
@@ -0,0 +1,5987 @@
+No,customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn
+1869,7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No
+4528,9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No
+6344,9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes
+6739,6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No
+432,2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No
+2215,4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No
+5260,2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No
+6001,4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No
+1480,8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No
+5137,8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No
+3169,4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No
+4653,2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes
+2850,2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99,6017.9,No
+1760,2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No
+604,2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No
+2157,1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No
+3132,2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No
+6765,5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No
+6508,8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes
+5636,0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes
+4693,0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No
+3393,4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No
+4201,1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No
+3550,0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes
+5782,4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+5419,7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No
+1891,4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes
+4275,2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No
+4738,2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes
+1545,5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No
+904,0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No
+6602,4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No
+6123,0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No
+4999,1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No
+4879,4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No
+1703,8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No
+4257,9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No
+3870,1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No
+5038,4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No
+1720,6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No
+4776,0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No
+4122,4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No
+5261,1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No
+3479,8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes
+1498,0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes
+254,3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No
+3016,4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes
+221,4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No
+3794,4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No
+4800,9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,94,Yes
+4291,2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No
+5807,8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No
+2208,7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes
+1195,4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60,1259.35,No
+1782,8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No
+6552,9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes
+1320,8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No
+3765,1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No
+6799,8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No
+2488,4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes
+1578,1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes
+376,6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No
+755,6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes
+291,3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No
+5910,0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No
+4914,0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No
+188,0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No
+4382,2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No
+1419,3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No
+2476,9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No
+3945,3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes
+501,4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No
+1197,8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No
+5327,1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No
+6983,6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No
+5267,8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No
+4119,6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No
+6517,9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No
+672,3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes
+3984,5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No
+1374,8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No
+5975,1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes
+6367,0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No
+2178,1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No
+5516,6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes
+4270,2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No
+216,9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No
+3954,7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No
+421,5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No
+5099,6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes
+4664,7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes
+5028,0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No
+506,8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78,851.8,No
+3467,8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes
+6809,9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes
+1544,3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,1474.9,No
+1315,5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No
+4537,1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No
+4054,9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No
+3043,3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes
+2799,7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No
+2641,8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No
+4498,0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,196.35,No
+3551,7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes
+347,8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No
+6529,7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes
+333,0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes
+6830,7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No
+6056,8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No
+6154,8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No
+5422,3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No
+6592,3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No
+6955,5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No
+1922,8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No
+746,6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No
+6910,0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No
+1670,5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes
+6618,8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No
+4059,3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes
+4271,2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No
+2473,6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No
+4048,6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No
+259,5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45,1228.65,No
+1741,0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No
+3829,8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4388.4,Yes
+2020,2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No
+4586,7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No
+1860,3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No
+599,0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No
+45,3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No
+4622,8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No
+6277,4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes
+5022,2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No
+6919,5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No
+5701,6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No
+1221,3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No
+2458,7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No
+5306,5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes
+2228,3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No
+3886,3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No
+426,2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No
+1569,0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No
+805,9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No
+410,0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes
+6931,2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No
+3574,4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No
+438,5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No
+3666,3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes
+434,6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No
+1805,7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No
+6901,2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No
+3621,2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes
+6810,7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes
+5266,2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No
+1566,4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No
+4761,8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1738.9,No
+5420,7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No
+1049,8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+626,5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No
+1669,5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No
+210,7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46,84.5,Yes
+3126,9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No
+6000,9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No
+2226,3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No
+51,9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes
+1109,3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No
+1617,4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No
+6725,2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No
+4222,6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No
+1543,0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes
+4907,7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No
+6177,1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes
+5981,8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No
+2284,8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No
+6431,3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No
+4582,6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No
+3509,8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No
+2318,6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No
+3463,9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No
+5462,9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No
+2991,2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90,3371.75,No
+1840,6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes
+6280,0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No
+2057,2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes
+1864,7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No
+705,7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes
+6254,9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No
+2069,6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes
+5859,2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No
+4558,8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes
+5547,9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes
+527,3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No
+1533,8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes
+565,5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No
+1620,6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No
+2268,7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No
+640,9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No
+4590,4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No
+730,6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes
+6566,3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No
+4447,7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No
+325,4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No
+6728,2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No
+290,7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes
+1886,6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No
+5180,0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No
+1683,0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No
+4149,6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes
+4641,9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+1945,8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No
+6255,4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No
+5105,2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes
+4335,9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No
+864,4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes
+5740,8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No
+5960,2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No
+4758,3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No
+4886,2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No
+4939,9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No
+4126,3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No
+371,0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes
+3985,7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No
+2698,8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No
+4679,8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No
+1562,8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No
+2751,7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No
+6128,3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No
+5414,2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes
+4836,0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No
+1921,6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No
+6376,1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No
+1783,8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes
+4774,7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No
+3076,4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes
+4696,9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No
+3260,4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes
+122,0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes
+479,6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69,994.8,Yes
+1632,1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes
+6796,8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes
+2879,4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes
+1436,9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes
+6186,4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes
+940,0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No
+3366,1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No
+6853,9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes
+439,3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No
+847,2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No
+4634,9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No
+3208,8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No
+7010,0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes
+3881,2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No
+1173,0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes
+4127,8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No
+2549,0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No
+4698,8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes
+6143,5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No
+4626,0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No
+2887,5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes
+5391,8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No
+279,4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No
+4296,4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes
+2115,8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No
+3757,4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No
+6875,6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No
+6081,8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+4463,4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+2534,8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No
+2107,7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No
+1101,4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,417.65,No
+4371,3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No
+2794,5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No
+4801,0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No
+577,8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No
+59,5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No
+4342,5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No
+787,2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No
+3538,9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No
+5008,9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No
+2881,4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64,1910.75,No
+6089,8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes
+2317,6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No
+1370,7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No
+1183,0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No
+1883,8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes
+6462,8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes
+1894,9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No
+2575,5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No
+6561,6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No
+5973,2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No
+184,1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes
+1565,6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No
+1871,3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No
+420,2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No
+5832,6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes
+553,1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No
+1732,9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99,5969.3,No
+2138,6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No
+6542,3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76,1130.85,Yes
+6073,6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No
+443,2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No
+6497,4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No
+1608,2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No
+6450,4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No
+1765,0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No
+1586,3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No
+3313,4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No
+5328,0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No
+181,6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No
+5786,8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No
+794,4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45,298.7,No
+1420,8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No
+1477,5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106,6547.7,Yes
+3721,2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes
+1940,4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No
+1992,3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No
+4074,0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes
+6061,3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No
+3370,5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No
+4666,8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No
+6498,0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes
+530,8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No
+6848,5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69,147.8,No
+710,1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes
+2357,9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No
+6493,6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No
+558,2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No
+5927,6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No
+2306,7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No
+1371,6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes
+5872,4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+6629,6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No
+907,0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No
+6226,2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No
+4376,0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No
+5970,4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No
+6253,6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No
+2453,1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No
+4715,7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No
+1872,9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No
+5773,0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No
+3773,8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes
+926,7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes
+2481,6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1501.75,No
+5481,8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes
+3404,6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No
+15,3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No
+6366,2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No
+315,5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No
+2439,8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No
+5002,0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No
+1161,5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes
+2142,4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No
+1623,6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No
+6074,3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes
+1362,2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes
+6754,2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No
+1212,4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No
+2722,4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No
+4006,2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No
+6791,5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes
+5466,0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No
+5852,3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes
+4195,1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No
+4166,5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No
+5234,3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No
+3414,4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No
+1803,2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No
+6203,1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No
+5285,9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No
+1323,4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No
+5666,8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No
+1941,9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No
+6601,4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No
+1902,1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No
+3704,4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73,5163,No
+387,1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No
+5550,8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No
+1032,4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes
+4523,9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No
+6582,9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No
+5587,1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No
+3306,9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80,241.3,No
+6625,3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes
+3316,9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No
+1010,0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No
+3641,0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No
+931,0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No
+6352,2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No
+691,6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No
+533,1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No
+6451,4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No
+2227,0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No
+652,5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No
+33,7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No
+4118,4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No
+44,4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No
+6767,7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No
+5100,9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes
+964,9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+5589,7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes
+2415,9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes
+6202,8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes
+2263,2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes
+5202,8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No
+4450,4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes
+5247,4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes
+6306,0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No
+5244,6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No
+2316,9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No
+2617,4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+26,6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes
+3605,8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No
+63,0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No
+1044,3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No
+3660,2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No
+5360,4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes
+2656,4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No
+1454,8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No
+227,2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes
+6984,6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25,789.2,No
+3080,1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No
+3317,6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No
+5035,3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No
+3184,5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No
+2833,5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No
+3539,2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes
+969,3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,174.8,Yes
+4603,3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No
+5751,0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No
+2662,8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes
+4094,8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74,74,No
+6034,7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No
+3813,6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105,7297.75,No
+2387,6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No
+4224,7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No
+6375,9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes
+3567,1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes
+4148,9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No
+2646,5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No
+6626,3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes
+252,9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes
+5435,7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No
+4554,4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No
+3975,2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes
+4847,8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes
+5719,1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No
+2818,4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes
+1702,4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes
+4428,5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes
+4808,8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No
+3790,6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes
+5722,3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes
+4041,5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No
+2094,1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No
+2843,9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No
+641,4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes
+6140,0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No
+3882,9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No
+4405,8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes
+297,6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No
+303,8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No
+2406,7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes
+5816,0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No
+3154,0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No
+1839,9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No
+4384,8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes
+4306,2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No
+655,5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No
+4139,7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No
+4686,8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No
+4775,5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes
+240,7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No
+783,4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes
+1354,9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes
+1018,3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No
+4912,5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes
+977,5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No
+809,1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+6755,9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No
+5036,1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes
+257,6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No
+893,9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes
+5936,9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No
+4366,0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No
+3589,8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No
+5162,4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No
+5229,8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes
+5167,4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No
+3288,1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No
+6698,6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No
+2132,6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No
+6243,3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No
+5520,8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No
+1357,7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No
+1561,1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes
+6054,9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes
+2251,1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No
+5474,4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No
+2471,1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes
+3133,3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No
+2024,8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No
+4687,3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes
+2986,1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No
+2042,7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No
+4905,3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No
+2876,6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No
+2669,4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes
+4756,9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No
+5728,3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes
+4098,5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+7018,1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes
+3806,0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No
+6842,5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No
+3475,8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No
+1092,8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No
+5867,2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No
+124,7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No
+4152,2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No
+6882,8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No
+4489,8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No
+2922,3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes
+2516,8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes
+6038,1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes
+1553,7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No
+3482,2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,865.85,No
+2886,3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No
+598,1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No
+75,2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No
+1339,3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105,7133.25,Yes
+1416,4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No
+4772,5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No
+1649,2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No
+5652,9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No
+3206,6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,109.2,No
+4024,1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No
+2829,3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes
+149,3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No
+3001,4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No
+1557,4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No
+3931,8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No
+453,0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes
+4427,5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No
+1832,3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes
+3250,6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No
+5663,2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No
+808,4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes
+2002,0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No
+3353,4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No
+3824,6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No
+1671,1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No
+1119,1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No
+4353,6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+810,2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes
+1129,3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No
+834,9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes
+6124,7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No
+5413,6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94,1505.45,No
+6732,5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No
+1971,4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No
+1235,1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No
+1225,6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes
+4051,8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No
+2344,9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No
+6227,2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes
+4352,0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No
+2273,0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No
+1729,8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No
+6785,3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes
+2181,1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No
+1027,6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No
+3082,3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No
+5205,0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No
+349,4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97,6430.9,No
+452,8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No
+662,3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+172,6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No
+1405,6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76,76,Yes
+5857,0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes
+4250,0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No
+4550,4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No
+422,7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No
+3017,1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No
+3326,7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes
+881,3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No
+3450,0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No
+1253,2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes
+6268,9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No
+6210,1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No
+2225,1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No
+4121,0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes
+6563,6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes
+1905,1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No
+102,7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95,3605.6,No
+3014,5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No
+4301,7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No
+6678,3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No
+4269,9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes
+2447,1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No
+1580,7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No
+3803,2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes
+3481,7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No
+4871,6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No
+3877,2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes
+5192,3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No
+135,7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No
+2521,5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes
+4151,7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55,3094.05,No
+1918,2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No
+6332,4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No
+4697,0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No
+4750,0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No
+2666,8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No
+5110,8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No
+2925,2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No
+3066,5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No
+1789,2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No
+5288,8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes
+807,2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No
+462,0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes
+879,9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No
+3248,7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes
+4726,2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No
+5680,6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes
+6790,8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No
+4377,8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80,1706.45,No
+799,3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes
+354,0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes
+3964,2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No
+1073,0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes
+3101,1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No
+5594,0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No
+144,1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No
+380,5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No
+1340,1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No
+4168,1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No
+6510,0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No
+121,2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No
+3745,2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes
+3612,0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No
+1360,3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes
+418,0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes
+6348,1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No
+5546,7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No
+1514,5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No
+4184,0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes
+5455,9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No
+3100,7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No
+2063,7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No
+555,5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No
+2312,8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No
+3543,0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No
+5440,4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No
+1485,9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes
+5017,2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No
+1272,1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No
+6598,6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No
+1411,2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No
+5076,1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes
+6915,1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No
+1471,9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No
+2266,5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No
+5503,1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No
+5077,8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No
+5635,2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No
+4154,4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes
+6679,4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No
+3165,1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No
+2436,6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No
+2868,5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No
+6612,1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes
+981,1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No
+5974,7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No
+6063,0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No
+3246,8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes
+6207,6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85,3969.4,Yes
+1268,2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes
+414,1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No
+268,6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes
+3127,1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes
+654,4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes
+3011,3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No
+6394,2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No
+2223,8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes
+6989,1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76,1588.75,No
+2337,4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes
+3541,1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No
+773,5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes
+2446,9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90,1527.35,Yes
+589,0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No
+2907,0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89,1820.45,Yes
+2127,8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes
+2996,6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No
+3896,8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No
+3038,5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No
+6441,5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No
+2465,1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes
+3377,2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No
+701,9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No
+5845,4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes
+2301,4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No
+5121,4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No
+677,0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes
+6062,3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No
+6607,7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes
+2598,8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No
+2345,7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No
+4093,2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76,2215.25,No
+693,2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes
+1513,0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes
+6067,1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No
+6105,9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes
+6189,4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No
+110,0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes
+3852,7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No
+6474,7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No
+6270,0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No
+2131,5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No
+4085,5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No
+1919,3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes
+856,8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No
+3408,2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes
+5950,2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No
+6554,2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes
+2510,3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes
+6897,2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No
+4169,3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes
+4392,3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+1758,5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No
+3337,0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No
+3203,5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No
+605,4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No
+6986,3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes
+3034,7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes
+6691,8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No
+1468,9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No
+5178,4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No
+2812,3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes
+6171,1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No
+5079,2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No
+2921,0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes
+107,9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No
+29,8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes
+3780,1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No
+3150,6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No
+3616,8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No
+5346,0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No
+4940,3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No
+751,9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No
+3168,4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No
+584,2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,61.7,No
+1220,0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No
+5040,9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No
+6614,4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No
+3274,2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No
+6053,0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No
+548,4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No
+5448,0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No
+6921,5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No
+2874,8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No
+6548,5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No
+3715,5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No
+2291,7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes
+6783,9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No
+6887,2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No
+3396,5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No
+4945,1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No
+1203,9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1505.05,No
+344,5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No
+4328,1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No
+5907,0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No
+1575,2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes
+2900,0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+6604,7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No
+3047,1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes
+3131,8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No
+5853,9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No
+4072,2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No
+2173,2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No
+90,4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No
+7006,0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes
+5487,5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No
+4383,1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80,5040.2,No
+2252,1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No
+6696,4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No
+624,1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,137.6,Yes
+69,7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No
+889,7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes
+4845,0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No
+5340,5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No
+5274,6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No
+6868,1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes
+3921,7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No
+5072,5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No
+947,9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No
+877,7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No
+6806,4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No
+6575,2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No
+2462,2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No
+293,4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No
+5446,6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+3091,8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No
+445,7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes
+4020,4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No
+1961,4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No
+2846,0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No
+3614,8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No
+1880,6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,165.45,Yes
+5186,3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes
+4690,7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No
+3570,6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No
+4917,6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No
+4678,3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes
+5213,7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No
+5030,6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes
+4922,7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No
+367,7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No
+5243,7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No
+5331,5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No
+2540,7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No
+6316,8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No
+3392,7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No
+6923,7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No
+6455,2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No
+4684,6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes
+3105,4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No
+3279,6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No
+3720,1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No
+4541,9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes
+4965,9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes
+4581,9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No
+3871,5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes
+5020,5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No
+1186,7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No
+3428,8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes
+5004,2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No
+3866,3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No
+6827,1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No
+5349,5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No
+6888,3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No
+151,3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95,655.5,Yes
+1858,7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes
+2464,2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes
+1033,2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No
+1383,3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes
+915,6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes
+1305,4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No
+6682,9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No
+3098,4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes
+4983,1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes
+509,1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No
+5894,7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes
+5963,7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No
+6049,7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No
+2647,4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,40.9,No
+5799,8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes
+6022,5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No
+748,6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No
+2304,8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No
+4076,1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No
+5410,4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99,6375.8,No
+1310,6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes
+1611,1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No
+6988,1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No
+911,7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89,1288.3,No
+2673,8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes
+2499,6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No
+3089,5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No
+5200,6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No
+5096,0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No
+2680,6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No
+2126,5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No
+471,3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,55,Yes
+967,7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No
+7013,1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No
+4056,3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes
+4602,1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No
+5873,2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No
+6648,2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No
+3815,9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes
+896,8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No
+5329,2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34,853,Yes
+4284,8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No
+5785,0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No
+1773,2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No
+3307,0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No
+251,4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes
+1209,8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No
+2688,1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes
+3885,4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No
+2937,5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No
+3071,9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No
+4605,3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No
+1128,0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No
+2890,1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes
+4479,5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No
+1593,0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No
+2603,0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No
+3607,9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No
+57,5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No
+1699,6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No
+1322,0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No
+176,2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes
+3182,6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No
+6116,7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No
+2995,2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No
+6997,2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No
+6155,4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes
+292,2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No
+1142,2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No
+2328,4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No
+3728,6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No
+183,5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No
+1170,9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114,8093.15,No
+4838,1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No
+5649,6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No
+5332,4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No
+5931,0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98,1237.85,Yes
+5737,7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No
+3523,0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No
+1086,8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes
+2781,5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No
+4112,6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No
+1172,1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No
+2470,2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No
+3661,1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No
+2166,2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No
+5761,1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No
+2133,8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes
+7005,9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No
+4458,2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes
+4731,8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No
+2589,7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes
+4050,2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No
+2183,6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No
+3114,0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No
+1956,0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No
+613,6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No
+3528,2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes
+2944,5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No
+6878,2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes
+3734,7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No
+1430,6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No
+4815,9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes
+1876,3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No
+1748,8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No
+6347,7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No
+505,5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes
+415,7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No
+6924,6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+272,6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes
+2942,5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No
+1706,0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No
+5901,6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes
+4557,5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No
+2807,1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No
+6142,3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes
+5887,4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No
+2441,9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No
+106,6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No
+1344,0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No
+6811,8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes
+4651,3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes
+6722,5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No
+3349,0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes
+2182,2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No
+952,8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No
+5833,4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No
+2586,1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No
+2417,4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No
+1504,1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No
+4927,4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No
+7003,4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No
+3849,5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes
+6080,9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes
+4812,5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes
+1121,3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No
+3819,6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No
+5447,8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No
+6782,1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No
+1024,7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No
+5696,0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes
+4483,3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No
+5506,8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+4252,5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No
+2795,0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes
+416,4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No
+2827,1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No
+4828,8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No
+2629,5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes
+3341,1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No
+564,7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No
+1224,3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+142,1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No
+3942,6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes
+2271,0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No
+2531,3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No
+2004,8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes
+1194,8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No
+6965,7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No
+1756,0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No
+497,0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No
+3477,7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No
+6885,7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes
+3315,9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No
+721,8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No
+5118,7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No
+3859,1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No
+1496,3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No
+6637,1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No
+1520,6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No
+4482,6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes
+3770,5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No
+3006,9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes
+5891,4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes
+5673,6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No
+108,8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No
+1754,3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No
+6741,2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,1062.1,Yes
+1351,7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No
+6110,5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No
+4888,4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No
+5708,7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No
+1973,9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No
+336,6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes
+4941,1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes
+6201,6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No
+3139,1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes
+5614,3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No
+724,5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes
+765,4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No
+2997,1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes
+3783,1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No
+307,4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No
+4034,4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No
+3039,5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No
+3846,1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No
+5720,2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No
+2550,8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No
+6379,0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes
+1791,2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No
+3245,0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes
+2842,1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No
+5729,4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No
+2053,6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes
+2398,7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No
+71,0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No
+4903,7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes
+3210,9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No
+1260,9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No
+1666,8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No
+5522,2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+6377,7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes
+5500,7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No
+2392,3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No
+6705,3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No
+1695,4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No
+1095,7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No
+3889,2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No
+3667,7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No
+2902,1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No
+1630,2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No
+4294,7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No
+1881,4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No
+4710,7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No
+1612,3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes
+978,6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes
+6252,9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No
+4993,5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No
+2578,0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes
+848,9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92,6782.15,No
+2916,4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No
+4010,3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+3912,3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No
+2154,4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No
+47,7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes
+3303,7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes
+1350,4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No
+5321,7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No
+446,4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes
+1743,3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No
+844,3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes
+6138,4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No
+2418,0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No
+3742,9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No
+3535,3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No
+4081,7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+1294,5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes
+2972,9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No
+3834,2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes
+6577,6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No
+5027,3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes
+5553,6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes
+1112,2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No
+776,9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No
+6655,1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No
+2153,7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No
+4778,7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No
+4796,3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No
+6742,1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No
+4827,9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,1312.15,Yes
+3413,5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No
+1851,2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes
+1963,7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No
+2288,2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No
+3933,5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No
+3007,6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes
+485,7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No
+2413,7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No
+4680,1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No
+5394,5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No
+30,3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No
+1879,3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes
+2684,5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No
+4727,3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No
+6509,0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes
+4534,2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49,49,No
+4803,3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No
+3298,1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No
+636,7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No
+5543,6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No
+2375,0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No
+1083,9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes
+861,9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No
+3195,0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No
+903,5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No
+2845,9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No
+109,2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No
+6774,0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+3751,2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No
+3620,9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50,1750.85,No
+2338,4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No
+5913,6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No
+4538,0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes
+4915,2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No
+1831,3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No
+5576,4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes
+782,0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No
+6877,4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes
+3334,0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes
+6708,2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes
+2862,5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes
+1825,5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No
+1094,1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No
+4928,2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,181.6,Yes
+3109,4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No
+2619,3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes
+4262,5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes
+3980,8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes
+5436,7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No
+1654,2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No
+5860,4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70,153.05,Yes
+7041,8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes
+4567,2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No
+3836,6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No
+4570,1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No
+6224,2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No
+4385,1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No
+6421,2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No
+2457,5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No
+3383,8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes
+2588,5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No
+1204,6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No
+2202,5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes
+2648,6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No
+4655,5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No
+5425,4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No
+4674,0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No
+7004,6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No
+1770,7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes
+829,5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No
+7031,3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60,3316.1,No
+6814,2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94,5438.95,No
+627,6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No
+4125,2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No
+925,5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No
+295,8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No
+1052,7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No
+3688,5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No
+3563,6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No
+2260,6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes
+944,6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No
+5599,2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes
+5839,2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No
+12,8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No
+1117,6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No
+6087,8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No
+5369,9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No
+3903,5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No
+6452,9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No
+1319,1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes
+3947,4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No
+6883,2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No
+6440,2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No
+3213,4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No
+6263,8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No
+3252,1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No
+653,1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No
+3992,2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No
+6409,3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No
+3982,9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No
+2431,8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes
+6870,3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No
+5527,5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105,7578.05,No
+3706,4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No
+2423,1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No
+6240,6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes
+2804,6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes
+4881,2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No
+570,7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No
+1448,2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No
+4532,2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes
+6651,2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No
+1745,2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No
+3434,1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No
+4420,1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No
+287,5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70,70,Yes
+1738,8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No
+6345,6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No
+6213,8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No
+2664,6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No
+3832,4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No
+6092,4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No
+3424,4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes
+5770,6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No
+1684,4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No
+4578,7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No
+1338,1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+2952,5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No
+5776,4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No
+3135,4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes
+6821,8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes
+2258,9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No
+4015,8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No
+4253,9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No
+3053,0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No
+2498,1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No
+5471,3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No
+1564,2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes
+5372,2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No
+6957,3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No
+5885,0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No
+2185,7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes
+5519,2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No
+1231,0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No
+4418,0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes
+1258,5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No
+2254,7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No
+1951,8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No
+6543,8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No
+113,4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes
+5976,6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No
+5149,3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No
+4813,8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No
+507,7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes
+3545,6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No
+3807,8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes
+2932,7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No
+2515,8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No
+3402,4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes
+4099,6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No
+6623,9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes
+350,0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No
+4147,3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No
+3542,1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No
+3759,7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes
+1114,3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No
+4958,0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No
+298,2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No
+3318,5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes
+5586,1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No
+6654,1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes
+5362,0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No
+5746,4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81,818.05,Yes
+2840,7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No
+229,0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No
+5958,6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No
+2992,4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34,442.45,No
+6905,4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No
+5706,5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes
+4519,0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No
+2103,7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No
+6443,7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No
+2677,2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes
+4526,4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No
+4695,9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No
+1614,3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No
+607,8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No
+5312,9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes
+1093,8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No
+5700,3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No
+6918,8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes
+6684,0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No
+203,7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No
+2855,8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No
+3961,7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No
+837,6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+4215,9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No
+1230,0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No
+5339,3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No
+1609,3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No
+4410,0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No
+4745,6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No
+5679,5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes
+2569,8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No
+6005,3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No
+4553,5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No
+2484,6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No
+5367,9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No
+2440,2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No
+2614,3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes
+657,7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No
+790,7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No
+2388,9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No
+6130,5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No
+1359,7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes
+5160,9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No
+2347,7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No
+4764,2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes
+2523,9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No
+5341,2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes
+6149,3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No
+5874,2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes
+6209,3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No
+5378,5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No
+3161,1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No
+3226,0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No
+6012,5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes
+1780,0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes
+2618,1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No
+803,3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No
+857,2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes
+5514,0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No
+5184,7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No
+4961,6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No
+219,6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80,624.6,No
+1288,2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No
+582,2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes
+43,4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No
+1234,4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No
+4830,0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No
+6815,0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No
+1892,1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No
+4267,1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No
+6162,9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No
+3918,6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes
+5822,9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No
+1071,3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes
+718,1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No
+2364,4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No
+1505,5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+670,5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No
+4221,7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No
+5632,5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No
+4030,4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51,286.8,No
+897,0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No
+5667,6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No
+2836,6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No
+1530,3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90,190.05,Yes
+4556,3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes
+5621,6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes
+2955,4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes
+6468,2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No
+2908,7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes
+6825,5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No
+5366,8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No
+1874,5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No
+2370,6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No
+1769,3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No
+5114,5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No
+5577,4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No
+1983,7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No
+531,1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No
+5039,4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes
+5317,1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes
+6082,4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes
+5330,5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes
+2163,4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes
+731,6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No
+2339,4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes
+6876,6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No
+2232,6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No
+6157,6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes
+2926,0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116,8182.85,No
+1255,4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes
+2104,3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes
+5144,1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No
+3879,7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes
+898,4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes
+428,4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No
+4857,6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No
+2893,7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59,1254.7,Yes
+5509,1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,221.7,Yes
+6371,1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No
+1222,9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No
+5352,6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No
+6032,9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes
+4038,2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No
+4609,2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No
+3176,5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No
+1096,4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No
+2072,5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No
+6358,1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No
+3842,1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95,2462.55,No
+5940,9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No
+1788,7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No
+5101,6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No
+6549,5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes
+528,7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No
+3143,5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No
+192,2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No
+6251,9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No
+1126,0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes
+2689,8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No
+2707,7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes
+6890,7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No
+304,2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No
+2957,2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No
+1292,8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No
+70,2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No
+5978,0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No
+4394,0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No
+2615,9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No
+831,9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No
+3075,5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No
+1456,3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,1534.75,Yes
+4287,6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes
+238,0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,1120.3,Yes
+92,7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84,5714.25,No
+2687,5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91,2626.15,No
+6256,3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes
+6115,3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No
+5515,2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No
+4304,9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,918.7,No
+5187,2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No
+4417,0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+1001,1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes
+3857,3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No
+6750,2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No
+2377,9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No
+3758,8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No
+3532,9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes
+3554,1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No
+1532,4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No
+2410,3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No
+4254,2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes
+411,4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No
+3296,2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No
+6757,5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes
+6503,7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No
+5171,3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No
+5866,7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No
+3322,8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes
+3231,9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No
+6423,0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No
+5361,2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No
+4397,7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No
+633,7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No
+498,6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes
+2463,7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No
+3792,6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes
+637,2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No
+720,4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No
+288,3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes
+757,0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No
+2543,0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes
+4762,7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No
+4162,0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No
+4207,8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No
+4058,2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes
+596,8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No
+5465,6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No
+1068,5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes
+1942,3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No
+1647,5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes
+3378,5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No
+1700,6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No
+5646,5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes
+4159,6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No
+2697,6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No
+4373,7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No
+3966,8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No
+6854,9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,32.7,No
+86,4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No
+2308,3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No
+4741,6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No
+3827,6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No
+2847,6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No
+1029,4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes
+3656,4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No
+3786,0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No
+2144,1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No
+6573,1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51,2264.5,No
+1200,5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No
+2025,1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No
+621,0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No
+6402,8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No
+566,6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No
+1837,1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes
+1334,1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes
+5690,0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No
+6697,8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No
+2099,2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No
+6695,6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No
+2644,2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes
+5501,4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No
+1688,4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No
+745,2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No
+5398,3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No
+2820,3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No
+2187,8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No
+195,2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No
+1152,4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No
+2650,5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No
+4633,1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No
+802,8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No
+4303,3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No
+2350,8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84,424.75,No
+6662,6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No
+5661,4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No
+2068,9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No
+5434,9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No
+644,8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No
+6222,0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No
+5272,8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes
+3892,3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No
+4884,2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No
+120,1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No
+1777,2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No
+6661,3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No
+5656,7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No
+2135,4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No
+3951,5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No
+5768,8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No
+134,2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes
+6216,7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No
+6617,8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No
+3095,0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No
+2559,8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No
+62,0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No
+4587,5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No
+6129,4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No
+3487,9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No
+3358,5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No
+3771,5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes
+679,2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No
+4486,7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No
+741,6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No
+1211,1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes
+2170,8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No
+3689,9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes
+6215,2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes
+567,5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No
+1873,0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No
+4295,3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No
+2596,5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No
+1717,0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No
+1392,1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No
+5282,3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes
+3544,8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes
+3613,1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No
+489,8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+4022,5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No
+690,8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+5019,3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No
+602,1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No
+1911,5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No
+7040,4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No
+4525,6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No
+6365,8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes
+5829,6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No
+3235,4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No
+2366,1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes
+1187,8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No
+274,5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes
+3978,0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No
+1361,3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes
+6271,6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No
+1526,2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No
+3312,9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+3023,0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No
+6941,2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No
+4246,5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No
+4617,3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No
+6619,2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No
+1337,6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No
+945,6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes
+6787,3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No
+2250,0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No
+5783,1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes
+3473,7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes
+3044,5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes
+2346,0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No
+68,3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No
+5152,8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No
+4996,3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No
+1598,7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No
+3309,6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No
+5059,6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes
+4560,2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No
+1503,0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No
+4365,4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No
+150,3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No
+4310,8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No
+2086,2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes
+6417,9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes
+2259,9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No
+3049,0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes
+5804,1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No
+5424,6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No
+6793,1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No
+859,5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No
+6196,2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No
+2718,7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No
+4490,0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No
+3193,1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No
+366,9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No
+1432,9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No
+4923,6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No
+1779,5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No
+4280,9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No
+3258,7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No
+1818,4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No
+6884,7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes
+841,0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105,7589.8,No
+1189,3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No
+175,1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No
+3684,2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No
+617,7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No
+2093,5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No
+6535,0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes
+4092,0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+3717,0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No
+1030,8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No
+3671,8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes
+300,0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No
+1472,9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes
+283,9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No
+2028,4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No
+3491,4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No
+6111,9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No
+5582,7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24,1183.05,No
+1813,0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No
+1271,4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No
+2716,7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No
+4545,6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No
+3646,9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No
+2313,9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No
+2008,9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes
+4231,7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No
+2642,2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes
+3265,9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes
+6415,8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No
+3796,8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes
+6917,2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No
+3194,6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes
+99,4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes
+5087,8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No
+744,1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No
+6513,1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No
+480,0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No
+4650,6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No
+6839,4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes
+4962,7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No
+1157,5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No
+1437,1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49,1291.35,No
+2414,9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No
+4100,0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No
+402,0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes
+2195,9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No
+949,6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No
+3781,8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No
+2067,4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No
+4769,2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No
+4918,6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No
+668,3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes
+218,2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No
+1962,3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No
+3010,3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No
+3519,5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No
+2213,5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No
+2633,4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No
+4077,0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No
+3555,6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes
+4708,5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No
+4657,6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No
+2145,1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No
+777,7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82,184.65,Yes
+2434,1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No
+4536,3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+3909,1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No
+4643,1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No
+1491,8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+2917,2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No
+5780,1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No
+6405,5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No
+5265,4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No
+4017,9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59,1654.45,No
+517,6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No
+4740,2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes
+6869,5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes
+3822,6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No
+4818,8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No
+6857,1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No
+3340,6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes
+4878,7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No
+568,0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes
+360,9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No
+3123,6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No
+4574,8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No
+6472,1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No
+3025,6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No
+759,5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No
+3590,9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No
+6743,2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24,226.55,No
+5714,6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes
+4663,0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes
+214,2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No
+6837,6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No
+3833,9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No
+2858,9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No
+4733,1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No
+4078,0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes
+3148,2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No
+1473,7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes
+2244,0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes
+725,6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No
+3995,0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes
+49,2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No
+6406,4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No
+887,1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No
+6159,5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No
+5033,7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+6357,8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes
+516,3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No
+3000,7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes
+139,0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+3003,2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes
+3979,7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No
+6400,7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No
+6446,2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No
+463,3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes
+4329,2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes
+1233,1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No
+594,9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No
+450,8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No
+3768,3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No
+3214,0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No
+5798,4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes
+312,1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No
+3411,7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes
+4245,9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No
+6672,2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No
+451,5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No
+5686,4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes
+890,5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No
+2763,2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No
+4320,5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No
+1506,8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No
+6909,9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No
+6587,7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No
+999,3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No
+389,5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+2330,1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No
+1476,5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No
+2240,3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No
+6327,3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No
+6337,2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No
+5875,2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71,4386.2,No
+5938,9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No
+2775,2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes
+1923,7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No
+758,2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes
+6595,5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No
+6161,4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No
+1293,3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No
+6206,2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No
+6913,8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No
+3268,6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No
+1907,2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No
+5641,7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No
+4880,1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No
+368,9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No
+1937,0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No
+1151,8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No
+4461,0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No
+6666,0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No
+6928,5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No
+191,2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91,531,Yes
+6069,8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No
+5762,1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No
+174,5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No
+1903,3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92,266.8,No
+1099,6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No
+4661,9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89,6293.2,No
+2927,5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No
+2292,7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No
+6225,1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No
+6850,0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No
+3946,5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes
+6052,2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No
+1164,4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No
+3767,9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No
+4031,8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No
+2939,8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes
+5241,7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No
+4975,4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No
+1661,3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No
+508,4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes
+166,3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes
+4266,5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102,6529.25,Yes
+4834,6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No
+4240,1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94,773.65,Yes
+4742,8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No
+103,5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No
+5430,6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes
+4258,9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes
+4241,2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes
+3795,1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No
+5386,6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No
+1752,7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No
+6286,2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No
+6688,0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No
+2899,6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No
+1658,1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes
+152,1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No
+4102,1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No
+2483,7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes
+1583,2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No
+5923,8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No
+2552,3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No
+6990,0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No
+4624,0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes
+3583,2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No
+5166,2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104,6363.45,No
+2941,6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No
+6147,6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No
+2209,4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No
+4326,1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes
+4233,4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No
+1822,4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes
+5428,7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes
+3935,8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No
+4220,4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No
+4454,8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No
+309,4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No
+212,7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No
+3497,9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No
+4213,3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes
+5880,3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes
+495,8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes
+205,7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No
+1434,1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes
+1135,1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No
+2584,3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No
+868,3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes
+2749,9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No
+305,1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No
+1849,0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes
+3121,8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes
+1988,3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes
+2798,7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes
+6889,7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No
+1534,7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No
+843,6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No
+1987,5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes
+5629,5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes
+4725,1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes
+3552,6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No
+383,5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes
+1538,6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes
+211,4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No
+1957,5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No
+4601,3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No
+2438,7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes
+2727,3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes
+3257,5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No
+3787,2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No
+1349,2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No
+4402,9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes
+2984,6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26,684.05,No
+5385,0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes
+680,1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80,80,Yes
+180,6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes
+6702,2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No
+6723,2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No
+6504,6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes
+6068,3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes
+278,8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55,771.95,No
+2970,2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes
+6701,0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No
+2480,0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes
+289,3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes
+4370,8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No
+5284,3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes
+993,9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No
+2236,3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No
+5438,0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes
+39,8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes
+4963,8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No
+2754,6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No
+5643,0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes
+3722,8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No
+270,4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes
+3002,9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No
+2883,7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No
+5837,2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No
+3128,2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No
+5899,9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No
+111,4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No
+1391,9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No
+2600,2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No
+220,9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes
+5890,0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No
+4071,6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No
+5658,2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93,2248.05,No
+83,9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No
+873,5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes
+6524,2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes
+4391,5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No
+461,6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No
+6188,7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No
+551,1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No
+3405,0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No
+2374,9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No
+6572,6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No
+2246,7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes
+6627,1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No
+3869,1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No
+2450,7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No
+2329,2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No
+6532,1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No
+2146,8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No
+6635,5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No
+5900,0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes
+6211,4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes
+650,9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes
+708,3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No
+6874,4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No
+4977,6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No
+5784,7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No
+6325,4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes
+6148,8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No
+1424,7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No
+1216,0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No
+5842,2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No
+1924,1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No
+6108,4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No
+4434,0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No
+314,7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes
+3817,9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No
+1427,6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No
+6460,8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes
+6328,4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No
+3956,4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes
+5694,0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No
+3008,8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,211.95,No
+5828,0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No
+1105,7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No
+6530,0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No
+4317,5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No
+7042,3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No
+4882,8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No
+684,8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No
+5155,8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No
+2765,9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No
+5429,9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No
+4561,9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No
+2451,3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes
+5834,5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No
+326,5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No
+4988,1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No
+5889,9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No
+2176,2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No
+3625,1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No
+4894,0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No
+6093,7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No
+6094,7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No
+2787,9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No
+5071,1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No
+5755,5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No
+1676,0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No
+348,6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No
+5138,4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No
+3599,7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No
+4925,5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No
+1626,9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No
+4273,3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes
+3159,5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No
+5041,4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No
+871,1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No
+4883,5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes
+4108,2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No
+6145,5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No
+2218,5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82,5999.85,No
+5521,3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No
+2121,0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No
+5985,3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No
+3357,3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes
+85,4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No
+3937,5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No
+1877,7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No
+2801,1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No
+5557,6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No
+2640,4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No
+6027,4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No
+2880,2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No
+3323,4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No
+494,6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+2019,7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes
+2525,3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No
+4717,9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No
+3166,9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No
+3858,0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No
+1270,8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No
+4174,3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes
+3821,1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes
+2895,7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No
+3680,0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes
+5820,1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No
+618,5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No
+6025,2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No
+5185,3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No
+3664,6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No
+4531,4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes
+3113,0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No
+4180,5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes
+1413,1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No
+2201,7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No
+2001,3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No
+5252,2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No
+869,0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No
+2358,6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No
+2006,0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes
+3090,2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes
+4472,9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No
+4874,1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes
+356,3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No
+1162,9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No
+5347,9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No
+3064,7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No
+3125,5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,78.9,No
+3492,0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No
+5484,4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No
+3749,4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes
+6945,6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes
+1890,6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21,21,Yes
+579,2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No
+2319,7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No
+5628,6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes
+1691,8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No
+862,0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes
+4765,8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No
+4522,7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No
+2380,3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No
+2378,2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes
+4960,7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes
+5451,1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No
+4625,4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No
+1116,8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No
+1541,2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No
+6960,4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No
+5416,8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95,5535.8,No
+6478,9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No
+3649,0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No
+4751,8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes
+5623,9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No
+3297,9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No
+4706,6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes
+6167,3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No
+2500,0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No
+6220,6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No
+6229,6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No
+6239,0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No
+6247,3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No
+6930,5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes
+6538,5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes
+5300,8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes
+6715,1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No
+6711,3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No
+3409,4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No
+6726,0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes
+5231,1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes
+4677,8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes
+6753,4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No
+2052,2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No
+1776,5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,1802.55,No
+3499,0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+4305,0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No
+2536,0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes
+5054,6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No
+3731,2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No
+1592,8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes
+1723,2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No
+5510,6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No
+2611,5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes
+4786,6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No
+490,3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No
+5921,0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No
+2910,5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No
+1006,9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes
+4230,5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes
+2503,9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No
+4436,3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No
+2314,8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No
+2554,5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,892.7,No
+1417,5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No
+3096,3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No
+25,6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No
+2409,3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60,1682.05,No
+1113,7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes
+4176,4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No
+1552,2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No
+6017,4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No
+5259,5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No
+5672,5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No
+433,2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes
+4084,2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes
+2655,9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes
+3927,4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes
+4771,1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes
+5206,7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No
+1127,9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No
+4313,6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No
+5224,9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No
+5552,6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No
+2518,0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No
+6769,9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No
+1102,8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes
+6060,4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No
+4773,8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes
+4248,1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No
+5219,3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No
+4890,3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No
+194,2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No
+615,9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No
+643,4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No
+5062,2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes
+3116,9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No
+3410,4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes
+2776,7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes
+5774,9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No
+5951,5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No
+5902,7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No
+330,9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No
+2207,4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes
+5049,2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+6515,7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes
+2670,4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No
+972,0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No
+483,5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No
+2420,3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No
+2602,1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No
+719,6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No
+3624,9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No
+2059,7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No
+2803,1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No
+2566,3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No
+4704,1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No
+32,6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No
+664,8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No
+5540,3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes
+5303,9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No
+5813,8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No
+1444,5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No
+3355,8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No
+2792,9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No
+4956,3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes
+6864,5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes
+1705,4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No
+5170,7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+5502,3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes
+4734,4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80,3182.95,Yes
+4063,3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes
+4685,0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No
+3227,7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No
+118,8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No
+2277,3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes
+2905,4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No
+1401,5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes
+739,7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No
+2456,5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No
+170,7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No
+540,6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No
+883,3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No
+5277,0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes
+4722,7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No
+3443,5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No
+3800,7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No
+674,0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes
+3209,8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes
+6507,5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes
+2915,0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No
+3286,3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes
+1815,1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No
+5389,9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No
+6117,3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No
+2100,6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No
+4593,9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No
+6979,5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No
+5933,6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105,294.45,Yes
+2101,2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes
+5967,5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes
+3922,6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No
+1548,5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No
+4216,2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6632.75,No
+3470,6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No
+355,4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes
+4559,7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No
+3774,1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No
+5363,3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No
+2535,2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No
+6234,5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No
+3220,8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No
+5018,6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No
+2373,5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No
+1051,3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No
+3074,4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No
+2321,9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No
+6673,3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No
+5058,1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No
+1751,9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes
+3941,4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No
+1772,7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79,143.65,Yes
+1196,0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No
+1878,0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No
+2668,6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+7028,9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No
+2016,8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes
+2005,9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes
+5712,8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No
+1482,9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No
+3237,6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No
+328,5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No
+648,5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes
+2945,3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No
+3418,4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No
+1123,0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No
+6541,1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No
+2788,2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No
+4113,3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No
+6103,8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No
+3971,8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes
+3915,3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No
+5897,0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No
+1259,4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes
+5157,5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No
+5888,8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes
+7038,6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No
+1519,7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes
+1378,1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No
+5140,7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No
+1023,7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No
+6434,6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes
+2918,2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No
+4814,7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90,1993.8,Yes
+5009,0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No
+5286,3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes
+912,3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No
+2857,7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No
+6195,8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes
+1675,6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes
+1746,3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No
+3026,6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes
+532,4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No
+1736,7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes
+1629,3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No
+5065,6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No
+430,9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes
+1808,4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes
+4477,6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No
+4860,7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No
+4393,2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes
+4577,0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No
+234,1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No
+5654,1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No
+2222,8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No
+4292,2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes
+6237,7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes
+6896,3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes
+5132,3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No
+6282,1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No
+1948,8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes
+5384,3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No
+6250,3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No
+6596,0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No
+6447,8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79,4801.1,No
+1995,8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes
+2671,4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No
+5861,9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No
+2224,2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes
+1106,4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No
+5805,1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No
+818,0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes
+5945,8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No
+4104,3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No
+5639,6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No
+5117,5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No
+1697,3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No
+3558,8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No
+136,7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,No
+1642,1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No
+5418,8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No
+4075,3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No
+6636,3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No
+1180,4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No
+4416,6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No
+888,0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No
+2987,3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No
+6801,6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No
+2437,0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No
+3580,0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes
+4043,3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No
+817,0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No
+1111,9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes
+4863,8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No
+2341,4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No
+3167,5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No
+7039,2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No
+5937,5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84,613.4,Yes
+4620,8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No
+3065,5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No
+1264,6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No
+990,1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No
+1464,4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No
+1739,9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+6245,4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No
+4986,2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No
+353,0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes
+5368,6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes
+5485,7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No
+3442,0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No
+4943,4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No
+1489,6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No
+5633,1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No
+6011,5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No
+3130,0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No
+1228,2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No
+4190,3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes
+6264,2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No
+3764,6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No
+6665,1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No
+4012,6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes
+6588,3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No
+52,6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No
+4217,8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No
+4563,4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes
+4932,5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No
+3085,5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes
+159,7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No
+4338,9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No
+1587,5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No
+1589,7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No
+1479,6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No
+5432,1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes
+3145,2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes
+1469,5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes
+4629,6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No
+3094,1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No
+3891,7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No
+3534,2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes
+2078,7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No
+6895,5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46,2424.05,No
+4423,5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No
+4309,2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No
+6939,2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No
+3630,9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes
+2828,8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No
+436,4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No
+5914,3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No
+6818,2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No
+2960,5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes
+4692,0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No
+1588,8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No
+4591,8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No
+2780,4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes
+5439,5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes
+1590,7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No
+4340,4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No
+973,8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes
+1238,5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes
+2951,5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No
+2342,1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No
+5095,7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No
+4210,5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No
+4520,3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes
+6014,0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No
+2231,2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,740,Yes
+5270,6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes
+1497,3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No
+449,1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No
+2369,9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No
+6817,4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No
+3429,7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No
+4369,2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes
+2422,9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No
+6378,0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes
+5683,5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes
+6304,2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes
+1551,6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No
+6244,5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No
+1146,1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No
+4610,2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes
+2092,2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No
+1313,6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes
+2015,5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No
+187,8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No
+3816,4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No
+3426,4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes
+6066,5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes
+1381,3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No
+5697,1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes
+413,5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No
+6380,2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No
+3455,7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes
+941,0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No
+801,1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes
+3336,8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No
+6597,9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes
+2750,1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No
+5292,0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No
+4318,4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No
+256,7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No
+4035,1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No
+6907,1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes
+3199,3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No
+2235,9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No
+647,2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No
+1767,3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No
+4825,0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No
+5918,8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No
+5025,7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No
+5947,7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes
+5670,7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes
+24,6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No
+5566,2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No
+1088,7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes
+5169,7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No
+2694,2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No
+4630,1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No
+4438,2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No
+112,5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No
+2841,9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No
+2311,8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No
+3441,4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No
+3875,2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes
+6689,8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No
+6475,5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No
+56,8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No
+1309,7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes
+695,2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No
+5125,2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,1078.9,Yes
+1227,8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No
+1999,3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes
+276,4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes
+4694,0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No
+4060,0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No
+1833,8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No
+6194,2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No
+682,4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No
+4228,6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes
+6632,9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes
+5093,2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No
+4011,8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No
+1137,0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No
+2767,3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No
+4712,7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No
+6064,7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes
+942,7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No
+1036,6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No
+5532,8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No
+5674,3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No
+1346,2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes
+3575,9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No
+4103,5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No
+2784,7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes
+4323,3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes
+2384,2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No
+2988,6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No
+115,3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No
+4906,8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No
+3400,5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No
+7007,2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No
+3119,5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes
+6953,1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82,1127.2,Yes
+4989,0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No
+6893,5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes
+2819,1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No
+6021,3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No
+4855,0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No
+5862,9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No
+5790,0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No
+81,8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No
+3021,6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No
+1972,7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No
+1714,8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No
+3536,2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No
+4516,4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No
+5296,8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No
+3908,8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No
+6134,3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No
+1946,7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No
+4336,3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No
+4110,5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No
+4938,6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes
+3488,0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No
+1610,3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No
+6938,5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No
+1251,7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes
+4898,8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes
+3070,7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No
+5302,9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No
+6879,0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No
+6599,0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes
+5426,8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No
+5464,3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No
+3375,3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No
+665,2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No
+2194,2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes
+4604,8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No
+5992,0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes
+1017,9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No
+557,1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No
+6127,6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No
+6778,5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No
+1207,0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No
+4003,0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No
+4209,4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No
+1510,7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No
+3718,8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No
+6030,2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes
+3211,4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No
+6831,9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes
+5246,1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes
+266,6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No
+3761,9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No
+1140,9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No
+3162,6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No
+2111,3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No
+4991,1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes
+1909,3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No
+6525,2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No
+6008,4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No
+656,8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No
+6745,5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes
+6693,7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No
+4509,2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes
+998,2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No
+5659,0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No
+2834,4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No
+2809,4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No
+1784,5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes
+1237,2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No
+5865,2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No
+5375,9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes
+4379,7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No
+5269,5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No
+6217,1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No
+6951,9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No
+2186,5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No
+2913,6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No
+1134,2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No
+908,4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No
+4638,7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes
+1303,0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No
+6570,9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No
+1627,5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No
+4529,0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No
+1522,5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes
+835,4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No
+358,9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes
+138,6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No
+299,6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes
+1556,3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes
+1003,8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No
+382,8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No
+4856,8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes
+5106,8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No
+4861,6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No
+761,1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes
+3686,5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,999.45,Yes
+5602,9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No
+5164,6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No
+5769,3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109,7661.8,No
+6781,4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes
+4870,5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No
+5692,3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No
+4839,3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes
+1402,6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35,553,Yes
+4053,7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No
+6046,2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No
+2721,8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes
+1932,3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+5583,2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes
+3560,4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No
+6329,6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No
+6364,9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No
+6495,7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+5607,2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes
+3055,0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes
+6016,4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes
+3949,4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No
+4908,3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes
+2685,5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No
+7012,6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No
+58,3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No
+76,6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No
+796,2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No
+2416,8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No
+2248,9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No
+5146,3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No
+785,0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110,4874.8,Yes
+4046,0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No
+6855,8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No
+3158,7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes
+3106,2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No
+123,6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No
+2217,0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No
+5176,0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No
+3682,3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes
+5080,7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No
+3838,7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No
+6871,4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No
+6044,1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No
+910,1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes
+2172,1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No
+1850,3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No
+2309,5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No
+6590,1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes
+3634,3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No
+1257,0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No
+2495,6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No
+5307,1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No
+4511,3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No
+3501,8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No
+1178,0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes
+5747,9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No
+6794,1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No
+3650,5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No
+442,0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No
+5395,9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81,389.6,Yes
+1399,3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No
+2973,0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes
+2884,5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No
+1457,6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No
+4322,7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No
+6707,2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No
+3459,6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No
+1054,5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes
+3733,0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No
+4163,9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No
+3275,1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No
+5396,5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No
+3699,1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No
+929,8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No
+1415,5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No
+2372,0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No
+4974,4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes
+1829,3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No
+6838,2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99,1301.7,Yes
+3898,2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No
+4568,3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No
+4937,0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No
+6456,9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No
+1502,5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No
+5669,1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No
+1450,1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No
+4668,1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No
+2011,1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No
+5335,3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No
+3515,5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No
+4781,9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No
+5953,6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No
+6892,1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No
+3989,7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No
+3264,6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No
+5677,2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No
+5318,2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No
+5153,5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No
+4671,3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes
+6,1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No
+2980,5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No
+3739,5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No
+2487,6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No
+3361,8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No
+678,5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No
+1943,7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+6037,7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No
+6480,0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No
+5954,7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55,1165.55,No
+5403,0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No
+6045,4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No
+2607,5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes
+6416,9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No
+4502,1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes
+6476,1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No
+4080,6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No
+1064,3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No
+2894,8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes
+4467,0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No
+4607,2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No
+2242,3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No
+1474,9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No
+6926,1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes
+1889,8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No
+3435,4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No
+4367,3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No
+1053,5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes
+3705,9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No
+2021,0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No
+6706,7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No
+5015,0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65,2157.5,No
+5962,3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No
+2658,7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No
+2467,6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No
+5380,9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes
+1130,5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No
+1461,6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No
+5482,6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes
+6372,6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No
+3365,3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No
+6995,7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No
+4302,9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No
+3350,7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes
+2968,0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No
+222,6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No
+6523,2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No
+48,7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No
+573,4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes
+1236,5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes
+5356,5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No
+3033,5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No
+6823,7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No
+3382,6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No
+6323,0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No
+2282,1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes
+4767,1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No
+267,3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105,2007.25,No
+1104,8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No
+2305,4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No
+5538,4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes
+6182,2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No
+1935,7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No
+386,0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes
+1701,6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes
+1628,6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No
+3585,5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No
+5483,5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes
+2714,6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No
+4128,4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes
+5003,1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes
+6158,3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No
+1563,3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No
+3622,3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No
+5998,0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No
+2760,9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No
+3189,5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No
+4515,9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No
+209,1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No
+909,0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No
+1289,9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No
+6761,2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No
+1866,7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No
+1842,6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No
+2497,5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No
+5956,3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes
+104,3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,7611.85,Yes
+958,4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No
+1793,4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No
+2088,6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No
+2702,1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+3826,3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No
+5789,2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No
+331,9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No
+5452,3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No
+4618,6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No
+5103,6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No
+5338,2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No
+2459,7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No
+1774,5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No
+6929,0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No
+4947,4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes
+4368,1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes
+4594,4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes
+2686,4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes
+5939,4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No
+5715,0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes
+5013,1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No
+4816,5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75,4213.9,No
+2897,8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No
+4997,4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes
+1710,6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No
+5417,9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No
+5377,8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No
+2478,7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No
+5012,9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No
+5291,1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No
+1366,7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes
+173,0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes
+858,3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89,5898.6,No
+6758,7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No
+5183,8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes
+3524,4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes
+3321,3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No
+5129,0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No
+6139,3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No
+4404,1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No
+3997,6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No
+1952,0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No
+3311,6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No
+2492,9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes
+4204,4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No
+6481,9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No
+2036,8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No
+5518,9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes
+6714,7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No
+6354,3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No
+3403,9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No
+18,4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes
+3691,2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No
+5310,6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No
+0,7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No
+3628,5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No
+5573,5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+2174,1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No
+1356,0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No
+5235,4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No
+6471,0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No
+6501,4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No
+2826,3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No
+4237,6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes
+396,0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No
+5461,1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No
+3112,8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No
+182,9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes
+5498,1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,46,Yes
+5568,2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No
+1812,2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No
+4535,9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes
+5752,7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,1796.55,No
+5108,7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No
+816,6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes
+1572,7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45,127.1,Yes
+4877,4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No
+1800,6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No
+2280,2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No
+2429,8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No
+3893,5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No
+5570,5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No
+4707,0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No
+5322,8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No
+4315,9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes
+6077,8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No
+6122,7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No
+6084,5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,No
+1830,7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No
+601,5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No
+5835,4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No
+6550,1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes
+5050,7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes
+554,5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes
+1159,4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes
+1213,6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No
+880,9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes
+1325,7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+4316,8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No
+997,1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes
+700,1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No
+2700,2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No
+5044,9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No
+1847,1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No
+5168,6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes
+2796,0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No
+1455,1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No
+6658,0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes
+4105,5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No
+3994,0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes
+866,0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39,2337.45,No
+5382,6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52,2884.9,No
+1644,3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes
+2140,3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes
+4848,5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes
+3520,6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No
+4421,4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No
+5684,0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes
+1490,8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No
+4504,8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No
+4990,4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No
+729,2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No
+4669,8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No
+779,0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes
+2620,7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No
+1936,2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No
+3793,6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No
+6567,6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No
+6071,0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No
+3333,4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No
+1110,0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No
+3655,6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No
+5718,9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes
+6292,0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100,3835.55,No
+2998,4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No
+2394,8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No
+1185,5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes
+2007,8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes
+193,9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No
+1515,1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No
+5627,9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No
+578,6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No
+2123,8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No
+1429,4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No
+771,0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes
+2587,5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No
+2395,6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No
+6996,4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes
+1846,7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No
+131,6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes
+178,5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No
+3740,0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No
+6734,8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes
+1811,2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No
+4508,3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No
+6992,0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No
+2580,7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No
+6169,4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes
+4667,5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No
+2652,4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No
+4595,2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No
+2073,3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No
+658,4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes
+1896,7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No
+6555,8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No
+2606,1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No
+2221,8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No
+3659,0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No
+6659,3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No
+2379,3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes
+1447,2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes
+5766,1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60,1347.15,No
+342,7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No
+3372,2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No
+6160,0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No
+6204,3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No
+2527,8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes
+727,6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No
+5542,2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No
+976,5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+4025,2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes
+5023,6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+1928,2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes
+3516,7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes
+6770,3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No
+4588,2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95,3008.15,No
+6856,4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No
+4279,8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No
+3755,8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes
+6759,1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No
+3940,1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No
+1299,4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes
+4902,5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No
+6466,3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No
+660,5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes
+1790,3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes
+1492,3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes
+4730,7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No
+493,5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No
+3647,1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No
+5143,5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No
+4949,3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51,305.95,Yes
+2315,2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No
+6537,1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes
+6482,5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes
+5969,4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No
+1085,4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes
+6640,3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No
+6464,4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No
+694,2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No
+1278,4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No
+3198,8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106,4178.65,No
+4966,3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No
+4753,5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes
+1621,6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes
+4091,8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No
+3708,6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No
+3944,4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No
+2561,3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99,7061.65,No
+4920,0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No
+4766,1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No
+67,3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No
+1731,8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+5593,4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No
+2269,0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes
+4955,5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes
+4539,4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes
+5011,9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No
+5545,7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No
+820,4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No
+1226,7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No
+1677,3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No
+5886,1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No
+2867,7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No
+3447,9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No
+5492,2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No
+2367,0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes
+4165,9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No
+4691,3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes
+2512,5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No
+5460,6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No
+2723,1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No
+6275,0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No
+5996,5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No
+5199,7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No
+1143,2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No
+397,6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes
+6487,5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No
+4161,4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No
+786,4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No
+6036,8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No
+4705,5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No
+1398,3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No
+1659,3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No
+5796,8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60,2768.65,No
+5111,6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes
+3134,7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No
+3789,0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No
+3398,3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No
+2220,2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No
+979,6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No
+2331,2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No
+3784,4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes
+1298,5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No
+4272,1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes
+4639,7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No
+5695,1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No
+3693,7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No
+82,9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes
+4088,1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes
+1967,0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes
+6829,8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No
+5505,4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No
+423,3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No
+6097,9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81,5750,No
+1904,3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes
+6384,1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No
+3917,3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes
+3618,3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No
+839,4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No
+4442,9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes
+141,4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes
+5814,0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No
+1377,3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No
+3674,7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes
+5470,6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No
+6902,5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No
+3808,7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No
+1138,0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No
+2257,2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No
+1787,7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No
+3938,6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No
+4552,1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No
+459,1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No
+6435,0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No
+948,7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes
+3700,5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes
+1336,3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No
+5604,9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No
+1602,6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes
+2238,1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No
+639,0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes
+6798,7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No
+3830,2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes
+4851,2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes
+6291,2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No
+1070,6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes
+155,6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No
+2295,2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes
+6914,7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103,4414.3,Yes
+1089,4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No
+2940,6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes
+5952,4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No
+930,5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No
+2909,9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No
+4518,8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes
+6458,9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No
+3247,8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No
+6392,3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No
+5218,2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No
+7030,0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No
+6078,9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No
+6559,1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No
+1698,1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No
+6622,4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes
+7002,9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No
+5946,6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes
+3831,6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes
+6950,2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No
+6403,3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No
+985,9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes
+1821,3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes
+587,8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No
+6716,9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes
+5493,0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes
+6408,5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes
+6998,0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No
+4457,7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75,1573.95,No
+6086,0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No
+3557,2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No
+1395,0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73,3001.2,Yes
+264,1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No
+3547,1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No
+4386,3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes
+6425,9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No
+6043,6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes
+3864,4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes
+5841,7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes
+2400,5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93,870.25,No
+5082,8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No
+3711,4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No
+246,0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65,2531.8,No
+1594,6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26,1638.7,No
+6846,6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes
+6301,7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No
+923,9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No
+4339,6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69,2669.45,No
+669,0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No
+3604,9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No
+1910,6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No
+4896,3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No
+3958,4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes
+2696,5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No
+2591,8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No
+1781,2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No
+3013,2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71,2080.1,No
+2307,0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No
+4194,2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No
+3690,6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes
+687,0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes
+612,2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No
+3200,0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes
+2267,9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No
+6751,1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No
+5344,6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No
+1898,6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes
+4441,4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No
+258,4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes
+2924,1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes
+2822,9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes
+3339,8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88,6161.9,No
+3525,5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes
+2285,4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes
+484,5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes
+2211,5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No
+4347,4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No
+2555,1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60,487.75,No
+7,6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No
+3657,8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No
+5964,9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No
+2426,1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No
+1814,5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No
+2274,0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes
+1011,6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No
+6647,8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No
+1067,7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No
+1991,0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No
+3970,2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No
+4994,9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes
+3867,4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No
+6908,1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes
+3048,1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No
+781,7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No
+6836,5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes
+1749,1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No
+2791,1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No
+1091,5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No
+6300,3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No
+5994,9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes
+5709,5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No
+2608,4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes
+5771,1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No
+2290,7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes
+1727,5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No
+610,6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes
+343,9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No
+5488,7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No
+3750,4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No
+3215,3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No
+97,0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes
+4409,5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No
+1537,2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No
+3588,9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No
+3648,9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No
+5601,2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No
+1517,2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No
+6192,0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No
+3669,2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No
+2090,6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No
+572,5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No
+6398,3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106,7723.7,Yes
+5843,1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No
+3062,8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No
+4449,2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No
+5091,2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes
+5326,5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,288.05,Yes
+4701,5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No
+370,6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No
+1938,7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No
+6389,3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No
+6075,5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No
+3670,5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No
+3652,0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes
+2361,5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+4260,5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No
+4372,4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No
+6343,0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No
+3737,8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes
+4319,6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110,7138.65,No
+4840,5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No
+4872,8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No
+1171,6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes
+5433,7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No
+1422,3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No
+6314,8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No
+6193,5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No
+6187,0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No
+874,4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No
+2297,3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes
+2643,3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes
+6098,4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No
+840,0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100,5509.3,Yes
+581,3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes
+204,9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No
+1641,5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No
+2014,4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No
+3253,8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No
+4331,5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No
+905,0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes
+631,9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55,2473.95,No
+4982,7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes
+4506,5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No
+1974,1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes
+162,4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No
+4794,0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No
+6322,8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,303.15,Yes
+6241,8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes
+875,3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No
+1431,6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No
+5928,1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No
+4381,7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes
+6540,5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No
+2856,2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No
+1861,7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+2659,3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No
+3384,4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes
+6463,0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No
+4647,7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No
+3331,7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No
+5758,5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No
+5930,8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No
+4897,2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No
+2096,0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes
+2003,1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes
+546,6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes
+1449,6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No
+4866,3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No
+2610,5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes
+1900,0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No
+5544,9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes
+2757,0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No
+1885,7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No
+6807,2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No
+2097,8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No
+6121,7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No
+6321,1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes
+836,8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No
+3471,1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No
+5598,6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No
+2171,3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No
+6048,9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes
+5993,2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No
+398,2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No
+2010,3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes
+6764,7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+1283,4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No
+6199,2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes
+5374,8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes
+4256,8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,2006.95,No
+1836,6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96,2122.45,Yes
+1019,9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No
+1326,6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No
+4348,6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes
+475,2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes
+2810,8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No
+5278,1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No
+1651,8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes
+6533,1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No
+6677,1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No
+2528,4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes
+1206,6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No
+5638,5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes
+5409,6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes
+7032,6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes
+867,2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No
+2974,1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes
+541,2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No
+1132,5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes
+6824,8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes
+3390,0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No
+5055,6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No
+2962,3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31,95.05,Yes
+4155,6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No
+3259,9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No
+4562,5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No
+6954,9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No
+2583,6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No
+2813,6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No
+5456,8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes
+6099,7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No
+3586,8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40,223.45,Yes
+4596,2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No
+5990,1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No
+2630,0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No
+6007,2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No
+4475,4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No
+1080,0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No
+4283,7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No
+2085,8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes
+2452,5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes
+2023,4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81,371.65,Yes
+5402,5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No
+226,6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No
+1013,4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No
+1929,2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No
+4952,7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No
+1404,1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No
+2179,7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No
+697,5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes
+1124,8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No
+3895,4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No
+1778,6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No
+4480,7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes
+2634,6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes
+3489,0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No
+1037,4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No
+2256,4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No
+6713,4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No
+6962,0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes
+313,2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No
+2649,3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1584.8,No
+2281,9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes
+5037,8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes
+2547,7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No
+2159,8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No
+3137,4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No
+5850,6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes
+3967,5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No
+1428,7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes
+4985,4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No
+2520,5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No
+6916,7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No
+5195,1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No
+448,5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No
+5911,1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No
+1284,8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No
+3727,9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes
+361,5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No
+5671,6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No
+5609,4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes
+2460,2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No
+22,1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+2066,1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No
+1653,6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No
+702,1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No
+5090,6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes
+2743,2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No
+1376,3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70,347.4,Yes
+5721,6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No
+2468,2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes
+3754,7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+2325,3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No
+460,4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No
+4183,6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No
+4082,0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes
+1486,5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes
+3678,6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No
+282,2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No
+4308,7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No
+3537,5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No
+4934,2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No
+2581,0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,198.7,No
+1368,6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No
+6346,9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes
+4716,5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No
+597,5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No
+4351,6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No
+5717,8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No
+6991,3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes
+6631,2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No
+5257,6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes
+3468,0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No
+4487,4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No
+2990,2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes
+6260,0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No
+2544,7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No
+5223,1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No
+5148,6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No
+4066,4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No
+3988,6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No
+6803,5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No
+685,1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+4478,0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No
+3243,3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No
+5444,1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No
+4083,0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes
+2837,2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+3697,4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No
+4040,9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No
+2230,5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No
+5133,6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes
+2320,1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No
+521,4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No
+522,0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No
+5494,8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes
+5665,6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No
+5662,3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes
+6353,8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No
+780,5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No
+6841,8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No
+6418,2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No
+651,2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes
+5242,5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes
+2196,6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No
+369,3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No
+4606,1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,300.7,No
+4214,4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes
+377,9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes
+4935,4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No
+2216,8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No
+6826,7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No
+1613,3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No
+6315,5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No
+3632,2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No
+962,9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No
+6334,4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104,7039.05,No
+6603,2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No
+5359,5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes
+359,9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No
+3839,8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No
+4700,5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No
+1246,9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No
+4899,1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes
+3694,1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes
+5944,5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes
+2567,0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes
+3423,2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes
+2037,8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+772,3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+6470,4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No
+3562,1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes
+6660,1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes
+6433,2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No
+4649,5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No
+1674,2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No
+365,1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes
+4919,8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No
+4546,5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes
+4327,0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No
+147,2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes
+6183,6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No
+3088,5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,3846.35,No
+5551,8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No
+407,0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No
+6499,2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+3456,0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No
+4182,4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes
+3576,2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No
+3271,3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes
+1031,1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No
+4600,1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No
+855,2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes
+3926,7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No
+78,0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No
+2247,0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No
+5204,4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No
+6653,8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No
+6473,9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes
+4829,1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,524.35,No
+788,0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No
+2279,5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No
+4095,0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No
+3897,8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No
+4575,8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No
+5846,3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No
+3631,2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes
+6176,0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes
+424,8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No
+392,0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No
+6925,6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No
+6643,3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No
+4200,8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No
+2672,2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No
+6438,3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes
+4747,8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No
+3493,5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No
+1459,3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No
+5074,2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No
+6999,2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes
+3835,8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No
+5445,1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No
+6858,2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes
+5459,2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No
+2355,5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No
+2442,2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes
+5472,4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81,1923.85,No
+464,1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No
+163,4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No
+6091,3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes
+6302,9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes
+6747,5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No
+6982,8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No
+2009,7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No
+3084,8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No
+900,1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No
+5507,5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No
+2293,9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No
+4481,8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No
+3716,6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102,1145.35,Yes
+5840,1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No
+1764,3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No
+1549,4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+3029,1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes
+5309,0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No
+2044,2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No
+767,7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No
+1508,2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No
+6843,9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes
+4517,2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes
+4219,5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No
+5849,0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No
+4597,3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes
+3292,7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No
+819,4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88,5986.45,No
+1403,2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No
+1382,4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No
+2148,1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No
+1638,8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No
+6771,1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No
+399,5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No
+882,3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes
+3565,4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes
+6288,3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No
+1179,5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No
+4244,9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No
+4793,2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No
+2130,8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes
+456,5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No
+1950,9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes
+689,5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No
+5561,5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No
+1953,5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+2710,3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No
+5216,3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes
+4349,7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes
+6109,8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No
+1884,2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No
+6339,7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes
+6218,8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No
+2494,1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes
+3036,4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No
+3603,1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes
+845,0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No
+542,2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+3724,5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No
+4187,2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No
+3679,1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes
+5620,5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No
+6749,8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No
+4823,9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes
+2964,9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No
+2529,0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes
+1048,2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No
+1960,5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No
+2530,0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No
+5174,0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes
+237,9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No
+1133,3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No
+5824,5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No
+4259,1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes
+5193,7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No
+5281,7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No
+6727,0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No
+2978,2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No
+5572,4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No
+5406,9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No
+4743,6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No
+3919,9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes
+3138,5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes
+6279,4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No
+4073,7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes
+6047,0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No
+3229,5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes
+1826,6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No
+593,0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No
+2725,4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No
+4137,7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No
+560,6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No
+5513,0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No
+4942,2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes
+243,9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No
+4437,3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No
+4868,2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes
+405,7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No
+1442,3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No
+261,3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes
+4709,4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No
+7017,4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No
+1689,0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No
+1725,5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No
+2496,2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No
+6709,7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No
+340,6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No
+4901,3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+1601,2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No
+4576,3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No
+3725,0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes
+6974,0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No
+2785,4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No
+1523,9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No
+5238,7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No
+6246,7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No
+6521,1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No
+1766,8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No
+6947,2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No
+4037,0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No
+5562,8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No
+5703,0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No
+6581,2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No
+363,5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No
+6966,6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No
+6934,6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No
+4443,2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No
+5610,1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes
+6500,9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No
+2562,0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No
+6680,9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes
+6453,8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes
+3083,1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No
+6484,2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No
+2102,2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No
+632,1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No
+2493,8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No
+2665,8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No
+5097,8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No
+4406,3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No
+5165,8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+4987,5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No
+2334,9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No
+6238,5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74,3919.15,No
+3619,6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No
+3883,8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No
+5273,7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No
+4211,2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes
+1494,2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes
+2401,1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No
+3874,4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No
+1232,1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes
+2661,8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No
+2817,0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No
+6430,2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No
+5818,3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No
+4153,5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No
+5239,2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No
+3061,8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes
+6018,8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No
+6967,8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes
+1735,2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No
+2823,4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No
+5365,0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20,1250.1,No
+4819,0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes
+2475,0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No
+2564,3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,1425.45,Yes
+5929,5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No
+5441,3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes
+707,8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No
+3046,8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No
+6009,6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes
+5371,0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes
+72,1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No
+4448,6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes
+6584,6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No
+1190,6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No
+2601,7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No
+1125,8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes
+1241,0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No
+6305,1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95,2497.2,Yes
+5809,8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No
+3351,1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes
+4008,0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No
+1577,9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes
+3906,6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes
+3729,3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No
+4358,6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No
+1343,7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No
+7024,7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No
+440,0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No
+1100,9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No
+2637,7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No
+4954,9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes
+649,3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70,1732.6,No
+1546,7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No
+6024,5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes
+5370,0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No
+2852,5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No
+3503,9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No
+5086,3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes
+630,5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes
+4768,3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No
+1249,2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes
+5812,3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes
+482,4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No
+1584,9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No
+4676,3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,377.55,No
+1462,9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,666.75,No
+3040,7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes
+5411,7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes
+3273,7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes
+3683,7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No
+4145,8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No
+4953,1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No
+3225,4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No
+1072,7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No
+2631,6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes
+1660,1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No
+2425,0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No
+5935,2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No
+5345,9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes
+3097,2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No
+3976,5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes
+6299,9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No
+6681,1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes
+4998,8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No
+5579,2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes
+1408,5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No
+1845,4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No
+1798,3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No
+3957,2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No
+1475,6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No
+35,6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No
+444,1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No
+2359,2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No
+3654,8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No
+3179,3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No
+1286,8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No
+5212,3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No
+4445,3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98,6218.45,No
+3416,0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No
+2137,8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No
+2636,0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113,7987.6,No
+4016,7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No
+6802,5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No
+1681,4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1849.2,No
+5119,6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No
+1692,1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No
+5189,6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No
+5606,6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No
+3635,5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No
+372,6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No
+5405,4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No
+6667,0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes
+140,3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No
+4419,1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No
+6556,0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,105.5,No
+5787,6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes
+714,4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No
+3188,0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes
+6214,6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No
+4431,8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No
+4921,0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No
+406,4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No
+20,8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes
+1004,7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,417.7,No
+2411,6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No
+2545,0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No
+2390,1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No
+5655,5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No
+42,9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No
+2830,1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No
+3371,4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes
+3022,1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No
+3364,5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes
+4399,3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No
+11,7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No
+4760,3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No
+1177,2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No
+1947,5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No
+2501,6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No
+2863,4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No
+3865,5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24,24,No
+1026,4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes
+3848,8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No
+2989,3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No
+961,4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No
+2889,9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50,2919.85,No
+3015,1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No
+3338,1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes
+4967,4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes
+735,7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No
+4400,5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No
+1440,7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No
+2875,9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes
+3986,6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No
+916,3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No
+5876,4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,86,Yes
+5491,3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No
+4089,4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes
+6502,6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No
+5499,4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes
+2772,3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74,4868.4,No
+1624,2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes
+6891,7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No
+821,5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No
+1367,4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No
+3712,9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No
+6324,5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No
+850,6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No
+1000,8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes
+5228,3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No
+4114,1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No
+1637,4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No
+1667,4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No
+4589,1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No
+3173,9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No
+5355,4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No
+1347,5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No
+6840,1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No
+3230,8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No
+6369,6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No
+5407,9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No
+4783,8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No
+3232,2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No
+5760,4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No
+703,6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No
+7022,7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No
+3291,9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No
+3673,1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes
+2408,6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No
+1327,4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes
+6551,6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96,6109.75,No
+6338,2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+4440,3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60,2548.55,No
+6735,6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No
+986,2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No
+5590,0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No
+6386,6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No
+6055,6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,340.4,No
+5830,6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No
+4049,6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No
+3485,6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes
+2474,5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No
+3873,7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No
+1198,5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No
+4181,4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No
+1518,1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No
+5838,9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No
+1799,9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes
+1014,4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes
+128,3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+1364,1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No
+5412,3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No
+4470,8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No
+891,3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes
+2793,3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No
+5912,7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes
+4403,0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No
+6703,2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes
+6039,5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes
+3249,4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No
+1208,5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes
+3868,1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes
+6318,0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No
+4065,7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+6023,4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No
+1239,0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No
+2289,4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No
+2740,0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+275,6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes
+4585,1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes
+1035,1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No
+1229,9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No
+1008,8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes
+3828,8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No
+2532,9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No
+4293,2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes
+1058,2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes
+5220,2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58,1734.5,No
+281,8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No
+1043,4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes
+1316,9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No
+968,3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No
+2381,7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No
+5617,0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No
+1939,8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No
+6560,9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No
+1274,7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No
+619,4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No
+5113,9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No
+1742,5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes
+1390,8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No
+5733,4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No
+1579,9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes
+1655,7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes
+3568,2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No
+2352,3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No
+2212,8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No
+7001,6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes
+3178,2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes
+3192,1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No
+1307,1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No
+575,9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No
+2360,7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No
+1280,2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No
+6820,6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No
+4957,4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No
+5827,3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No
+1993,9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes
+2639,2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes
+269,7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No
+629,4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes
+6574,6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No
+3081,6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes
+3466,9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No
+6146,4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes
+4396,0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes
+4023,1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No
+6669,3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No
+2046,2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No
+4356,3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No
+5528,9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No
+2113,7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95,4368.85,No
+27,8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes
+2040,7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No
+3928,4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No
+6362,6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No
+3216,7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes
+6557,8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,3320.6,No
+3814,6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No
+129,2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No
+5214,2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes
+6911,0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No
+4599,1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No
+13,0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes
+6040,0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes
+4476,7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+1525,3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No
+2365,7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No
+4648,9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No
+3052,5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No
+4005,2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes
+2340,0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45,2196.3,No
+374,6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No
+6249,7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No
+6762,9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55,2010.55,Yes
+939,0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No
+6738,3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No
+4573,6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No
+2147,2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19,348.8,No
+3591,0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes
+5564,3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No
+6786,9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes
+5920,9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No
+3623,9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No
+529,0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No
+3714,7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No
+4732,1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No
+1269,8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No
+4281,8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35,1782.4,No
+1394,2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No
+4850,0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No
+4009,4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No
+4390,0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No
+1797,0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No
+2979,8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No
+1441,2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No
+5263,9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No
+6860,0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes
+3811,3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No
+1273,9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No
+4703,2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes
+1712,6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No
+955,9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes
+5209,1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No
+5626,2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No
+6223,2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,506.9,Yes
+6465,8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No
+403,3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No
+2071,3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No
+6687,5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes
+1977,5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No
+158,6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No
+3888,6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes
+902,2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes
+352,4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No
+4540,6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No
+4130,4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No
+754,0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No
+2971,9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No
+7008,1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes
+2920,9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No
+311,7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No
+4644,5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No
+661,8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No
+1989,9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No
+3665,1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99,6994.6,No
+306,0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes
+2335,3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No
+4790,5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No
+2356,3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No
+3702,4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes
+3804,9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No
+1927,4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes
+6330,9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No
+3427,9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No
+749,8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No
+3638,7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes
+6041,3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No
+1266,1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No
+5343,4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No
+6221,0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No
+3595,2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes
+2134,8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No
+5066,7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No
+4109,0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes
+4969,2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No
+4904,0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No
+514,2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95,2852.4,No
+6562,3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes
+409,7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+5250,3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No
+7014,9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No
+6963,9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No
+6101,4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No
+207,1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes
+458,4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,38,No
+2054,9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes
+2430,1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No
+250,4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No
+6013,5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No
+1107,0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No
+5710,6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No
+1713,1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No
+3911,0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes
+715,5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No
+552,2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No
+1439,0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes
+2270,4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes
+3144,7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No
+6720,9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No
+1925,2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No
+634,9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No
+316,3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No
+6610,9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No
+427,8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No
+5221,5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No
+105,6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No
+3041,1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+4238,5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No
+2169,6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,4985.9,No
+1709,3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No
+89,3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No
+2241,2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No
+3174,6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45,2689.35,No
+5253,2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73,2471.25,No
+1949,8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No
+4044,2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No
+2848,7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No
+1,5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No
+4337,2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No
+935,6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No
+6028,1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes
+2720,3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes
+591,5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No
+6852,2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No
+2936,3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No
+2448,9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes
+1576,0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No
+5879,6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No
+213,4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20,540.05,No
+778,3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107,6152.3,No
+3496,5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No
+5523,5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No
+2043,6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No
+6382,8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No
+1567,1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No
+165,6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No
+4702,6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No
+3566,9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No
+5388,5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+6692,8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No
+2013,7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No
+273,4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No
+3860,9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No
+4167,5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No
+6920,2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No
+3788,1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes
+394,3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No
+583,1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19,19,No
+7020,9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No
+6526,3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes
+6797,8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No
+6731,0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No
+520,5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No
+1763,6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No
+1875,9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No
+3965,3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No
+3344,6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes
+2253,0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No
+3224,4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes
+526,8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No
+2946,3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No
+4473,2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No
+3899,9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No
+692,9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No
+6652,0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No
+4444,0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes
+3633,3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No
+1050,1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes
+590,0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No
+519,7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No
+3380,5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes
+3676,2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No
+5802,3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No
+5179,9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes
+1607,4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes
+3610,2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes
+6717,3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes
+1809,9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2642.05,Yes
+791,3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No
+792,5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No
+6789,7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+1855,5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No
+1980,1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No
+3233,0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No
+3598,6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No
+933,4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes
+3963,3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No
+5230,5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No
+6536,3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+4179,8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No
+4026,0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No
+6232,9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes
+4116,2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No
+988,9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No
+5427,2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No
+3453,0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No
+6429,6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No
+3778,9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No
+5908,4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes
+3093,9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No
+3155,4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No
+5069,1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes
+3201,4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No
+5681,2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No
+1098,9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No
+5848,9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No
+2844,2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes
+886,2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No
+6948,2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No
+5457,9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51,581.7,No
+515,9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes
+6496,2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes
+4833,8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No
+1453,5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No
+3553,6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No
+3609,4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No
+4665,3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No
+2506,8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No
+2994,8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No
+3999,5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes
+6671,5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No
+906,5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No
+28,5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No
+6228,8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No
+2507,9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No
+2428,2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes
+5043,4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes
+762,7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes
+3747,1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No
+4811,5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46,193.6,Yes
+284,9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes
+686,5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No
+6506,5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes
+2353,2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No
+5664,0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes
+6050,0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No
+21,1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No
+2752,4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes
+885,4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No
+917,4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No
+1040,1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes
+5584,6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes
+1265,1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No
+4579,5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No
+6095,0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No
+277,3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No
+5084,8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No
+2084,1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes
+1245,6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No
+2382,6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No
+571,7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No
+1435,9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No
+3902,5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No
+5089,0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No
+1247,5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No
+4681,9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes
+3526,9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes
+2514,8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes
+1007,6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes
+4770,7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No
+4543,7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No
+5856,9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No
+6100,3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes
+2064,7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No
+5558,0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No
+1690,5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No
+6079,9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No
+1985,8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes
+294,1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No
+1547,2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes
+2012,6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes
+588,0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No
+3329,5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No
+2403,0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No
+2129,9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes
+3998,6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No
+6163,3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No
+3741,2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No
+3508,2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No
+2719,4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No
+4521,8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No
+5150,7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No
+6412,6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No
+6419,3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No
+556,2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No
+4795,6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes
+2469,4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,599.3,No
+3738,4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No
+4286,4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No
+5797,1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No
+5289,3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No
+1716,5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No
+2604,6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No
+5808,2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No
+1704,0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes
+2139,8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No
+3239,3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No
+2383,3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No
+4311,2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes
+1285,9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes
+6175,4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No
+6289,9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes
+3930,8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No
+5324,7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No
+1591,8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No
+6977,2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No
+2162,6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No
+2396,4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95,3591.25,No
+317,2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes
+6317,7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes
+3111,8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes
+5233,0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes
+5624,4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No
+6835,7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No
+4036,4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No
+795,5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No
+3020,5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No
+1711,9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No
+3387,3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No
+36,6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes
+4549,2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No
+913,5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No
+5295,2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No
+3972,5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No
+4133,2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No
+974,0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No
+983,8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes
+6620,6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes
+1418,9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No
+1560,7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No
+4135,8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No
+5613,3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No
+4265,2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes
+1355,5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No
+6589,3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No
+6674,6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No
+987,3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No
+2682,9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes
+5047,8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No
+1640,2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No
+1290,3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No
+3681,4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4680.05,Yes
+1380,1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No
+1933,1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No
+4675,7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100,4211.55,Yes
+5924,2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No
+3160,2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No
+2030,3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No
+892,6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No
+4876,5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes
+4069,9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No
+4255,2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes
+2,3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes
+2109,3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No
+849,7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No
+2737,5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No
+2466,7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No
+1914,5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No
+1596,7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No
+1913,7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No
+5139,5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No
+6872,5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No
+2736,0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No
+726,4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No
+53,7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes
+1796,2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No
+3845,0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes
+2553,9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No
+2800,0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No
+936,5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No
+5806,7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes
+824,4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No
+4321,5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No
+3401,4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No
+1389,8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes
+3564,7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No
+884,5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No
+4867,0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No
+1868,3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No
+5181,5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No
+10,9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No
+3415,1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83,5685.8,Yes
+1463,4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes
+806,7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No
+5741,5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes
+6740,7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes
+4068,3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No
+2108,0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No
+5943,2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes
+6981,5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No
+2234,4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No
+963,4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No
+4494,0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No
+2632,9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No
+704,1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No
+431,7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No
+4388,3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No
+145,5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No
+2033,8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+5909,5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No
+1165,6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No
+3500,5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No
+2050,4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No
+3760,8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No
+2624,0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No
+4484,7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No
+4435,5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No
+5608,9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No
+5454,2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+4361,8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No
+2424,5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes
+1262,6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No
+1771,7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes
+3511,3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No
+271,7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No
+4792,7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes
+7011,5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes
+244,4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No
+6828,2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No
+4572,6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No
+2032,3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes
+6488,0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes
+5563,4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No
+813,3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No
+3810,2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No
+6987,5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No
+5716,8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No
+1804,6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No
+5982,3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No
+4346,9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No
+2461,7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No
+545,7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No
+3241,3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes
+738,1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No
+310,1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No
+3521,2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No
+1131,8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes
+6932,0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No
+4111,7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No
+2769,5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes
+920,7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No
+3587,6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes
+3959,8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No
+38,5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes
+4459,3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes
+4278,6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No
+2983,4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No
+5290,0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No
+7026,8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes
+5217,5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No
+2667,8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No
+3223,3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No
+1182,3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No
+6387,9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No
+614,7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No
+6912,2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No
+1466,8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No
+4497,0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No
+3042,1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes
+934,4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No
+2419,2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No
+5085,7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No
+6351,1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes
+5704,0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No
+4822,2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No
+826,3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes
+1521,9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No
+2930,5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No
+4232,3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes
+628,2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No
+4430,5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No
+3853,7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No
+390,3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No
+4345,4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No
+6862,1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes
+3990,6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No
+400,2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No
+4806,6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No
+5135,1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No
+5687,9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No
+3359,3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No
+46,5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No
+6752,9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No
+6937,7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No
+3642,2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No
+3726,1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes
+6444,6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes
+5208,6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No
+5319,9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No
+6832,9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No
+2421,3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No
+1750,4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No
+6805,4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No
+5767,1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No
+4062,1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes
+338,7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No
+215,0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No
+3663,4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No
+1341,9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes
+6437,2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No
+3894,5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No
+3640,1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes
+329,2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No
+5537,8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No
+3004,3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes
+6721,6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No
+3115,4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes
+6808,1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No
+2322,1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No
+4197,5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No
+3549,6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No
+1458,7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes
+171,1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes
+4203,4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No
+5896,1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No
+3569,9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No
+4226,3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes
+5158,8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No
+5744,1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No
+6594,8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No
+938,2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No
+60,0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No
+1240,2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No
+5136,3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No
+5884,4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes
+2120,5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,1210.3,No
+1524,1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No
+153,9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No
+481,0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes
+4460,0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No
+3920,6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No
+1762,9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No
+750,8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No
+1785,1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No
+6613,9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No
+4501,5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No
+4853,0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No
+2711,0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes
+5689,5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No
+4193,2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No
+1333,0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No
+7035,8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No
+2854,4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No
+186,4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No
+1136,6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1209.25,No
+2058,0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No
+5903,1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No
+6200,7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No
+148,6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No
+4124,3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No
+4889,9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No
+6683,9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No
+3363,3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No
+4788,9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No
+2866,7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No
+3776,6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No
+1386,8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No
+6649,4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No
+5825,1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+3629,7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No
+6333,8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106,6441.4,Yes
+4797,3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No
+3028,8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes
+2969,1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No
+6120,6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No
+1708,8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes
+2953,2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes
+454,4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No
+609,3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes
+4263,2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No
+4826,3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes
+5968,9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes
+2074,6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes
+4052,9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes
+5723,7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No
+1622,2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No
+4683,9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No
+5497,7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes
+6165,0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No
+40,8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No
+5475,1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55,3092.65,Yes
+2089,3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No
+3924,7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes
+2175,7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes
+74,5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No
+5634,2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes
+6946,9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No
+2657,3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No
+3180,6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,63.6,No
+2076,7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No
+441,5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No
+2051,5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No
+2541,0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No
+1301,9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No
+3430,9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No
+1304,8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes
+236,0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No
+6733,4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No
+2599,6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73,5265.2,No
+4616,4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No
+2573,4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes
+3280,6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No
+3186,3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No
+3953,4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes
+2768,1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No
+4831,4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No
+4223,4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No
+2106,4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No
+2679,7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes
+2761,2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes
+4688,2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No
+5399,2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No
+1387,7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No
+6605,7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes
+6368,2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,181.7,Yes
+5660,1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No
+6792,4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes
+5000,5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No
+1279,3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No
+6281,7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No
+6899,3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes
+1555,9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes
+6800,1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes
+3190,3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No
+4566,8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No
+4802,9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No
+6600,4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes
+4841,9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No
+3594,9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No
+1920,4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No
+513,8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No
+4177,3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No
+1308,3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes
+914,6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No
+3452,8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No
+3695,6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No
+4242,6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+3156,9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No
+2198,9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No
+774,2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes
+4425,3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No
+943,6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No
+822,7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No
+5005,2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes
+4277,5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No
+164,2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No
+5619,4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91,1859.5,No
+4547,5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No
+3983,1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes
+2538,7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No
+6712,1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No
+1311,3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No
+5207,9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes
+6399,2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No
+5383,2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes
+5871,0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes
+6531,4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No
+3300,1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No
+3310,9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes
+327,5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes
+2490,7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No
+6593,4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes
+4408,2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No
+832,3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No
+3079,2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes
+3462,3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes
+5297,7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No
+6166,4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes
+54,4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No
+4064,0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No
+3451,5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No
+1901,5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No
+1481,9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No
+4873,2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No
+4895,1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No
+4150,0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89,605.45,No
+3335,9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25,316.2,No
+4926,0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No
+946,6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No
+3293,2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64,370.25,No
+2161,5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes
+6816,2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+5083,7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No
+5961,2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No
+3057,7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No
+5490,2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No
+768,8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No
+6615,8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No
+3495,4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+285,6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76,1783.6,No
+6959,1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No
+4524,3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes
+6259,2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No
+2332,5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No
+2717,0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No
+2079,5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No
+3389,9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+722,4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes
+951,8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No
+6135,3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114,8175.9,No
+2262,4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes
+989,3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No
+3212,0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80,3168.75,No
+1759,2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No
+5781,1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No
+4422,6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97,3021.3,No
+5479,8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No
+1724,7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No
+5182,3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No
+341,6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No
+3701,3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No
+4243,9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No
+688,0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No
+3432,8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No
+5203,0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No
+4944,3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No
+966,4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes
+6644,0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No
+6361,5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No
+2203,4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No
+2713,5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+4757,1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes
+5098,8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77,237.75,Yes
+6198,0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No
+6943,0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes
+5280,6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No
+3572,1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No
+4805,2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No
+5299,5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes
+1990,4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes
+4120,9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No
+4759,8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes
+5775,4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No
+5298,5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No
+6150,5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No
+4971,1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No
+6866,0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes
+5034,9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No
+3600,8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes
+6424,6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes
+7009,7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81,1917.1,Yes
+5803,4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes
+385,4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes
+6141,5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes
+6426,3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No
+536,0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No
+6565,1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No
+5032,5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No
+4212,5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes
+3507,4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No
+201,8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No
+1332,4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No
+3502,6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54,2440.25,No
+2708,8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes
+5031,8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No
+4662,4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No
+4021,4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes
+1854,6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes
+6290,2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes
+2872,8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No
+3030,1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes
+1205,6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+1645,9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes
+3417,3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No
+3476,3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No
+5925,1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No
+2861,2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes
+1792,8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No
+5526,6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No
+3797,7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No
+3368,1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No
+3367,7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No
+3533,4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No
+6173,2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91,3180.5,No
+5109,7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No
+3449,5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No
+603,2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No
+3056,0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No
+6125,0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes
+126,4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes
+3876,7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No
+2935,9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No
+5443,7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No
+4451,1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No
+3531,4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No
+2730,1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No
+827,9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No
+1639,4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes
+984,8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No
+3281,6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No
+7000,0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No
+2188,3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No
+6483,3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97,1334.45,No
+2443,9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No
+362,0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No
+2349,9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No
+345,0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No
+814,4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No
+4807,9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No
+3205,3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No
+6900,7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,4905.75,No
+6746,8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes
+3325,0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes
+4106,9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes
+6296,4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No
+2116,4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes
+1834,8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes
+793,9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No
+6968,8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes
+2674,1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No
+94,9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No
+4225,5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No
+3756,9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes
+2891,0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes
+2371,2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No
+5831,9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes
+6236,1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No
+3228,3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No
+6274,4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No
+2853,0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No
+6514,6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No
+2912,0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No
+1865,7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99,4744.35,No
+5754,1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No
+4612,6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No
+1857,9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No
+2645,8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No
+2243,1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No
+5373,4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No
+2336,3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes
+950,4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes
+3068,1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No
+1120,1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No
+2597,5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No
+2204,2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes
+419,5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes
+922,4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No
+1254,9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No
+477,4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No
+2035,8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No
+6479,4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55,55,Yes
+5788,4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No
+5742,5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No
+5567,8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103,5166.2,No
+1202,3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes
+2626,4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No
+5765,1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes
+6775,3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No
+1970,5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes
+3110,6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+4018,2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No
+2151,2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No
+3687,6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100,1888.65,Yes
+4916,3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No
+1997,0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No
+4033,5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No
+6903,9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69,2441.7,No
+3054,6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No
+1248,7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes
+2192,7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No
+2712,5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No
+992,4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No
+2190,5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No
+4670,8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No
+5142,6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No
+3762,0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49,749.25,No
+3597,7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No
+4711,5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No
+1318,1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No
+1863,9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No
+2343,2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No
+2449,1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No
+2136,1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91,1430.05,No
+1065,0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes
+5868,9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44,44,No
+6985,6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No
+4227,5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No
+2621,8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No
+77,5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No
+2898,6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No
+4820,5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No
+1314,9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes
+6144,2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90,2024.1,No
+872,1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No
+3850,6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No
+5468,6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes
+6730,1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No
+2965,1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80,4242.35,Yes
+3391,7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,73.45,No
+5415,1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No
+2560,8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes
+6894,1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes
+2635,9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No
+5256,1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes
+3530,1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69,1108,No
+375,7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No
+1908,8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No
+4429,3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No
+6104,7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No
+6153,6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No
+4027,5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes
+1604,6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No
+1118,6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No
+3677,6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No
+3490,7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes
+6845,6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No
+2958,2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No
+1994,8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No
+6980,0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39,679.85,Yes
+6118,9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No
+2376,9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No
+6445,5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No
+1342,2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,141.6,No
+320,5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes
+1619,5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No
+3713,6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes
+6442,0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No
+2060,5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No
+2219,1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No
+1673,9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes
+260,7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes
+6212,6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No
+2039,6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes
+4785,8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes
+901,9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes
+3744,9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No
+2026,0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No
+4234,0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No
+1917,3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No
+1828,1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No
+1573,5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No
+4415,0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No
+4749,6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes
+6174,8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes
+4654,4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No
+4208,9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No
+4627,3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No
+224,5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No
+723,1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes
+6312,7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes
+1141,1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No
+5529,5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No
+5764,0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No
+5554,8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No
+6676,5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No
+2762,8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No
+846,6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No
+4289,2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No
+5560,1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No
+5042,1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No
+2551,2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No
+5725,9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No
+2928,1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No
+117,5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes
+645,1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes
+5966,8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes
+3,7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No
+4170,0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No
+5851,4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No
+467,5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No
+5,9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes
+5342,3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes
+919,5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No
+2595,1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No
+4324,6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No
+1063,7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No
+2590,4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No
+242,7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No
+6126,9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes
+1160,6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No
+2870,1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No
+3735,3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No
+6436,7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No
+2397,3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes
+3517,0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes
+3421,6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97,7104.2,No
+2563,5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes
+5622,4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes
+1605,7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No
+6788,1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No
+2324,2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes
+2709,6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No
+6663,0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No
+1312,1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No
+3448,5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes
+3812,8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No
+6544,6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes
+2362,7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No
+1975,4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No
+3514,6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No
+1761,5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No
+5401,5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No
+2739,4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No
+5637,4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No
+6553,4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No
+2472,3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No
+4007,1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No
+4718,3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,416.45,No
+1493,6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No
+4206,0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No
+2158,9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No
+1169,1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No
+6355,1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No
+232,8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes
+66,8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No
+1603,7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes
+3283,1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No
+3596,3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes
+4632,4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes
+125,4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No
+5350,1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No
+1296,6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No
+1976,9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes
+6356,3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No
+6307,3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No
+2075,7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No
+4580,0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No
+5750,2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes
+6645,8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No
+3086,3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No
+6106,5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes
+3345,1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No
+6285,2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No
+5870,0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes
+2797,6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes
+918,6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No
+1646,2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No
+5122,4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No
+5126,4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No
+4978,4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes
+5431,5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No
+4621,0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No
+364,3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No
+3287,5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes
+2125,8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No
+4123,8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No
+4569,7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes
+525,0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No
+4821,9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No
+55,1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes
+638,4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes
+302,8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No
+2766,1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115,7396.15,No
+5811,6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No
+1276,7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No
+6591,5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes
+4720,8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No
+2055,1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No
+5376,9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No
+5145,3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No
+4432,3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No
+3644,8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1004.35,No
+4143,4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes
+2878,0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,No
+4202,3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No
+5175,7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No
+2286,1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No
+2261,3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No
+5240,8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No
+2296,4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No
+5932,4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes
+1753,2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No
+5197,7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No
+1968,5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No
+6113,1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No
+3117,9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No
+2393,5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes
+523,6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes
+5524,1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No
+3900,8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No
+6558,4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes
+4699,5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No
+5585,4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes
+6208,0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No
+3122,8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No
+4156,2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No
+1969,5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No
+671,3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No
+4188,2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes
+666,7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes
+6096,9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No
+1887,4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes
+3266,0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No
+280,0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No
+1719,2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No
+2947,5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No
+4455,8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes
+899,2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No
+6031,0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No
+6822,5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes
+6090,9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No
+760,4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No
+1906,2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36,1382.9,No
+4042,5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No
+3823,9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No
+4138,5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes
+3818,8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No
+4300,1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No
+5569,0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes
+2593,0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No
+4164,7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No
+3031,3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes
+5971,9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1374.2,No
+3579,6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No
+2832,0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No
+5449,5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No
+3472,4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No
+137,3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No
+4892,8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No
+2180,7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No
+2128,1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No
+3177,1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No
+4854,1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No
+4637,9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71,5012.1,No
+5115,6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No
+6136,3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No
+4261,6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No
+4344,2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No
+1331,7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No
+2017,1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No
+4542,9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No
+2482,9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,89.75,No
+1358,9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No
+1329,3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No
+6935,4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No
+2150,5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No
+4530,1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No
+2122,4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No
+4673,6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes
+3981,1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No
+1252,7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No
+3278,4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No
+3374,7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes
+2814,7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No
+4719,0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes
+1848,7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No
+4858,3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No
+3037,8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No
+388,8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No
+235,1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes
+1077,4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes
+1984,4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes
+4363,5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No
+3962,8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes
+770,7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No
+2165,5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No
+4533,5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No
+673,9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No
+249,0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99,4298.45,No
+1574,5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No
+3419,1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No
+2081,5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No
+1823,8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes
+6511,5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No
+6729,2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No
+4544,0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes
+5565,5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes
+716,0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No
+6276,5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No
+6568,5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No
+2048,9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes
+5997,3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No
+5264,9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No
+4178,1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No
+4809,7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No
+2724,4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No
+6391,4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No
+1460,2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes
+5989,5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes
+1668,9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No
+2756,5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes
+2000,7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No
+4571,0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No
+4613,6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes
+404,5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No
+384,6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No
+6319,8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No
+2152,0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No
+1633,1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No
+6449,7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+5580,8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No
+4784,1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No
+3925,9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No
+5336,9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+4158,8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No
+4948,3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No
+5898,8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No
+5358,6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No
+223,0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes
+2193,6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No
+3136,3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,1144.5,Yes
+4469,6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No
+1824,0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No
+6467,9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No
+5124,7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No
+4972,1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No
+797,6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No
+2871,7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes
+9,6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No
+1944,0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes
+1838,8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No
+4804,5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No
+255,4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No
+5713,8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No
+4485,7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No
+6342,3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No
+1581,2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36,780.15,No
+2956,5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99,5038.15,No
+924,4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No
+6233,6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No
+2508,9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No
+6132,3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No
+5024,8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No
+5320,5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No
+6042,4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No
+3775,1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes
+4835,2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No
+4136,3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No
+4964,3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes
+2779,2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes
+539,5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No
+2745,4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes
+6326,3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No
+6428,2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes
+5467,9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No
+1145,3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No
+5127,8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes
+4468,7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes
+667,5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No
+3019,6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes
+357,8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No
+5063,3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes
+2831,2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes
+2783,4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No
+1353,7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No
+5131,5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes
+470,4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No
+2703,4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes
+3330,8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes
+3637,4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes
+1396,9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes
+3584,9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,658.1,No
+6336,8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No
+5262,4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No
+5645,4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No
+3376,9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+1256,2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No
+6190,2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes
+3512,6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25,1260.7,No
+5651,4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes
+5778,3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No
+1250,6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No
+5795,7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No
+5348,9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No
+6763,7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No
+4298,5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,492.1,No
+3284,7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No
+2933,5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,1664.3,No
+4175,6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No
+5268,2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No
+4910,6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes
+1852,3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes
+6583,9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No
+6851,8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No
+2105,0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes
+133,3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes
+5236,7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No
+5029,1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No
+928,0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No
+823,0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No
+6395,3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes
+1531,7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No
+1214,9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Yes
+504,5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No
+4285,1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No
+1996,9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No
+3072,9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No
+1958,3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No
+1384,4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes
+894,7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No
+4924,5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes
+455,8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No
+5779,2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes
+6519,4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No
+3709,2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No
+6494,4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No
+4849,8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No
+4748,3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No
+4268,5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No
+3522,0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No
+4134,3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No
+3602,3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No
+6881,7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No
+713,5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86,1164.05,No
+4186,7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No
+2214,8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes
+5301,2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes
+2923,4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No
+1810,5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No
+3486,2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No
+3141,5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes
+1827,2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No
+1155,6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No
+1324,0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes
+4312,1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No
+510,4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No
+1680,5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No
+499,7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes
+6381,0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+1856,4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes
+1388,9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No
+5615,1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+3719,6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No
+2386,1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No
+5541,6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes
+3236,5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No
+6172,6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes
+1540,2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No
+1217,0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No
+2681,9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No
+2993,2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No
+5512,3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No
+6313,0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes
+1191,8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No
+5772,8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No
+5293,2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No
+1542,9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No
+3301,2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+3324,5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No
+2539,2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26,1654.85,No
+953,0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No
+4846,8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No
+4330,4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes
+732,1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No
+7033,9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No
+1156,0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No
+6518,1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+3294,1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes
+2982,5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No
+5305,9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No
+5161,0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No
+2156,2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes
+1062,1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No
+2616,7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes
+1167,4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No
+3222,6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No
+3636,6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No
+5588,1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes
+2938,5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No
+4491,7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No
+3140,7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No
+4980,8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No
+143,2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No
+6976,5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72,4284.2,No
+3577,7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes
+4946,2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,340.85,Yes
+2782,7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No
+717,9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No
+1819,6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No
+2502,9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No
+4360,2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No
+4171,9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes
+395,2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No
+5731,4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No
+6320,8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No
+6804,8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No
+4492,3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No
+1365,7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes
+6414,3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No
+5999,6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No
+595,0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes
+6205,7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes
+3952,9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No
+5392,2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No
+5917,5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No
+4968,2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53,3656.25,No
+2914,0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No
+6936,7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes
+2326,2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No
+5644,9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes
+3766,4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes
+3440,3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No
+3851,0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No
+4132,6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes
+6454,2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No
+2143,4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No
+6491,9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+5073,8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No
+1571,2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+4079,5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No
+1122,4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes
+2786,6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No
+6335,7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No
+2967,7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No
+2504,8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes
+5988,6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No
+3465,2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No
+675,3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No
+2808,6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No
+3348,2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No
+728,2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes
+412,5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No
+3146,4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes
+1516,6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No
+5745,3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No
+825,2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes
+3267,8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No
+3974,9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No
+616,6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No
+114,5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No
+417,5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No
+3069,1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No
+1625,1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes
+6973,9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94,4871.45,No
+4185,8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No
+2896,9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No
+6571,2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55,1885.15,No
+2082,3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No
+753,3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No
+2546,7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No
+3969,2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No
+3373,2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes
+5726,2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No
+4107,2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No
+2444,1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes
+4380,2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20, ,No
+1066,9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No
+3913,8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No
+5287,9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No
+5536,0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes
+5387,8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No
+5732,1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No
+3498,7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes
+2738,2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No
+5052,3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No
+4000,0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No
+1568,3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No
+2427,7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes
+3746,4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes
+6522,7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34,1505.35,No
+1687,8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No
+851,2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No
+3546,8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No
+6303,6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No
+895,0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No
+4592,1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No
+6401,0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes
+5878,8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No
+335,4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes
+2839,5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No
+3087,6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes
+4611,0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No
+1348,1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes
+1015,3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes
+2816,0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No
+1631,4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes
+2489,1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No
+3730,6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes
+3251,9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes
+6516,6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes
+5877,6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes
+5881,3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No
+2070,8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes
+4452,6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No
+6956,2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No
+5408,6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No
+1635,2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No
+4646,5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No
+2479,1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No
+2265,1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes
+2959,7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No
+5323,1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No
+6650,5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No
+3059,7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No
+5053,4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No
+5869,3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No
+2141,6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No
+5104,1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No
+3118,2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No
+5188,1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No
+6642,4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79,1902,No
+4045,3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71,914,Yes
+3356,2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes
+2744,0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99,4135,No
+5092,5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No
+3506,2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No
+1679,0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No
+4249,7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No
+3147,8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No
+2294,2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes
+580,1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,233.55,Yes
+1470,6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No
+4799,4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No
+4070,0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74,4052.4,No
+5308,9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No
+3343,4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No
+4992,7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No
+4583,2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No
+3672,9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes
+559,3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No
+5237,6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No
+5215,7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes
+2849,6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No
+512,5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes
+4729,6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No
+1081,1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No
+1664,4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes
+1012,7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No
+1931,7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No
+1150,8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No
+2838,3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,810.3,No
+5949,8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No
+116,9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No
+740,4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65,2879.9,No
+6760,5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes
+6070,6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81,4976.15,No
+5177,3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes
+3675,9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No
+5906,1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes
+830,9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes
+119,9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No
+4752,1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No
+6718,8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75,209.1,Yes
+6664,4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No
+6961,8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes
+635,7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes
+4465,3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No
+4364,6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No
+4142,2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No
+991,8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No
+876,0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes
+4869,1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No
+5315,2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes
+5222,6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No
+4,9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes
+3051,5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No
+5691,5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No
+3124,3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No
+6407,6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No
+2660,5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No
+2491,1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No
+5173,2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No
+3854,0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No
+4933,9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No
+4777,7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No
+1715,0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No
+6448,3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes
+6457,2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No
+6293,7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No
+1148,7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes
+3261,2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5607.75,No
+574,6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No
+3769,2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No
+3736,2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No
+4146,9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes
+853,7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No
+1982,3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No
+2774,9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No
+5919,6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No
+4929,2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84,5329.55,No
+5211,8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes
+1166,7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No
+6002,3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes
+971,5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No
+2701,1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No
+4495,4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes
+3847,8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20,198.6,No
+2368,6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No
+4115,7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No
+4780,5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No
+4131,2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes
+2950,3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No
+5625,8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No
+524,8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes
+2455,8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes
+5016,4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes
+1841,8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No
+5986,5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No
+537,5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No
+2806,3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No
+5801,8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No
+5596,5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No
+4341,3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes
+3175,7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes
+784,5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No
+4057,7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No
+1409,5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No
+2537,8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No
+154,3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No
+3009,8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25,25,No
+1686,6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes
+2901,7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No
+6972,6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes
+4721,4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes
+3863,0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No
+2733,3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No
+1895,3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No
+5442,2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25,1498.35,No
+569,0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No
+5854,7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No
+1816,1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+2065,5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No
+127,6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No
+3394,9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No
+3327,9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No
+7016,1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No
+6102,9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5484.4,No
+2975,3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No
+980,3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No
+2300,4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes
+190,7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No
+1139,3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No
+5088,1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No
+699,8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No
+6719,2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No
+606,6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81,3084.9,No
+4276,1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes
+301,8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes
+3420,8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No
+6777,9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No
+1060,6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No
+6834,3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No
+6898,1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No
+2565,7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,332.5,No
+7029,2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No
+1069,8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54,1055.9,No
+2524,0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No
+2205,0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No
+1243,5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+16,8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No
+3120,3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No
+7019,9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No
+4642,5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes
+4754,2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No
+815,3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No
+3067,7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes
+6724,7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes
+5600,3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes
+959,5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No
+6427,6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No
+4893,4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes
+225,6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No
+6170,2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No
+3354,7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No
+5895,8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No
+2485,9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes
+562,3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No
+3436,0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No
+6373,0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No
+6181,4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No
+1693,7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No
+1045,3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No
+3446,2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No
+4565,1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No
+954,5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No
+7015,0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No
+2735,7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No
+6904,6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No
+4735,0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No
+6780,3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No
+1218,7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes
+5254,4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No
+5511,6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No
+6748,6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes
+1527,0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1493.75,No
+3987,7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes
+7021,1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes
+1300,1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No
+6886,7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes
+5699,6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No
+160,8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56,764.55,No
+4067,9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No
+5800,7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No
+956,3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No
+3791,3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No
+3234,8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No
+2869,2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes
+3777,4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No
+4433,4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No
+4973,7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No
+6015,2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No
+2961,6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No
+5980,7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No
+2200,6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No
+98,3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1107.2,No
+6844,6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No
+2557,4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No
+3183,7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes
+253,3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No
+3923,5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes
+4199,4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes
+1445,3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No
+5539,4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No
+1648,7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No
+4682,0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes
+4723,4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+3991,1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes
+1696,8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes
+3191,7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No
+6197,1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes
+6295,7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No
+4499,6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes
+1154,8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No
+2255,9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No
+1682,9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No
+3170,7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No
+2056,4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81,4085.75,No
+4090,1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No
+6865,8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No
+3108,5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106,4532.3,No
+4548,5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes
+3723,7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No
+6397,7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No
+5423,5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes
+2049,1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No
+4976,8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No
+3643,9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No
+6944,9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No
+623,5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No
+6489,9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes
+6772,7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes
+5883,6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No
+262,7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No
+5730,7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No
+3369,4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No
+4061,1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No
+5534,7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No
+6294,6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes
+6065,4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1510.5,No
+6616,9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes
+1802,7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No
+4736,3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No
+7027,0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No
+2385,5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No
+6694,4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No
+5759,9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+1959,5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No
+2976,4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No
+488,4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No
+1843,3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No
+1734,7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes
+2911,9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes
+3219,3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No
+146,6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No
+5630,9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes
+1986,7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No
+1369,5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No
+6546,9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No
+6051,4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,275.7,No
+2811,5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No
+659,2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No
+1794,5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No
+2511,7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No
+3397,1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No
+4282,5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No
+1147,0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No
+3272,6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes
+608,8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No
+6287,3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes
+3582,6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No
+1930,2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No
+197,6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No
+2931,8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No
+2327,0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No
+4389,1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No
+766,5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No
+4496,9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No
+4218,9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No
+3255,4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No
+202,3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No
+3510,3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No
+4931,4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No
+6390,6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No
+5535,2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No
+1733,1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No
+5791,7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No
+2777,4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,185.4,No
+1707,4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No
+5172,9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,1149.65,No
+5249,5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No
+5757,5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No
+3474,3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No
+6528,4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No
+5855,2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No
+854,7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No
+5685,4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No
+6363,8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No
+4737,9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No
+4097,9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No
+2160,7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No
+698,9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No
+6969,4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+2999,1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No
+3696,3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes
+1636,1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No
+3457,8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No
+3581,7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No
+1291,7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75,632.95,Yes
+4659,6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No
+6585,4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,817.95,No
+5616,9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No
+1853,1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes
+5232,1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No
+3763,2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes
+3304,0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No
+6922,9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No
+5727,8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No
+3743,2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes
+3445,7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No
+1998,7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes
+663,9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No
+4779,0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No
+5353,8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No
+3748,6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No
+4413,1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes
+4744,6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No
+5530,9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No
+5575,1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No
+709,3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No
+1282,6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No
+5864,5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No
+5068,6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No
+2675,4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No
+6776,6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No
+4029,0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No
+1306,0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes
+5496,2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No
+5504,6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes
+2237,2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No
+3302,7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes
+5592,5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No
+2038,9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes
+1529,9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No
+1663,5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes
+5450,7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes
+6952,6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes
+6978,6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No
+3627,3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No
+5739,4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No
+5147,7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No
+4891,8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No
+2693,3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No
+3060,7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No
+1597,5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No
+6700,8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No
+2729,1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes
+2625,0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No
+5915,9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No
+3157,3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes
+3314,2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No
+1722,9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No
+5279,0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No
+6668,2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No
+1059,0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes
+4636,1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20,860.85,No
+3242,3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No
+1678,1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No
+6374,1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No
+6628,9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No
+1757,6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No
+6019,0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No
+4191,2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No
+5116,4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes
+563,6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No
+2790,5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes
+863,9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes
+1484,2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No
+5977,0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No
+5134,8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes
+206,6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No
+4488,3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes
+870,1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No
+4493,8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No
+502,3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No
+1028,8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes
+3840,1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No
+2690,2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes
+5581,5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes
+6756,1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No
+5056,3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No
+1570,3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No
+2773,2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No
+5991,8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes
+2731,1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No
+6242,8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No
+804,3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes
+5847,9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,5757.2,No
+3645,1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No
+2454,5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No
+4598,4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No
+3104,6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No
+4875,2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes
+5959,2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No
+200,9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No
+6278,7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No
+3099,5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No
+6184,3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No
+2278,0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No
+3561,5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes
+5892,2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No
+4474,1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No
+6432,8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61,2130.45,No
+4514,3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No
+5794,1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No
+391,9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No
+6736,7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No
+5618,9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No
+5258,8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes
+1495,4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No
+2695,0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No
+2027,3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No
+5248,3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No
+5463,6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes
+2568,2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No
+64,5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes
+3884,4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No
+2062,7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No
+5276,2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No
+492,0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes
+379,5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No
+6331,1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No
+4859,8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No
+6360,8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes
+3993,9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66,4891.5,No
+4887,9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No
+1076,4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No
+878,7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No
+337,2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No
+6863,0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No
+6439,9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No
+1016,7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No
+1275,5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No
+3798,2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No
+4551,5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No
+3342,0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No
+4911,8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No
+6413,7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes
+995,3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes
+1981,0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes
+4297,2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No
+161,0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes
+5675,4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No
+6873,6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No
+6545,1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes
+4798,4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No
+1500,7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No
+3843,0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes
+5225,5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No
+2613,0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes
+3461,8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No
+1021,3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No
+3073,5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No
+3943,8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+1585,4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No
+1955,0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No
+3152,9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No
+6349,3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No
+34,3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No
+4014,3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No
+775,8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No
+2556,8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No
+1478,9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes
+5486,7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No
+6235,5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes
+1363,3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6474.4,No
+2612,8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No
+2824,8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No
+2041,3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No
+241,6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No
+2061,4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes
+2363,4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No
+600,5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No
+2435,9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No
+5393,5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes
+6310,5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No
+2888,7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes
+6164,7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No
+646,0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+3890,3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes
+3556,0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No
+3202,5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No
+1528,8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No
+6975,1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No
+1267,2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No
+1899,8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No
+4658,8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No
+3005,0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No
+2734,2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No
+189,8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No
+1806,8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No
+975,2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes
+2747,8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No
+2047,8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No
+2558,5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No
+1082,4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No
+474,9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+2904,2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes
+4843,0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No
+6396,2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No
+4117,6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No
+3385,7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes
+4555,4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No
+1184,4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No
+6420,1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No
+5051,0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No
+5311,8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes
+2433,8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No
+6949,3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No
+5611,6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No
+2391,7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No
+769,3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No
+1685,9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No
+130,2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No
+2919,1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No
+3171,8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No
+3444,3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No
+6231,3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes
+5578,8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,833.55,No
+4426,8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No
+5334,6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes
+466,9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No
+6265,3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No
+5734,6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No
+3092,6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes
+3772,0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,95,Yes
+5191,5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No
+5226,8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No
+5390,7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes
+860,4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No
diff --git a/dataset_preprocessed.csv b/dataset_preprocessed.csv
new file mode 100644
index 000000000..d54da5ba6
--- /dev/null
+++ b/dataset_preprocessed.csv
@@ -0,0 +1,5987 @@
+,Unnamed: 0.1,Unnamed: 0,SeniorCitizen,tenure,MonthlyCharges,TotalCharges,gender_Male,Partner_Yes,Dependents_Yes,PhoneService_Yes,MultipleLines_No phone service,MultipleLines_Yes,InternetService_Fiber optic,InternetService_No,OnlineSecurity_No internet service,OnlineSecurity_Yes,OnlineBackup_No internet service,OnlineBackup_Yes,DeviceProtection_No internet service,DeviceProtection_Yes,TechSupport_No internet service,TechSupport_Yes,StreamingTV_No internet service,StreamingTV_Yes,StreamingMovies_No internet service,StreamingMovies_Yes,Contract_One year,Contract_Two year,PaperlessBilling_Yes,PaymentMethod_Credit card (automatic),PaymentMethod_Electronic check,PaymentMethod_Mailed check
+0,0,-1.7317614814484976,-0.4386687575887553,1.6125759509964963,-1.3516857713887025,1734.65,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1,1,-1.7311827808699016,-0.4386687575887553,0.470387465848036,0.7753600626506458,3973.2,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+2,2,-1.7306040802913056,2.279624392438459,0.2256327904590802,0.3369993287034263,2869.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3,3,-1.7300253797127096,-0.4386687575887553,-1.1613103700783358,-0.295634912334038,238.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4,4,-1.7294466791341137,-0.4386687575887553,-1.2428952618746545,-0.3769973212863626,119.5,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5,5,-1.7288679785555177,-0.4386687575887553,1.5309910592001776,-0.4965502487265134,3370.2,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+6,6,-1.7282892779769217,-0.4386687575887553,0.0216705609682837,0.8583829289285282,2989.6,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+7,7,-1.7277105773983257,-0.4386687575887553,-1.2836877077728135,-1.3251184541797802,24.9,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+8,8,-1.7271318768197297,-0.4386687575887553,0.2664252363572394,-0.9714410438360012,1309.15,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,False,True
+9,9,-1.726553176241134,2.279624392438459,0.9191043707277884,1.7168393662418324,6382.55,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+10,10,-1.725974475662538,-0.4386687575887553,0.7967270330333104,0.1311026203342778,3482.85,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+11,11,-1.725395775083942,-0.4386687575887553,-0.1007067767261941,-0.4517179009364568,1561.5,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False
+12,12,-1.724817074505346,2.279624392438459,1.1230666002185847,1.1356793022966554,6017.9,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+13,13,-1.72423837392675,-0.4386687575887553,0.7151421412369917,-0.3288440588451909,2614.1,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False
+14,14,-1.723659673348154,-0.4386687575887553,-0.0191218849298755,1.4860357979893193,3608,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+15,15,-1.723080972769558,-0.4386687575887553,0.755934587135151,1.3947106450836486,5498.8,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+16,16,-1.722502272190962,-0.4386687575887553,-1.2836877077728135,0.3154133834711767,74.3,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+17,17,-1.721923571612366,-0.4386687575887553,1.4901986133020184,-1.301872051621973,1673.4,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+18,18,-1.72134487103377,-0.4386687575887553,0.3888025740517173,0.9762753990431212,4186.3,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+19,19,-1.720766170455174,-0.4386687575887553,-0.7533859110967429,-0.6127822615155488,667.7,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+20,20,-1.720187469876578,-0.4386687575887553,0.7967270330333104,-1.301872051621973,1334.5,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+21,21,-1.719608769297982,-0.4386687575887553,1.2046514920149034,1.4212779622925709,6912.7,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+22,22,-1.719030068719386,-0.4386687575887553,1.6125759509964963,-1.5027873880144489,1463.45,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+23,23,-1.71845136814079,-0.4386687575887553,-0.0191218849298755,1.042693692065427,3183.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+24,24,-1.717872667562194,2.279624392438459,-1.2836877077728135,0.1609908521943157,69.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+25,25,-1.717293966983598,2.279624392438459,1.6125759509964963,0.4548917988180193,5602.25,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+26,26,-1.716715266405002,2.279624392438459,-1.2836877077728135,-0.65429369465449,45.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+27,27,-1.716136565826406,-0.4386687575887553,-1.2836877077728135,-1.2968906796453,25.75,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+28,28,-1.71555786524781,-0.4386687575887553,-1.1205179241801766,1.3050459495035354,541.9,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+29,29,-1.714979164669214,-0.4386687575887553,1.2454439379130626,1.326631894735785,6536.5,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+30,30,-1.714400464090618,-0.4386687575887553,1.4086137215056995,0.5495378663748052,5398.6,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+31,31,-1.713821763512022,-0.4386687575887553,0.3072176822553988,1.0476750640420998,3915.4,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+32,32,-1.713243062933426,-0.4386687575887553,1.3270288297093813,0.9546894538108716,6069.25,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,False,True,False
+33,33,-1.71266436235483,-0.4386687575887553,-0.6718010193004244,-1.4978060160377755,301.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+34,34,-1.712085661776234,2.279624392438459,0.5519723576443546,0.1427258216131811,3255.35,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+35,35,-1.711506961197638,-0.4386687575887553,-0.8757632487912208,-0.9681201291848858,425.1,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+36,36,-1.710928260619042,-0.4386687575887553,0.6743496953388325,1.1489629609011167,5025,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+37,37,-1.710349560040446,-0.4386687575887553,1.4494061674038592,-0.3454486321007674,3723.65,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+38,38,-1.70977085946185,-0.4386687575887553,-0.91655569468938,-1.511089674642237,185.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+39,39,-1.7091921588832542,2.279624392438459,-1.2428952618746545,0.63090027532713,163.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+40,40,-1.7086134583046582,-0.4386687575887553,-1.1205179241801766,0.1377444496365085,351.5,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+41,41,-1.7080347577260622,-0.4386687575887553,0.8375194789314696,-0.0648313440815246,3419.5,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+42,42,-1.7074560571474662,2.279624392438459,0.8783119248296289,1.515924029849357,6077.75,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+43,43,-1.7068773565688702,-0.4386687575887553,-1.1613103700783358,-0.6476518653522596,196.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+44,44,-1.7062986559902742,2.279624392438459,-0.7125934651985837,0.3602457312612335,1146.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+45,45,-1.7057199554116782,-0.4386687575887553,-0.91655569468938,-1.4928246440611028,193.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+46,46,-1.7051412548330822,-0.4386687575887553,-1.2021028159764953,-0.3155604002407298,196.15,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+47,47,-1.7045625542544862,-0.4386687575887553,1.571783505098337,-1.3300998261564532,1836.9,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+48,48,-1.7039838536758902,-0.4386687575887553,-0.9981405864856988,-0.3338254308218638,445.85,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+49,49,-1.7034051530972942,2.279624392438459,-1.2836877077728135,0.9696335697408904,94,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+50,50,-1.7028264525186982,-0.4386687575887553,1.286236383811222,1.510942657872684,6997.3,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+51,51,-1.7022477519401022,-0.4386687575887553,1.0006892625241068,-1.5276942478978135,1094.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+52,52,-1.7016690513615065,2.279624392438459,-1.2836877077728135,1.1954557660167306,100.8,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+53,53,-1.7010903507829105,2.279624392438459,-0.5086312357077871,-0.1594774116383107,1259.35,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+54,54,-1.7005116502043145,2.279624392438459,-0.2638765603188314,0.0414379247541646,1652.4,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+55,55,-1.6999329496257185,2.279624392438459,-1.2428952618746545,0.4964032319569605,159.4,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+56,56,-1.6993542490471223,-0.4386687575887553,-0.0191218849298755,0.9962008869498128,3131.55,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+57,57,-1.6987755484685263,-0.4386687575887553,-1.1205179241801766,-1.306853423598646,134.75,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+58,58,-1.6981968478899303,-0.4386687575887553,1.5309910592001776,1.5391704324071642,7737.55,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,True
+59,59,-1.6976181473113343,-0.4386687575887553,-0.0599143308280348,-0.3172208575662874,1715.65,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+60,60,-1.6970394467327383,-0.4386687575887553,-1.038933032383858,-0.1760819848938872,415.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+61,61,-1.6964607461541423,-0.4386687575887553,-1.2836877077728135,-1.3101743382497613,25.35,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+62,62,-1.6958820455755463,2.279624392438459,-0.5086312357077871,1.1207351863666364,1842.8,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+63,63,-1.6953033449969503,-0.4386687575887553,0.1032554527646023,-0.119626435824927,2021.2,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+64,64,-1.6947246444183544,-0.4386687575887553,-1.0797254782820174,-0.129589179778273,414.1,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True
+65,65,-1.6941459438397584,-0.4386687575887553,1.6125759509964963,0.323715670098965,5430.65,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True
+66,66,-1.6935672432611624,-0.4386687575887553,-0.7941783569949022,-1.4994664733633334,244.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+67,67,-1.6929885426825664,2.279624392438459,-1.1613103700783358,-0.5330803098887817,179.85,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+68,68,-1.6924098421039704,-0.4386687575887553,1.2454439379130626,-1.5160710466189098,1177.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+69,69,-1.6918311415253744,-0.4386687575887553,1.4901986133020184,0.6607885071871679,5878.9,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+70,70,-1.6912524409467784,-0.4386687575887553,-1.2021028159764953,-1.0146129343005,139.35,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+71,71,-1.6906737403681824,2.279624392438459,1.571783505098337,0.527951921142556,5676,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,True,True,False,False
+72,72,-1.6900950397895864,-0.4386687575887553,-0.7125934651985837,-1.506108302665564,340.85,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+73,73,-1.6895163392109904,-0.4386687575887553,-0.1007067767261941,-1.4978060160377755,599.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+74,74,-1.6889376386323944,-0.4386687575887553,-0.3862538980133093,0.6109747874204384,2032.3,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False
+75,75,-1.6883589380537984,2.279624392438459,-0.9573481405875396,-1.4928246440611028,183.15,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+76,76,-1.6877802374752024,-0.4386687575887553,0.1032554527646023,-1.5160710466189098,638,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+77,77,-1.6872015368966065,-0.4386687575887553,-1.0797254782820174,-0.3305045161707485,355.1,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+78,78,-1.6866228363180105,-0.4386687575887553,-1.2836877077728135,0.3403202433545415,75.05,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+79,79,-1.6860441357394145,-0.4386687575887553,1.6125759509964963,-1.3184766248775497,1857.85,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+80,80,-1.6854654351608185,-0.4386687575887553,0.5111799117461953,0.649165305908264,3858.05,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+81,81,-1.6848867345822225,-0.4386687575887553,-1.038933032383858,0.8284946970684903,608.8,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+82,82,-1.6843080340036265,-0.4386687575887553,1.5309910592001776,-0.5447035111676853,3442.8,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+83,83,-1.6837293334250305,-0.4386687575887553,0.8375194789314696,-1.4911641867355452,1110.05,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+84,84,-1.6831506328464343,-0.4386687575887553,-1.1613103700783358,-0.4334528703553228,201.1,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+85,85,-1.6825719322678383,-0.4386687575887553,1.6125759509964963,0.916498935323046,6786.1,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+86,86,-1.6819932316892423,-0.4386687575887553,1.6125759509964963,-0.6493123226778171,3139.8,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+87,87,-1.6814145311106463,2.279624392438459,-0.631008573402265,0.9962008869498128,1563.9,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+88,88,-1.6808358305320503,-0.4386687575887553,-1.038933032383858,0.1676326814965459,515.45,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+89,89,-1.6802571299534548,-0.4386687575887553,-0.8757632487912208,-1.4845223574333144,221.35,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+90,90,-1.6796784293748588,-0.4386687575887553,-1.2428952618746545,0.3353388713778688,147.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+91,91,-1.6790997287962628,-0.4386687575887553,1.6125759509964963,1.497658999268223,7624.2,False,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+92,92,-1.6785210282176668,-0.4386687575887553,-0.8757632487912208,0.4382872255624429,851.8,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+93,93,-1.6779423276390708,2.279624392438459,-1.1205179241801766,0.8832897888118929,449.75,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+94,94,-1.6773636270604748,2.279624392438459,-1.1613103700783358,0.3369993287034263,308.7,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+95,95,-1.6767849264818788,-0.4386687575887553,-0.1007067767261941,-0.4915688767498405,1474.9,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+96,96,-1.6762062259032828,-0.4386687575887553,-0.8757632487912208,-1.4579550402243922,202.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+97,97,-1.6756275253246868,-0.4386687575887553,-0.631008573402265,-0.4982107060520712,836.35,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+98,98,-1.6750488247460908,2.279624392438459,0.062463006866443,-0.2840117110551344,1765.95,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+99,99,-1.6744701241674949,2.279624392438459,-1.2428952618746545,-1.142468148368439,78.65,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+100,100,-1.6738914235888989,-0.4386687575887553,0.9191043707277884,-1.5177315039444674,1001.5,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+101,101,-1.6733127230103029,2.279624392438459,-1.1205179241801766,-0.162798326289426,287.85,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+102,102,-1.6727340224317069,-0.4386687575887553,-0.8757632487912208,-1.48784327208443,196.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+103,103,-1.6721553218531109,-0.4386687575887553,-1.2836877077728135,0.4914218599802874,79.6,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+104,104,-1.671576621274515,-0.4386687575887553,1.5309910592001776,-1.506108302665564,1303.5,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+105,105,-1.670997920695919,2.279624392438459,-1.2428952618746545,0.3336784140523108,156.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+106,106,-1.670419220117323,-0.4386687575887553,-1.038933032383858,0.3004692675411578,511.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+107,107,-1.669840519538727,-0.4386687575887553,0.1032554527646023,-1.4812014427821991,684.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+108,108,-1.669261818960131,-0.4386687575887553,1.041481708422266,0.2091441146354871,4299.2,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+109,109,-1.668683118381535,-0.4386687575887553,1.6125759509964963,1.4744125967104158,7711.45,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+110,110,-1.668104417802939,-0.4386687575887553,1.4494061674038592,-0.0714731733837553,4375.8,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+111,111,-1.667525717224343,-0.4386687575887553,-0.2638765603188314,-0.1777424422194447,1507,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True,False,False
+112,112,-1.666947016645747,-0.4386687575887553,-0.8349708028930616,-0.6559541519800478,523.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+113,113,-1.666368316067151,-0.4386687575887553,-0.3046690062169906,-0.1478542103594071,1404.65,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+114,114,-1.665789615488555,2.279624392438459,1.6125759509964963,1.6653651891495456,8196.4,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+115,115,-1.665210914909959,-0.4386687575887553,1.5309910592001776,1.6537419878706416,7882.5,True,False,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+116,116,-1.664632214331363,2.279624392438459,-1.2836877077728135,-0.4865875047731676,50.15,True,False,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+117,117,-1.664053513752767,-0.4386687575887553,-0.2638765603188314,0.7255463428839163,2208.75,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+118,118,-1.663474813174171,-0.4386687575887553,-1.2428952618746545,0.0298147234752613,134.35,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+119,119,-1.662896112595575,-0.4386687575887553,-0.1822916685225127,-1.4911641867355452,543,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+120,120,-1.662317412016979,-0.4386687575887553,-1.0797254782820174,-1.4928246440611028,119.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+121,121,-1.661738711438383,-0.4386687575887553,1.041481708422266,-0.1677796982660989,3624.35,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+122,122,-1.661160010859787,2.279624392438459,-0.1414992226243534,-0.6576146093056053,1228.65,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+123,123,-1.660581310281191,-0.4386687575887553,-0.6718010193004244,0.2191068585888334,1212.1,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+124,124,-1.660002609702595,2.279624392438459,0.4295950199498767,1.2020975953189614,4388.4,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+125,125,-1.659423909123999,-0.4386687575887553,0.7967270330333104,0.3519434446334453,3865.45,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+126,126,-1.658845208545403,-0.4386687575887553,1.6125759509964963,1.791559945891927,8672.45,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+127,127,-1.658266507966807,-0.4386687575887553,1.571783505098337,-1.506108302665564,1378.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+128,128,-1.657687807388211,-0.4386687575887553,1.3270288297093813,-1.4745596134799688,1414.45,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+129,129,-1.657109106809615,-0.4386687575887553,0.6743496953388325,0.6541466778849372,3906.7,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+130,130,-1.656530406231019,-0.4386687575887553,0.7967270330333104,0.63090027532713,4331.4,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+131,131,-1.6559517056524231,-0.4386687575887553,-1.2428952618746545,-1.4762200708055262,33.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+132,132,-1.6553730050738271,-0.4386687575887553,1.571783505098337,1.4777335113615309,7782.85,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+133,133,-1.6547943044952311,-0.4386687575887553,0.8783119248296289,0.816871495789587,4869.5,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+134,134,-1.6542156039166351,-0.4386687575887553,-0.7125934651985837,0.3884735057957134,1155.6,False,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False
+135,135,-1.6536369033380391,-0.4386687575887553,-0.9573481405875396,-1.335081198133126,190.1,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+136,136,-1.6530582027594432,2.279624392438459,0.7151421412369917,1.3365946386891308,5163.3,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+137,137,-1.6524795021808472,-0.4386687575887553,-0.5494236816059465,0.6259189033504574,1465.75,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+138,138,-1.6519008016022512,2.279624392438459,1.5309910592001776,1.3166691507824393,7349.35,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+139,139,-1.6513221010236552,2.279624392438459,1.6125759509964963,1.396371102409206,7677.4,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+140,140,-1.6507434004450592,2.279624392438459,0.7967270330333104,1.3382550960146884,5376.4,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+141,141,-1.6501646998664632,-0.4386687575887553,-0.7125934651985837,-0.6144427188411066,639.45,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+142,142,-1.6495859992878672,-0.4386687575887553,1.6125759509964963,0.3984362497490592,5468.45,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+143,143,-1.6490072987092712,2.279624392438459,-1.2021028159764953,0.5495378663748052,233.7,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+144,144,-1.6484285981306752,-0.4386687575887553,1.041481708422266,1.1406606742733283,5720.95,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False,False,False
+145,145,-1.6478498975520792,-0.4386687575887553,-1.2836877077728135,-1.4762200708055262,20.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+146,146,-1.6472711969734832,-0.4386687575887553,0.1032554527646023,0.8318156117196055,3161.2,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+147,147,-1.6466924963948872,-0.4386687575887553,0.7151421412369917,0.6508257632338221,4116.15,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+148,148,-1.6461137958162912,-0.4386687575887553,0.3480101281535581,-1.496145558712218,899.45,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,True,False
+149,149,-1.6455350952376953,-0.4386687575887553,1.6125759509964963,-0.0116967096636798,4720,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False
+150,150,-1.6449563946590993,-0.4386687575887553,-0.1007067767261941,0.1377444496365085,2038.7,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+151,151,-1.6443776940805033,-0.4386687575887553,-1.2428952618746545,-1.3417230274353569,36.55,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+152,152,-1.6437989935019073,-0.4386687575887553,-0.7125934651985837,-1.165714550926246,438.25,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+153,153,-1.6432202929233113,-0.4386687575887553,0.1848403445609209,-0.2009888447772519,2203.1,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+154,154,-1.6426415923447153,-0.4386687575887553,1.6125759509964963,0.3519434446334453,5480.25,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+155,155,-1.6420628917661193,-0.4386687575887553,1.6125759509964963,-1.321797539528665,1738.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+156,156,-1.641484191187523,-0.4386687575887553,1.5309910592001776,1.6437792439172958,8244.3,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+157,157,-1.640905490608927,-0.4386687575887553,-1.2836877077728135,-1.4994664733633334,19.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+158,158,-1.640326790030331,-0.4386687575887553,-0.3862538980133093,0.645844391257149,1968.1,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+159,159,-1.6397480894517351,-0.4386687575887553,-0.9981405864856988,0.3253761274245225,548.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+160,160,-1.6391693888731391,-0.4386687575887553,-1.2428952618746545,-0.6244054627944524,84.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+161,161,-1.6385906882945434,-0.4386687575887553,-0.2638765603188314,-0.8618508603491961,1025.15,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+162,162,-1.6380119877159474,-0.4386687575887553,0.7967270330333104,-1.4994664733633334,928.4,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+163,163,-1.6374332871373514,-0.4386687575887553,-0.3862538980133093,-1.0029897330215962,813.45,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+164,164,-1.6368545865587554,-0.4386687575887553,-0.7125934651985837,1.1390002169477704,1426.4,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+165,165,-1.6362758859801594,-0.4386687575887553,0.3072176822553988,-0.4865875047731676,2058.5,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+166,166,-1.6356971854015634,-0.4386687575887553,-0.223084114420672,-0.1777424422194447,1611.65,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+167,167,-1.6351184848229674,-0.4386687575887553,0.1848403445609209,-1.5044478453400063,805.2,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+168,168,-1.6345397842443716,-0.4386687575887553,0.5111799117461953,1.574040036243875,5031.85,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+169,169,-1.6339610836657756,-0.4386687575887553,-1.1205179241801766,0.1709535961476615,330.15,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+170,170,-1.6333823830871796,-0.4386687575887553,1.571783505098337,-1.359988058016491,1672.1,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+171,171,-1.6328036825085837,-0.4386687575887553,-1.1613103700783358,-0.3487695467518827,195.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+172,172,-1.6322249819299877,-0.4386687575887553,0.2256327904590802,-1.4812014427821991,746.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+173,173,-1.6316462813513917,-0.4386687575887553,-1.2021028159764953,-0.295634912334038,157.55,True,False,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+174,174,-1.6310675807727957,-0.4386687575887553,-0.631008573402265,-1.5160710466189098,343.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+175,175,-1.6304888801941997,-0.4386687575887553,1.5309910592001776,0.8417783556729518,6237.05,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+176,176,-1.6299101796156037,-0.4386687575887553,-1.2836877077728135,-0.6609355239567207,44.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+177,177,-1.6293314790370077,-0.4386687575887553,1.571783505098337,1.1854930220633848,7030.65,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False
+178,178,-1.6287527784584117,-0.4386687575887553,0.1848403445609209,0.8749875021841047,3369.25,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+179,179,-1.6281740778798155,-0.4386687575887553,1.286236383811222,0.1775954254498921,4480.7,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,True
+180,180,-1.6275953773012195,2.279624392438459,0.1848403445609209,0.8367969836962786,3371.75,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False
+181,181,-1.6270166767226235,-0.4386687575887553,1.3270288297093813,1.4561475661292818,6937.95,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+182,182,-1.6264379761440275,-0.4386687575887553,-0.3862538980133093,-0.5098339073309746,1119.35,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+183,183,-1.6258592755654315,-0.4386687575887553,-0.4270463439114685,0.4781382013758265,1742.75,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+184,184,-1.6252805749868358,2.279624392438459,-0.2638765603188314,-0.1362310090805035,1597.4,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+185,185,-1.6247018744082398,-0.4386687575887553,-0.3046690062169906,0.4997241466080757,2015.35,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+186,186,-1.6241231738296438,-0.4386687575887553,1.1230666002185847,1.07590283857658,5611.75,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+187,187,-1.6235444732510478,-0.4386687575887553,-1.2836877077728135,1.0227682041587352,95.6,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+188,188,-1.6229657726724518,-0.4386687575887553,1.571783505098337,0.8135505811384715,6388.65,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+189,189,-1.6223870720938558,2.279624392438459,-0.223084114420672,0.6790535377683019,2287.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+190,190,-1.6218083715152598,-0.4386687575887553,-1.2021028159764953,0.8185319531151446,240.45,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+191,191,-1.6212296709366638,-0.4386687575887553,1.041481708422266,0.9928799722986976,5430.35,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,True,False,False
+192,192,-1.6206509703580678,-0.4386687575887553,-0.7533859110967429,0.3502829873078872,1025.95,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+193,193,-1.6200722697794718,-0.4386687575887553,1.571783505098337,0.2008418280076989,4973.4,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+194,194,-1.6194935692008758,-0.4386687575887553,-1.2428952618746545,-1.1873004961584954,44.75,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+195,195,-1.6189148686222798,-0.4386687575887553,0.3072176822553988,-1.467917784177738,827.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+196,196,-1.618336168043684,-0.4386687575887553,1.4494061674038592,-1.3085138809242038,1620.2,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+197,197,-1.617757467465088,2.279624392438459,1.0006892625241068,1.212060339272307,5779.6,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+198,198,-1.617178766886492,-0.4386687575887553,0.5111799117461953,0.7454718307906079,3941.7,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+199,199,-1.616600066307896,-0.4386687575887553,1.5309910592001776,1.71849982356739,8152.3,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+200,200,-1.6160213657293,-0.4386687575887553,1.4494061674038592,1.4245988769436864,7320.9,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+201,201,-1.615442665150704,-0.4386687575887553,0.7967270330333104,1.2585531443879214,5138.1,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+202,202,-1.614863964572108,-0.4386687575887553,1.6125759509964963,1.672007018451776,8349.7,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+203,203,-1.614285263993512,2.279624392438459,-0.3454614521151499,0.375189847191252,1712.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+204,204,-1.613706563414916,-0.4386687575887553,1.4086137215056995,-0.1461937530338495,3953.7,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+205,205,-1.61312786283632,-0.4386687575887553,1.4494061674038592,-0.0150176243147954,4539.6,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+206,206,-1.612549162257724,-0.4386687575887553,-0.3862538980133093,-1.501126930688891,426.65,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+207,207,-1.611970461679128,-0.4386687575887553,1.571783505098337,-0.5131548219820898,3515.25,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False
+208,208,-1.611391761100532,-0.4386687575887553,-1.2836877077728135,-1.3417230274353569,24.4,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+209,209,-1.610813060521936,-0.4386687575887553,1.571783505098337,-1.4712386988288533,1500.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+210,210,-1.61023435994334,2.279624392438459,1.4901986133020184,1.519244944500472,7610.1,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+211,211,-1.609655659364744,2.279624392438459,0.3072176822553988,1.1423211315988862,4062.2,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+212,212,-1.609076958786148,2.279624392438459,-0.5902161275041058,0.6690907938149562,1443.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+213,213,-1.608498258207552,-0.4386687575887553,-0.4270463439114685,0.99121951497314,2104.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+214,214,-1.607919557628956,-0.4386687575887553,1.4901986133020184,-0.8535485737214079,2779.5,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+215,215,-1.60734085705036,2.279624392438459,1.2046514920149034,0.6524862205593797,4959.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False,True,False
+216,216,-1.606762156471764,-0.4386687575887553,0.9598968166259476,-1.4978060160377755,1051.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+217,217,-1.606183455893168,-0.4386687575887553,-1.038933032383858,-1.4911641867355452,173.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+218,218,-1.605604755314572,-0.4386687575887553,-1.2836877077728135,-1.5243733332466982,18.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+219,219,-1.605026054735976,-0.4386687575887553,-1.0797254782820174,-1.5027873880144489,122.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+220,220,-1.60444735415738,-0.4386687575887553,-1.2428952618746545,0.6923371963727634,181.5,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+221,221,-1.603868653578784,2.279624392438459,-0.6718010193004244,-0.3404672601240945,825.1,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+222,222,-1.603289953000188,-0.4386687575887553,-1.2428952618746545,-1.4928246440611028,51.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+223,223,-1.602711252421592,-0.4386687575887553,1.6125759509964963,0.7172440562561281,6058.95,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+224,224,-1.602132551842996,-0.4386687575887553,-1.038933032383858,-1.0013292756960388,246.6,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+225,225,-1.6015538512644,-0.4386687575887553,-0.5494236816059465,-1.326778911505338,434.8,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+226,226,-1.600975150685804,-0.4386687575887553,-0.7533859110967429,0.441608140213558,1122.4,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+227,227,-1.600396450107208,-0.4386687575887553,1.286236383811222,1.3565201265958229,6903.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+228,228,-1.599817749528612,-0.4386687575887553,-0.3046690062169906,0.4499104268413462,1837.9,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False
+229,229,-1.599239048950016,-0.4386687575887553,1.5309910592001776,0.7022999403261091,5931.75,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+230,230,-1.59866034837142,-0.4386687575887553,1.3678212756075403,-1.5094292173166792,1240.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+231,231,-1.598081647792824,-0.4386687575887553,-1.2836877077728135,0.2274091452166216,71.65,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+232,232,-1.597502947214228,-0.4386687575887553,0.8375194789314696,0.8749875021841047,4862.5,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,True,False,True,False
+233,233,-1.596924246635632,-0.4386687575887553,-1.0797254782820174,-0.2840117110551344,389.1,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+234,234,-1.5963455460570362,-0.4386687575887553,1.0822741543204255,1.0294100334609655,5655.45,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+235,235,-1.5957668454784402,-0.4386687575887553,-0.0599143308280348,0.4532313414924618,2435.15,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+236,236,-1.5951881448998442,-0.4386687575887553,-1.2021028159764953,0.3187342981222923,229.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+237,237,-1.5946094443212482,-0.4386687575887553,-0.7125934651985837,0.139404906962066,994.8,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+238,238,-1.5940307437426522,-0.4386687575887553,0.6335572494406732,1.3714642425258414,5082.8,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+239,239,-1.5934520431640562,-0.4386687575887553,-1.2428952618746545,-0.2690675951251154,113.55,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+240,240,-1.5928733425854602,2.279624392438459,1.5309910592001776,1.26685543101571,7101.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+241,241,-1.5922946420068642,-0.4386687575887553,-1.2428952618746545,0.8832897888118929,193.6,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+242,242,-1.5917159414282682,-0.4386687575887553,0.5927648035425139,1.529207688453818,5275.8,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+243,243,-1.5911372408496722,-0.4386687575887553,-0.3454614521151499,-1.4529736682477192,531.55,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+244,244,-1.5905585402710762,-0.4386687575887553,-0.0599143308280348,0.96299174043866,2939.8,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+245,245,-1.5899798396924802,-0.4386687575887553,0.8783119248296289,1.537509975081606,6014.85,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+246,246,-1.5894011391138845,-0.4386687575887553,-1.2836877077728135,-0.323862686868518,55.05,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+247,247,-1.5888224385352885,-0.4386687575887553,-0.8349708028930616,-1.0511429954627682,444.75,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+248,248,-1.5882437379566925,-0.4386687575887553,-1.2428952618746545,-1.5293547052233711,53.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+249,249,-1.5876650373780965,-0.4386687575887553,0.6335572494406732,0.190879084054353,3420.5,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+250,250,-1.5870863367995005,2.279624392438459,-1.2836877077728135,0.3203947554478499,74.45,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+251,251,-1.5865076362209043,-0.4386687575887553,1.571783505098337,0.0115496928941272,4681.75,True,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+252,252,-1.5859289356423083,-0.4386687575887553,-1.2836877077728135,-1.4928246440611028,19.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+253,253,-1.5853502350637123,-0.4386687575887553,0.9598968166259476,-1.3284393688308955,1424.2,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+254,254,-1.5847715344851163,-0.4386687575887553,-1.2428952618746545,-1.4861828147588725,33.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+255,255,-1.5841928339065203,2.279624392438459,1.3678212756075403,0.5229705491658828,5265.1,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+256,256,-1.5836141333279246,-0.4386687575887553,0.7151421412369917,-1.4762200708055262,938.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+257,257,-1.5830354327493286,2.279624392438459,1.2454439379130626,0.8235133250918172,5538.8,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+258,258,-1.5824567321707326,-0.4386687575887553,-1.2836877077728135,-0.6559541519800478,45.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+259,259,-1.5818780315921366,-0.4386687575887553,-1.0797254782820174,-0.5164757366332052,255.6,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,True
+260,260,-1.5812993310135406,-0.4386687575887553,-1.1205179241801766,-0.4733038461687064,244.75,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+261,261,-1.5807206304349446,-0.4386687575887553,0.1032554527646023,0.2473346331233132,2568.55,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False
+262,262,-1.5801419298563486,-0.4386687575887553,1.571783505098337,1.7882390312408116,8477.6,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+263,263,-1.5795632292777526,-0.4386687575887553,0.3888025740517173,0.0563820406841836,2762.75,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+264,264,-1.5789845286991566,-0.4386687575887553,1.286236383811222,-1.506108302665564,1208.6,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+265,265,-1.5784058281205606,-0.4386687575887553,-1.2836877077728135,-0.4982107060520712,49.8,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+266,266,-1.5778271275419646,-0.4386687575887553,-1.2836877077728135,0.1676326814965459,69.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+267,267,-1.5772484269633686,-0.4386687575887553,1.4901986133020184,1.40799430368811,7317.1,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+268,268,-1.5766697263847729,-0.4386687575887553,0.0216705609682837,0.9480476245086408,3092,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+269,269,-1.5760910258061769,-0.4386687575887553,-0.5086312357077871,-1.48784327208443,417.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+270,270,-1.575512325227581,-0.4386687575887553,-0.7941783569949022,-1.3384021127842414,343.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+271,271,-1.574933624648985,-0.4386687575887553,-0.1822916685225127,-0.290653540357365,1522.65,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+272,272,-1.574354924070389,-0.4386687575887553,1.6125759509964963,0.5329332931192287,5824.75,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+273,273,-1.5737762234917927,-0.4386687575887553,-0.9573481405875396,0.1892186267287955,597.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+274,274,-1.5731975229131967,-0.4386687575887553,1.6125759509964963,1.4179570476414558,7853.7,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+275,275,-1.5726188223346007,2.279624392438459,0.7967270330333104,-0.1644587836149836,3103.25,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+276,276,-1.5720401217560047,-0.4386687575887553,0.062463006866443,-0.1312496371038306,2003.6,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+277,277,-1.5714614211774087,-0.4386687575887553,1.571783505098337,1.175530278110039,7209,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+278,278,-1.5708827205988127,-0.4386687575887553,-1.0797254782820174,-1.4994664733633334,116.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+279,279,-1.5703040200202167,-0.4386687575887553,-0.0599143308280348,-0.0266408255936988,1910.75,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False,True,False
+280,280,-1.5697253194416207,2.279624392438459,-1.2836877077728135,0.8567224716029702,90.6,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+281,281,-1.5691466188630248,-0.4386687575887553,0.6743496953388325,-1.3134952529008768,1211.65,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+282,282,-1.5685679182844288,-0.4386687575887553,-0.223084114420672,-1.4795409854566417,538.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+283,283,-1.5679892177058328,-0.4386687575887553,0.8375194789314696,0.9513685391597564,4872.2,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+284,284,-1.5674105171272368,2.279624392438459,0.1032554527646023,1.1854930220633848,3653.35,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False
+285,285,-1.5668318165486408,-0.4386687575887553,-1.2428952618746545,1.024428661484293,167.3,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+286,286,-1.5662531159700448,-0.4386687575887553,0.5519723576443546,-0.6924842131423159,2007.85,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+287,287,-1.5656744153914488,-0.4386687575887553,0.1032554527646023,-1.5127501319677945,617.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+288,288,-1.5650957148128528,-0.4386687575887553,-0.9573481405875396,0.2988088102156003,704.3,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+289,289,-1.5645170142342568,-0.4386687575887553,1.286236383811222,1.3150086934568816,6692.65,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+290,290,-1.5639383136556608,-0.4386687575887553,-0.7941783569949022,0.4797986587013841,1111.65,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+291,291,-1.5633596130770648,-0.4386687575887553,0.9191043707277884,0.5561796956770358,4509.5,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+292,292,-1.5627809124984688,-0.4386687575887553,0.755934587135151,0.96299174043866,4539.35,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+293,293,-1.5622022119198729,-0.4386687575887553,-1.1205179241801766,-1.3450439420864722,132.25,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+294,294,-1.5616235113412769,-0.4386687575887553,-0.5086312357077871,0.187558169403238,1470.95,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+295,295,-1.5610448107626809,-0.4386687575887553,-0.3862538980133093,-1.301872051621973,514.75,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+296,296,-1.5604661101840849,2.279624392438459,1.163859046116744,1.1356793022966554,5969.3,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,False,True,False
+297,297,-1.5598874096054889,-0.4386687575887553,0.8783119248296289,0.1709535961476615,3871.85,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+298,298,-1.559308709026893,-0.4386687575887553,-0.7125934651985837,0.3718689325401369,1130.85,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+299,299,-1.558730008448297,-0.4386687575887553,1.286236383811222,-1.3251184541797802,1595.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+300,300,-1.558151307869701,-0.4386687575887553,-0.5902161275041058,-7.350838477652846e-05,1166.7,False,False,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+301,301,-1.557572607291105,-0.4386687575887553,0.7967270330333104,1.270176345666825,5364.8,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+302,302,-1.556993906712509,-0.4386687575887553,-0.631008573402265,-1.4845223574333144,279.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+303,303,-1.556415206133913,-0.4386687575887553,-0.223084114420672,-1.4911641867355452,550.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+304,304,-1.555836505555317,-0.4386687575887553,1.041481708422266,1.5225658591515878,6526.65,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+305,305,-1.555257804976721,-0.4386687575887553,1.4494061674038592,1.4694312247337429,7508.55,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+306,306,-1.554679104398125,-0.4386687575887553,-1.2836877077728135,-1.514410589293352,19.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+307,307,-1.554100403819529,-0.4386687575887553,0.9191043707277884,0.0414379247541646,3462.1,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+308,308,-1.553521703240933,-0.4386687575887553,-1.2836877077728135,-0.6476518653522596,45.3,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+309,309,-1.552943002662337,-0.4386687575887553,1.6125759509964963,0.6508257632338221,6096.45,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+310,310,-1.552364302083741,-0.4386687575887553,-1.0797254782820174,-0.6576146093056053,298.7,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+311,311,-1.551785601505145,-0.4386687575887553,1.1230666002185847,1.1622466195055776,5985.75,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+312,312,-1.551206900926549,-0.4386687575887553,1.163859046116744,1.368143327874726,6547.7,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+313,313,-1.550628200347953,-0.4386687575887553,-1.2428952618746545,-1.4662573268521804,38.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+314,314,-1.550049499769357,-0.4386687575887553,1.2454439379130626,0.2224277732399485,4576.3,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+315,315,-1.549470799190761,-0.4386687575887553,-0.631008573402265,0.6225979886993418,1329.15,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+316,316,-1.548892098612165,2.279624392438459,1.041481708422266,1.1257165583433095,5812.6,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+317,317,-1.548313398033569,-0.4386687575887553,-0.2638765603188314,-0.508173450005417,1265.65,False,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+318,318,-1.547734697454973,-0.4386687575887553,0.8375194789314696,-0.5347407672143393,2495.2,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+319,319,-1.547155996876377,-0.4386687575887553,-0.3046690062169906,-1.514410589293352,532.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+320,320,-1.546577296297781,-0.4386687575887553,-1.2836877077728135,0.5810865555604006,82.3,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+321,321,-1.545998595719185,-0.4386687575887553,-0.3454614521151499,-1.4513132109221616,490.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+322,322,-1.545419895140589,-0.4386687575887553,-1.2428952618746545,0.139404906962066,147.8,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+323,323,-1.544841194561993,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+324,324,-1.544262493983397,-0.4386687575887553,1.4086137215056995,0.341980700680099,5064.45,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+325,325,-1.543683793404801,-0.4386687575887553,-0.631008573402265,-0.3388068027985367,934.8,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+326,326,-1.5431050928262051,-0.4386687575887553,-0.8757632487912208,0.1792558827754497,760.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+327,327,-1.5425263922476091,-0.4386687575887553,0.755934587135151,-1.3300998261564532,1234.6,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+328,328,-1.5419476916690134,-0.4386687575887553,-1.2021028159764953,0.1676326814965459,199.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+329,329,-1.5413689910904174,2.279624392438459,-1.2836877077728135,0.4781382013758265,79.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+330,330,-1.5407902905118214,-0.4386687575887553,-1.2836877077728135,0.1609908521943157,69.65,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+331,331,-1.5402115899332254,2.279624392438459,1.6125759509964963,0.6408630192804758,6129.65,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+332,332,-1.5396328893546294,-0.4386687575887553,-0.5494236816059465,0.0181915221963575,1231.85,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+333,333,-1.5390541887760334,-0.4386687575887553,1.3270288297093813,-1.2968906796453,1654.75,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+334,334,-1.5384754881974374,-0.4386687575887553,0.5111799117461953,1.1788511927611542,4483.95,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+335,335,-1.5378967876188414,-0.4386687575887553,-1.1205179241801766,0.8085692091617988,413.25,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+336,336,-1.5373180870402454,-0.4386687575887553,0.9598968166259476,-0.6625959812822783,2564.95,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+337,337,-1.5367393864616494,2.279624392438459,-1.1613103700783358,0.3203947554478499,294.45,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+338,338,-1.5361606858830534,-0.4386687575887553,1.286236383811222,0.7172440562561281,5442.05,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+339,339,-1.5355819853044574,-0.4386687575887553,0.3480101281535581,-1.4978060160377755,804.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+340,340,-1.5350032847258614,-0.4386687575887553,0.1032554527646023,-0.1412123810571766,1982.6,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+341,341,-1.5344245841472657,-0.4386687575887553,-1.2836877077728135,-1.3151557102264342,25.2,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+342,342,-1.5338458835686697,2.279624392438459,-1.2021028159764953,0.4847800306780572,205.05,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+343,343,-1.5332671829900737,2.279624392438459,1.163859046116744,-1.321797539528665,1501.75,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+344,344,-1.5326884824114777,2.279624392438459,-1.2836877077728135,0.2938274382389276,73.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+345,345,-1.5321097818328815,-0.4386687575887553,0.1032554527646023,-0.3055976562873838,2016.45,False,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+346,346,-1.5315310812542855,-0.4386687575887553,1.4901986133020184,1.6089096400805851,7895.15,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+347,347,-1.5309523806756895,-0.4386687575887553,1.286236383811222,0.1161585044042588,4378.8,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True
+348,348,-1.5303736800970935,-0.4386687575887553,0.755934587135151,1.5026403712448957,5686.4,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,True,False,False
+349,349,-1.5297949795184975,-0.4386687575887553,-0.631008573402265,-1.4911641867355452,329.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+350,350,-1.5292162789399015,-0.4386687575887553,1.4901986133020184,-0.6924842131423159,2960.1,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+351,351,-1.5286375783613055,-0.4386687575887553,-1.2836877077728135,-1.1109194591828435,31.35,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+352,352,-1.5280588777827095,-0.4386687575887553,-0.4678387898096278,0.001586948940781,1336.8,False,False,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+353,353,-1.5274801772041136,-0.4386687575887553,0.8783119248296289,1.07590283857658,5129.45,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False
+354,354,-1.5269014766255176,-0.4386687575887553,-1.2836877077728135,-1.373271716620952,23.45,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+355,355,-1.5263227760469216,-0.4386687575887553,-1.1613103700783358,0.1792558827754497,237.95,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+356,356,-1.5257440754683256,-0.4386687575887553,-1.3244801536709732,-0.0963800332671201, ,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+357,357,-1.5251653748897296,-0.4386687575887553,-1.038933032383858,0.1576699375432001,521.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+358,358,-1.5245866743111336,-0.4386687575887553,-0.0191218849298755,-1.5227128759211404,613.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+359,359,-1.5240079737325376,-0.4386687575887553,1.6125759509964963,-1.4944851013866605,1414.65,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+360,360,-1.5234292731539416,-0.4386687575887553,-0.5494236816059465,-0.8352835431402739,733.35,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+361,361,-1.5228505725753456,-0.4386687575887553,-0.91655569468938,-1.489503729409987,219.5,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+362,362,-1.5222718719967496,2.279624392438459,-0.4678387898096278,0.1427258216131811,1474.75,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+363,363,-1.5216931714181536,2.279624392438459,0.5111799117461953,0.1742745107987766,3062.45,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+364,364,-1.5211144708395576,2.279624392438459,-0.0191218849298755,-1.4944851013866605,587.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+365,365,-1.5205357702609616,-0.4386687575887553,0.3072176822553988,1.359841041246938,4228.55,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+366,366,-1.5199570696823657,-0.4386687575887553,0.5927648035425139,-0.7605629634901797,1875.25,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+367,367,-1.5193783691037697,-0.4386687575887553,0.1440478986627616,-0.3886205225652662,1901.25,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True
+368,368,-1.5187996685251737,-0.4386687575887553,1.4901986133020184,1.3382550960146884,7234.8,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+369,369,-1.5182209679465777,-0.4386687575887553,1.571783505098337,0.527951921142556,5705.05,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+370,370,-1.5176422673679817,-0.4386687575887553,1.571783505098337,-1.3334207408075684,1710.15,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+371,371,-1.5170635667893857,-0.4386687575887553,0.1032554527646023,-0.3869600652397086,1930.9,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+372,372,-1.5164848662107897,-0.4386687575887553,-1.2021028159764953,-0.3371463454729792,189.1,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+373,373,-1.5159061656321935,2.279624392438459,1.6125759509964963,1.4910171699659924,7898.45,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+374,374,-1.5153274650535975,-0.4386687575887553,1.6125759509964963,0.8567224716029702,6441.85,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+375,375,-1.5147487644750015,-0.4386687575887553,1.4494061674038592,0.272241493006678,5163,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+376,376,-1.5141700638964055,-0.4386687575887553,0.3888025740517173,-0.3338254308218638,2348.45,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,False,True,False
+377,377,-1.5135913633178095,2.279624392438459,-0.4678387898096278,-1.4712386988288533,429.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+378,378,-1.5130126627392138,2.279624392438459,-0.9981405864856988,0.9065361913696997,729.95,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+379,379,-1.5124339621606178,2.279624392438459,-0.91655569468938,0.3486225299823297,720.45,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+380,380,-1.5118552615820218,-0.4386687575887553,1.571783505098337,1.393050187758091,7283.25,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+381,381,-1.5112765610034258,2.279624392438459,0.5519723576443546,0.8799688741607774,4126.35,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+382,382,-1.5106978604248298,-0.4386687575887553,-1.2021028159764953,0.5047055185847488,241.3,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+383,383,-1.5101191598462338,2.279624392438459,-0.8349708028930616,0.8799688741607774,1094.5,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+384,384,-1.5095404592676378,-0.4386687575887553,-0.2638765603188314,-0.5629685417488194,1190.5,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,False
+385,385,-1.5089617586890418,-0.4386687575887553,-1.2021028159764953,-0.4865875047731676,160.85,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+386,386,-1.5083830581104458,-0.4386687575887553,0.6743496953388325,0.3203947554478499,3721.9,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+387,387,-1.5078043575318498,-0.4386687575887553,0.0216705609682837,0.5246310064914405,2651.1,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+388,388,-1.5072256569532538,-0.4386687575887553,0.3888025740517173,0.982917228345352,4014.6,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+389,389,-1.5066469563746578,-0.4386687575887553,-0.0599143308280348,0.3469620726567722,2344.5,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+390,390,-1.5060682557960618,2.279624392438459,1.4494061674038592,1.4063338463625523,7379.8,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+391,391,-1.505489555217466,2.279624392438459,1.3678212756075403,1.7085370796140442,7862.25,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+392,392,-1.50491085463887,-0.4386687575887553,1.041481708422266,-1.5027873880144489,1108.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+393,393,-1.504332154060274,-0.4386687575887553,0.1032554527646023,-1.4845223574333144,655.3,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+394,394,-1.503753453481678,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+395,395,-1.503174752903082,-0.4386687575887553,0.3072176822553988,0.3320179567267532,2971.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+396,396,-1.502596052324486,-0.4386687575887553,-0.7941783569949022,0.3785107618423676,981.45,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+397,397,-1.50201735174589,-0.4386687575887553,1.0006892625241068,-0.3022767416362684,3171.6,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+398,398,-1.501438651167294,-0.4386687575887553,-1.2836877077728135,0.3486225299823297,75.3,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+399,399,-1.500859950588698,-0.4386687575887553,-1.2836877077728135,-0.6343682067477983,45.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+400,400,-1.500281250010102,-0.4386687575887553,0.5519723576443546,-0.347109089426325,2460.15,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+401,401,-1.499702549431506,2.279624392438459,0.3072176822553988,0.9878986003220246,3640.45,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+402,402,-1.49912384885291,-0.4386687575887553,-0.4678387898096278,0.4216826523068663,1625,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+403,403,-1.498545148274314,-0.4386687575887553,-1.0797254782820174,1.1074515277621757,567.45,False,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+404,404,-1.497966447695718,-0.4386687575887553,1.0822741543204255,1.537509975081606,6555.2,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+405,405,-1.497387747117122,-0.4386687575887553,-0.7125934651985837,-0.2059702167539248,939.7,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+406,406,-1.496809046538526,-0.4386687575887553,-0.223084114420672,0.9878986003220246,2724.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+407,407,-1.4962303459599302,-0.4386687575887553,1.571783505098337,1.710197536939602,8309.55,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+408,408,-1.4956516453813342,-0.4386687575887553,0.5111799117461953,0.8135505811384715,4192.15,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+409,409,-1.4950729448027382,-0.4386687575887553,-1.1613103700783358,-1.4645968695266227,73.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+410,410,-1.4944942442241422,-0.4386687575887553,-1.2836877077728135,-1.501126930688891,19.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+411,411,-1.4939155436455462,-0.4386687575887553,0.5927648035425139,1.1473025035755589,4749.15,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+412,412,-1.4933368430669502,-0.4386687575887553,0.062463006866443,-0.4982107060520712,1734.2,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+413,413,-1.4927581424883545,-0.4386687575887553,-0.5902161275041058,-0.3454486321007674,957.1,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+414,414,-1.4921794419097585,-0.4386687575887553,-0.9981405864856988,-0.3504300040774403,447.75,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+415,415,-1.4916007413311625,-0.4386687575887553,-1.038933032383858,-0.9731015011615588,249.55,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+416,416,-1.4910220407525665,-0.4386687575887553,-1.1205179241801766,0.6541466778849372,453.75,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+417,417,-1.4904433401739705,-0.4386687575887553,0.2664252363572394,-0.1827238141961179,2209.15,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,False,False,True,False
+418,418,-1.4898646395953743,-0.4386687575887553,-0.1414992226243534,-1.4662573268521804,654.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+419,419,-1.4892859390167783,-0.4386687575887553,-1.2836877077728135,-0.3188813148918449,55.2,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+420,420,-1.4887072384381823,-0.4386687575887553,-0.0599143308280348,-1.321797539528665,789.2,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+421,421,-1.4881285378595863,-0.4386687575887553,-1.2428952618746545,-1.3450439420864722,38.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+422,422,-1.4875498372809903,-0.4386687575887553,1.2454439379130626,0.1991813706821413,4448.8,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,True,False,False
+423,423,-1.4869711367023943,-0.4386687575887553,-0.5086312357077871,0.4648545427713652,1641.3,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+424,424,-1.4863924361237983,-0.4386687575887553,1.571783505098337,0.6142957020715536,5894.5,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+425,425,-1.4858137355452024,-0.4386687575887553,1.3678212756075403,-0.1212868931504848,4017.45,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False
+426,426,-1.4852350349666064,-0.4386687575887553,-0.9981405864856988,-0.6526332373289325,438.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+427,427,-1.4846563343880104,-0.4386687575887553,-1.2428952618746545,1.0360518627631965,174.8,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+428,428,-1.4840776338094144,-0.4386687575887553,-1.2021028159764953,-0.9863851597660198,101.1,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+429,429,-1.4834989332308184,-0.4386687575887553,0.5927648035425139,-1.4795409854566417,1029.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+430,430,-1.4829202326522224,-0.4386687575887553,-1.2428952618746545,-0.5164757366332052,90.35,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+431,431,-1.4823415320736264,-0.4386687575887553,-1.2836877077728135,0.3054506395178309,74,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+432,432,-1.4817628314950304,-0.4386687575887553,-1.038933032383858,-1.4795409854566417,129.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+433,433,-1.4811841309164344,-0.4386687575887553,1.4901986133020184,1.3349341813635731,7297.75,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+434,434,-1.4806054303378384,-0.4386687575887553,-1.1205179241801766,1.344896925316919,550.6,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+435,435,-1.4800267297592424,-0.4386687575887553,1.571783505098337,-1.501126930688891,1416.5,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+436,436,-1.4794480291806464,-0.4386687575887553,-1.2836877077728135,0.3154133834711767,74.3,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+437,437,-1.4788693286020504,-0.4386687575887553,-0.7533859110967429,0.8251737824173753,1208.35,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+438,438,-1.4782906280234545,-0.4386687575887553,-0.1414992226243534,-1.5094292173166792,601.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+439,439,-1.4777119274448585,-0.4386687575887553,0.9598968166259476,0.564481982304824,4534.45,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+440,440,-1.4771332268662625,2.279624392438459,-1.0797254782820174,1.0277495761354083,573.75,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+441,441,-1.4765545262876665,2.279624392438459,-1.2836877077728135,-0.8170185125591396,40.2,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+442,442,-1.4759758257090705,-0.4386687575887553,0.5519723576443546,0.868345672881874,4236.6,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+443,443,-1.4753971251304745,-0.4386687575887553,-0.5086312357077871,1.4412034501992628,2203.7,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+444,444,-1.4748184245518785,2.279624392438459,-0.5086312357077871,0.697318568349436,1727.5,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+445,445,-1.4742397239732823,2.279624392438459,0.1848403445609209,0.3801712191679252,2841.55,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+446,446,-1.4736610233946863,-0.4386687575887553,-0.3454614521151499,-1.4978060160377755,494.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+447,447,-1.4730823228160903,-0.4386687575887553,-0.1414992226243534,0.99121951497314,2649.15,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+448,448,-1.4725036222374943,-0.4386687575887553,-0.4678387898096278,1.3150086934568816,2200.25,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+449,449,-1.4719249216588983,-0.4386687575887553,-0.5494236816059465,1.2784786322946131,2012.7,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+450,450,-1.4713462210803026,-0.4386687575887553,0.8783119248296289,0.5246310064914405,4299.95,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+451,451,-1.4707675205017066,-0.4386687575887553,-1.2428952618746545,-1.511089674642237,28.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+452,452,-1.4701888199231106,2.279624392438459,-0.223084114420672,1.311687778805766,2867.75,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+453,453,-1.4696101193445146,-0.4386687575887553,0.5519723576443546,-0.134570551754946,2893.4,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+454,454,-1.4690314187659186,-0.4386687575887553,-0.5902161275041058,-1.4994664733633334,391.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+455,455,-1.4684527181873226,-0.4386687575887553,0.7967270330333104,-1.4928246440611028,1070.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+456,456,-1.4678740176087266,-0.4386687575887553,0.4295950199498767,-0.2873326257062497,2499.3,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+457,457,-1.4672953170301306,-0.4386687575887553,-1.2021028159764953,-1.489503729409987,58,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+458,458,-1.4667166164515346,-0.4386687575887553,-1.1613103700783358,-0.6642564386078361,176.2,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+459,459,-1.4661379158729386,-0.4386687575887553,-1.0797254782820174,0.6225979886993418,477.55,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+460,460,-1.4655592152943426,2.279624392438459,0.1032554527646023,1.1954557660167306,3437.5,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+461,461,-1.4649805147157466,-0.4386687575887553,1.4494061674038592,-0.1495146676849649,4109,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+462,462,-1.4644018141371506,-0.4386687575887553,-1.1205179241801766,1.0443541493909847,512.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+463,463,-1.4638231135585549,-0.4386687575887553,-1.2021028159764953,-0.6708982679100666,122.7,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+464,464,-1.4632444129799589,2.279624392438459,-1.1613103700783358,0.2639392063788897,317.75,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+465,465,-1.462665712401363,-0.4386687575887553,-1.1613103700783358,-1.3118347955753191,116.95,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+466,466,-1.462087011822767,-0.4386687575887553,-1.2428952618746545,0.494742774631403,165,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+467,467,-1.461508311244171,-0.4386687575887553,0.3072176822553988,1.504300828570453,4469.1,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+468,468,-1.4609296106655747,-0.4386687575887553,-0.91655569468938,1.0061636309031583,865.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+469,469,-1.4603509100869787,2.279624392438459,-0.3454614521151499,0.5213100918403253,2088.45,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+470,470,-1.4597722095083827,2.279624392438459,1.6125759509964963,1.4146361329903403,7748.75,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+471,471,-1.4591935089297867,-0.4386687575887553,-0.3454614521151499,1.1456420462500012,2431.35,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+472,472,-1.4586148083511907,-0.4386687575887553,1.6125759509964963,0.7238858855583583,6350.5,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+473,473,-1.4580361077725947,-0.4386687575887553,-1.2836877077728135,-0.4185087544253038,52.2,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+474,474,-1.4574574071939987,-0.4386687575887553,-0.5902161275041058,0.782001891952876,1639.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+475,475,-1.4568787066154028,-0.4386687575887553,-1.1613103700783358,-0.8219998845358127,162.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+476,476,-1.4563000060368068,2.279624392438459,0.1440478986627616,0.8650247582307584,3186.7,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+477,477,-1.4557213054582108,-0.4386687575887553,-0.8757632487912208,0.3469620726567722,888.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+478,478,-1.4551426048796148,-0.4386687575887553,-1.2836877077728135,0.1576699375432001,69.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+479,479,-1.4545639043010188,-0.4386687575887553,0.3888025740517173,0.5013846039336337,3313.4,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+480,480,-1.4539852037224228,2.279624392438459,-0.6718010193004244,0.6823744524194171,1375.15,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+481,481,-1.4534065031438268,-0.4386687575887553,0.7151421412369917,1.6454397012428534,5791.1,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+482,482,-1.4528278025652308,-0.4386687575887553,-1.2836877077728135,-1.335081198133126,24.6,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+483,483,-1.4522491019866348,-0.4386687575887553,0.2256327904590802,-1.489503729409987,756.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+484,484,-1.4516704014080388,2.279624392438459,-0.3454614521151499,0.4997241466080757,1857.75,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+485,485,-1.4510917008294428,-0.4386687575887553,-0.0599143308280348,-0.1694401555916565,1825.5,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+486,486,-1.4505130002508468,-0.4386687575887553,-0.9981405864856988,-1.506108302665564,159.2,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+487,487,-1.449934299672251,2.279624392438459,0.4295950199498767,1.4196175049670132,4533.9,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+488,488,-1.449355599093655,-0.4386687575887553,1.0006892625241068,0.1842372547521224,4124.65,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+489,489,-1.448776898515059,-0.4386687575887553,-0.7941783569949022,-1.4596154975499498,272.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+490,490,-1.448198197936463,-0.4386687575887553,0.3072176822553988,0.8235133250918172,3488.15,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,True,False,False
+491,491,-1.447619497357867,-0.4386687575887553,-0.3862538980133093,-1.4994664733633334,436.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+492,492,-1.447040796779271,-0.4386687575887553,1.6125759509964963,0.6242584460248993,5959.3,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+493,493,-1.4464620962006751,-0.4386687575887553,0.9191043707277884,0.645844391257149,4589.85,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+494,494,-1.4458833956220791,-0.4386687575887553,0.6335572494406732,1.54913317636051,5315.1,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+495,495,-1.4453046950434831,-0.4386687575887553,-1.2836877077728135,0.3369993287034263,74.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+496,496,-1.4447259944648871,-0.4386687575887553,0.1440478986627616,1.0808842105532528,3457.9,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+497,497,-1.4441472938862912,-0.4386687575887553,-0.8757632487912208,0.1510281082409694,712.25,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+498,498,-1.4435685933076952,-0.4386687575887553,-1.2836877077728135,0.6574675925360524,84.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+499,499,-1.4429898927290992,-0.4386687575887553,0.8375194789314696,1.115753814389964,5149.5,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+500,500,-1.4424111921505032,-0.4386687575887553,1.5309910592001776,-0.4566992729131299,3635.15,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+501,501,-1.4418324915719072,-0.4386687575887553,-0.8349708028930616,1.0260891188098509,1184,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+502,502,-1.4412537909933112,-0.4386687575887553,-0.4270463439114685,0.9928799722986976,1914.9,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+503,503,-1.4406750904147152,-0.4386687575887553,0.9191043707277884,0.1410653642876236,3842.6,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,True,False,False
+504,504,-1.4400963898361192,2.279624392438459,-0.1822916685225127,-0.0116967096636798,1867.6,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False
+505,505,-1.4395176892575232,-0.4386687575887553,1.041481708422266,-1.4928246440611028,1158.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+506,506,-1.4389389886789272,-0.4386687575887553,-0.5494236816059465,-1.4978060160377755,386.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+507,507,-1.4383602881003312,-0.4386687575887553,-0.5494236816059465,1.0078240882287166,1789.25,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+508,508,-1.4377815875217352,-0.4386687575887553,-0.0599143308280348,0.2539764624255439,2156.25,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False
+509,509,-1.4372028869431392,-0.4386687575887553,-0.7941783569949022,0.816871495789587,1132.35,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+510,510,-1.4366241863645433,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+511,511,-1.4360454857859473,-0.4386687575887553,-1.2836877077728135,0.1941999987054686,70.65,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+512,512,-1.4354667852073513,2.279624392438459,-0.5902161275041058,0.290506523587812,1359.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+513,513,-1.4348880846287553,-0.4386687575887553,-0.7941783569949022,-1.489503729409987,257,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+514,514,-1.4343093840501593,-0.4386687575887553,-1.2428952618746545,-1.477880528131084,31.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+515,515,-1.4337306834715633,-0.4386687575887553,1.5309910592001776,0.0049078635918966,4523.25,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+516,516,-1.4331519828929673,2.279624392438459,0.470387465848036,-1.5094292173166792,847.25,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+517,517,-1.4325732823143713,-0.4386687575887553,-1.1613103700783358,-1.4596154975499498,62.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+518,518,-1.431994581735775,-0.4386687575887553,1.3270288297093813,0.37685030451681,4929.55,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+519,519,-1.431415881157179,2.279624392438459,1.571783505098337,1.157265247528905,7181.25,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,True,False,False
+520,520,-1.4308371805785831,-0.4386687575887553,1.286236383811222,-0.3637136626819015,3399.85,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+521,521,-1.4302584799999871,-0.4386687575887553,-0.1822916685225127,0.914838477997488,2602.9,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+522,522,-1.4296797794213914,2.279624392438459,-0.6718010193004244,1.0493355213676578,1581.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+523,523,-1.4291010788427954,-0.4386687575887553,1.5309910592001776,1.6404583292661807,7723.9,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+524,524,-1.4285223782641994,-0.4386687575887553,0.2664252363572394,0.5545192383514783,3107.3,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False
+525,525,-1.4279436776856034,-0.4386687575887553,-0.5494236816059465,-0.6576146093056053,865.85,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+526,526,-1.4273649771070074,-0.4386687575887553,1.1230666002185847,1.3332737240380157,6236.75,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+527,527,-1.4267862765284114,-0.4386687575887553,0.755934587135151,0.8484201849751819,4614.55,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,True,True,False,False
+528,528,-1.4262075759498154,2.279624392438459,0.9598968166259476,1.517584487174915,6139.5,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+529,529,-1.4256288753712194,-0.4386687575887553,1.3678212756075403,1.3349341813635731,7133.25,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+530,530,-1.4250501747926234,-0.4386687575887553,1.041481708422266,-0.3089185709384991,3166.9,False,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+531,531,-1.4244714742140274,-0.4386687575887553,1.4901986133020184,-0.1893656434983483,4134.7,False,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False
+532,532,-1.4238927736354314,-0.4386687575887553,-0.223084114420672,-0.2873326257062497,1439.35,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+533,533,-1.4233140730568354,-0.4386687575887553,-1.2836877077728135,-0.5380616818654547,48.6,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+534,534,-1.4227353724782394,-0.4386687575887553,-1.0797254782820174,-1.48784327208443,109.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+535,535,-1.4221566718996437,-0.4386687575887553,-1.038933032383858,-1.320137082203107,189.95,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+536,536,-1.4215779713210477,2.279624392438459,-0.9981405864856988,0.1626513095198732,560.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+537,537,-1.4209992707424517,-0.4386687575887553,-0.7125934651985837,0.1560094802176425,1071.4,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,True
+538,538,-1.4204205701638557,-0.4386687575887553,-0.9573481405875396,-1.4745596134799688,181.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+539,539,-1.4198418695852597,-0.4386687575887553,-0.8349708028930616,0.0812889005675483,832.3,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+540,540,-1.4192631690066635,-0.4386687575887553,-0.3046690062169906,0.2074836573099295,1837.7,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+541,541,-1.4186844684280675,-0.4386687575887553,-0.1822916685225127,0.5395751224214593,2227.1,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+542,542,-1.4181057678494715,-0.4386687575887553,0.6743496953388325,1.190474394040058,4917.75,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+543,543,-1.4175270672708755,2.279624392438459,1.0006892625241068,-0.6625959812822783,2572.95,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+544,544,-1.4169483666922795,-0.4386687575887553,-0.8757632487912208,-1.469578241503296,184.95,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+545,545,-1.4163696661136835,-0.4386687575887553,0.1848403445609209,1.0111450028798317,3314.15,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+546,546,-1.4157909655350875,-0.4386687575887553,0.3072176822553988,1.212060339272307,4113.1,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+547,547,-1.4152122649564916,-0.4386687575887553,0.8783119248296289,-0.6509727800033747,2460.55,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+548,548,-1.4146335643778956,-0.4386687575887553,-0.8349708028930616,0.6724117084660712,999.8,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+549,549,-1.4140548637992996,-0.4386687575887553,-1.1613103700783358,-0.3155604002407298,238.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+550,550,-1.4134761632207036,-0.4386687575887553,1.3678212756075403,1.2734972603179404,7031.3,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+551,551,-1.4128974626421076,-0.4386687575887553,1.5309910592001776,-0.1760819848938872,4144.8,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+552,552,-1.4123187620635116,-0.4386687575887553,-1.2836877077728135,0.3353388713778688,74.9,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+553,553,-1.4117400614849156,-0.4386687575887553,1.041481708422266,1.2768181749690557,6017.65,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+554,554,-1.4111613609063196,2.279624392438459,0.5927648035425139,0.7056208549772243,3865.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+555,555,-1.4105826603277236,2.279624392438459,-1.1613103700783358,0.4665150000969227,292.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+556,556,-1.4100039597491276,-0.4386687575887553,1.0006892625241068,-0.1827238141961179,3274.35,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+557,557,-1.4094252591705316,-0.4386687575887553,-0.7125934651985837,0.9696335697408904,1505.45,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+558,558,-1.4088465585919356,-0.4386687575887553,-0.3454614521151499,0.8218528677662597,2259.35,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+559,559,-1.4082678580133396,-0.4386687575887553,-0.5086312357077871,-1.5094292173166792,433.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+560,560,-1.4076891574347437,2.279624392438459,1.163859046116744,1.1124328997388482,6066.55,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False,True
+561,561,-1.4071104568561477,-0.4386687575887553,-0.6718010193004244,-0.493229334075398,810.2,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+562,562,-1.4065317562775517,-0.4386687575887553,1.6125759509964963,1.0925074118321567,6869.7,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,True,False,False
+563,563,-1.4059530556989557,2.279624392438459,-0.7533859110967429,-0.8336230858147161,692.35,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+564,564,-1.4053743551203597,-0.4386687575887553,-1.2428952618746545,-0.6227450054688949,80.35,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+565,565,-1.4047956545417637,-0.4386687575887553,1.286236383811222,0.8965734474163538,5960.5,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+566,566,-1.404216953963168,-0.4386687575887553,-0.1007067767261941,-1.4944851013866605,576.65,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+567,567,-1.403638253384572,-0.4386687575887553,1.286236383811222,0.8185319531151446,5692.65,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False
+568,568,-1.403059552805976,-0.4386687575887553,1.163859046116744,1.5541145483371828,6876.05,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+569,569,-1.40248085222738,-0.4386687575887553,0.7151421412369917,0.6425234766060338,4164.4,False,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+570,570,-1.401902151648784,-0.4386687575887553,0.5927648035425139,0.9995218016009284,4615.25,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True,False,False
+571,571,-1.401323451070188,-0.4386687575887553,0.755934587135151,-0.162798326289426,3043.6,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+572,572,-1.400744750491592,-0.4386687575887553,0.1848403445609209,0.8766479595096622,3382.3,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+573,573,-1.400166049912996,2.279624392438459,1.286236383811222,1.0692610092743495,6430.9,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,False,False
+574,574,-1.3995873493344,-0.4386687575887553,1.1230666002185847,-0.15283558233608,3582.4,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+575,575,-1.399008648755804,-0.4386687575887553,-1.2836877077728135,-1.4861828147588725,20.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+576,576,-1.398429948177208,-0.4386687575887553,-0.7533859110967429,0.5694633542814972,1181.75,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+577,577,-1.397851247598612,-0.4386687575887553,-1.2836877077728135,0.3718689325401369,76,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+578,578,-1.397272547020016,-0.4386687575887553,-0.631008573402265,0.7786809773017609,1460.65,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+579,579,-1.39669384644142,-0.4386687575887553,1.2454439379130626,1.3183296081079967,6590.8,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False,False
+580,580,-1.396115145862824,-0.4386687575887553,1.6125759509964963,-1.2802861063897235,1988.05,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+581,581,-1.395536445284228,-0.4386687575887553,-0.1414992226243534,1.1871534793889424,2830.45,True,False,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+582,582,-1.394957744705632,-0.4386687575887553,-0.5902161275041058,-0.1096636918715812,1087.45,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+583,583,-1.394379044127036,2.279624392438459,0.2256327904590802,0.1775954254498921,2497.35,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+584,584,-1.39380034354844,2.279624392438459,-0.2638765603188314,-1.511089674642237,504.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+585,585,-1.393221642969844,2.279624392438459,1.5309910592001776,1.3282923520613426,7308.95,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+586,586,-1.392642942391248,-0.4386687575887553,-1.038933032383858,0.4814591160269416,523.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+587,587,-1.392064241812652,-0.4386687575887553,-0.4270463439114685,-1.4596154975499498,450.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+588,588,-1.391485541234056,-0.4386687575887553,-0.3046690062169906,-0.3338254308218638,1266.35,False,False,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+589,589,-1.39090684065546,-0.4386687575887553,0.0216705609682837,-0.8535485737214079,1309,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+590,590,-1.390328140076864,2.279624392438459,-0.223084114420672,1.0211077468331775,2510.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+591,591,-1.389749439498268,-0.4386687575887553,-0.7125934651985837,0.3353388713778688,1107.25,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+592,592,-1.389170738919672,-0.4386687575887553,0.3480101281535581,-1.326778911505338,962.25,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+593,593,-1.388592038341076,-0.4386687575887553,0.2256327904590802,1.0028427162520437,3605.6,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+594,594,-1.38801333776248,2.279624392438459,0.470387465848036,0.8102296664873563,4040.2,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+595,595,-1.3874346371838842,-0.4386687575887553,1.3678212756075403,-1.496145558712218,1344.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+596,596,-1.3868559366052882,-0.4386687575887553,-0.5494236816059465,-1.4596154975499498,467.5,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+597,597,-1.3862772360266922,-0.4386687575887553,-0.631008573402265,0.8434388129985093,1454.15,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+598,598,-1.3856985354480962,-0.4386687575887553,-1.038933032383858,0.3353388713778688,490.55,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+599,599,-1.3851198348695002,2.279624392438459,-0.4678387898096278,0.2290696025421792,1497.05,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,False,False,False
+600,600,-1.3845411342909042,-0.4386687575887553,1.163859046116744,0.9729544843920056,5638.3,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,True,False
+601,601,-1.3839624337123082,-0.4386687575887553,-1.1613103700783358,-0.4683224741920333,214.55,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+602,602,-1.3833837331337122,-0.4386687575887553,1.041481708422266,0.3453016153312146,4300.8,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+603,603,-1.3828050325551162,-0.4386687575887553,-0.4678387898096278,-0.2939744550084802,1157.05,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+604,604,-1.3822263319765202,-0.4386687575887553,1.1230666002185847,-1.489503729409987,1189.9,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+605,605,-1.3816476313979242,-0.4386687575887553,0.4295950199498767,-1.2985511369708578,1188.2,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+606,606,-1.3810689308193282,2.279624392438459,0.1440478986627616,0.6790535377683019,3132.75,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+607,607,-1.3804902302407325,2.279624392438459,1.0006892625241068,-0.3255231441940756,3094.05,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+608,608,-1.3799115296621365,-0.4386687575887553,-0.3454614521151499,-0.3271836015196331,1348.5,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+609,609,-1.3793328290835405,-0.4386687575887553,1.4494061674038592,1.3432364679913615,7173.15,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+610,610,-1.3787541285049445,-0.4386687575887553,1.6125759509964963,0.99121951497314,6747.35,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+611,611,-1.3781754279263485,-0.4386687575887553,-0.9573481405875396,-0.8386044577913893,373,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+612,612,-1.3775967273477523,-0.4386687575887553,1.3678212756075403,0.4881009453291723,5196.1,True,False,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+613,613,-1.3770180267691563,-0.4386687575887553,-0.9981405864856988,0.2888460662622544,632.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+614,614,-1.3764393261905603,-0.4386687575887553,0.7151421412369917,1.270176345666825,5153.5,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+615,615,-1.3758606256119643,-0.4386687575887553,-0.91655569468938,0.3635666459123486,777.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+616,616,-1.3752819250333683,-0.4386687575887553,0.8783119248296289,-1.142468148368439,1621.35,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+617,617,-1.3747032244547723,-0.4386687575887553,-1.2836877077728135,0.4930823173058454,79.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+618,618,-1.3741245238761763,-0.4386687575887553,1.571783505098337,1.4528266514781665,7616,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+619,619,-1.3735458232975803,-0.4386687575887553,-1.1613103700783358,1.2070789672956346,385.9,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+620,620,-1.3729671227189844,-0.4386687575887553,0.0216705609682837,-0.3371463454729792,1665.2,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+621,621,-1.3723884221403884,2.279624392438459,-0.91655569468938,0.7255463428839163,856.65,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+622,622,-1.3718097215617924,-0.4386687575887553,1.6125759509964963,-0.5181361939587628,3580.95,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False
+623,623,-1.3712310209831964,2.279624392438459,-1.2836877077728135,-1.4596154975499498,20.85,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+624,624,-1.3706523204046004,-0.4386687575887553,1.4086137215056995,-1.301872051621973,1790.35,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+625,625,-1.3700736198260044,-0.4386687575887553,-0.4270463439114685,0.5047055185847488,1706.45,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+626,626,-1.3694949192474084,-0.4386687575887553,1.2046514920149034,1.060958722646561,6125.4,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+627,627,-1.3689162186688124,2.279624392438459,-0.4678387898096278,-0.7605629634901797,840.1,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+628,628,-1.3683375180902164,-0.4386687575887553,1.4494061674038592,1.559095920313856,7511.3,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+629,629,-1.3677588175116204,-0.4386687575887553,-1.038933032383858,1.10413061311106,713,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+630,630,-1.3671801169330244,-0.4386687575887553,1.041481708422266,0.4980636892825181,4526.85,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+631,631,-1.3666014163544284,-0.4386687575887553,-0.3862538980133093,0.6292398180015725,1849.95,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+632,632,-1.3660227157758325,2.279624392438459,1.571783505098337,-1.3566671433653754,1756.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+633,633,-1.3654440151972365,-0.4386687575887553,0.3480101281535581,0.7106022269538974,3339.05,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False
+634,634,-1.3648653146186405,-0.4386687575887553,-1.3244801536709732,-0.290653540357365, ,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+635,635,-1.3642866140400445,-0.4386687575887553,1.163859046116744,-0.0880777466393318,3778.85,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+636,636,-1.3637079134614485,-0.4386687575887553,0.5519723576443546,1.157265247528905,4630.2,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+637,637,-1.3631292128828525,-0.4386687575887553,-1.0797254782820174,-1.4645968695266227,112.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+638,638,-1.3625505123042565,-0.4386687575887553,-1.038933032383858,0.9779358563686787,669,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+639,639,-1.3619718117256605,-0.4386687575887553,-0.4678387898096278,0.2954878955644852,1558.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+640,640,-1.3613931111470643,2.279624392438459,-0.7941783569949022,1.004503173577601,1290,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+641,641,-1.3608144105684683,-0.4386687575887553,-0.4270463439114685,0.6142957020715536,1845.9,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+642,642,-1.3602357099898723,-0.4386687575887553,-0.2638765603188314,0.1410653642876236,1815.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+643,643,-1.3596570094112763,-0.4386687575887553,-1.1613103700783358,-0.7439583902346032,146.4,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+644,644,-1.3590783088326803,-0.4386687575887553,1.2454439379130626,-1.5044478453400063,1215.1,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+645,645,-1.3584996082540846,2.279624392438459,-1.1205179241801766,0.5013846039336337,343.95,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+646,646,-1.3579209076754888,-0.4386687575887553,-1.0797254782820174,-1.4978060160377755,129.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+647,647,-1.3573422070968928,-0.4386687575887553,0.9191043707277884,0.9845776856709094,5073.1,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+648,648,-1.3567635065182968,-0.4386687575887553,0.755934587135151,0.3851525911445982,3966.3,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+649,649,-1.3561848059397008,-0.4386687575887553,0.9598968166259476,0.1311026203342778,3808,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+650,650,-1.3556061053611048,-0.4386687575887553,-0.5902161275041058,-1.4845223574333144,401.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+651,651,-1.3550274047825088,-0.4386687575887553,1.6125759509964963,1.3548596692702648,7581.5,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+652,652,-1.3544487042039128,-0.4386687575887553,-0.5494236816059465,-0.5048525353543016,962.9,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+653,653,-1.3538700036253168,2.279624392438459,-0.4270463439114685,1.0592982653210037,2082.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+654,654,-1.3532913030467209,-0.4386687575887553,0.3480101281535581,-0.9747619584871162,1391.65,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+655,655,-1.3527126024681249,-0.4386687575887553,-1.1205179241801766,-1.506108302665564,86.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+656,656,-1.3521339018895289,-0.4386687575887553,1.0006892625241068,0.3154133834711767,4166.35,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+657,657,-1.3515552013109329,2.279624392438459,-0.1414992226243534,1.2170417112489802,2948.6,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+658,658,-1.3509765007323369,-0.4386687575887553,0.0216705609682837,0.96299174043866,3124.5,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+659,659,-1.350397800153741,-0.4386687575887553,1.6125759509964963,1.0974887838088292,6841.3,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+660,660,-1.349819099575145,-0.4386687575887553,-0.0599143308280348,0.7919646359062222,2683.2,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False
+661,661,-1.349240398996549,2.279624392438459,0.7967270330333104,1.3166691507824393,5481.25,True,True,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+662,662,-1.348661698417953,-0.4386687575887553,0.1032554527646023,-1.4861828147588725,746.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+663,663,-1.348082997839357,-0.4386687575887553,-1.038933032383858,-1.4928246440611028,144.15,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+664,664,-1.347504297260761,-0.4386687575887553,-0.4270463439114685,-0.3354858881474214,1178.75,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+665,665,-1.346925596682165,-0.4386687575887553,-1.0797254782820174,0.3353388713778688,469.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+666,666,-1.346346896103569,-0.4386687575887553,1.1230666002185847,-0.9000413788370221,2288.7,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+667,667,-1.345768195524973,-0.4386687575887553,-0.3454614521151499,-1.4795409854566417,439.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+668,668,-1.345189494946377,2.279624392438459,-0.0599143308280348,0.290506523587812,2094.65,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+669,669,-1.344610794367781,-0.4386687575887553,-0.2638765603188314,0.6956581110238784,2146.5,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+670,670,-1.344032093789185,-0.4386687575887553,-1.2836877077728135,0.1692931388221039,69.9,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+671,671,-1.343453393210589,-0.4386687575887553,0.3072176822553988,-1.501126930688891,808.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+672,672,-1.342874692631993,-0.4386687575887553,-0.91655569468938,-1.4861828147588725,218.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+673,673,-1.342295992053397,-0.4386687575887553,1.5309910592001776,-1.514410589293352,1401.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+674,674,-1.341717291474801,-0.4386687575887553,-1.2021028159764953,-0.3205417722174027,159.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+675,675,-1.341138590896205,2.279624392438459,0.5519723576443546,0.6707512511405137,3969.4,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+676,676,-1.340559890317609,-0.4386687575887553,1.0822741543204255,1.5059612858960112,6448.05,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+677,677,-1.339981189739013,2.279624392438459,0.6335572494406732,0.1941999987054686,3545.05,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+678,678,-1.339402489160417,-0.4386687575887553,1.0822741543204255,-1.5094292173166792,1099.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+679,679,-1.338823788581821,-0.4386687575887553,-0.1414992226243534,-1.135826319066208,856.35,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+680,680,-1.338245088003225,2.279624392438459,-0.9981405864856988,-1.4994664733633334,164.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+681,681,-1.337666387424629,-0.4386687575887553,-0.9573481405875396,-1.496145558712218,210.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+682,682,-1.337087686846033,-0.4386687575887553,-0.9981405864856988,-0.219253875358386,469.25,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+683,683,-1.336508986267437,-0.4386687575887553,-0.1822916685225127,0.835136526370721,2625.55,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+684,684,-1.335930285688841,-0.4386687575887553,-0.5086312357077871,0.3718689325401369,1588.75,False,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,False
+685,685,-1.335351585110245,2.279624392438459,0.9598968166259476,1.326631894735785,5510.65,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+686,686,-1.334772884531649,-0.4386687575887553,0.6743496953388325,-0.8020743966291208,2070.75,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+687,687,-1.3341941839530531,-0.4386687575887553,-1.1205179241801766,0.8002669225340105,454.15,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,True
+688,688,-1.3336154833744571,-0.4386687575887553,-0.5902161275041058,0.8367969836962786,1527.35,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+689,689,-1.3330367827958611,-0.4386687575887553,1.571783505098337,0.85008064230074,6668.05,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+690,690,-1.3324580822172651,-0.4386687575887553,-0.5086312357077871,0.8035878371851256,1820.45,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+691,691,-1.3318793816386691,-0.4386687575887553,0.3072176822553988,-0.7456188475601607,1716.45,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False
+692,692,-1.3313006810600732,-0.4386687575887553,-0.5902161275041058,-0.1395519237316189,1156.35,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+693,693,-1.3307219804814772,-0.4386687575887553,0.2256327904590802,-1.477880528131084,749.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+694,694,-1.3301432799028812,2.279624392438459,1.4086137215056995,1.3548596692702648,7112.15,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+695,695,-1.3295645793242852,-0.4386687575887553,-0.631008573402265,-0.313899942915172,920.5,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+696,696,-1.3289858787456892,-0.4386687575887553,-1.2836877077728135,-0.9814037877893468,35.25,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+697,697,-1.3284071781670932,-0.4386687575887553,1.4494061674038592,-1.320137082203107,1629.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+698,698,-1.3278284775884972,-0.4386687575887553,0.1032554527646023,0.6093143300948809,2848.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+699,699,-1.3272497770099012,-0.4386687575887553,-1.2021028159764953,0.3652271032379062,246.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+700,700,-1.3266710764313052,-0.4386687575887553,-0.9981405864856988,0.8450992703240668,743.75,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+701,701,-1.3260923758527092,-0.4386687575887553,-0.1414992226243534,0.2025022853332569,1964.6,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+702,702,-1.3255136752741132,-0.4386687575887553,-1.2428952618746545,-0.9996688183704808,62.25,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+703,703,-1.3249349746955172,2.279624392438459,0.8375194789314696,0.2988088102156003,4003.85,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+704,704,-1.3243562741169213,-0.4386687575887553,-1.2836877077728135,-1.3118347955753191,25.3,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+705,705,-1.3237775735383253,-0.4386687575887553,-1.038933032383858,0.3436411580056571,525,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+706,706,-1.3231988729597293,-0.4386687575887553,-1.1613103700783358,-1.4861828147588725,85.5,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+707,707,-1.3226201723811333,-0.4386687575887553,-0.1414992226243534,0.3718689325401369,2215.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+708,708,-1.3220414718025373,-0.4386687575887553,-1.2021028159764953,0.341980700680099,270.7,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+709,709,-1.3214627712239413,2.279624392438459,-1.2836877077728135,-1.2952302223197427,25.8,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+710,710,-1.3208840706453453,-0.4386687575887553,-1.038933032383858,-0.9797433304637894,264.8,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+711,711,-1.3203053700667493,-0.4386687575887553,0.7967270330333104,1.5424913470582793,5916.45,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+712,712,-1.319726669488153,-0.4386687575887553,1.6125759509964963,0.901554819393027,6614.9,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+713,713,-1.319147968909557,-0.4386687575887553,0.9191043707277884,1.060958722646561,5238.9,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+714,714,-1.318569268330961,-0.4386687575887553,-1.2836877077728135,-1.4994664733633334,19.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+715,715,-1.3179905677523651,-0.4386687575887553,-1.0797254782820174,-1.5027873880144489,124.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+716,716,-1.3174118671737691,-0.4386687575887553,-0.1414992226243534,-1.4812014427821991,558.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+717,717,-1.3168331665951734,-0.4386687575887553,0.3888025740517173,-0.5530057977954735,2032.3,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+718,718,-1.3162544660165774,-0.4386687575887553,-0.1007067767261941,-0.8120371405824667,1187.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,True,True,False,False
+719,719,-1.3156757654379814,-0.4386687575887553,-1.2836877077728135,-0.4616806448898028,50.9,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+720,720,-1.3150970648593854,-0.4386687575887553,1.6125759509964963,0.7056208549772243,6309.65,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+721,721,-1.3145183642807894,-0.4386687575887553,-1.1613103700783358,-0.4683224741920333,151.3,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+722,722,-1.3139396637021934,-0.4386687575887553,-1.2836877077728135,-1.3317602834820108,24.7,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+723,723,-1.3133609631235974,-0.4386687575887553,-1.2836877077728135,0.1277817056831627,68.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+724,724,-1.3127822625450014,-0.4386687575887553,-1.2836877077728135,0.3137529261456192,74.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+725,725,-1.3122035619664056,-0.4386687575887553,1.2046514920149034,0.5179891771892102,4981.15,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+726,726,-1.3116248613878096,-0.4386687575887553,-0.7125934651985837,1.2103998819467496,1457.25,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+727,727,-1.3110461608092137,-0.4386687575887553,-1.2836877077728135,-1.514410589293352,19.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+728,728,-1.3104674602306177,-0.4386687575887553,1.4494061674038592,-1.4861828147588725,1386.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+729,729,-1.3098887596520217,-0.4386687575887553,-1.038933032383858,0.3502829873078872,564.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+730,730,-1.3093100590734257,-0.4386687575887553,1.6125759509964963,0.7720391479995302,6520.8,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+731,731,-1.3087313584948297,-0.4386687575887553,1.6125759509964963,0.7255463428839163,6094.25,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+732,732,-1.3081526579162337,-0.4386687575887553,-0.1007067767261941,0.9729544843920056,2804.45,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+733,733,-1.3075739573376377,-0.4386687575887553,-1.2836877077728135,0.6541466778849372,84.5,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+734,734,-1.3069952567590415,-0.4386687575887553,0.2664252363572394,-0.7854698233735444,1700.9,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+735,735,-1.3064165561804455,-0.4386687575887553,1.2046514920149034,0.9131780206719304,5731.45,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,True,False,False,False
+736,736,-1.3058378556018495,-0.4386687575887553,0.8375194789314696,1.4661103100826276,5718.2,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+737,737,-1.3052591550232535,-0.4386687575887553,1.3678212756075403,1.303385492177978,6890,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+738,738,-1.3046804544446575,2.279624392438459,1.0822741543204255,0.7952855505573374,5348.65,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+739,739,-1.3041017538660618,-0.4386687575887553,-0.7125934651985837,1.0260891188098509,1451.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False
+740,740,-1.3035230532874658,-0.4386687575887553,-0.9573481405875396,1.01944728950762,829.1,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+741,741,-1.3029443527088698,-0.4386687575887553,-0.0191218849298755,-1.150770434996227,927.65,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+742,742,-1.3023656521302738,-0.4386687575887553,-0.631008573402265,-0.0033944230358916,1093.1,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+743,743,-1.3017869515516778,-0.4386687575887553,0.9191043707277884,-0.3172208575662874,3119.9,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+744,744,-1.3012082509730818,-0.4386687575887553,-0.631008573402265,-1.3002115942964156,440.2,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+745,745,-1.3006295503944858,2.279624392438459,1.4901986133020184,0.7471322881161655,6055.55,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+746,746,-1.3000508498158898,-0.4386687575887553,1.3678212756075403,0.3253761274245225,4798.4,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+747,747,-1.2994721492372938,2.279624392438459,-0.6718010193004244,0.3203947554478499,1261.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+748,748,-1.2988934486586978,-0.4386687575887553,1.5309910592001776,0.5096868905614219,5600.15,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+749,749,-1.2983147480801018,-0.4386687575887553,0.7151421412369917,-1.5094292173166792,1033,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+750,750,-1.2977360475015058,-0.4386687575887553,-1.2021028159764953,-1.48784327208443,61.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+751,751,-1.2971573469229098,-0.4386687575887553,-0.631008573402265,0.0314751808008188,1111.2,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+752,752,-1.296578646344314,-0.4386687575887553,-0.5086312357077871,1.0626191799721187,1826.7,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+753,753,-1.295999945765718,-0.4386687575887553,1.571783505098337,-1.4978060160377755,1301.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+754,754,-1.295421245187122,-0.4386687575887553,0.062463006866443,1.3382550960146884,3634.8,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+755,755,-1.294842544608526,-0.4386687575887553,0.4295950199498767,-1.3184766248775497,1070.15,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,True,False
+756,756,-1.29426384402993,2.279624392438459,0.7151421412369917,1.2319858271789992,5265.5,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+757,757,-1.293685143451334,-0.4386687575887553,0.3480101281535581,1.222023083225653,3930.55,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+758,758,-1.293106442872738,-0.4386687575887553,0.8783119248296289,0.4997241466080757,4308.25,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+759,759,-1.292527742294142,-0.4386687575887553,1.286236383811222,-1.506108302665564,1225.65,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+760,760,-1.291949041715546,-0.4386687575887553,-0.0599143308280348,-0.347109089426325,1647,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+761,761,-1.29137034113695,2.279624392438459,-0.8757632487912208,0.4548917988180193,874.2,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+762,762,-1.290791640558354,-0.4386687575887553,-1.1613103700783358,0.6923371963727634,321.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+763,763,-1.290212939979758,-0.4386687575887553,-0.4678387898096278,-0.3869600652397086,1183.2,False,False,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+764,764,-1.289634239401162,-0.4386687575887553,0.1032554527646023,-1.3450439420864722,821.6,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+765,765,-1.289055538822566,-0.4386687575887553,1.041481708422266,1.1439815889244436,5846.65,False,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+766,766,-1.28847683824397,-0.4386687575887553,-0.5086312357077871,-1.4861828147588725,400,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+767,767,-1.287898137665374,-0.4386687575887553,1.1230666002185847,-1.321797539528665,1505.05,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+768,768,-1.287319437086778,-0.4386687575887553,0.3480101281535581,-1.4795409854566417,865,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+769,769,-1.286740736508182,-0.4386687575887553,-0.7125934651985837,-0.4550388155875722,711.15,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+770,770,-1.286162035929586,-0.4386687575887553,-1.2836877077728135,-0.6808610118634125,44.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+771,771,-1.28558333535099,-0.4386687575887553,1.3678212756075403,1.1522838755522318,6710.5,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+772,772,-1.285004634772394,2.279624392438459,-1.2836877077728135,0.1477071935898543,69.25,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+773,773,-1.284425934193798,-0.4386687575887553,-1.2428952618746545,-0.6742191825611819,90.05,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+774,774,-1.283847233615202,-0.4386687575887553,-0.0191218849298755,0.6425234766060338,2585.95,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+775,775,-1.283268533036606,2.279624392438459,1.6125759509964963,0.4532313414924618,5682.25,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+776,776,-1.28268983245801,-0.4386687575887553,1.2046514920149034,1.0393727774143116,6001.45,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False,True,False
+777,777,-1.282111131879414,2.279624392438459,-0.9573481405875396,0.4897614026547299,718.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+778,778,-1.281532431300818,-0.4386687575887553,-1.1613103700783358,0.7056208549772243,308.1,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+779,779,-1.280953730722222,-0.4386687575887553,-0.1007067767261941,0.5727842689326124,2570.2,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+780,780,-1.280375030143626,-0.4386687575887553,0.3072176822553988,1.3183296081079967,4036.85,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+781,781,-1.27979632956503,-0.4386687575887553,0.0216705609682837,-1.482861900107757,682.15,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+782,782,-1.279217628986434,-0.4386687575887553,1.2454439379130626,0.5047055185847488,5040.2,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+783,783,-1.278638928407838,-0.4386687575887553,1.286236383811222,-1.4944851013866605,1336.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+784,784,-1.278060227829242,-0.4386687575887553,-1.1205179241801766,1.0543168933443303,500.1,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+785,785,-1.277481527250646,-0.4386687575887553,-1.038933032383858,-1.48784327208443,137.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+786,786,-1.27690282667205,-0.4386687575887553,-0.91655569468938,0.4997241466080757,887.35,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+787,787,-1.276324126093454,-0.4386687575887553,1.2454439379130626,1.1871534793889424,6215.35,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+788,788,-1.275745425514858,-0.4386687575887553,-0.5086312357077871,-0.8435858297680621,825.4,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+789,789,-1.2751667249362622,-0.4386687575887553,0.2256327904590802,0.6408630192804758,3187.65,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+790,790,-1.2745880243576662,2.279624392438459,1.3678212756075403,1.4378825355481473,7181.95,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+791,791,-1.2740093237790702,-0.4386687575887553,-0.7941783569949022,0.8733270448585467,1135.7,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+792,792,-1.2734306232004742,-0.4386687575887553,-0.3454614521151499,0.0497402113819529,1559.45,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+793,793,-1.2728519226218782,2.279624392438459,-0.3862538980133093,1.3166691507824393,2184.85,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+794,794,-1.2722732220432822,2.279624392438459,-0.0191218849298755,0.8816293314863349,2896.55,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+795,795,-1.2716945214646862,-0.4386687575887553,0.755934587135151,-0.1544960396616378,3077,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+796,796,-1.2711158208860902,-0.4386687575887553,0.3072176822553988,-1.5177315039444674,780.1,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+797,797,-1.2705371203074942,-0.4386687575887553,-0.4270463439114685,-0.1910261008239061,1253.5,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+798,798,-1.2699584197288982,-0.4386687575887553,-1.2836877077728135,0.187558169403238,70.45,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+799,799,-1.2693797191503022,2.279624392438459,-1.0797254782820174,0.815211038464029,567.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+800,800,-1.2688010185717062,-0.4386687575887553,-1.2836877077728135,-1.4994664733633334,19.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+801,801,-1.2682223179931102,-0.4386687575887553,-1.1613103700783358,-1.4712386988288533,79.05,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+802,802,-1.2676436174145145,-0.4386687575887553,1.1230666002185847,1.364822413223611,6396.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+803,803,-1.2670649168359185,2.279624392438459,1.6125759509964963,0.0049078635918966,4546,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+804,804,-1.2664862162573225,-0.4386687575887553,0.3888025740517173,-0.1544960396616378,2421.6,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+805,805,-1.2659075156787265,-0.4386687575887553,-1.2428952618746545,-0.0880777466393318,113.1,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+806,806,-1.2653288151001305,-0.4386687575887553,1.4901986133020184,-0.1511751250105225,4055.5,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+807,807,-1.2647501145215343,-0.4386687575887553,-1.2428952618746545,0.7039603976516667,165.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+808,808,-1.2641714139429383,2.279624392438459,-1.2836877077728135,-0.9415528119759632,36.45,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+809,809,-1.2635927133643423,-0.4386687575887553,-0.0599143308280348,0.0530611260330685,2019.8,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,True,False,False
+810,810,-1.2630140127857463,-0.4386687575887553,-0.6718010193004244,-1.4712386988288533,290.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+811,811,-1.2624353122071506,-0.4386687575887553,-0.7125934651985837,-1.501126930688891,299.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+812,812,-1.2618566116285546,-0.4386687575887553,-1.2428952618746545,0.9762753990431212,193.8,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+813,813,-1.2612779110499586,2.279624392438459,-0.631008573402265,0.9214803072997186,1614.7,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+814,814,-1.2606992104713626,-0.4386687575887553,-1.0797254782820174,0.986238142996467,575.45,True,False,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+815,815,-1.2601205098927666,-0.4386687575887553,1.163859046116744,-0.1661192409405414,3641.5,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+816,816,-1.2595418093141706,-0.4386687575887553,-1.2836877077728135,-1.5160710466189098,19.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+817,817,-1.2589631087355746,-0.4386687575887553,-0.5494236816059465,0.7604159467206268,1725.95,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,True,True,False,False
+818,818,-1.2583844081569786,-0.4386687575887553,0.470387465848036,-0.357071833379671,2375.2,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+819,819,-1.2578057075783826,-0.4386687575887553,1.5309910592001776,1.5657377496160865,7795.95,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+820,820,-1.2572270069997866,-0.4386687575887553,1.2454439379130626,-1.3134952529008768,1573.05,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+821,821,-1.2566483064211906,-0.4386687575887553,1.041481708422266,-0.687502841165643,2413.05,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True
+822,822,-1.2560696058425946,-0.4386687575887553,0.8375194789314696,0.3087715541689461,3833.95,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,False,False
+823,823,-1.2554909052639986,-0.4386687575887553,1.0822741543204255,-0.6808610118634125,2666.75,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+824,824,-1.2549122046854029,-0.4386687575887553,1.4901986133020184,1.303385492177978,7262,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+825,825,-1.2543335041068069,-0.4386687575887553,-0.2638765603188314,-0.5197966512843206,1237.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+826,826,-1.253754803528211,-0.4386687575887553,-0.3862538980133093,-0.2524630218695389,1423.35,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+827,827,-1.253176102949615,-0.4386687575887553,0.3888025740517173,-0.3404672601240945,2455.05,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+828,828,-1.252597402371019,2.279624392438459,-1.2836877077728135,-0.4733038461687064,50.55,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+829,829,-1.2520187017924227,-0.4386687575887553,-1.0797254782820174,-0.559647627097704,305.1,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+830,830,-1.2514400012138267,-0.4386687575887553,1.041481708422266,-1.4612759548755074,1212.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+831,831,-1.2508613006352307,-0.4386687575887553,-1.2021028159764953,1.2203626259000957,298.35,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+832,832,-1.2502826000566347,-0.4386687575887553,0.3480101281535581,-1.4928246440611028,810.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+833,833,-1.2497038994780387,-0.4386687575887553,1.041481708422266,-0.1246078078016001,3478.75,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+834,834,-1.2491251988994427,2.279624392438459,0.755934587135151,0.96299174043866,4750.95,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+835,835,-1.2485464983208467,-0.4386687575887553,1.286236383811222,1.5391704324071642,6953.4,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+836,836,-1.2479677977422508,-0.4386687575887553,-0.5494236816059465,-1.301872051621973,485.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+837,837,-1.2473890971636548,-0.4386687575887553,1.1230666002185847,0.4731568293991534,4663.4,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+838,838,-1.2468103965850588,-0.4386687575887553,1.4901986133020184,1.6454397012428534,7665.8,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+839,839,-1.2462316960064628,-0.4386687575887553,-1.2021028159764953,0.527951921142556,239.45,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+840,840,-1.2456529954278668,-0.4386687575887553,-1.038933032383858,1.0028427162520437,655.5,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+841,841,-1.2450742948492708,-0.4386687575887553,-0.5494236816059465,0.2788833223089086,1441.1,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+842,842,-1.2444955942706748,-0.4386687575887553,-1.2836877077728135,0.410059451027963,77.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+843,843,-1.2439168936920788,-0.4386687575887553,1.2046514920149034,-1.3666298873187217,1416.75,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+844,844,-1.2433381931134828,-0.4386687575887553,-1.2836877077728135,-0.493229334075398,49.95,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+845,845,-1.2427594925348868,2.279624392438459,-1.2836877077728135,0.290506523587812,73.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+846,846,-1.2421807919562908,-0.4386687575887553,-0.1822916685225127,-0.1744215275683296,1646.45,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+847,847,-1.2416020913776948,-0.4386687575887553,1.4901986133020184,0.9181593926486036,6460.55,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,True
+848,848,-1.2410233907990988,2.279624392438459,-0.1007067767261941,0.4930823173058454,2365.15,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+849,849,-1.2404446902205029,2.279624392438459,0.3072176822553988,-0.8469067444191775,1637.4,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+850,850,-1.2398659896419069,-0.4386687575887553,-1.2836877077728135,-1.4928246440611028,19.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+851,851,-1.2392872890633109,-0.4386687575887553,0.5111799117461953,1.1971162233422885,4740,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+852,852,-1.2387085884847149,-0.4386687575887553,-0.4270463439114685,0.4598731707946925,1663.75,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+853,853,-1.2381298879061189,-0.4386687575887553,0.5927648035425139,-1.4861828147588725,1016.7,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+854,854,-1.237551187327523,-0.4386687575887553,-1.2428952618746545,-1.48784327208443,40.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+855,855,-1.236972486748927,-0.4386687575887553,-0.7941783569949022,-0.9863851597660198,446.1,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+856,856,-1.236393786170331,-0.4386687575887553,-0.5086312357077871,-1.5243733332466982,347.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+857,857,-1.235815085591735,-0.4386687575887553,0.6335572494406732,-1.5127501319677945,855.1,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+858,858,-1.235236385013139,-0.4386687575887553,1.4086137215056995,1.1987766806678462,6733.15,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+859,859,-1.234657684434543,-0.4386687575887553,1.5309910592001776,1.1473025035755589,6944.5,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+860,860,-1.234078983855947,-0.4386687575887553,1.286236383811222,1.1356793022966554,6375.8,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+861,861,-1.233500283277351,-0.4386687575887553,0.062463006866443,1.090846954506599,3207.55,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+862,862,-1.232921582698755,-0.4386687575887553,1.6125759509964963,0.868345672881874,6468.6,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+863,863,-1.232342882120159,-0.4386687575887553,-0.3862538980133093,0.1560094802176425,1652.1,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+864,864,-1.231764181541563,2.279624392438459,-0.7125934651985837,0.8035878371851256,1288.3,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False
+865,865,-1.231185480962967,-0.4386687575887553,-0.4270463439114685,1.2137207965978647,2317.1,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+866,866,-1.230606780384371,-0.4386687575887553,0.3480101281535581,0.1792558827754497,2894.55,True,False,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,True
+867,867,-1.230028079805775,-0.4386687575887553,1.4494061674038592,0.5860679275370737,5646.6,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+868,868,-1.229449379227179,-0.4386687575887553,1.5309910592001776,1.3847479011303028,7397,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+869,869,-1.228870678648583,-0.4386687575887553,1.571783505098337,0.7321881721861465,6263.8,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+870,870,-1.228291978069987,-0.4386687575887553,1.571783505098337,0.6856953670705327,6029.9,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+871,871,-1.227713277491391,-0.4386687575887553,-1.2836877077728135,-0.6758796398867394,44.45,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+872,872,-1.227134576912795,-0.4386687575887553,-1.2836877077728135,-0.3255231441940756,55,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+873,873,-1.226555876334199,-0.4386687575887553,-1.2021028159764953,-1.4596154975499498,60.65,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+874,874,-1.225977175755603,-0.4386687575887553,0.3072176822553988,0.9497080818341987,3756.4,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+875,875,-1.225398475177007,-0.4386687575887553,-1.2021028159764953,-0.4716433888431486,155.35,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+876,876,-1.224819774598411,-0.4386687575887553,1.4086137215056995,-1.2852674783663969,1759.55,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+877,877,-1.224241074019815,-0.4386687575887553,-0.5902161275041058,0.3519434446334453,1380.4,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+878,878,-1.223662373441219,-0.4386687575887553,-0.5086312357077871,-1.4861828147588725,406.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+879,879,-1.223083672862623,-0.4386687575887553,-1.2021028159764953,0.3137529261456192,210.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+880,880,-1.222504972284027,-0.4386687575887553,1.571783505098337,1.703555707637371,8310.55,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+881,881,-1.221926271705431,-0.4386687575887553,-0.3046690062169906,-1.022915220928288,853,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+882,882,-1.2213475711268351,2.279624392438459,-0.0191218849298755,0.868345672881874,2897.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+883,883,-1.2207688705482391,-0.4386687575887553,0.5519723576443546,-1.4812014427821991,917.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+884,884,-1.2201901699696434,-0.4386687575887553,1.4494061674038592,-1.5094292173166792,1292.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+885,885,-1.2196114693910474,-0.4386687575887553,0.6335572494406732,0.4930823173058454,3870.3,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False
+886,886,-1.2190327688124514,-0.4386687575887553,-1.2428952618746545,0.1858977120776804,147.15,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+887,887,-1.2184540682338554,-0.4386687575887553,0.9598968166259476,0.9414057952064108,5253.95,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False
+888,888,-1.2178753676552594,-0.4386687575887553,-1.1205179241801766,0.4631940854458076,412.1,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+889,889,-1.2172966670766634,-0.4386687575887553,-1.2021028159764953,0.3369993287034263,212.4,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+890,890,-1.2167179664980674,-0.4386687575887553,1.286236383811222,0.9314430512530644,5980.75,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+891,891,-1.2161392659194714,-0.4386687575887553,0.5927648035425139,0.853401556951855,4318.35,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+892,892,-1.2155605653408754,-0.4386687575887553,1.2454439379130626,0.0812889005675483,4234.15,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+893,893,-1.2149818647622794,-0.4386687575887553,-0.223084114420672,-1.5077687599911216,529.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+894,894,-1.2144031641836834,2.279624392438459,0.5927648035425139,0.190879084054353,3309.25,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+895,895,-1.2138244636050874,-0.4386687575887553,1.0822741543204255,-1.340062570109799,1493.1,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+896,896,-1.2132457630264917,-0.4386687575887553,-1.1613103700783358,-1.5260337905722556,84.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+897,897,-1.2126670624478957,-0.4386687575887553,1.6125759509964963,1.663704731823988,8496.7,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+898,898,-1.2120883618692997,-0.4386687575887553,-0.7941783569949022,-0.3205417722174027,742.9,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+899,899,-1.2115096612907037,2.279624392438459,1.3678212756075403,1.4495057368270512,7076.35,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+900,900,-1.2109309607121077,-0.4386687575887553,0.3888025740517173,-1.4662573268521804,958.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+901,901,-1.2103522601335115,-0.4386687575887553,-0.91655569468938,-1.489503729409987,187.75,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+902,902,-1.2097735595549155,2.279624392438459,-0.7125934651985837,0.3203947554478499,1145.7,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+903,903,-1.2091948589763195,-0.4386687575887553,0.5111799117461953,1.0094845455542742,4285.8,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+904,904,-1.2086161583977235,-0.4386687575887553,0.6335572494406732,0.3004692675411578,3581.4,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+905,905,-1.2080374578191275,-0.4386687575887553,-1.2836877077728135,-1.3134952529008768,25.25,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+906,906,-1.2074587572405315,-0.4386687575887553,-0.223084114420672,0.375189847191252,2093.4,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+907,907,-1.2068800566619355,-0.4386687575887553,-1.1205179241801766,-1.5094292173166792,126.05,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+908,908,-1.2063013560833395,-0.4386687575887553,-0.3862538980133093,0.730527714860589,1940.8,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,False,False,True
+909,909,-1.2057226555047436,2.279624392438459,-0.8757632487912208,0.3453016153312146,775.3,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+910,910,-1.2051439549261476,2.279624392438459,0.1032554527646023,1.236967199155672,3452.55,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+911,911,-1.2045652543475516,-0.4386687575887553,1.4086137215056995,0.7969460078828949,5903.15,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+912,912,-1.2039865537689556,-0.4386687575887553,0.0216705609682837,0.3303574994011957,2453.3,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+913,913,-1.2034078531903596,-0.4386687575887553,1.6125759509964963,1.63381649996395,8093.15,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+914,914,-1.2028291526117636,-0.4386687575887553,1.4086137215056995,1.4910171699659924,7344.45,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+915,915,-1.2022504520331676,-0.4386687575887553,0.0216705609682837,-1.4861828147588725,669.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+916,916,-1.2016717514545716,-0.4386687575887553,0.5927648035425139,-0.196007472800579,2813.05,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+917,917,-1.2010930508759756,2.279624392438459,-0.7941783569949022,1.1024701557855023,1237.85,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+918,918,-1.2005143502973796,-0.4386687575887553,-0.5902161275041058,0.612635244745996,1611.15,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+919,919,-1.1999356497187836,-0.4386687575887553,1.6125759509964963,1.5707191215927592,7965.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+920,920,-1.1993569491401876,2.279624392438459,-0.8757632487912208,0.8268342397429328,1047.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False
+921,921,-1.1987782485615917,2.279624392438459,-1.038933032383858,-0.6775400972122972,265.8,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+922,922,-1.1981995479829957,-0.4386687575887553,1.0822741543204255,1.1506234182266744,5623.7,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+923,923,-1.1976208474043997,2.279624392438459,-0.0191218849298755,1.1821721074122695,3217.65,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+924,924,-1.1970421468258037,-0.4386687575887553,1.4086137215056995,-1.3134952529008768,1733.15,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+925,925,-1.1964634462472077,-0.4386687575887553,0.755934587135151,0.7554345747439537,4475.9,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+926,926,-1.1958847456686117,2.279624392438459,1.0822741543204255,0.971294027066448,5483.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+927,927,-1.1953060450900157,-0.4386687575887553,0.6335572494406732,-0.8435858297680621,1978.65,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+928,928,-1.1947273445114197,2.279624392438459,-1.2836877077728135,0.190879084054353,70.55,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+929,929,-1.1941486439328235,-0.4386687575887553,-0.3862538980133093,-1.511089674642237,486.2,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+930,930,-1.1935699433542275,-0.4386687575887553,0.2256327904590802,0.99121951497314,3624.3,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+931,931,-1.1929912427756315,-0.4386687575887553,-0.5494236816059465,-1.4911641867355452,357.7,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+932,932,-1.1924125421970355,2.279624392438459,-1.2021028159764953,0.3735293898656944,231.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+933,933,-1.1918338416184395,2.279624392438459,1.041481708422266,1.1323583876455403,5780.7,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+934,934,-1.1912551410398438,-0.4386687575887553,-1.2428952618746545,-0.4849270474476098,109.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+935,935,-1.1906764404612478,-0.4386687575887553,-1.1205179241801766,0.3436411580056571,392.65,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False
+936,936,-1.1900977398826518,-0.4386687575887553,1.6125759509964963,1.212060339272307,7261.25,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,False,False,False
+937,937,-1.1895190393040558,2.279624392438459,0.470387465848036,1.4943380846171077,4860.35,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+938,938,-1.1889403387254598,-0.4386687575887553,-0.6718010193004244,-1.4978060160377755,342.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+939,939,-1.1883616381468638,-0.4386687575887553,-0.8349708028930616,-0.460020187564245,605.75,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False
+940,940,-1.1877829375682678,-0.4386687575887553,-1.0797254782820174,0.8201924104407021,573.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+941,941,-1.1872042369896718,2.279624392438459,1.6125759509964963,1.4378825355481473,7774.05,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+942,942,-1.1866255364110758,-0.4386687575887553,-0.3862538980133093,-1.3284393688308955,615.35,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+943,943,-1.1860468358324798,-0.4386687575887553,0.2256327904590802,0.187558169403238,2597.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+944,944,-1.1854681352538838,-0.4386687575887553,0.5927648035425139,1.0094845455542742,4563,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+945,945,-1.1848894346752878,-0.4386687575887553,0.8783119248296289,-1.4861828147588725,1102.4,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+946,946,-1.184310734096692,-0.4386687575887553,-0.7125934651985837,0.1261212483576047,1108.6,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+947,947,-1.183732033518096,2.279624392438459,-0.5086312357077871,0.9729544843920056,1782.4,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+948,948,-1.1831533329395,-0.4386687575887553,-0.6718010193004244,0.2805437796344662,1195.75,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+949,949,-1.182574632360904,-0.4386687575887553,-1.2836877077728135,0.1510281082409694,69.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+950,950,-1.181995931782308,-0.4386687575887553,-1.2836877077728135,-1.3284393688308955,24.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+951,951,-1.181417231203712,-0.4386687575887553,0.5519723576443546,-1.489503729409987,907.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+952,952,-1.180838530625116,-0.4386687575887553,1.4901986133020184,1.090846954506599,6743.55,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+953,953,-1.18025983004652,-0.4386687575887553,0.6743496953388325,0.6541466778849372,4254.85,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+954,954,-1.179681129467924,-0.4386687575887553,0.8375194789314696,-0.3288440588451909,3045.75,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+955,955,-1.179102428889328,-0.4386687575887553,-1.038933032383858,-1.506108302665564,136.75,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+956,956,-1.178523728310732,-0.4386687575887553,0.3888025740517173,-0.4832665901220522,2203.65,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+957,957,-1.177945027732136,-0.4386687575887553,-0.631008573402265,-0.4816061327964947,846.8,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+958,958,-1.17736632715354,2.279624392438459,-1.2428952618746545,0.5545192383514783,162.55,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+959,959,-1.176787626574944,-0.4386687575887553,1.6125759509964963,1.3067064068290934,7303.05,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+960,960,-1.176208925996348,-0.4386687575887553,-0.1822916685225127,-1.4712386988288533,563.05,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+961,961,-1.175630225417752,-0.4386687575887553,-1.2836877077728135,-0.4799456754709369,50.35,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+962,962,-1.175051524839156,-0.4386687575887553,-0.7125934651985837,0.7106022269538974,1270.2,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+963,963,-1.17447282426056,2.279624392438459,1.4086137215056995,1.4030129317114368,7142.5,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+964,964,-1.1738941236819642,-0.4386687575887553,-0.8757632487912208,1.1522838755522318,1056.95,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+965,965,-1.1733154231033682,-0.4386687575887553,0.9598968166259476,1.275157717643498,5873.75,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+966,966,-1.1727367225247722,-0.4386687575887553,-0.4270463439114685,-0.3222022295429603,1253.15,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+967,967,-1.1721580219461762,2.279624392438459,-0.5494236816059465,-1.0129524769749425,577.15,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+968,968,-1.1715793213675805,-0.4386687575887553,0.470387465848036,-1.501126930688891,780.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+969,969,-1.1710006207889845,-0.4386687575887553,-0.91655569468938,-0.9647992145337704,389.8,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+970,970,-1.1704219202103885,-0.4386687575887553,-0.5902161275041058,0.2091441146354871,1247.75,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+971,971,-1.1698432196317925,-0.4386687575887553,-0.1007067767261941,-1.5193919612700253,637.55,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+972,972,-1.1692645190531965,-0.4386687575887553,-0.2638765603188314,-0.9647992145337704,1022.5,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+973,973,-1.1686858184746003,-0.4386687575887553,1.041481708422266,1.482714883338204,6144.55,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+974,974,-1.1681071178960043,-0.4386687575887553,-1.2836877077728135,-1.165714550926246,29.7,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+975,975,-1.1675284173174083,-0.4386687575887553,-0.9573481405875396,0.0480797540563953,620.55,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+976,976,-1.1669497167388123,-0.4386687575887553,0.7151421412369917,0.5877283848626312,4179.1,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+977,977,-1.1663710161602163,-0.4386687575887553,0.5519723576443546,-1.1308449470895354,1489.3,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+978,978,-1.1657923155816203,-0.4386687575887553,-1.2021028159764953,-0.6659168959333936,148.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+979,979,-1.1652136150030243,-0.4386687575887553,-0.8757632487912208,-0.4550388155875722,531.15,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+980,980,-1.1646349144244283,-0.4386687575887553,0.1848403445609209,0.1842372547521224,2552.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+981,981,-1.1640562138458324,-0.4386687575887553,-0.4270463439114685,-0.3520904614029979,1152.7,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+982,982,-1.1634775132672364,-0.4386687575887553,1.4086137215056995,-1.301872051621973,1784.9,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+983,983,-1.1628988126886404,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+984,984,-1.1623201121100444,-0.4386687575887553,-0.5494236816059465,-0.2889930830318072,1033.9,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+985,985,-1.1617414115314484,2.279624392438459,-0.9573481405875396,0.323715670098965,622.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+986,986,-1.1611627109528524,-0.4386687575887553,1.5309910592001776,1.1257165583433095,6858.9,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+987,987,-1.1605840103742564,-0.4386687575887553,-1.2836877077728135,-0.4865875047731676,50.15,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+988,988,-1.1600053097956604,-0.4386687575887553,0.2664252363572394,-0.787130280699102,1597.05,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False
+989,989,-1.1594266092170644,-0.4386687575887553,-1.2428952618746545,0.1958604560310262,140.7,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+990,990,-1.1588479086384684,2.279624392438459,0.6743496953388325,-0.697465585118989,2106.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+991,991,-1.1582692080598724,-0.4386687575887553,-1.038933032383858,-0.016678081640353,445.95,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False
+992,992,-1.1576905074812764,-0.4386687575887553,-1.2836877077728135,-0.6293868347711253,45.85,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+993,993,-1.1571118069026805,-0.4386687575887553,1.163859046116744,1.2037580526445189,5971.25,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False
+994,994,-1.1565331063240845,-0.4386687575887553,-1.2836877077728135,-0.7273538169790267,42.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+995,995,-1.1559544057454885,2.279624392438459,0.3072176822553988,0.8882711607885656,3673.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+996,996,-1.1553757051668925,-0.4386687575887553,1.571783505098337,-1.340062570109799,1681.6,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+997,997,-1.1547970045882965,-0.4386687575887553,-0.3454614521151499,0.8318156117196055,2165.05,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+998,998,-1.1542183040097005,-0.4386687575887553,-0.7533859110967429,-0.4766247608198216,765.45,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+999,999,-1.1536396034311045,2.279624392438459,1.163859046116744,0.9762753990431212,5895.45,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True,True,False,False
+1000,1000,-1.1530609028525085,2.279624392438459,0.470387465848036,0.3336784140523108,3268.05,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+1001,1001,-1.1524822022739123,-0.4386687575887553,1.5309910592001776,-1.4944851013866605,1397.65,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1002,1002,-1.1519035016953163,-0.4386687575887553,-0.5902161275041058,0.3104320114945041,1345.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1003,1003,-1.1513248011167203,-0.4386687575887553,-0.8349708028930616,0.2971483528900427,871.4,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1004,1004,-1.1507461005381243,2.279624392438459,1.3678212756075403,1.4129756756647829,7051.95,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+1005,1005,-1.1501673999595283,-0.4386687575887553,1.163859046116744,-1.469578241503296,1305.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1006,1006,-1.1495886993809326,-0.4386687575887553,0.3888025740517173,0.7006394830005516,3729.75,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,True,False,False
+1007,1007,-1.1490099988023366,-0.4386687575887553,0.8783119248296289,0.9945404296242552,5121.75,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+1008,1008,-1.1484312982237406,-0.4386687575887553,-1.2021028159764953,-1.4795409854566417,61.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+1009,1009,-1.1478525976451446,-0.4386687575887553,1.4901986133020184,-0.3703554919841322,3804.4,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+1010,1010,-1.1472738970665486,-0.4386687575887553,-1.2021028159764953,-1.501126930688891,55.25,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1011,1011,-1.1466951964879526,-0.4386687575887553,-1.038933032383858,0.3353388713778688,541.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1012,1012,-1.1461164959093566,-0.4386687575887553,1.0006892625241068,-1.4911641867355452,1115.6,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1013,1013,-1.1455377953307606,2.279624392438459,-0.7533859110967429,0.3369993287034263,1036.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1014,1014,-1.1449590947521646,-0.4386687575887553,-0.8757632487912208,-0.7705257074435254,470.6,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+1015,1015,-1.1443803941735686,-0.4386687575887553,-1.1613103700783358,-1.4978060160377755,117.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1016,1016,-1.1438016935949726,-0.4386687575887553,0.4295950199498767,0.9812567710197938,3921.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+1017,1017,-1.1432229930163766,-0.4386687575887553,1.2046514920149034,0.3154133834711767,4698.05,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+1018,1018,-1.1426442924377809,-0.4386687575887553,-0.8349708028930616,1.0360518627631965,1062.1,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1019,1019,-1.1420655918591849,-0.4386687575887553,-0.8757632487912208,-1.472899156154411,250.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+1020,1020,-1.1414868912805889,-0.4386687575887553,-0.5494236816059465,-0.1661192409405414,1130.85,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+1021,1021,-1.140908190701993,-0.4386687575887553,0.470387465848036,1.3698037852002838,4510.8,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+1022,1022,-1.140329490123397,2.279624392438459,-0.8757632487912208,0.441608140213558,864.85,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1023,1023,-1.1397507895448007,-0.4386687575887553,1.6125759509964963,0.5312728357936711,5728.55,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1024,1024,-1.1391720889662047,-0.4386687575887553,0.4295950199498767,1.3216505227591118,4759.85,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+1025,1025,-1.1385933883876087,-0.4386687575887553,-1.2021028159764953,-1.4944851013866605,58.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1026,1026,-1.1380146878090127,2.279624392438459,-1.1205179241801766,0.527951921142556,374.8,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1027,1027,-1.1374359872304167,-0.4386687575887553,-1.2428952618746545,-1.160733178949573,75.6,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+1028,1028,-1.1368572866518207,-0.4386687575887553,1.4494061674038592,0.6873558243960902,5696.6,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+1029,1029,-1.1362785860732247,2.279624392438459,0.0216705609682837,0.986238142996467,3105.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1030,1030,-1.1356998854946287,-0.4386687575887553,-0.8757632487912208,-0.9631387572082128,363.15,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+1031,1031,-1.1351211849160328,2.279624392438459,1.4901986133020184,0.835136526370721,6143.15,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1032,1032,-1.1345424843374368,-0.4386687575887553,1.3678212756075403,1.341576010665804,6936.85,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1033,1033,-1.1339637837588408,-0.4386687575887553,-0.1414992226243534,0.356924816610118,2054.4,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+1034,1034,-1.1333850831802448,-0.4386687575887553,-0.9981405864856988,-0.6692378105845089,369.15,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1035,1035,-1.1328063826016488,2.279624392438459,1.6125759509964963,-0.0116967096636798,4641.1,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1036,1036,-1.1322276820230528,-0.4386687575887553,-0.9981405864856988,-0.6426704933755865,411.75,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1037,1037,-1.1316489814444568,-0.4386687575887553,-0.0191218849298755,1.303385492177978,3416.85,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1038,1038,-1.1310702808658608,-0.4386687575887553,0.9598968166259476,-1.4861828147588725,1090.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1039,1039,-1.1304915802872648,-0.4386687575887553,-0.91655569468938,0.527951921142556,788.8,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1040,1040,-1.1299128797086688,-0.4386687575887553,0.470387465848036,-0.1096636918715812,2722.2,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,True
+1041,1041,-1.1293341791300728,-0.4386687575887553,-0.3862538980133093,0.63090027532713,1900.25,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+1042,1042,-1.1287554785514768,-0.4386687575887553,-1.1613103700783358,-0.5496848831443583,202.25,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True
+1043,1043,-1.1281767779728809,-0.4386687575887553,0.1440478986627616,-0.4566992729131299,1815,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1044,1044,-1.127598077394285,-0.4386687575887553,0.5927648035425139,0.6159561593971111,4065,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+1045,1045,-1.127019376815689,-0.4386687575887553,-1.2428952618746545,-1.1474495203451118,63.75,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1046,1046,-1.126440676237093,-0.4386687575887553,0.7967270330333104,-1.4745596134799688,1090.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+1047,1047,-1.125861975658497,-0.4386687575887553,-1.1205179241801766,0.8633643009052009,455.5,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1048,1048,-1.1252832750799011,-0.4386687575887553,1.286236383811222,0.0331356381263764,4068,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+1049,1049,-1.1247045745013051,-0.4386687575887553,-1.2428952618746545,-0.4816061327964947,92.75,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1050,1050,-1.1241258739227091,-0.4386687575887553,-0.9981405864856988,-1.4795409854566417,174.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1051,1051,-1.1235471733441131,-0.4386687575887553,-1.2836877077728135,0.1775954254498921,70.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1052,1052,-1.1229684727655171,-0.4386687575887553,-1.2836877077728135,-0.6692378105845089,44.65,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+1053,1053,-1.1223897721869212,-0.4386687575887553,1.1230666002185847,-0.1428728383827342,3694.45,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+1054,1054,-1.1218110716083252,-0.4386687575887553,-0.5086312357077871,0.8600433862540858,1781.35,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+1055,1055,-1.1212323710297292,-0.4386687575887553,-0.4270463439114685,-0.4550388155875722,1232.9,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1056,1056,-1.1206536704511332,-0.4386687575887553,0.8783119248296289,0.1958604560310262,3770,True,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+1057,1057,-1.1200749698725372,-0.4386687575887553,-1.2836877077728135,0.5229705491658828,80.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1058,1058,-1.1194962692939412,-0.4386687575887553,-0.7941783569949022,-1.511089674642237,259.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1059,1059,-1.1189175687153452,2.279624392438459,-0.3454614521151499,1.0543168933443303,2263.45,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+1060,1060,-1.1183388681367492,2.279624392438459,-1.0797254782820174,0.3087715541689461,450.9,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1061,1061,-1.1177601675581532,2.279624392438459,0.2256327904590802,1.255232229736806,4009.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1062,1062,-1.1171814669795572,-0.4386687575887553,-0.8349708028930616,0.6757326231171868,979.05,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+1063,1063,-1.1166027664009612,-0.4386687575887553,-0.2638765603188314,-0.6692378105845089,1156.55,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+1064,1064,-1.1160240658223652,-0.4386687575887553,-1.0797254782820174,-0.8053953112802362,217.5,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+1065,1065,-1.1154453652437692,-0.4386687575887553,1.4086137215056995,0.750453202767281,5918.8,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False
+1066,1066,-1.1148666646651733,2.279624392438459,1.2046514920149034,1.293422748224632,6383.35,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+1067,1067,-1.1142879640865773,-0.4386687575887553,0.7151421412369917,-0.8419253724425043,2021.35,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1068,1068,-1.1137092635079813,-0.4386687575887553,1.6125759509964963,0.0281542661497037,4664.5,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1069,1069,-1.1131305629293853,2.279624392438459,-0.0599143308280348,1.1323583876455403,2911.3,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1070,1070,-1.1125518623507893,-0.4386687575887553,1.6125759509964963,0.9032152767185846,6782.15,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1071,1071,-1.1119731617721933,-0.4386687575887553,0.755934587135151,-0.6758796398867394,2181.55,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+1072,1072,-1.1113944611935973,-0.4386687575887553,-1.2836877077728135,-1.4745596134799688,20.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1073,1073,-1.110815760615001,-0.4386687575887553,1.1230666002185847,1.6753279331028912,6758.45,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1074,1074,-1.110237060036405,-0.4386687575887553,-0.3454614521151499,-1.496145558712218,498.1,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1075,1075,-1.109658359457809,-0.4386687575887553,-1.2428952618746545,0.5262914638169984,144.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1076,1076,-1.1090796588792131,-0.4386687575887553,-1.1613103700783358,0.4366267682368853,305.55,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1077,1077,-1.1085009583006171,-0.4386687575887553,1.4086137215056995,0.0281542661497037,4322.85,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True
+1078,1078,-1.1079222577220214,-0.4386687575887553,1.4901986133020184,1.3814269864791875,7251.9,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+1079,1079,-1.1073435571434254,-0.4386687575887553,-1.2836877077728135,0.1576699375432001,69.55,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1080,1080,-1.1067648565648294,-0.4386687575887553,1.4086137215056995,-1.326778911505338,1583.5,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1081,1081,-1.1061861559862334,-0.4386687575887553,-1.2836877077728135,0.8334760690451635,89.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1082,1082,-1.1056074554076374,2.279624392438459,1.4086137215056995,0.6325607326526876,5588.8,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1083,1083,-1.1050287548290414,2.279624392438459,-0.223084114420672,0.7189045135816856,2401.05,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+1084,1084,-1.1044500542504454,-0.4386687575887553,0.3480101281535581,1.3847479011303028,4282.4,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+1085,1085,-1.1038713536718494,-0.4386687575887553,1.286236383811222,1.4744125967104158,6741.15,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1086,1086,-1.1032926530932534,-0.4386687575887553,-1.2836877077728135,0.1593303948687576,69.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1087,1087,-1.1027139525146574,-0.4386687575887553,-1.0797254782820174,-0.6659168959333936,270.95,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1088,1088,-1.1021352519360614,-0.4386687575887553,1.6125759509964963,0.0148706075452424,4478.85,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1089,1089,-1.1015565513574654,-0.4386687575887553,1.0006892625241068,0.1759349681243341,3913.3,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+1090,1090,-1.1009778507788694,-0.4386687575887553,1.5309910592001776,0.2705810356811204,5265.55,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+1091,1091,-1.1003991502002737,2.279624392438459,-0.91655569468938,0.6890162817216477,851.75,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+1092,1092,-1.0998204496216777,-0.4386687575887553,-1.2836877077728135,-0.3022767416362684,55.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+1093,1093,-1.0992417490430817,2.279624392438459,1.571783505098337,0.8318156117196055,6293.45,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+1094,1094,-1.0986630484644857,-0.4386687575887553,-1.2021028159764953,-0.8136975979080244,92.5,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+1095,1095,-1.0980843478858895,-0.4386687575887553,1.2454439379130626,-1.3483648567375872,1618.2,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1096,1096,-1.0975056473072935,-0.4386687575887553,-0.3046690062169906,0.3253761274245225,1797.75,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1097,1097,-1.0969269467286975,-0.4386687575887553,1.2046514920149034,-1.3417230274353569,1413,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+1098,1098,-1.0963482461501015,-0.4386687575887553,0.9191043707277884,0.9945404296242552,5276.1,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+1099,1099,-1.0957695455715055,-0.4386687575887553,0.7967270330333104,0.4781382013758265,4016.3,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+1100,1100,-1.0951908449929095,-0.4386687575887553,-0.6718010193004244,0.5379146650959018,1312.15,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1101,1101,-1.0946121444143135,-0.4386687575887553,-0.1414992226243534,0.7637368613717419,2621.75,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+1102,1102,-1.0940334438357175,-0.4386687575887553,-1.2428952618746545,-0.9863851597660198,68.75,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1103,1103,-1.0934547432571216,-0.4386687575887553,-0.9981405864856988,0.1958604560310262,553.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1104,1104,-1.0928760426785256,-0.4386687575887553,-1.1205179241801766,0.6807139950938595,420.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+1105,1105,-1.0922973420999296,-0.4386687575887553,-0.9573481405875396,-1.4978060160377755,180.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1106,1106,-1.0917186415213336,2.279624392438459,-0.0191218849298755,0.3187342981222923,2276.95,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1107,1107,-1.0911399409427376,-0.4386687575887553,1.6125759509964963,0.6541466778849372,6130.85,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,True,False,False
+1108,1108,-1.0905612403641416,-0.4386687575887553,-1.038933032383858,-0.5031920780287441,305.55,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+1109,1109,-1.0899825397855456,2.279624392438459,-0.5902161275041058,-0.2126120460561555,964.9,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1110,1110,-1.0894038392069496,-0.4386687575887553,0.6335572494406732,1.3382550960146884,5083.55,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+1111,1111,-1.0888251386283536,2.279624392438459,1.571783505098337,1.0476750640420998,6766.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+1112,1112,-1.0882464380497576,-0.4386687575887553,-1.2836877077728135,0.1742745107987766,70.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1113,1113,-1.0876677374711616,-0.4386687575887553,1.4901986133020184,1.341576010665804,7386.05,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+1114,1114,-1.0870890368925656,-0.4386687575887553,1.1230666002185847,-1.4712386988288533,1198.8,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1115,1115,-1.0865103363139696,2.279624392438459,-1.2836877077728135,-1.320137082203107,25.05,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1116,1116,-1.0859316357353737,-0.4386687575887553,-1.2836877077728135,-0.5247780232609934,49,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+1117,1117,-1.0853529351567777,-0.4386687575887553,0.2256327904590802,0.8932525327652387,3479.05,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+1118,1118,-1.0847742345781817,-0.4386687575887553,-1.1613103700783358,-1.4861828147588725,83.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1119,1119,-1.0841955339995857,-0.4386687575887553,-0.0599143308280348,1.1506234182266744,3109.9,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+1120,1120,-1.0836168334209897,2.279624392438459,-0.7533859110967429,0.4665150000969227,1043.8,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1121,1121,-1.0830381328423937,2.279624392438459,1.571783505098337,1.4910171699659924,7904.25,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1122,1122,-1.0824594322637977,-0.4386687575887553,-1.2428952618746545,0.5362542077703443,171.15,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1123,1123,-1.081880731685202,-0.4386687575887553,1.286236383811222,0.9497080818341987,5822.3,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False
+1124,1124,-1.081302031106606,-0.4386687575887553,-0.9573481405875396,0.5229705491658828,653.9,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+1125,1125,-1.08072333052801,-0.4386687575887553,0.9598968166259476,1.3548596692702648,6068.65,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1126,1126,-1.080144629949414,-0.4386687575887553,-0.8757632487912208,0.9762753990431212,999.9,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+1127,1127,-1.079565929370818,-0.4386687575887553,1.6125759509964963,-1.5077687599911216,1363.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1128,1128,-1.078987228792222,-0.4386687575887553,-1.2836877077728135,-1.4994664733633334,19.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1129,1129,-1.078408528213626,-0.4386687575887553,1.1230666002185847,1.482714883338204,6572.85,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+1130,1130,-1.07782982763503,2.279624392438459,0.0216705609682837,-0.4915688767498405,1750.85,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+1131,1131,-1.077251127056434,-0.4386687575887553,1.6125759509964963,-1.489503729409987,1322.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1132,1132,-1.076672426477838,-0.4386687575887553,-0.2638765603188314,0.7421509161394928,2274.1,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+1133,1133,-1.076093725899242,-0.4386687575887553,-1.2021028159764953,0.697318568349436,272.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False
+1134,1134,-1.075515025320646,-0.4386687575887553,-0.4270463439114685,-0.8502276590702925,849.9,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+1135,1135,-1.07493632474205,2.279624392438459,-0.4270463439114685,-0.0415849415237177,1381.8,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1136,1136,-1.074357624163454,-0.4386687575887553,-1.2836877077728135,-0.3736764066352475,53.55,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+1137,1137,-1.073778923584858,-0.4386687575887553,-0.223084114420672,-0.3338254308218638,1510.3,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1138,1138,-1.073200223006262,-0.4386687575887553,-1.2836877077728135,0.1626513095198732,69.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1139,1139,-1.072621522427666,-0.4386687575887553,0.3480101281535581,1.378106071828072,4443.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1140,1140,-1.07204282184907,2.279624392438459,-0.7533859110967429,0.3154133834711767,1096.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1141,1141,-1.071464121270474,-0.4386687575887553,-1.038933032383858,0.1510281082409694,451.1,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1142,1142,-1.070885420691878,-0.4386687575887553,-0.0191218849298755,-0.3520904614029979,1739.6,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1143,1143,-1.070306720113282,-0.4386687575887553,0.3480101281535581,0.1228003337064895,2839.95,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,False
+1144,1144,-1.069728019534686,2.279624392438459,-1.1613103700783358,-0.6244054627944524,181.6,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1145,1145,-1.06914931895609,-0.4386687575887553,0.9598968166259476,-1.2902488503430696,1444.05,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1146,1146,-1.068570618377494,2.279624392438459,0.0216705609682837,1.515924029849357,3655.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1147,1147,-1.067991917798898,2.279624392438459,-1.2428952618746545,0.0530611260330685,94.55,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False
+1148,1148,-1.067413217220302,-0.4386687575887553,-0.1822916685225127,1.3581805839213803,2979.5,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1149,1149,-1.066834516641706,-0.4386687575887553,-1.2836877077728135,-0.3421277174496521,54.5,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+1150,1150,-1.0662558160631102,-0.4386687575887553,-1.2836877077728135,-1.5276942478978135,18.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1151,1151,-1.0656771154845142,-0.4386687575887553,-1.2428952618746545,0.172614053473219,153.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1152,1152,-1.0650984149059182,2.279624392438459,-1.1613103700783358,0.3187342981222923,306.6,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1153,1153,-1.0645197143273222,-0.4386687575887553,0.062463006866443,1.3465573826424766,3540.65,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1154,1154,-1.0639410137487262,-0.4386687575887553,1.286236383811222,-0.214272503381713,3756.45,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False
+1155,1155,-1.0633623131701302,-0.4386687575887553,-1.038933032383858,-1.5227128759211404,130.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1156,1156,-1.0627836125915342,-0.4386687575887553,0.755934587135151,0.6441839339315915,4299.75,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+1157,1157,-1.0622049120129382,-0.4386687575887553,-0.4678387898096278,-1.4762200708055262,422.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+1158,1158,-1.0616262114343422,-0.4386687575887553,-0.4678387898096278,0.2074836573099295,1524.85,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+1159,1159,-1.0610475108557462,2.279624392438459,1.0006892625241068,0.8583829289285282,5199.8,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+1160,1160,-1.0604688102771502,-0.4386687575887553,-1.0797254782820174,0.3552643592845604,438,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1161,1161,-1.0598901096985542,-0.4386687575887553,-0.9981405864856988,-0.5114943646565323,408.25,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+1162,1162,-1.0593114091199582,-0.4386687575887553,-0.5902161275041058,-1.303532508947531,467.85,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1163,1163,-1.0587327085413625,2.279624392438459,-1.038933032383858,0.1759349681243341,467.55,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1164,1164,-1.0581540079627665,-0.4386687575887553,0.1032554527646023,-0.1727610702427718,2094.9,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1165,1165,-1.0575753073841705,-0.4386687575887553,-0.0191218849298755,0.3303574994011957,2282.95,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+1166,1166,-1.0569966068055745,-0.4386687575887553,-0.1007067767261941,1.1838325647378274,3096.9,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+1167,1167,-1.0564179062269785,-0.4386687575887553,-0.2638765603188314,-0.4799456754709369,1285.8,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+1168,1168,-1.0558392056483823,-0.4386687575887553,0.2256327904590802,1.0061636309031583,3691.2,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+1169,1169,-1.0552605050697863,2.279624392438459,0.3480101281535581,1.6072491827550277,4689.5,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1170,1170,-1.0546818044911903,-0.4386687575887553,0.062463006866443,-0.6625959812822783,1442.6,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+1171,1171,-1.0541031039125943,2.279624392438459,0.9191043707277884,-0.1594774116383107,3316.1,True,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+1172,1172,-1.0535244033339983,2.279624392438459,1.0006892625241068,0.9696335697408904,5438.95,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+1173,1173,-1.0529457027554023,2.279624392438459,1.3678212756075403,1.3216505227591118,6819.45,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+1174,1174,-1.0523670021768063,-0.4386687575887553,0.4295950199498767,0.7072813123027818,3551.65,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1175,1175,-1.0517883015982104,-0.4386687575887553,-0.0191218849298755,0.3818316764934827,2404.15,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False
+1176,1176,-1.0512096010196144,-0.4386687575887553,-1.2836877077728135,-1.4795409854566417,20.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1177,1177,-1.0506309004410184,-0.4386687575887553,0.3072176822553988,0.5296123784681136,3208.65,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+1178,1178,-1.0500521998624224,-0.4386687575887553,0.3480101281535581,1.10413061311106,3990.6,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+1179,1179,-1.0494734992838264,2.279624392438459,-0.1007067767261941,0.853401556951855,2595.85,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+1180,1180,-1.0488947987052304,-0.4386687575887553,-1.2021028159764953,0.5080264332358639,217.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False
+1181,1181,-1.0483160981266344,-0.4386687575887553,0.8783119248296289,1.3050459495035354,5645.8,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1182,1182,-1.0477373975480384,-0.4386687575887553,-0.9573481405875396,0.9978613442753704,890.6,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,True
+1183,1183,-1.0471586969694424,2.279624392438459,-1.038933032383858,0.3519434446334453,533.05,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1184,1184,-1.0465799963908464,-0.4386687575887553,1.041481708422266,1.1805116500867117,5681.1,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+1185,1185,-1.0460012958122504,-0.4386687575887553,0.7967270330333104,0.8185319531151446,4577.75,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+1186,1186,-1.0454225952336544,-0.4386687575887553,-0.2638765603188314,-0.8253207991869278,1023.75,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+1187,1187,-1.0448438946550584,-0.4386687575887553,0.062463006866443,-1.4762200708055262,673.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1188,1188,-1.0442651940764625,-0.4386687575887553,0.8375194789314696,0.5246310064914405,4348.1,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1189,1189,-1.0436864934978665,-0.4386687575887553,-0.7125934651985837,0.7620764040461844,1242.2,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+1190,1190,-1.0431077929192705,-0.4386687575887553,-1.2836877077728135,-1.506108302665564,19.45,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1191,1191,-1.0425290923406745,-0.4386687575887553,-1.1205179241801766,-0.2989558269851533,300.4,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+1192,1192,-1.0419503917620785,-0.4386687575887553,0.062463006866443,1.3465573826424766,3688.6,False,False,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+1193,1193,-1.0413716911834825,-0.4386687575887553,-0.0191218849298755,1.2137207965978647,3334.9,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1194,1194,-1.0407929906048865,-0.4386687575887553,0.3480101281535581,-0.976422415812674,1412.4,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+1195,1195,-1.0402142900262903,-0.4386687575887553,-0.3046690062169906,-0.3520904614029979,1423.15,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+1196,1196,-1.0396355894476943,-0.4386687575887553,-0.631008573402265,-0.0897382039648894,1096.65,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1197,1197,-1.0390568888690983,-0.4386687575887553,-0.631008573402265,-1.3284393688308955,475.25,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1198,1198,-1.0384781882905023,-0.4386687575887553,1.5309910592001776,0.6607885071871679,5991.05,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True
+1199,1199,-1.0378994877119063,-0.4386687575887553,0.4295950199498767,-1.514410589293352,776.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+1200,1200,-1.0373207871333106,-0.4386687575887553,1.571783505098337,-1.3433834847609143,1654.6,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1201,1201,-1.0367420865547146,2.279624392438459,-1.2428952618746545,-1.340062570109799,47.5,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1202,1202,-1.0361633859761186,-0.4386687575887553,0.6743496953388325,0.3253761274245225,3720.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1203,1203,-1.0355846853975228,2.279624392438459,1.6125759509964963,1.3349341813635731,7578.05,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+1204,1204,-1.0350059848189268,-0.4386687575887553,-0.2638765603188314,0.6475048485827065,2281.6,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+1205,1205,-1.0344272842403308,-0.4386687575887553,-0.5902161275041058,-1.4845223574333144,407.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1206,1206,-1.0338485836617348,-0.4386687575887553,-1.2836877077728135,0.9463871671830834,93.3,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1207,1207,-1.0332698830831388,-0.4386687575887553,-0.9573481405875396,-1.3516857713887025,259.8,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+1208,1208,-1.0326911825045428,-0.4386687575887553,-0.1822916685225127,0.3901339631212709,2065.4,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+1209,1209,-1.0321124819259468,-0.4386687575887553,1.1230666002185847,-1.5127501319677945,1103.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1210,1210,-1.0315337813473509,-0.4386687575887553,-0.3862538980133093,-1.4596154975499498,473.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1211,1211,-1.0309550807687549,-0.4386687575887553,-0.7125934651985837,0.4964032319569605,1111.85,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1212,1212,-1.0303763801901589,-0.4386687575887553,-0.1414992226243534,0.087930729869779,1801.1,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1213,1213,-1.0297976796115629,-0.4386687575887553,0.9598968166259476,-1.4944851013866605,1119.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1214,1214,-1.0292189790329669,-0.4386687575887553,-0.8757632487912208,-0.3388068027985367,617.85,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1215,1215,-1.028640278454371,-0.4386687575887553,-0.223084114420672,0.1510281082409694,1927.3,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,True,False,False
+1216,1216,-1.028061577875775,-0.4386687575887553,-1.2836877077728135,0.172614053473219,70,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1217,1217,-1.027482877297179,-0.4386687575887553,1.3678212756075403,0.8550620142774127,6130.95,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False
+1218,1218,-1.026904176718583,2.279624392438459,-1.2428952618746545,-0.2740489671017886,118.25,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1219,1219,-1.026325476139987,-0.4386687575887553,-0.5494236816059465,-1.482861900107757,387.7,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1220,1220,-1.025746775561391,-0.4386687575887553,1.2046514920149034,1.0011822589264858,5791.85,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+1221,1221,-1.025168074982795,-0.4386687575887553,0.755934587135151,0.4598731707946925,3950.85,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+1222,1222,-1.024589374404199,-0.4386687575887553,1.6125759509964963,0.9779358563686787,6849.75,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+1223,1223,-1.024010673825603,-0.4386687575887553,-0.91655569468938,0.8201924104407021,863.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1224,1224,-1.023431973247007,-0.4386687575887553,0.1848403445609209,0.1095166751020282,2479.25,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+1225,1225,-1.022853272668411,-0.4386687575887553,0.1032554527646023,-0.4865875047731676,1655.35,False,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1226,1226,-1.022274572089815,-0.4386687575887553,-0.91655569468938,-0.1279287224527153,629.55,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+1227,1227,-1.021695871511219,-0.4386687575887553,-1.2836877077728135,-1.482861900107757,20.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1228,1228,-1.021117170932623,-0.4386687575887553,-0.2638765603188314,-1.4795409854566417,493.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+1229,1229,-1.020538470354027,-0.4386687575887553,1.6125759509964963,0.5810865555604006,5980.55,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+1230,1230,-1.019959769775431,2.279624392438459,0.2256327904590802,1.1539443328777894,3734.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1231,1231,-1.019381069196835,-0.4386687575887553,-0.5902161275041058,1.1639070768311353,1776.95,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+1232,1232,-1.018802368618239,-0.4386687575887553,0.9598968166259476,-0.4019041811697273,3019.7,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+1233,1233,-1.018223668039643,-0.4386687575887553,0.1440478986627616,-0.3437881747752097,1893.5,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+1234,1234,-1.017644967461047,-0.4386687575887553,-0.4270463439114685,0.7952855505573374,1885.15,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+1235,1235,-1.017066266882451,-0.4386687575887553,1.3270288297093813,1.3050459495035354,6700.05,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1236,1236,-1.016487566303855,-0.4386687575887553,-0.223084114420672,-0.3653741200074593,1389.85,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1237,1237,-1.015908865725259,-0.4386687575887553,-0.1414992226243534,0.3120924688200616,1993.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1238,1238,-1.015330165146663,2.279624392438459,-0.91655569468938,1.014465917530947,898.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1239,1239,-1.014751464568067,2.279624392438459,0.7151421412369917,1.3332737240380157,5222.35,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1240,1240,-1.014172763989471,-0.4386687575887553,-0.9573481405875396,0.7122626842794549,770.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+1241,1241,-1.013594063410875,-0.4386687575887553,-0.3862538980133093,-1.3433834847609143,538.5,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1242,1242,-1.013015362832279,-0.4386687575887553,-0.3454614521151499,-0.3338254308218638,1338.15,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1243,1243,-1.0124366622536831,-0.4386687575887553,-1.2836877077728135,-0.3022767416362684,55.7,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+1244,1244,-1.0118579616750871,-0.4386687575887553,-0.5086312357077871,-0.0133571669892374,1398.6,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+1245,1245,-1.0112792610964911,-0.4386687575887553,1.041481708422266,-0.1495146676849649,3563.8,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+1246,1246,-1.0107005605178951,-0.4386687575887553,0.5927648035425139,-1.482861900107757,1046.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1247,1247,-1.0101218599392991,2.279624392438459,1.6125759509964963,0.938084880555295,6735.05,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+1248,1248,-1.0095431593607032,-0.4386687575887553,-0.7533859110967429,-0.4849270474476098,668.85,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+1249,1249,-1.0089644587821072,-0.4386687575887553,1.2046514920149034,-0.3338254308218638,3425.35,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+1250,1250,-1.0083857582035112,2.279624392438459,0.1848403445609209,0.3884735057957134,2868.15,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1251,1251,-1.0078070576249152,-0.4386687575887553,-0.1414992226243534,-1.0129524769749425,1004.75,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+1252,1252,-1.0072283570463192,-0.4386687575887553,1.2046514920149034,-1.514410589293352,1123.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1253,1253,-1.0066496564677232,-0.4386687575887553,0.5519723576443546,1.1622466195055776,4391.25,False,False,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1254,1254,-1.0060709558891272,-0.4386687575887553,-1.2428952618746545,0.9762753990431212,167.5,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1255,1255,-1.0054922553105312,-0.4386687575887553,0.7151421412369917,1.0260891188098509,4729.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1256,1256,-1.0049135547319352,-0.4386687575887553,-0.3454614521151499,1.32331098008467,2542.45,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1257,1257,-1.0043348541533392,2.279624392438459,0.9191043707277884,1.6205328413594886,6292.7,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1258,1258,-1.0037561535747432,-0.4386687575887553,1.286236383811222,1.670346561126218,7334.05,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1259,1259,-1.0031774529961472,-0.4386687575887553,-1.1613103700783358,0.8019273798595681,355.2,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1260,1260,-1.0025987524175513,-0.4386687575887553,-1.0797254782820174,-1.174016837554034,161.45,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1261,1261,-1.0020200518389553,2.279624392438459,-1.2836877077728135,0.3868130484701558,76.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1262,1262,-1.0014413512603593,-0.4386687575887553,0.1848403445609209,-0.0664918014070824,2278.75,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+1263,1263,-1.0008626506817633,2.279624392438459,1.571783505098337,-1.326778911505338,1901,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1264,1264,-1.0002839501031673,-0.4386687575887553,-0.1414992226243534,-0.313899942915172,1636.95,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+1265,1265,-0.9997052495245714,-0.4386687575887553,-1.038933032383858,0.815211038464029,631.85,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+1266,1266,-0.9991265489459754,-0.4386687575887553,-0.0191218849298755,1.1306979303199822,3145.9,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+1267,1267,-0.9985478483673794,-0.4386687575887553,1.0822741543204255,0.9945404296242552,5597.65,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1268,1268,-0.9979691477887834,-0.4386687575887553,0.3072176822553988,0.323715670098965,3015.75,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1269,1269,-0.9973904472101874,-0.4386687575887553,-0.91655569468938,-1.1723563802284764,255.25,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+1270,1270,-0.9968117466315914,-0.4386687575887553,-0.223084114420672,-1.5160710466189098,501.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1271,1271,-0.9962330460529956,-0.4386687575887553,-1.038933032383858,0.7205649709072431,582.5,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1272,1272,-0.9956543454743996,-0.4386687575887553,1.3270288297093813,-1.3300998261564532,1715.1,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1273,1273,-0.9950756448958036,-0.4386687575887553,-0.91655569468938,0.5379146650959018,818.05,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1274,1274,-0.9944969443172076,-0.4386687575887553,-0.3862538980133093,0.6508257632338221,1936.85,False,True,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1275,1275,-0.9939182437386116,-0.4386687575887553,0.5927648035425139,0.6807139950938595,4107.25,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+1276,1276,-0.9933395431600156,-0.4386687575887553,-0.8757632487912208,-0.323862686868518,608.15,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+1277,1277,-0.9927608425814196,-0.4386687575887553,-0.8349708028930616,-1.022915220928288,442.45,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1278,1278,-0.9921821420028236,-0.4386687575887553,-0.1007067767261941,-0.6742191825611819,1307.8,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1279,1279,-0.9916034414242276,-0.4386687575887553,-1.2836877077728135,0.3619061885867911,75.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1280,1280,-0.9910247408456316,-0.4386687575887553,1.0006892625241068,1.4810544260126466,6252.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+1281,1281,-0.9904460402670356,2.279624392438459,-0.8757632487912208,0.1792558827754497,834.7,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1282,1282,-0.9898673396884397,-0.4386687575887553,-0.9573481405875396,-1.5044478453400063,150.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+1283,1283,-0.9892886391098435,-0.4386687575887553,-1.1613103700783358,0.1742745107987766,266.9,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1284,1284,-0.9887099385312476,-0.4386687575887553,-0.7941783569949022,0.2971483528900427,956.65,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1285,1285,-0.9881312379526516,-0.4386687575887553,0.1032554527646023,-1.462936412201065,700.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1286,1286,-0.9875525373740556,-0.4386687575887553,1.4086137215056995,-0.460020187564245,3521.7,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False
+1287,1287,-0.9869738367954596,-0.4386687575887553,0.755934587135151,-0.5629685417488194,2356.75,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+1288,1288,-0.9863951362168636,-0.4386687575887553,-1.2836877077728135,-0.4500574436108993,51.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1289,1289,-0.9858164356382676,-0.4386687575887553,1.571783505098337,1.1838325647378274,7159.7,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False
+1290,1290,-0.9852377350596716,2.279624392438459,-0.1414992226243534,0.4814591160269416,2414.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1291,1291,-0.9846590344810756,-0.4386687575887553,0.0216705609682837,1.293422748224632,3361.05,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+1292,1292,-0.9840803339024796,-0.4386687575887553,-0.8757632487912208,-0.9548364705804246,402.6,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1293,1293,-0.9835016333238836,-0.4386687575887553,-0.7941783569949022,0.4482499695157886,1033.95,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1294,1294,-0.9829229327452876,-0.4386687575887553,0.3888025740517173,-1.5094292173166792,867.3,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1295,1295,-0.9823442321666916,-0.4386687575887553,-0.9981405864856988,-1.1806586668562649,226.95,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1296,1296,-0.9817655315880957,-0.4386687575887553,-1.2836877077728135,-0.6775400972122972,44.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1297,1297,-0.9811868310094995,-0.4386687575887553,1.6125759509964963,1.4412034501992628,7840.6,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1298,1298,-0.9806081304309036,-0.4386687575887553,0.5927648035425139,0.7438113734650503,4017.45,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+1299,1299,-0.9800294298523076,-0.4386687575887553,-0.1007067767261941,0.6856953670705327,2509.95,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+1300,1300,-0.9794507292737116,-0.4386687575887553,0.755934587135151,1.5524540910116251,5720.35,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+1301,1301,-0.9788720286951156,-0.4386687575887553,-0.6718010193004244,0.99121951497314,1461.15,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1302,1302,-0.9782933281165198,-0.4386687575887553,0.062463006866443,1.1838325647378274,3414.65,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1303,1303,-0.9777146275379238,-0.4386687575887553,-0.9981405864856988,0.7222254282328008,649.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1304,1304,-0.9771359269593278,-0.4386687575887553,1.6125759509964963,-1.326778911505338,1871.85,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1305,1305,-0.9765572263807318,2.279624392438459,1.1230666002185847,0.2307300598677367,4374.55,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,True,False,True,False
+1306,1306,-0.9759785258021358,-0.4386687575887553,1.6125759509964963,1.6935929636840252,8424.9,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1307,1307,-0.97539982522354,-0.4386687575887553,-0.8349708028930616,-1.4712386988288533,255.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1308,1308,-0.974821124644944,-0.4386687575887553,1.3270288297093813,0.5877283848626312,5215.1,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+1309,1309,-0.974242424066348,-0.4386687575887553,-0.0191218849298755,-1.506108302665564,674.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+1310,1310,-0.973663723487752,-0.4386687575887553,1.4086137215056995,0.9812567710197938,6341.45,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,True,False,False
+1311,1311,-0.973085022909156,-0.4386687575887553,0.5111799117461953,0.4648545427713652,3597.5,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+1312,1312,-0.97250632233056,-0.4386687575887553,1.1230666002185847,-0.1644587836149836,3590.2,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1313,1313,-0.971927621751964,-0.4386687575887553,-1.2836877077728135,-0.3105790282640567,55.45,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1314,1314,-0.971348921173368,-0.4386687575887553,1.041481708422266,0.003247406266339,3795.45,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+1315,1315,-0.970770220594772,-0.4386687575887553,-0.9573481405875396,0.9945404296242552,889.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1316,1316,-0.970191520016176,-0.4386687575887553,-1.2836877077728135,0.3170738407967343,74.35,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1317,1317,-0.96961281943758,-0.4386687575887553,-0.9981405864856988,-1.3417230274353569,203.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1318,1318,-0.969034118858984,-0.4386687575887553,-1.2428952618746545,-0.6526332373289325,98.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1319,1319,-0.968455418280388,-0.4386687575887553,0.5927648035425139,-1.4795409854566417,873.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1320,1320,-0.967876717701792,2.279624392438459,-1.2836877077728135,0.3203947554478499,74.45,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1321,1321,-0.967298017123196,-0.4386687575887553,-1.2836877077728135,-1.2935697649941849,25.85,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+1322,1322,-0.9667193165446,-0.4386687575887553,-0.91655569468938,1.1888139367145,1060.2,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1323,1323,-0.966140615966004,-0.4386687575887553,-0.1414992226243534,-1.326778911505338,788.05,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True
+1324,1324,-0.965561915387408,-0.4386687575887553,1.041481708422266,0.3652271032379062,4415.75,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+1325,1325,-0.964983214808812,-0.4386687575887553,-0.7533859110967429,-1.5094292173166792,324.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1326,1326,-0.964404514230216,-0.4386687575887553,-1.038933032383858,-1.462936412201065,141.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1327,1327,-0.96382581365162,-0.4386687575887553,-1.1205179241801766,0.6242584460248993,404.2,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1328,1328,-0.963247113073024,-0.4386687575887553,-0.5902161275041058,-1.482861900107757,390.85,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1329,1329,-0.962668412494428,-0.4386687575887553,-0.3046690062169906,-1.4911641867355452,505.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+1330,1330,-0.962089711915832,-0.4386687575887553,0.5519723576443546,-0.0199989962914681,3009.5,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+1331,1331,-0.961511011337236,-0.4386687575887553,-1.2836877077728135,-0.4650015595409182,50.8,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1332,1332,-0.96093231075864,-0.4386687575887553,-1.2836877077728135,-0.5430430538421275,48.45,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1333,1333,-0.960353610180044,-0.4386687575887553,1.4494061674038592,0.6607885071871679,5711.05,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,True,False,False,False
+1334,1334,-0.959774909601448,-0.4386687575887553,-0.5902161275041058,-0.6792005545378548,768.05,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1335,1335,-0.959196209022852,-0.4386687575887553,-0.9981405864856988,0.5047055185847488,624.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+1336,1336,-0.958617508444256,-0.4386687575887553,1.286236383811222,-1.5027873880144489,1240.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1337,1337,-0.95803880786566,2.279624392438459,-1.1613103700783358,0.8102296664873563,346.2,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+1338,1338,-0.957460107287064,-0.4386687575887553,1.2454439379130626,0.4997241466080757,4861.45,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+1339,1339,-0.956881406708468,-0.4386687575887553,0.8783119248296289,1.363161955898053,5826.65,True,False,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+1340,1340,-0.956302706129872,-0.4386687575887553,0.8783119248296289,0.323715670098965,4191.45,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False
+1341,1341,-0.955724005551276,-0.4386687575887553,1.6125759509964963,0.1676326814965459,5102.35,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+1342,1342,-0.9551453049726802,2.279624392438459,-1.1613103700783358,-0.460020187564245,207.35,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+1343,1343,-0.9545666043940844,-0.4386687575887553,1.6125759509964963,0.8749875021841047,6637.9,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1344,1344,-0.9539879038154884,2.279624392438459,1.1230666002185847,-0.5098339073309746,2907.55,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,True,False,False
+1345,1345,-0.9534092032368924,-0.4386687575887553,-0.5086312357077871,0.8434388129985093,1776.55,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1346,1346,-0.9528305026582964,2.279624392438459,0.1032554527646023,0.190879084054353,2419,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1347,1347,-0.9522518020797004,-0.4386687575887553,-1.2428952618746545,-0.5231175659354359,91.1,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1348,1348,-0.9516731015011044,-0.4386687575887553,-0.2638765603188314,-0.4799456754709369,1277.5,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+1349,1349,-0.9510944009225084,-0.4386687575887553,-0.7533859110967429,0.5927097568393044,1185,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1350,1350,-0.9505157003439124,2.279624392438459,-1.2836877077728135,0.3286970420756381,74.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1351,1351,-0.9499369997653164,-0.4386687575887553,0.8375194789314696,-1.4928246440611028,1039.45,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+1352,1352,-0.9493582991867204,-0.4386687575887553,-1.2836877077728135,-1.511089674642237,19.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1353,1353,-0.9487795986081244,-0.4386687575887553,1.041481708422266,-1.477880528131084,1131.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1354,1354,-0.9482008980295284,-0.4386687575887553,-1.1205179241801766,-0.4583597302386875,286.8,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1355,1355,-0.9476221974509323,-0.4386687575887553,0.8375194789314696,1.3531992119447074,5682.25,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+1356,1356,-0.9470434968723364,-0.4386687575887553,-1.1613103700783358,-1.482861900107757,91.4,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1357,1357,-0.9464647962937404,-0.4386687575887553,0.6743496953388325,1.1257165583433095,4920.55,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1358,1358,-0.9458860957151444,-0.4386687575887553,-1.2428952618746545,0.8367969836962786,190.05,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False
+1359,1359,-0.9453073951365484,-0.4386687575887553,-1.2428952618746545,0.0978934738231248,116.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1360,1360,-0.9447286945579524,-0.4386687575887553,-1.2021028159764953,0.3303574994011957,229.5,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1361,1361,-0.9441499939793564,-0.4386687575887553,-1.038933032383858,0.9646521977642174,635.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1362,1362,-0.9435712934007604,-0.4386687575887553,-0.7533859110967429,-0.6708982679100666,641.25,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False
+1363,1363,-0.9429925928221644,-0.4386687575887553,-0.5902161275041058,1.1489629609011167,1742.95,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1364,1364,-0.9424138922435684,-0.4386687575887553,-0.223084114420672,0.5478774090492476,2272.8,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1365,1365,-0.9418351916649724,-0.4386687575887553,1.3678212756075403,-0.1677796982660989,3996.8,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,True,False,True,False
+1366,1366,-0.9412564910863764,-0.4386687575887553,0.4295950199498767,0.7189045135816856,3574.5,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+1367,1367,-0.9406777905077804,-0.4386687575887553,1.4901986133020184,1.5856632375227782,7806.5,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1368,1368,-0.9400990899291845,-0.4386687575887553,1.571783505098337,0.9447267098575258,6669.45,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+1369,1369,-0.9395203893505883,2.279624392438459,0.7151421412369917,0.6176166167226691,4113.7,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1370,1370,-0.9389416887719924,-0.4386687575887553,0.755934587135151,-1.5177315039444674,1007.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+1371,1371,-0.9383629881933964,-0.4386687575887553,-0.223084114420672,0.5329332931192287,2204.35,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False,False,True
+1372,1372,-0.9377842876148004,-0.4386687575887553,1.5309910592001776,-1.4861828147588725,1360.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1373,1373,-0.9372055870362044,2.279624392438459,-1.2428952618746545,0.4914218599802874,195.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1374,1374,-0.9366268864576084,-0.4386687575887553,-1.0797254782820174,-0.5031920780287441,267.35,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+1375,1375,-0.9360481858790124,-0.4386687575887553,1.0822741543204255,1.2054185099700765,6039.9,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1376,1376,-0.9354694853004164,2.279624392438459,-0.91655569468938,0.919819849974161,934.1,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,True
+1377,1377,-0.9348907847218204,2.279624392438459,-0.1414992226243534,1.119074729041079,3004.15,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1378,1378,-0.9343120841432244,-0.4386687575887553,-1.1205179241801766,-1.4762200708055262,92.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1379,1379,-0.9337333835646284,2.279624392438459,-0.4678387898096278,0.9779358563686787,1973.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1380,1380,-0.9331546829860324,-0.4386687575887553,1.2046514920149034,1.311687778805766,6613.65,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+1381,1381,-0.9325759824074366,-0.4386687575887553,0.1440478986627616,-1.506108302665564,754.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1382,1382,-0.9319972818288408,-0.4386687575887553,-1.2021028159764953,-1.4928246440611028,64.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1383,1383,-0.9314185812502448,-0.4386687575887553,1.4901986133020184,1.700234792986256,8182.85,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1384,1384,-0.9308398806716488,-0.4386687575887553,-1.2428952618746545,-1.1258635751128625,59.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1385,1385,-0.9302611800930528,-0.4386687575887553,-0.9981405864856988,0.6773930804427444,627.4,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+1386,1386,-0.9296824795144568,2.279624392438459,-1.2021028159764953,-1.1308449470895354,82.85,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1387,1387,-0.9291037789358608,-0.4386687575887553,-1.2836877077728135,-0.6327077494222406,45.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1388,1388,-0.9285250783572648,-0.4386687575887553,-0.8349708028930616,1.1323583876455403,1120.95,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+1389,1389,-0.9279463777786688,-0.4386687575887553,-0.5902161275041058,0.3585852739356755,1395.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1390,1390,-0.9273676772000728,-0.4386687575887553,-0.5086312357077871,-1.3251184541797802,505.95,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1391,1391,-0.9267889766214767,-0.4386687575887553,-0.4270463439114685,-0.1926865581494637,1254.7,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1392,1392,-0.9262102760428808,-0.4386687575887553,-1.1205179241801766,-0.6244054627944524,221.7,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1393,1393,-0.9256315754642848,-0.4386687575887553,-0.3454614521151499,-1.316816167551992,553,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1394,1394,-0.9250528748856888,-0.4386687575887553,1.286236383811222,0.1477071935898543,4447.75,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+1395,1395,-0.9244741743070928,-0.4386687575887553,-0.2638765603188314,1.124056101017752,2537,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1396,1396,-0.9238954737284968,2.279624392438459,1.4494061674038592,1.344896925316919,7299.65,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1397,1397,-0.9233167731499008,-0.4386687575887553,1.1230666002185847,-1.467917784177738,1093,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1398,1398,-0.9227380725713048,-0.4386687575887553,-0.3046690062169906,-0.3222022295429603,1466.1,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1399,1399,-0.9221593719927088,-0.4386687575887553,0.755934587135151,-1.3051929662730883,1281.25,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1400,1400,-0.9215806714141128,-0.4386687575887553,-1.038933032383858,0.54621695172369,580.1,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False
+1401,1401,-0.9210019708355168,-0.4386687575887553,0.2664252363572394,-1.5094292173166792,779.2,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1402,1402,-0.9204232702569208,-0.4386687575887553,1.6125759509964963,0.5196496345147678,5886.85,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1403,1403,-0.9198445696783248,-0.4386687575887553,-0.223084114420672,1.0028427162520437,2462.55,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+1404,1404,-0.9192658690997288,-0.4386687575887553,0.9598968166259476,0.6989790256749936,4793.8,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+1405,1405,-0.9186871685211327,-0.4386687575887553,1.0006892625241068,-1.501126930688891,1134.25,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1406,1406,-0.9181084679425368,-0.4386687575887553,-0.631008573402265,1.389729273106976,1672.1,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False
+1407,1407,-0.9175297673639408,-0.4386687575887553,-1.2836877077728135,-0.2840117110551344,56.25,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1408,1408,-0.9169510667853448,-0.4386687575887553,0.1032554527646023,-1.501126930688891,686.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1409,1409,-0.9163723662067488,-0.4386687575887553,-0.7941783569949022,0.2655996637044472,930.05,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+1410,1410,-0.9157936656281528,-0.4386687575887553,1.4901986133020184,-1.496145558712218,1375.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1411,1411,-0.9152149650495568,-0.4386687575887553,-1.2836877077728135,-1.5127501319677945,19.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1412,1412,-0.9146362644709608,-0.4386687575887553,-1.038933032383858,0.3270365847500806,544.55,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+1413,1413,-0.9140575638923648,2.279624392438459,1.6125759509964963,1.7251416528696208,8277.05,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1414,1414,-0.9134788633137688,-0.4386687575887553,-1.2021028159764953,1.1257165583433095,293.65,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1415,1415,-0.9129001627351728,-0.4386687575887553,0.8375194789314696,-0.1229473504760424,3357.9,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+1416,1416,-0.912321462156577,-0.4386687575887553,0.2256327904590802,0.5661424396303817,3141.7,True,False,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1417,1417,-0.911742761577981,-0.4386687575887553,-1.1613103700783358,0.5146682625380946,324.2,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1418,1418,-0.911164060999385,-0.4386687575887553,1.2046514920149034,0.6541466778849372,5193.2,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+1419,1419,-0.910585360420789,-0.4386687575887553,-1.2836877077728135,-0.5231175659354359,49.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1420,1420,-0.910006659842193,-0.4386687575887553,0.5519723576443546,0.645844391257149,3847.6,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1421,1421,-0.9094279592635972,-0.4386687575887553,-0.5494236816059465,-0.1744215275683296,1144.6,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+1422,1422,-0.9088492586850012,-0.4386687575887553,1.6125759509964963,0.8816293314863349,6697.2,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1423,1423,-0.9082705581064052,-0.4386687575887553,0.2256327904590802,-1.320137082203107,963.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1424,1424,-0.9076918575278092,-0.4386687575887553,1.571783505098337,1.3581805839213803,7472.15,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1425,1425,-0.9071131569492132,-0.4386687575887553,-0.6718010193004244,1.1688884488078084,1534.75,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1426,1426,-0.9065344563706172,2.279624392438459,1.3678212756075403,1.3664828705491687,6975.25,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+1427,1427,-0.9059557557920211,2.279624392438459,-0.8757632487912208,1.0028427162520437,1120.3,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1428,1428,-0.9053770552134252,-0.4386687575887553,1.3678212756075403,0.6375421046293608,5714.25,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+1429,1429,-0.9047983546348292,-0.4386687575887553,-0.1822916685225127,0.8700061302074316,2626.15,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False
+1430,1430,-0.9042196540562332,-0.4386687575887553,-1.2836877077728135,-0.9880456170915776,35.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+1431,1431,-0.9036409534776372,-0.4386687575887553,1.6125759509964963,1.4843753406637616,7854.9,False,True,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1432,1432,-0.9030622528990412,-0.4386687575887553,-0.5902161275041058,-1.5094292173166792,309.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1433,1433,-0.9024835523204452,-0.4386687575887553,0.6743496953388325,-1.5210524185955827,918.7,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1434,1434,-0.9019048517418492,2.279624392438459,0.3480101281535581,1.3150086934568816,4133.95,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1435,1435,-0.9013261511632532,-0.4386687575887553,-1.2836877077728135,0.187558169403238,70.45,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1436,1436,-0.9007474505846572,2.279624392438459,-0.223084114420672,0.3552643592845604,1893.95,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1437,1437,-0.9001687500060612,-0.4386687575887553,-1.1205179241801766,-1.4662573268521804,93.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+1438,1438,-0.8995900494274652,-0.4386687575887553,0.4295950199498767,-0.9830642451149044,1463.7,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+1439,1439,-0.8990113488488692,-0.4386687575887553,0.5927648035425139,-0.3155604002407298,2654.05,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1440,1440,-0.8984326482702732,-0.4386687575887553,-1.2836877077728135,-0.5065129926798594,49.55,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1441,1441,-0.8978539476916773,-0.4386687575887553,-0.7125934651985837,-0.1777424422194447,892.65,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+1442,1442,-0.8972752471130813,-0.4386687575887553,-1.038933032383858,0.2074836573099295,472.65,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1443,1443,-0.8966965465344853,-0.4386687575887553,-0.7533859110967429,-1.501126930688891,300.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1444,1444,-0.8961178459558893,-0.4386687575887553,0.4295950199498767,0.5196496345147678,3398.9,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1445,1445,-0.8955391453772933,-0.4386687575887553,-0.1414992226243534,0.6524862205593797,2467.1,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1446,1446,-0.8949604447986973,-0.4386687575887553,0.5519723576443546,-1.340062570109799,1066.15,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+1447,1447,-0.8943817442201013,-0.4386687575887553,-0.3454614521151499,-0.5148152793076477,1233.25,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1448,1448,-0.8938030436415053,-0.4386687575887553,0.755934587135151,-0.1827238141961179,3014.65,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+1449,1449,-0.8932243430629093,-0.4386687575887553,1.5309910592001776,-0.1478542103594071,4138.7,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+1450,1450,-0.8926456424843133,-0.4386687575887553,-0.8349708028930616,-0.6277263774455678,505.95,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1451,1451,-0.8920669419057173,-0.4386687575887553,-1.2021028159764953,-1.4994664733633334,68.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1452,1452,-0.8914882413271213,2.279624392438459,-0.9573481405875396,0.6524862205593797,762.5,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1453,1453,-0.8909095407485254,-0.4386687575887553,-0.7125934651985837,0.6524862205593797,1287.85,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True
+1454,1454,-0.8903308401699294,-0.4386687575887553,1.6125759509964963,-1.3467043994120296,1784.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1455,1455,-0.8897521395913334,-0.4386687575887553,-1.1613103700783358,-1.4745596134799688,84.75,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+1456,1456,-0.8891734390127374,-0.4386687575887553,1.6125759509964963,1.3000645775268629,7556.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+1457,1457,-0.8885947384341414,-0.4386687575887553,-0.91655569468938,-1.4762200708055262,176.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1458,1458,-0.8880160378555454,2.279624392438459,-1.1205179241801766,-1.207225984065187,131.05,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1459,1459,-0.8874373372769494,-0.4386687575887553,-0.9981405864856988,0.6923371963727634,659.45,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+1460,1460,-0.8868586366983534,2.279624392438459,-0.2638765603188314,0.8783084168352198,2351.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1461,1461,-0.8862799361197575,-0.4386687575887553,1.4494061674038592,0.2025022853332569,4911.35,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+1462,1462,-0.8857012355411615,-0.4386687575887553,-1.2428952618746545,-1.4812014427821991,34.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1463,1463,-0.8851225349625655,2.279624392438459,-0.9981405864856988,0.3220552127734074,606.55,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1464,1464,-0.8845438343839696,-0.4386687575887553,-1.2021028159764953,-1.4928246440611028,57.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1465,1465,-0.8839651338053736,-0.4386687575887553,-0.7941783569949022,1.1074515277621757,1230.25,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+1466,1466,-0.8833864332267776,2.279624392438459,0.062463006866443,0.1443862789387392,2275.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1467,1467,-0.8828077326481816,-0.4386687575887553,1.6125759509964963,0.0298147234752613,4575.35,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+1468,1468,-0.8822290320695856,-0.4386687575887553,-0.4678387898096278,-0.7057678717467774,1011.5,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+1469,1469,-0.8816503314909896,-0.4386687575887553,0.3072176822553988,0.6657698791638406,3303.05,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+1470,1470,-0.8810716309123936,-0.4386687575887553,-0.6718010193004244,-0.3305045161707485,916.15,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+1471,1471,-0.8804929303337976,-0.4386687575887553,-0.2638765603188314,-0.290653540357365,1553.2,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,True
+1472,1472,-0.8799142297552016,-0.4386687575887553,0.6743496953388325,1.137339759622213,4853.75,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1473,1473,-0.8793355291766056,-0.4386687575887553,0.5519723576443546,-1.514410589293352,908.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1474,1474,-0.8787568285980096,-0.4386687575887553,-0.8757632487912208,0.4881009453291723,868.5,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+1475,1475,-0.8781781280194136,-0.4386687575887553,1.6125759509964963,0.6524862205593797,6033.1,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+1476,1476,-0.8775994274408176,-0.4386687575887553,0.5927648035425139,-1.472899156154411,943,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1477,1477,-0.8770207268622217,-0.4386687575887553,-1.2836877077728135,-1.5127501319677945,19.25,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1478,1478,-0.8764420262836257,2.279624392438459,1.0822741543204255,0.8284946970684903,5496.9,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1479,1479,-0.8758633257050297,-0.4386687575887553,1.571783505098337,0.768718233348415,6365.35,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+1480,1480,-0.8752846251264337,-0.4386687575887553,-0.3046690062169906,-1.4861828147588725,520.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1481,1481,-0.8747059245478377,-0.4386687575887553,1.6125759509964963,1.4245988769436864,7919.8,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+1482,1482,-0.8741272239692417,-0.4386687575887553,-1.2428952618746545,-1.48784327208443,32.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1483,1483,-0.8735485233906457,-0.4386687575887553,0.1032554527646023,-0.0880777466393318,2215.45,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+1484,1484,-0.8729698228120497,-0.4386687575887553,1.571783505098337,1.32331098008467,7288.4,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1485,1485,-0.8723911222334537,2.279624392438459,-0.7125934651985837,0.99121951497314,1285.05,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1486,1486,-0.8718124216548577,-0.4386687575887553,-1.2428952618746545,-1.472899156154411,34.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1487,1487,-0.8712337210762617,-0.4386687575887553,-0.2638765603188314,0.4814591160269416,2015.8,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1488,1488,-0.8706550204976657,2.279624392438459,-1.2021028159764953,0.7803414346273184,273.75,False,True,True,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+1489,1489,-0.8700763199190698,2.279624392438459,0.6743496953388325,-0.4982107060520712,2398.4,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True
+1490,1490,-0.8694976193404738,-0.4386687575887553,-0.223084114420672,0.3635666459123486,1929,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1491,1491,-0.8689189187618778,-0.4386687575887553,-1.2021028159764953,-0.474964303494264,147.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1492,1492,-0.8683402181832818,-0.4386687575887553,0.5111799117461953,-0.4583597302386875,2264.5,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+1493,1493,-0.8677615176046858,-0.4386687575887553,0.1848403445609209,1.3183296081079967,3778,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+1494,1494,-0.8671828170260898,-0.4386687575887553,1.6125759509964963,1.728462567520736,8477.7,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1495,1495,-0.8666041164474938,-0.4386687575887553,1.2046514920149034,0.904875734044142,5755.8,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False
+1496,1496,-0.8660254158688978,-0.4386687575887553,0.8783119248296289,-0.1661192409405414,3246.45,False,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False
+1497,1497,-0.8654467152903018,-0.4386687575887553,-0.7125934651985837,1.2319858271789992,1667.25,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False,True,False
+1498,1498,-0.8648680147117058,-0.4386687575887553,-1.2836877077728135,-1.4861828147588725,20.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+1499,1499,-0.8642893141331098,2.279624392438459,-1.2836877077728135,-1.3151557102264342,25.2,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1500,1500,-0.8637106135545138,-0.4386687575887553,1.6125759509964963,-0.119626435824927,4390.25,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1501,1501,-0.863131912975918,-0.4386687575887553,-0.1007067767261941,0.4814591160269416,2427.1,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1502,1502,-0.862553212397322,-0.4386687575887553,0.3072176822553988,0.4665150000969227,3126.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+1503,1503,-0.861974511818726,-0.4386687575887553,1.571783505098337,0.2091441146354871,5224.95,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+1504,1504,-0.86139581124013,-0.4386687575887553,-0.5902161275041058,-1.0395197941838643,600,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1505,1505,-0.860817110661534,-0.4386687575887553,-0.631008573402265,-1.3184766248775497,382.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1506,1506,-0.860238410082938,-0.4386687575887553,0.3072176822553988,-1.482861900107757,804.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1507,1507,-0.859659709504342,2.279624392438459,1.6125759509964963,1.5275472311282603,7882.25,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1508,1508,-0.859081008925746,-0.4386687575887553,-1.2428952618746545,-1.496145558712218,39.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1509,1509,-0.85850230834715,-0.4386687575887553,0.8375194789314696,-1.3533462287142604,1301.9,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1510,1510,-0.857923607768554,-0.4386687575887553,1.571783505098337,1.7085370796140442,8564.75,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1511,1511,-0.857344907189958,-0.4386687575887553,-0.5086312357077871,1.0543168933443303,1901.65,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+1512,1512,-0.856766206611362,-0.4386687575887553,-1.038933032383858,-0.3305045161707485,370.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+1513,1513,-0.856187506032766,-0.4386687575887553,-0.7125934651985837,0.649165305908264,1302.65,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1514,1514,-0.8556088054541701,-0.4386687575887553,1.6125759509964963,-1.3533462287142604,1709.15,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1515,1515,-0.8550301048755741,-0.4386687575887553,0.2664252363572394,-1.3616485153420486,903.8,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+1516,1516,-0.8544514042969781,-0.4386687575887553,0.5111799117461953,-1.3051929662730883,1121.05,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1517,1517,-0.8538727037183821,-0.4386687575887553,-1.1205179241801766,0.6375421046293608,424.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1518,1518,-0.8532940031397861,-0.4386687575887553,0.5927648035425139,-0.8352835431402739,1798.65,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+1519,1519,-0.8527153025611901,-0.4386687575887553,-1.1613103700783358,-1.4928246440611028,63,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+1520,1520,-0.8521366019825941,-0.4386687575887553,0.5927648035425139,1.193795308691173,4669.2,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+1521,1521,-0.8515579014039981,-0.4386687575887553,0.0216705609682837,1.0128054602053893,3275.15,True,False,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+1522,1522,-0.8509792008254021,-0.4386687575887553,-0.7125934651985837,-1.3134952529008768,394.85,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+1523,1523,-0.8504005002468061,-0.4386687575887553,1.3678212756075403,0.816871495789587,5976.9,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+1524,1524,-0.8498217996682101,-0.4386687575887553,-1.0797254782820174,0.8401178983473937,521.3,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1525,1525,-0.8492430990896142,-0.4386687575887553,-0.631008573402265,-1.4978060160377755,340.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1526,1526,-0.8486643985110182,-0.4386687575887553,0.3480101281535581,0.9995218016009284,3848,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+1527,1527,-0.8480856979324222,-0.4386687575887553,0.9598968166259476,1.1622466195055776,5515.45,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1528,1528,-0.8475069973538262,-0.4386687575887553,-0.1822916685225127,-0.3288440588451909,1505.15,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+1529,1529,-0.8469282967752302,-0.4386687575887553,1.6125759509964963,-0.3703554919841322,3784,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+1530,1530,-0.8463495961966342,-0.4386687575887553,-1.2836877077728135,-0.4998711633776287,49.75,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1531,1531,-0.8457708956180382,-0.4386687575887553,0.9598968166259476,1.3880688157814178,5893.95,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+1532,1532,-0.8451921950394422,-0.4386687575887553,1.5309910592001776,0.476477744050269,5536.5,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+1533,1533,-0.8446134944608462,-0.4386687575887553,0.470387465848036,0.8583829289285282,3974.15,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+1534,1534,-0.8440347938822502,-0.4386687575887553,-1.2428952618746545,-0.6792005545378548,81.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1535,1535,-0.8434560933036542,-0.4386687575887553,1.041481708422266,0.2257486878910636,4230.25,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+1536,1536,-0.8428773927250582,-0.4386687575887553,0.6335572494406732,0.6192770740482267,3887.85,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1537,1537,-0.8422986921464622,-0.4386687575887553,-0.8757632487912208,0.664109421838283,888.75,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+1538,1538,-0.8417199915678663,-0.4386687575887553,1.6125759509964963,1.685290677056237,8425.3,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1539,1539,-0.8411412909892703,-0.4386687575887553,1.6125759509964963,-0.7539211341879489,2962,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+1540,1540,-0.8405625904106743,-0.4386687575887553,-0.2638765603188314,0.7006394830005516,2196.45,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False
+1541,1541,-0.8399838898320784,-0.4386687575887553,0.7967270330333104,-0.8269812565124857,2020.9,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1542,1542,-0.8394051892534824,-0.4386687575887553,0.7967270330333104,-1.4845223574333144,1078.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1543,1543,-0.8388264886748864,-0.4386687575887553,-0.223084114420672,-0.3769973212863626,1461.45,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+1544,1544,-0.8382477880962904,-0.4386687575887553,-1.2836877077728135,0.4731568293991534,79.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1545,1545,-0.8376690875176944,-0.4386687575887553,0.5111799117461953,0.5511983237003631,3775.85,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1546,1546,-0.8370903869390984,-0.4386687575887553,1.163859046116744,0.8102296664873563,5500.6,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True
+1547,1547,-0.8365116863605024,-0.4386687575887553,-1.2428952618746545,0.5196496345147678,137.1,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1548,1548,-0.8359329857819064,-0.4386687575887553,-0.8757632487912208,0.0514006687075104,740.8,False,True,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+1549,1549,-0.8353542852033105,-0.4386687575887553,-0.4678387898096278,-0.1511751250105225,1258.35,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+1550,1550,-0.8347755846247145,2.279624392438459,-1.2836877077728135,0.2108045719610451,71.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1551,1551,-0.8341968840461185,2.279624392438459,-1.0797254782820174,1.1107724424132908,560.6,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1552,1552,-0.8336181834675225,-0.4386687575887553,1.571783505098337,0.2888460662622544,5357.75,True,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+1553,1553,-0.8330394828889265,-0.4386687575887553,1.6125759509964963,0.1941999987054686,5011.15,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+1554,1554,-0.8324607823103305,2.279624392438459,1.4086137215056995,-0.1279287224527153,4119.4,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+1555,1555,-0.8318820817317345,-0.4386687575887553,-0.4678387898096278,-0.1976679301261366,1215.45,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+1556,1556,-0.8313033811531385,-0.4386687575887553,1.6125759509964963,-1.4978060160377755,1421.9,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1557,1557,-0.8307246805745425,-0.4386687575887553,0.0216705609682837,-1.4845223574333144,620.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1558,1558,-0.8301459799959465,-0.4386687575887553,-1.2021028159764953,1.0094845455542742,292.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1559,1559,-0.8295672794173505,-0.4386687575887553,-0.0599143308280348,0.96299174043866,3019.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+1560,1560,-0.8289885788387545,2.279624392438459,0.9191043707277884,-0.4899084194242829,2743.45,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1561,1561,-0.8284098782601585,-0.4386687575887553,-1.2836877077728135,0.3170738407967343,74.35,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1562,1562,-0.8278311776815626,-0.4386687575887553,-0.91655569468938,-1.5260337905722556,163.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1563,1563,-0.8272524771029666,-0.4386687575887553,-1.2836877077728135,-1.472899156154411,20.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1564,1564,-0.8266737765243706,2.279624392438459,-0.7533859110967429,1.0227682041587352,1273.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1565,1565,-0.8260950759457746,-0.4386687575887553,1.3678212756075403,0.3137529261456192,4859.25,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+1566,1566,-0.8255163753671786,-0.4386687575887553,1.6125759509964963,1.3714642425258414,7657.4,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+1567,1567,-0.8249376747885826,-0.4386687575887553,-0.8757632487912208,-1.1690354655773612,346.45,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1568,1568,-0.8243589742099866,-0.4386687575887553,-0.0191218849298755,0.9497080818341987,2979.3,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+1569,1569,-0.8237802736313906,2.279624392438459,-1.038933032383858,1.2336462845045568,700.85,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1570,1570,-0.8232015730527946,-0.4386687575887553,-0.0599143308280348,-0.1611378689638682,1848.8,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+1571,1571,-0.8226228724741986,-0.4386687575887553,1.163859046116744,-0.7007864997701042,2696.55,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+1572,1572,-0.8220441718956026,2.279624392438459,-1.2836877077728135,0.1775954254498921,70.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1573,1573,-0.8214654713170066,2.279624392438459,1.571783505098337,1.303385492177978,7413.55,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+1574,1574,-0.8208867707384107,-0.4386687575887553,-1.2836877077728135,0.1925395413799106,70.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1575,1575,-0.8203080701598147,-0.4386687575887553,-1.2021028159764953,0.8600433862540858,237.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+1576,1576,-0.8197293695812187,-0.4386687575887553,-1.1613103700783358,0.4532313414924618,330.05,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1577,1577,-0.8191506690026227,2.279624392438459,-0.223084114420672,0.7006394830005516,2220.1,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False
+1578,1578,-0.8185719684240267,-0.4386687575887553,-1.2021028159764953,1.0161263748565048,293.15,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1579,1579,-0.8179932678454307,-0.4386687575887553,-1.2836877077728135,-1.477880528131084,20.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1580,1580,-0.8174145672668347,-0.4386687575887553,1.6125759509964963,0.8268342397429328,6339.3,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1581,1581,-0.8168358666882388,-0.4386687575887553,1.163859046116744,-0.4683224741920333,3088.75,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+1582,1582,-0.8162571661096428,-0.4386687575887553,1.4494061674038592,1.5076217432215688,7467.5,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+1583,1583,-0.8156784655310468,-0.4386687575887553,-1.2428952618746545,-1.4645968695266227,39.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+1584,1584,-0.8150997649524508,-0.4386687575887553,-0.9573481405875396,-1.482861900107757,238.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+1585,1585,-0.8145210643738549,-0.4386687575887553,-0.0599143308280348,-1.4745596134799688,609.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1586,1586,-0.8139423637952589,-0.4386687575887553,-1.2021028159764953,0.3187342981222923,215.8,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1587,1587,-0.8133636632166629,-0.4386687575887553,0.1032554527646023,1.4993194565937806,3782.4,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1588,1588,-0.8127849626380669,-0.4386687575887553,-0.7125934651985837,-1.4845223574333144,302.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1589,1589,-0.8122062620594709,2.279624392438459,-1.2836877077728135,0.8135505811384715,89.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1590,1590,-0.8116275614808749,-0.4386687575887553,0.3888025740517173,1.3731246998513993,4512.7,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+1591,1591,-0.8110488609022789,-0.4386687575887553,-1.2836877077728135,-0.6443309507011442,45.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1592,1592,-0.8104701603236829,-0.4386687575887553,1.571783505098337,1.0277495761354083,6849.4,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+1593,1593,-0.8098914597450869,-0.4386687575887553,0.7151421412369917,-1.482861900107757,930.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1594,1594,-0.8093127591664909,-0.4386687575887553,0.9191043707277884,-1.3002115942964156,1388,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1595,1595,-0.8087340585878949,-0.4386687575887553,0.5927648035425139,0.3071110968433885,3496.3,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+1596,1596,-0.8081553580092989,-0.4386687575887553,-0.223084114420672,-1.5027873880144489,520.55,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1597,1597,-0.807576657430703,-0.4386687575887553,-0.3046690062169906,-1.4911641867355452,527.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1598,1598,-0.806997956852107,-0.4386687575887553,0.1440478986627616,1.1406606742733283,3615.6,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1599,1599,-0.806419256273511,-0.4386687575887553,-0.9573481405875396,0.8484201849751819,767.9,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+1600,1600,-0.805840555694915,2.279624392438459,0.5111799117461953,1.2402881138067874,4735.35,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1601,1601,-0.805261855116319,-0.4386687575887553,1.2454439379130626,0.4980636892825181,5034.05,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1602,1602,-0.804683154537723,-0.4386687575887553,-0.9981405864856988,0.1244607910320471,564.35,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1603,1603,-0.804104453959127,-0.4386687575887553,1.6125759509964963,0.0264938088241457,4566.5,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1604,1604,-0.803525753380531,-0.4386687575887553,-0.631008573402265,0.5329332931192287,1400.85,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+1605,1605,-0.802947052801935,2.279624392438459,0.755934587135151,0.4216826523068663,3807.35,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1606,1606,-0.802368352223339,-0.4386687575887553,-0.9981405864856988,-1.4596154975499498,161.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1607,1607,-0.801789651644743,-0.4386687575887553,-1.2021028159764953,-1.496145558712218,58.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1608,1608,-0.801210951066147,-0.4386687575887553,1.571783505098337,-1.3583276006909333,1663.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1609,1609,-0.800632250487551,2.279624392438459,1.3270288297093813,0.9264616792763918,5968.4,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,True,True,False,False
+1610,1610,-0.800053549908955,-0.4386687575887553,1.6125759509964963,1.4478452795014936,7767.25,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+1611,1611,-0.7994748493303591,-0.4386687575887553,1.6125759509964963,-7.350838477652846e-05,4719.75,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1612,1612,-0.7988961487517631,-0.4386687575887553,1.4901986133020184,1.5026403712448957,7430.75,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+1613,1613,-0.7983174481731671,-0.4386687575887553,1.2046514920149034,-0.7007864997701042,2618.3,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+1614,1614,-0.7977387475945711,2.279624392438459,0.8783119248296289,1.686951134381795,6431.05,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+1615,1615,-0.7971600470159751,-0.4386687575887553,-1.2021028159764953,-1.5177315039444674,52,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1616,1616,-0.7965813464373791,-0.4386687575887553,-0.3862538980133093,-0.1611378689638682,1406,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+1617,1617,-0.7960026458587831,-0.4386687575887553,0.1032554527646023,-1.462936412201065,739.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+1618,1618,-0.7954239452801871,-0.4386687575887553,0.7967270330333104,-0.4998711633776287,2535.55,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1619,1619,-0.7948452447015911,-0.4386687575887553,-1.2428952618746545,0.8749875021841047,168.5,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1620,1620,-0.7942665441229952,-0.4386687575887553,1.286236383811222,-1.4978060160377755,1274.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1621,1621,-0.7936878435443993,-0.4386687575887553,-1.2836877077728135,-1.3417230274353569,24.4,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1622,1622,-0.7931091429658033,-0.4386687575887553,1.1230666002185847,0.3170738407967343,4453.3,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1623,1623,-0.7925304423872073,-0.4386687575887553,-1.2021028159764953,-0.9847247024404624,99.75,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1624,1624,-0.7919517418086113,-0.4386687575887553,1.6125759509964963,1.3349341813635731,7589.8,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+1625,1625,-0.7913730412300153,-0.4386687575887553,-1.2021028159764953,0.6939976536983209,256.75,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+1626,1626,-0.7907943406514193,-0.4386687575887553,0.062463006866443,-1.3317602834820108,780.2,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1627,1627,-0.7902156400728233,-0.4386687575887553,0.4295950199498767,0.3502829873078872,3161.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1628,1628,-0.7896369394942273,2.279624392438459,1.3678212756075403,1.263534516364594,6976.75,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+1629,1629,-0.7890582389156313,-0.4386687575887553,-0.91655569468938,-1.3284393688308955,223.9,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1630,1630,-0.7884795383370353,-0.4386687575887553,0.1032554527646023,1.2469299431090175,3626.1,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1631,1631,-0.7879008377584393,-0.4386687575887553,-1.2836877077728135,-1.4795409854566417,20.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1632,1632,-0.7873221371798433,-0.4386687575887553,-0.1414992226243534,-0.5264384805865511,1323.7,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+1633,1633,-0.7867434366012473,-0.4386687575887553,0.7151421412369917,0.1643117668454308,3557.7,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1634,1634,-0.7861647360226514,-0.4386687575887553,-1.2836877077728135,0.341980700680099,75.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1635,1635,-0.7855860354440554,-0.4386687575887553,-0.3862538980133093,0.003247406266339,1509.8,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+1636,1636,-0.7850073348654594,-0.4386687575887553,-0.7941783569949022,0.3187342981222923,896.75,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1637,1637,-0.7844286342868634,-0.4386687575887553,1.4494061674038592,-0.3437881747752097,3687.75,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1638,1638,-0.7838499337082674,-0.4386687575887553,-0.7125934651985837,-1.501126930688891,331.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1639,1639,-0.7832712331296714,-0.4386687575887553,0.470387465848036,0.2041627426588144,3250.45,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+1640,1640,-0.7826925325510754,-0.4386687575887553,0.3072176822553988,0.6325607326526876,3532.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+1641,1641,-0.7821138319724794,-0.4386687575887553,0.6335572494406732,-1.355006686039818,1183.05,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1642,1642,-0.7815351313938834,-0.4386687575887553,-1.2836877077728135,0.3552643592845604,75.5,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1643,1643,-0.7809564308152874,-0.4386687575887553,0.8375194789314696,-0.3720159493096897,2879.2,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+1644,1644,-0.7803777302366914,-0.4386687575887553,-0.5494236816059465,-0.6609355239567207,839.65,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1645,1645,-0.7797990296580954,-0.4386687575887553,-1.2836877077728135,-0.6858423838400854,44.15,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1646,1646,-0.7792203290794995,-0.4386687575887553,0.2664252363572394,0.5678028969559397,3219.75,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+1647,1647,-0.7786416285009035,-0.4386687575887553,0.4295950199498767,1.311687778805766,4451.85,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+1648,1648,-0.7780629279223075,-0.4386687575887553,-1.1613103700783358,0.7404904588139348,341.45,False,False,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+1649,1649,-0.7774842273437115,-0.4386687575887553,1.571783505098337,0.5246310064914405,5708.2,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+1650,1650,-0.7769055267651155,-0.4386687575887553,0.5927648035425139,0.6807139950938595,4045.65,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+1651,1651,-0.7763268261865195,-0.4386687575887553,-0.1414992226243534,0.1975209133565837,1974.8,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1652,1652,-0.7757481256079235,-0.4386687575887553,1.041481708422266,-0.6459914080267019,2540.1,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+1653,1653,-0.7751694250293275,-0.4386687575887553,-0.7125934651985837,-0.5214571086098782,679.55,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1654,1654,-0.7745907244507315,-0.4386687575887553,1.6125759509964963,0.6392025619549183,6052.25,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,True,False,False,False
+1655,1655,-0.7740120238721355,2.279624392438459,0.4295950199498767,-0.3072581136129416,2342.2,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+1656,1656,-0.7734333232935395,2.279624392438459,-0.3046690062169906,1.119074729041079,2514.5,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1657,1657,-0.7728546227149435,-0.4386687575887553,-1.2428952618746545,-1.4762200708055262,41.85,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1658,1658,-0.7722759221363475,-0.4386687575887553,-1.1205179241801766,-0.6891632984912008,202.15,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1659,1659,-0.7716972215577516,-0.4386687575887553,-0.7125934651985837,-0.1711006129172143,867.1,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False
+1660,1660,-0.7711185209791557,-0.4386687575887553,-0.8757632487912208,-1.4994664733633334,225.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1661,1661,-0.7705398204005597,-0.4386687575887553,0.1848403445609209,-1.273644277087493,911.6,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1662,1662,-0.7699611198219637,-0.4386687575887553,-0.8757632487912208,1.193795308691173,1129.75,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1663,1663,-0.7693824192433677,-0.4386687575887553,-0.631008573402265,0.323715670098965,1215.8,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+1664,1664,-0.7688037186647717,2.279624392438459,1.2046514920149034,1.100809698459945,5936.55,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+1665,1665,-0.7682250180861757,-0.4386687575887553,-0.223084114420672,-0.5247780232609934,1291.35,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1666,1666,-0.7676463175075797,-0.4386687575887553,-0.3046690062169906,-1.4812014427821991,507.9,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+1667,1667,-0.7670676169289837,-0.4386687575887553,0.7151421412369917,-1.4944851013866605,1013.2,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+1668,1668,-0.7664889163503877,-0.4386687575887553,1.4901986133020184,1.1506234182266744,7007.6,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+1669,1669,-0.7659102157717917,-0.4386687575887553,-0.1822916685225127,-1.303532508947531,672.2,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1670,1670,-0.7653315151931958,-0.4386687575887553,0.1032554527646023,-1.4712386988288533,759.35,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1671,1671,-0.7647528146145998,-0.4386687575887553,-0.1414992226243534,-1.5177315039444674,529.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1672,1672,-0.7641741140360038,2.279624392438459,1.3270288297093813,1.2734972603179404,6792.45,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1673,1673,-0.7635954134574078,-0.4386687575887553,0.1032554527646023,-1.4911641867355452,666,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+1674,1674,-0.7630167128788118,-0.4386687575887553,0.755934587135151,-1.5027873880144489,1086.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1675,1675,-0.7624380123002158,-0.4386687575887553,-1.1613103700783358,-0.636028664073356,191.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1676,1676,-0.7618593117216198,-0.4386687575887553,1.3270288297093813,0.6441839339315915,5324.5,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1677,1677,-0.7612806111430238,-0.4386687575887553,-0.3862538980133093,1.1672279914822508,2292.75,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1678,1678,-0.7607019105644278,2.279624392438459,0.2256327904590802,0.5196496345147678,3162.65,True,False,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1679,1679,-0.7601232099858318,2.279624392438459,0.4295950199498767,0.6657698791638406,3645.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1680,1680,-0.7595445094072358,-0.4386687575887553,-0.8349708028930616,-1.3134952529008768,274.7,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1681,1681,-0.7589658088286398,-0.4386687575887553,1.3270288297093813,1.1738698207844815,6643.5,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,False
+1682,1682,-0.7583871082500439,2.279624392438459,-0.7533859110967429,1.0294100334609655,1346.3,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1683,1683,-0.7578084076714479,-0.4386687575887553,-0.5086312357077871,0.6790535377683019,1734.5,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1684,1684,-0.7572297070928519,-0.4386687575887553,0.9598968166259476,-0.1163055211738119,3346.8,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,True,True,False,False
+1685,1685,-0.7566510065142559,-0.4386687575887553,0.3888025740517173,-1.3184766248775497,1097.15,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1686,1686,-0.7560723059356599,-0.4386687575887553,-0.8757632487912208,0.2689205783555629,818.45,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+1687,1687,-0.7554936053570639,-0.4386687575887553,-1.2428952618746545,0.5711238116070548,184.65,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1688,1688,-0.7549149047784679,-0.4386687575887553,-1.2021028159764953,-1.4994664733633334,60.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1689,1689,-0.7543362041998719,-0.4386687575887553,-1.2836877077728135,0.1510281082409694,69.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1690,1690,-0.7537575036212759,-0.4386687575887553,-0.8757632487912208,-1.5027873880144489,223.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1691,1691,-0.7531788030426799,-0.4386687575887553,-1.2021028159764953,0.0148706075452424,209.9,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+1692,1692,-0.7526001024640839,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1693,1693,-0.7520214018854879,-0.4386687575887553,1.4494061674038592,-1.489503729409987,1303.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+1694,1694,-0.751442701306892,-0.4386687575887553,0.8375194789314696,-1.4812014427821991,1068.15,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+1695,1695,-0.750864000728296,2.279624392438459,1.1230666002185847,1.2153812539234228,6176.6,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+1696,1696,-0.7502853001497,-0.4386687575887553,1.3678212756075403,0.8002669225340105,6000.1,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+1697,1697,-0.749706599571104,-0.4386687575887553,-0.1822916685225127,-0.1926865581494637,1654.45,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+1698,1698,-0.749127898992508,2.279624392438459,-1.1205179241801766,0.1742745107987766,302.6,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1699,1699,-0.748549198413912,2.279624392438459,-0.3454614521151499,-0.8535485737214079,971.3,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+1700,1700,-0.7479704978353161,-0.4386687575887553,0.5111799117461953,-0.3537509187285557,2319.8,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+1701,1701,-0.7473917972567201,-0.4386687575887553,-1.0797254782820174,0.971294027066448,518.75,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+1702,1702,-0.7468130966781241,2.279624392438459,1.286236383811222,0.5146682625380946,5017.7,True,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+1703,1703,-0.7462343960995281,-0.4386687575887553,1.041481708422266,0.9314430512530644,5305.05,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1704,1704,-0.7456556955209321,2.279624392438459,-1.1205179241801766,0.6093143300948809,446.05,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1705,1705,-0.7450769949423361,-0.4386687575887553,-0.0599143308280348,-0.1910261008239061,1882.8,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1706,1706,-0.7444982943637402,-0.4386687575887553,0.1032554527646023,1.1771907354355966,3527.6,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1707,1707,-0.7439195937851442,-0.4386687575887553,-1.1205179241801766,-1.4812014427821991,83.75,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1708,1708,-0.7433408932065482,-0.4386687575887553,-0.6718010193004244,0.1709535961476615,1205.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1709,1709,-0.7427621926279522,2.279624392438459,1.6125759509964963,1.359841041246938,7629.85,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1710,1710,-0.7421834920493562,-0.4386687575887553,1.1230666002185847,0.9746149417175636,5811.8,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False,False,False
+1711,1711,-0.7416047914707602,-0.4386687575887553,1.4086137215056995,-1.278625649064166,1688.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1712,1712,-0.7410260908921642,-0.4386687575887553,1.6125759509964963,0.8484201849751819,6563.4,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+1713,1713,-0.7404473903135682,-0.4386687575887553,0.7151421412369917,-1.4928246440611028,943.1,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+1714,1714,-0.7398686897349722,-0.4386687575887553,-0.91655569468938,-1.355006686039818,226.55,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+1715,1715,-0.7392899891563762,-0.4386687575887553,-1.1613103700783358,1.100809698459945,384.5,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1716,1716,-0.7387112885777802,2.279624392438459,-1.1613103700783358,0.3353388713778688,321.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1717,1717,-0.7381325879991842,2.279624392438459,-0.3862538980133093,0.730527714860589,1975.85,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+1718,1718,-0.7375538874205883,2.279624392438459,-1.0797254782820174,0.494742774631403,497.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1719,1719,-0.7369751868419923,-0.4386687575887553,-0.8349708028930616,0.3303574994011957,827.05,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+1720,1720,-0.7363964862633963,-0.4386687575887553,-0.91655569468938,-1.469578241503296,252.75,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1721,1721,-0.7358177856848003,-0.4386687575887553,-0.8349708028930616,0.6574675925360524,959.9,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1722,1722,-0.7352390851062043,-0.4386687575887553,-0.4270463439114685,0.0895911871953366,1544.05,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+1723,1723,-0.7346603845276083,-0.4386687575887553,0.5927648035425139,0.3536039019590029,3545.1,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+1724,1724,-0.7340816839490123,-0.4386687575887553,-0.3454614521151499,1.1273770156688672,2407.3,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1725,1725,-0.7335029833704163,-0.4386687575887553,0.062463006866443,-0.0133571669892374,2088.75,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1726,1726,-0.7329242827918203,2.279624392438459,-0.9573481405875396,-1.446331838945489,204.55,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1727,1727,-0.7323455822132243,-0.4386687575887553,-0.1822916685225127,0.3353388713778688,2068.55,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1728,1728,-0.7317668816346283,-0.4386687575887553,1.4901986133020184,-0.0216594536170256,4254.1,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+1729,1729,-0.7311881810560323,-0.4386687575887553,0.2664252363572394,-0.4699829315175911,1905.4,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+1730,1730,-0.7306094804774363,2.279624392438459,-0.223084114420672,1.517584487174915,2857.6,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+1731,1731,-0.7300307798988404,-0.4386687575887553,-1.2428952618746545,-1.4712386988288533,38.25,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1732,1732,-0.7294520793202444,-0.4386687575887553,-1.2836877077728135,-1.5077687599911216,19.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+1733,1733,-0.7288733787416484,-0.4386687575887553,1.3270288297093813,0.8284946970684903,5769.6,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False
+1734,1734,-0.7282946781630524,-0.4386687575887553,-0.1822916685225127,-0.3487695467518827,1546.3,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+1735,1735,-0.7277159775844564,-0.4386687575887553,-0.8349708028930616,0.6524862205593797,1059.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1736,1736,-0.7271372770058604,2.279624392438459,-1.2836877077728135,0.187558169403238,70.45,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1737,1737,-0.7265585764272644,-0.4386687575887553,-0.223084114420672,0.4881009453291723,2180.55,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1738,1738,-0.7259798758486684,-0.4386687575887553,1.3678212756075403,-1.3118347955753191,1672.35,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1739,1739,-0.7254011752700724,-0.4386687575887553,1.6125759509964963,-0.1677796982660989,4265,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+1740,1740,-0.7248224746914765,2.279624392438459,1.041481708422266,0.8318156117196055,5125.75,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+1741,1741,-0.7242437741128805,-0.4386687575887553,-1.038933032383858,1.1622466195055776,673.25,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1742,1742,-0.7236650735342846,-0.4386687575887553,-0.631008573402265,0.982917228345352,1607.2,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+1743,1743,-0.7230863729556886,-0.4386687575887553,1.5309910592001776,-1.3317602834820108,1685.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1744,1744,-0.7225076723770926,-0.4386687575887553,-1.2836877077728135,-0.6376891213989135,45.6,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1745,1745,-0.7219289717984966,-0.4386687575887553,1.286236383811222,-1.3317602834820108,1642.75,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1746,1746,-0.7213502712199006,-0.4386687575887553,0.9191043707277884,0.4299849389346546,4266.4,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1747,1747,-0.7207715706413046,2.279624392438459,0.755934587135151,0.4914218599802874,3974.7,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+1748,1748,-0.7201928700627086,-0.4386687575887553,-1.1205179241801766,0.6773930804427444,474.8,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1749,1749,-0.7196141694841126,-0.4386687575887553,0.4295950199498767,1.6686861038006606,4895.1,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1750,1750,-0.7190354689055166,2.279624392438459,0.8375194789314696,1.2319858271789992,5549.4,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1751,1751,-0.7184567683269206,-0.4386687575887553,1.2454439379130626,-1.4978060160377755,1275.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1752,1752,-0.7178780677483246,-0.4386687575887553,-0.223084114420672,-1.4762200708055262,531.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1753,1753,-0.7172993671697286,2.279624392438459,-0.4270463439114685,0.1643117668454308,1545.4,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,True
+1754,1754,-0.7167206665911326,2.279624392438459,-1.0797254782820174,0.6757326231171868,503.6,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+1755,1755,-0.7161419660125367,-0.4386687575887553,-0.0599143308280348,0.8135505811384715,2823,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+1756,1756,-0.7155632654339407,-0.4386687575887553,1.286236383811222,0.5395751224214593,5135.35,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1757,1757,-0.7149845648553447,-0.4386687575887553,1.571783505098337,-1.4596154975499498,1539.75,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+1758,1758,-0.7144058642767487,-0.4386687575887553,1.4494061674038592,-0.3554113760541132,3794.5,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+1759,1759,-0.7138271636981527,-0.4386687575887553,-1.2836877077728135,-0.3736764066352475,53.55,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1760,1760,-0.7132484631195567,2.279624392438459,1.286236383811222,1.285120461596844,6548.65,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1761,1761,-0.7126697625409607,-0.4386687575887553,-1.2428952618746545,0.1825767974265648,132.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+1762,1762,-0.7120910619623647,-0.4386687575887553,-1.2836877077728135,-0.6908237558167584,44,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1763,1763,-0.7115123613837687,-0.4386687575887553,-0.1822916685225127,-0.0133571669892374,1802.15,True,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+1764,1764,-0.7109336608051727,-0.4386687575887553,-1.2428952618746545,-1.4795409854566417,36.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1765,1765,-0.7103549602265767,2.279624392438459,1.6125759509964963,0.8218528677662597,6448.85,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1766,1766,-0.7097762596479807,-0.4386687575887553,-0.1822916685225127,0.8783084168352198,2483.65,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,False
+1767,1767,-0.7091975590693848,-0.4386687575887553,0.9191043707277884,1.1987766806678462,5448.6,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+1768,1768,-0.7086188584907888,-0.4386687575887553,1.3270288297093813,0.205823199984372,4386.2,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False
+1769,1769,-0.7080401579121928,2.279624392438459,0.062463006866443,1.46444985275707,3625.2,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1770,1770,-0.7074614573335968,2.279624392438459,0.8375194789314696,-0.1578169543127531,3229.65,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+1771,1771,-0.7068827567550008,-0.4386687575887553,0.1848403445609209,-1.4944851013866605,726.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1772,1772,-0.7063040561764048,-0.4386687575887553,-0.7125934651985837,0.7006394830005516,1269.55,False,False,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+1773,1773,-0.7057253555978088,-0.4386687575887553,1.571783505098337,0.5893888421881888,5832.65,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+1774,1774,-0.7051466550192128,-0.4386687575887553,-1.038933032383858,0.3170738407967343,533.6,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1775,1775,-0.7045679544406168,-0.4386687575887553,1.4086137215056995,1.540830889732722,7530.8,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1776,1776,-0.7039892538620208,-0.4386687575887553,0.7967270330333104,1.024428661484293,5088.4,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+1777,1777,-0.7034105532834248,-0.4386687575887553,1.4901986133020184,1.4594684807803968,7493.05,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+1778,1778,-0.7028318527048288,-0.4386687575887553,-0.3454614521151499,0.3320179567267532,1821.2,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+1779,1779,-0.7022531521262328,-0.4386687575887553,-1.038933032383858,0.4548917988180193,571.05,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1780,1780,-0.701674451547637,-0.4386687575887553,0.2664252363572394,-1.306853423598646,958.45,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1781,1781,-0.701095750969041,-0.4386687575887553,0.7151421412369917,-1.469578241503296,1067.65,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1782,1782,-0.700517050390445,-0.4386687575887553,1.571783505098337,1.124056101017752,6962.85,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1783,1783,-0.699938349811849,-0.4386687575887553,-0.7941783569949022,-1.5027873880144489,265.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1784,1784,-0.699359649233253,-0.4386687575887553,-1.2836877077728135,-1.5260337905722556,18.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+1785,1785,-0.698780948654657,-0.4386687575887553,-0.1414992226243534,0.9762753990431212,2607.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1786,1786,-0.698202248076061,2.279624392438459,-0.223084114420672,0.6325607326526876,2310.2,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+1787,1787,-0.697623547497465,-0.4386687575887553,0.6335572494406732,-0.2989558269851533,2651.2,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+1788,1788,-0.697044846918869,-0.4386687575887553,-1.0797254782820174,0.8700061302074316,531,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+1789,1789,-0.696466146340273,-0.4386687575887553,1.0822741543204255,0.3967757924235016,4541.9,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+1790,1790,-0.695887445761677,2.279624392438459,-0.1007067767261941,1.3581805839213803,3181.8,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False
+1791,1791,-0.6953087451830811,-0.4386687575887553,-0.0191218849298755,-1.469578241503296,654.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1792,1792,-0.6947300446044851,-0.4386687575887553,-1.2021028159764953,0.9032152767185846,266.8,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1793,1793,-0.6941513440258891,-0.4386687575887553,-1.1205179241801766,-0.3022767416362684,259.4,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1794,1794,-0.6935726434472931,-0.4386687575887553,1.5309910592001776,0.8035878371851256,6293.2,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1795,1795,-0.6929939428686971,-0.4386687575887553,-1.2836877077728135,0.1692931388221039,69.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1796,1796,-0.6924152422901011,-0.4386687575887553,0.8783119248296289,0.8799688741607774,4965,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1797,1797,-0.6918365417115051,-0.4386687575887553,1.6125759509964963,1.3714642425258414,7548.6,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+1798,1798,-0.6912578411329091,-0.4386687575887553,1.3678212756075403,0.0298147234752613,4378.9,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+1799,1799,-0.6906791405543131,-0.4386687575887553,-0.9573481405875396,-0.2092911314050402,539.85,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True
+1800,1800,-0.6901004399757171,-0.4386687575887553,0.3480101281535581,0.4532313414924618,3126.45,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False
+1801,1801,-0.6895217393971211,2.279624392438459,1.571783505098337,0.5943702141648619,5831.2,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+1802,1802,-0.6889430388185251,-0.4386687575887553,1.6125759509964963,1.530868145779376,8240.85,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1803,1803,-0.6883643382399292,-0.4386687575887553,1.6125759509964963,1.515924029849357,7982.5,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1804,1804,-0.6877856376613332,2.279624392438459,-0.8349708028930616,0.63090027532713,1029.75,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+1805,1805,-0.6872069370827372,-0.4386687575887553,0.9191043707277884,-0.0199989962914681,3627.3,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False,True,False
+1806,1806,-0.6866282365041412,-0.4386687575887553,1.6125759509964963,1.293422748224632,7346.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+1807,1807,-0.6860495359255452,2.279624392438459,1.3270288297093813,1.4611289381059545,7082.45,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+1808,1808,-0.6854708353469492,-0.4386687575887553,-1.0797254782820174,0.5213100918403253,502.85,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1809,1809,-0.6848921347683532,-0.4386687575887553,-1.1613103700783358,0.2025022853332569,273,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1810,1810,-0.6843134341897572,-0.4386687575887553,1.2046514920149034,1.2353067418301142,6529.25,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,False,False,True,False
+1811,1811,-0.6837347336111612,-0.4386687575887553,1.4086137215056995,-1.3334207408075684,1620.45,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1812,1812,-0.6831560330325652,-0.4386687575887553,-0.9981405864856988,0.9696335697408904,773.65,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+1813,1813,-0.6825773324539692,-0.4386687575887553,1.6125759509964963,-1.4612759548755074,1521.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+1814,1814,-0.6819986318753732,2.279624392438459,1.3678212756075403,-0.6393495787244713,3027.25,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,False
+1815,1815,-0.6814199312967772,-0.4386687575887553,-0.91655569468938,0.2440137184721981,794.25,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+1816,1816,-0.6808412307181813,2.279624392438459,0.4295950199498767,1.4860357979893193,4830.25,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+1817,1817,-0.6802625301395853,-0.4386687575887553,-0.4270463439114685,-0.1212868931504848,1422.05,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+1818,1818,-0.6796838295609893,-0.4386687575887553,-0.8349708028930616,0.5528587810259208,912,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1819,1819,-0.6791051289823934,-0.4386687575887553,-0.91655569468938,-0.6310472920966831,436.2,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1820,1820,-0.6785264284037974,-0.4386687575887553,-0.223084114420672,-0.5347407672143393,1421.75,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+1821,1821,-0.6779477278252014,-0.4386687575887553,-0.9981405864856988,-1.4861828147588725,163.6,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1822,1822,-0.6773690272466054,-0.4386687575887553,-0.8349708028930616,-1.477880528131084,224.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1823,1823,-0.6767903266680094,-0.4386687575887553,1.571783505098337,-0.3603927480307861,3888.65,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+1824,1824,-0.6762116260894134,-0.4386687575887553,0.7151421412369917,1.3664828705491687,5341.8,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+1825,1825,-0.6756329255108174,-0.4386687575887553,1.5309910592001776,1.4395429928737054,7930.55,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1826,1826,-0.6750542249322214,-0.4386687575887553,-1.038933032383858,-0.6659168959333936,333.65,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1827,1827,-0.6744755243536255,2.279624392438459,0.5519723576443546,1.1921348513656156,4541.2,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+1828,1828,-0.6738968237750295,-0.4386687575887553,-1.0797254782820174,-0.5264384805865511,273.25,False,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1829,1829,-0.6733181231964335,-0.4386687575887553,-1.0797254782820174,0.8118901238129138,487.05,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+1830,1830,-0.6727394226178375,-0.4386687575887553,0.5927648035425139,-1.2587001611574744,1250.85,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+1831,1831,-0.6721607220392415,-0.4386687575887553,0.1440478986627616,0.9563499111364292,3366.05,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1832,1832,-0.6715820214606455,-0.4386687575887553,-0.9981405864856988,0.9928799722986976,740.3,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1833,1833,-0.6710033208820495,-0.4386687575887553,0.3072176822553988,-0.1495146676849649,2448.5,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+1834,1834,-0.6704246203034535,-0.4386687575887553,1.163859046116744,1.3017250348524203,6363.45,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+1835,1835,-0.6698459197248575,-0.4386687575887553,1.6125759509964963,1.100809698459945,7114.25,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+1836,1836,-0.6692672191462615,2.279624392438459,0.2664252363572394,1.1390002169477704,3877.95,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+1837,1837,-0.6686885185676655,-0.4386687575887553,-0.9981405864856988,-1.5027873880144489,161.15,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+1838,1838,-0.6681098179890695,-0.4386687575887553,-1.2836877077728135,0.8069087518362408,89.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1839,1839,-0.6675311174104736,-0.4386687575887553,0.0216705609682837,-0.1744215275683296,2016.3,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+1840,1840,-0.6669524168318776,-0.4386687575887553,-0.0599143308280348,0.7222254282328008,2697.4,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1841,1841,-0.6663737162532816,-0.4386687575887553,-0.9573481405875396,0.8185319531151446,853.1,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1842,1842,-0.6657950156746856,-0.4386687575887553,1.5309910592001776,-1.4928246440611028,1328.35,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1843,1843,-0.6652163150960896,-0.4386687575887553,0.9191043707277884,-1.5044478453400063,1026.35,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1844,1844,-0.6646376145174936,-0.4386687575887553,-1.1613103700783358,-1.5077687599911216,93.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1845,1845,-0.6640589139388976,-0.4386687575887553,0.6335572494406732,0.4631940854458076,3682.45,True,False,True,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1846,1846,-0.6634802133603016,-0.4386687575887553,1.163859046116744,-1.496145558712218,1124.2,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1847,1847,-0.6629015127817056,2.279624392438459,-1.2428952618746545,0.1493676509154118,153.8,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1848,1848,-0.6623228122031096,-0.4386687575887553,-1.0797254782820174,-0.4650015595409182,288.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+1849,1849,-0.6617441116245136,-0.4386687575887553,-1.2021028159764953,-1.1690354655773612,79.45,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1850,1850,-0.6611654110459176,-0.4386687575887553,-0.4270463439114685,-0.6991260424445466,903.6,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+1851,1851,-0.6605867104673216,-0.4386687575887553,0.0216705609682837,0.5030450612591912,2684.85,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+1852,1852,-0.6600080098887257,-0.4386687575887553,-0.8349708028930616,1.1672279914822508,1132.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+1853,1853,-0.6594293093101297,2.279624392438459,1.6125759509964963,1.6554024451961995,8333.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1854,1854,-0.6588506087315337,-0.4386687575887553,1.041481708422266,0.0148706075452424,3791.6,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+1855,1855,-0.6582719081529377,-0.4386687575887553,1.0822741543204255,0.6890162817216477,5084.65,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,False,True,False
+1856,1856,-0.6576932075743417,-0.4386687575887553,0.062463006866443,0.4117199083535205,2753.8,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+1857,1857,-0.6571145069957457,-0.4386687575887553,0.7967270330333104,-1.3284393688308955,1229.1,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1858,1858,-0.6565358064171497,-0.4386687575887553,-0.91655569468938,-0.6393495787244713,402.6,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1859,1859,-0.6559571058385538,2.279624392438459,-0.6718010193004244,-0.1794028995450025,1023.9,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+1860,1860,-0.6553784052599578,2.279624392438459,1.041481708422266,1.462789395431512,6287.25,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+1861,1861,-0.6547997046813618,-0.4386687575887553,-0.91655569468938,0.9995218016009284,1048.85,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1862,1862,-0.6542210041027658,-0.4386687575887553,-1.2021028159764953,0.8318156117196055,244.45,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,True
+1863,1863,-0.6536423035241699,-0.4386687575887553,1.4901986133020184,-1.4944851013866605,1436.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1864,1864,-0.6530636029455739,-0.4386687575887553,-0.7941783569949022,-1.12752403243842,394.1,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1865,1865,-0.6524849023669779,-0.4386687575887553,-0.3046690062169906,0.8085692091617988,2257.75,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+1866,1866,-0.6519062017883819,2.279624392438459,-1.2836877077728135,-1.4861828147588725,20.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1867,1867,-0.6513275012097859,-0.4386687575887553,-1.2836877077728135,-0.0913986612904472,62.05,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+1868,1868,-0.6507488006311899,-0.4386687575887553,1.4494061674038592,1.2386276564812295,7149.35,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False
+1869,1869,-0.6501701000525939,-0.4386687575887553,-1.2836877077728135,0.8650247582307584,90.85,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+1870,1870,-0.6495913994739979,-0.4386687575887553,-0.9981405864856988,1.1971162233422885,819.55,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1871,1871,-0.6490126988954019,-0.4386687575887553,-1.2836877077728135,-1.3134952529008768,25.25,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1872,1872,-0.6484339983168059,-0.4386687575887553,0.5519723576443546,-0.3886205225652662,2459.8,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1873,1873,-0.6478552977382099,-0.4386687575887553,0.5111799117461953,1.2901018335735168,4747.85,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+1874,1874,-0.6472765971596139,-0.4386687575887553,-0.9981405864856988,1.2801390896201708,847.3,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+1875,1875,-0.646697896581018,-0.4386687575887553,-1.1205179241801766,0.9978613442753704,462.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1876,1876,-0.646119196002422,-0.4386687575887553,-0.4270463439114685,0.9430662525319682,2157.3,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+1877,1877,-0.645540495423826,-0.4386687575887553,1.041481708422266,1.0128054602053893,5817.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1878,1878,-0.64496179484523,-0.4386687575887553,0.755934587135151,-0.5031920780287441,2553.35,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1879,1879,-0.644383094266634,-0.4386687575887553,0.2664252363572394,-0.5264384805865511,1880.85,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+1880,1880,-0.643804393688038,-0.4386687575887553,-0.2638765603188314,-1.288588393017512,684.05,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1881,1881,-0.643225693109442,-0.4386687575887553,0.8375194789314696,0.6856953670705327,4517.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+1882,1882,-0.642646992530846,-0.4386687575887553,-1.2836877077728135,0.5047055185847488,80,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+1883,1883,-0.64206829195225,-0.4386687575887553,-1.2836877077728135,-1.1574122642984577,29.95,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+1884,1884,-0.641489591373654,-0.4386687575887553,-0.5902161275041058,0.6906767390472053,1601.5,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+1885,1885,-0.640910890795058,-0.4386687575887553,0.5519723576443546,-1.4861828147588725,902,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1886,1886,-0.640332190216462,-0.4386687575887553,-1.2021028159764953,0.4797986587013841,267.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+1887,1887,-0.639753489637866,-0.4386687575887553,-0.8349708028930616,-0.6725587252356243,480.6,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1888,1888,-0.63917478905927,-0.4386687575887553,-0.7533859110967429,-0.3255231441940756,771.95,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+1889,1889,-0.6385960884806741,2.279624392438459,-1.1205179241801766,0.1809163401010073,331.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1890,1890,-0.6380173879020781,-0.4386687575887553,-0.1822916685225127,1.1805116500867117,2799,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+1891,1891,-0.6374386873234821,2.279624392438459,1.0822741543204255,0.9646521977642174,5574.75,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1892,1892,-0.6368599867448861,-0.4386687575887553,-0.91655569468938,-0.6625959812822783,435.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+1893,1893,-0.6362812861662901,-0.4386687575887553,-0.4678387898096278,0.5345937504447867,1714.95,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+1894,1894,-0.6357025855876941,2.279624392438459,-1.1205179241801766,-0.6343682067477983,198,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1895,1895,-0.6351238850090981,-0.4386687575887553,-0.91655569468938,-1.2852674783663969,225.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1896,1896,-0.6345451844305021,2.279624392438459,-1.1205179241801766,0.2207673159143909,371.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1897,1897,-0.6339664838519061,-0.4386687575887553,-0.9573481405875396,0.5013846039336337,741.7,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1898,1898,-0.6333877832733101,-0.4386687575887553,-0.8757632487912208,1.0974887838088292,1105.4,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+1899,1899,-0.6328090826947143,-0.4386687575887553,0.5927648035425139,0.2921669809133695,3522.65,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+1900,1900,-0.6322303821161183,-0.4386687575887553,-1.2021028159764953,-0.7788279940713138,107.25,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+1901,1901,-0.6316516815375223,-0.4386687575887553,-1.2836877077728135,0.3685480178890218,75.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+1902,1902,-0.6310729809589263,-0.4386687575887553,-0.3862538980133093,-0.8020743966291208,947.4,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+1903,1903,-0.6304942803803303,2.279624392438459,-0.6718010193004244,0.9845776856709094,1511.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+1904,1904,-0.6299155798017343,-0.4386687575887553,-0.223084114420672,0.561161067653709,2212.55,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+1905,1905,-0.6293368792231383,-0.4386687575887553,1.4494061674038592,-1.2968906796453,1686.15,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1906,1906,-0.6287581786445423,-0.4386687575887553,-1.2428952618746545,-0.4450760716342263,96.8,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1907,1907,-0.6281794780659463,-0.4386687575887553,-1.1205179241801766,-1.4762200708055262,122,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+1908,1908,-0.6276007774873503,2.279624392438459,1.4086137215056995,0.3619061885867911,5060.85,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+1909,1909,-0.6270220769087543,-0.4386687575887553,0.7967270330333104,-0.2275561619861742,3042.25,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+1910,1910,-0.6264433763301583,-0.4386687575887553,-0.1414992226243534,0.697318568349436,2440.25,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1911,1911,-0.6258646757515623,-0.4386687575887553,-1.2836877077728135,0.1759349681243341,70.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1912,1912,-0.6252859751729664,-0.4386687575887553,-1.1613103700783358,0.1775954254498921,268.35,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1913,1913,-0.6247072745943704,-0.4386687575887553,1.4901986133020184,0.6823744524194171,5897.4,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1914,1914,-0.6241285740157744,-0.4386687575887553,-0.6718010193004244,-0.8601904030236386,664.4,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1915,1915,-0.6235498734371784,-0.4386687575887553,-0.3454614521151499,0.9364244232297376,2248.05,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1916,1916,-0.6229711728585824,-0.4386687575887553,0.3888025740517173,1.2950832055501895,4327.5,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+1917,1917,-0.6223924722799864,-0.4386687575887553,1.1230666002185847,-0.4650015595409182,3027.4,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1918,1918,-0.6218137717013904,-0.4386687575887553,-0.91655569468938,1.0094845455542742,930.4,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+1919,1919,-0.6212350711227944,-0.4386687575887553,-0.9573481405875396,-0.1760819848938872,530.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False
+1920,1920,-0.6206563705441984,-0.4386687575887553,-0.3454614521151499,0.154349022892085,1614.05,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+1921,1921,-0.6200776699656024,-0.4386687575887553,-0.5902161275041058,-1.4861828147588725,358.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1922,1922,-0.6194989693870064,-0.4386687575887553,1.6125759509964963,1.686951134381795,8220.4,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1923,1923,-0.6189202688084104,-0.4386687575887553,1.286236383811222,0.730527714860589,5327.25,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+1924,1924,-0.6183415682298145,-0.4386687575887553,-1.2428952618746545,-1.5077687599911216,50.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1925,1925,-0.6177628676512185,-0.4386687575887553,1.4494061674038592,0.8633643009052009,6302.85,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1926,1926,-0.6171841670726225,-0.4386687575887553,-1.2836877077728135,1.2502508577601332,102.45,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1927,1927,-0.6166054664940265,-0.4386687575887553,1.0822741543204255,-1.4762200708055262,1267,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1928,1928,-0.6160267659154305,-0.4386687575887553,0.7151421412369917,1.1107724424132908,4858.7,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+1929,1929,-0.6154480653368345,-0.4386687575887553,1.6125759509964963,1.515924029849357,8058.85,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1930,1930,-0.6148693647582385,-0.4386687575887553,1.0006892625241068,0.9928799722986976,5468.95,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False,True,False
+1931,1931,-0.6142906641796425,2.279624392438459,-0.5902161275041058,-1.4762200708055262,369.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+1932,1932,-0.6137119636010465,-0.4386687575887553,1.2046514920149034,1.6686861038006606,7133.45,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+1933,1933,-0.6131332630224505,-0.4386687575887553,-0.3454614521151499,-1.4845223574333144,533.9,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1934,1934,-0.6125545624438545,-0.4386687575887553,0.1848403445609209,-0.8170185125591396,1448.8,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+1935,1935,-0.6119758618652585,-0.4386687575887553,-1.1205179241801766,0.6956581110238784,470.95,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+1936,1936,-0.6113971612866625,-0.4386687575887553,-1.2021028159764953,0.1576699375432001,222.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+1937,1937,-0.6108184607080666,-0.4386687575887553,-0.1414992226243534,0.3486225299823297,2263.4,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+1938,1938,-0.6102397601294706,-0.4386687575887553,-0.0599143308280348,-0.5181361939587628,1498.55,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+1939,1939,-0.6096610595508747,-0.4386687575887553,-0.3454614521151499,-1.4612759548755074,469.65,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+1940,1940,-0.6090823589722787,-0.4386687575887553,-0.5902161275041058,0.3320179567267532,1438.05,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1941,1941,-0.6085036583936827,-0.4386687575887553,-0.631008573402265,0.8982339047419114,1574.45,False,True,True,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+1942,1942,-0.6079249578150867,-0.4386687575887553,1.4901986133020184,0.069665699288645,4577.9,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,True
+1943,1943,-0.6073462572364907,-0.4386687575887553,0.6335572494406732,-1.489503729409987,936.7,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1944,1944,-0.6067675566578947,-0.4386687575887553,0.8783119248296289,-1.4745596134799688,1090.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1945,1945,-0.6061888560792987,-0.4386687575887553,-0.7941783569949022,0.4631940854458076,995.35,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1946,1946,-0.6056101555007027,2.279624392438459,-0.4270463439114685,0.6823744524194171,1961.6,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+1947,1947,-0.6050314549221067,-0.4386687575887553,-0.5902161275041058,-1.316816167551992,476.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1948,1948,-0.6044527543435108,-0.4386687575887553,-0.6718010193004244,0.8600433862540858,1374.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+1949,1949,-0.6038740537649148,-0.4386687575887553,-1.1205179241801766,0.5246310064914405,415.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+1950,1950,-0.6032953531863188,-0.4386687575887553,0.8375194789314696,-1.4795409854566417,1048.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1951,1951,-0.6027166526077228,2.279624392438459,0.470387465848036,0.3004692675411578,3122.4,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+1952,1952,-0.6021379520291268,-0.4386687575887553,0.470387465848036,1.1871534793889424,4398.15,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+1953,1953,-0.6015592514505308,-0.4386687575887553,1.5309910592001776,0.8284946970684903,6367.2,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+1954,1954,-0.6009805508719348,-0.4386687575887553,-1.0797254782820174,1.344896925316919,545.2,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1955,1955,-0.6004018502933388,-0.4386687575887553,0.0216705609682837,-0.4434156143086686,1758.9,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+1956,1956,-0.5998231497147428,-0.4386687575887553,-0.8757632487912208,-1.48784327208443,211.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1957,1957,-0.5992444491361468,-0.4386687575887553,1.6125759509964963,-1.340062570109799,1709.1,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+1958,1958,-0.5986657485575508,-0.4386687575887553,-0.9573481405875396,0.4964032319569605,769.1,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+1959,1959,-0.5980870479789548,2.279624392438459,1.2454439379130626,-0.9531760132548668,2298.9,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+1960,1960,-0.5975083474003589,-0.4386687575887553,-1.2021028159764953,-1.469578241503296,57.4,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+1961,1961,-0.5969296468217629,-0.4386687575887553,1.3678212756075403,1.3565201265958229,6844.5,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1962,1962,-0.5963509462431669,-0.4386687575887553,1.3678212756075403,-0.0764545453604282,4136.4,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+1963,1963,-0.5957722456645709,-0.4386687575887553,-1.2836877077728135,0.2091441146354871,71.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+1964,1964,-0.5951935450859749,-0.4386687575887553,-0.1007067767261941,0.982917228345352,2638.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+1965,1965,-0.5946148445073789,-0.4386687575887553,-0.7941783569949022,0.1775954254498921,931.75,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1966,1966,-0.5940361439287829,-0.4386687575887553,1.6125759509964963,0.4881009453291723,5661.7,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+1967,1967,-0.5934574433501869,-0.4386687575887553,-0.9981405864856988,-0.3006162843107108,446.8,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+1968,1968,-0.5928787427715909,-0.4386687575887553,-0.1822916685225127,1.3714642425258414,2847.4,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False,True,False
+1969,1969,-0.5923000421929949,-0.4386687575887553,1.3270288297093813,1.3365946386891308,6914.95,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+1970,1970,-0.5917213416143989,2.279624392438459,-0.8757632487912208,0.6010120434670927,880.05,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+1971,1971,-0.5911426410358029,-0.4386687575887553,-0.2638765603188314,-1.514410589293352,459.6,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1972,1972,-0.590563940457207,2.279624392438459,1.0822741543204255,-0.4832665901220522,2997.45,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1973,1973,-0.589985239878611,-0.4386687575887553,1.4086137215056995,-1.5077687599911216,1284.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+1974,1974,-0.589406539300015,-0.4386687575887553,1.571783505098337,-1.4928246440611028,1379.6,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1975,1975,-0.588827838721419,2.279624392438459,1.0006892625241068,0.2091441146354871,4140.1,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+1976,1976,-0.588249138142823,-0.4386687575887553,1.571783505098337,-0.5895358589577419,3263.6,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False
+1977,1977,-0.587670437564227,-0.4386687575887553,1.0006892625241068,-1.469578241503296,1252.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+1978,1978,-0.5870917369856311,-0.4386687575887553,1.6125759509964963,-1.2852674783663969,1851.45,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+1979,1979,-0.5865130364070351,-0.4386687575887553,-1.2836877077728135,0.3502829873078872,75.35,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+1980,1980,-0.5859343358284391,2.279624392438459,-0.7125934651985837,1.052656436018773,1392.25,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+1981,1981,-0.5853556352498431,-0.4386687575887553,-1.1613103700783358,0.5096868905614219,319.85,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+1982,1982,-0.5847769346712471,-0.4386687575887553,-0.3862538980133093,-0.659275066631163,996.85,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1983,1983,-0.5841982340926511,2.279624392438459,1.571783505098337,1.3947106450836486,7623.2,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+1984,1984,-0.5836195335140552,-0.4386687575887553,0.5111799117461953,0.5478774090492476,3541.1,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False,True
+1985,1985,-0.5830408329354592,-0.4386687575887553,1.286236383811222,1.4511661941526086,6880.85,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+1986,1986,-0.5824621323568632,-0.4386687575887553,-0.5086312357077871,-0.186044728847233,1191.2,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+1987,1987,-0.5818834317782672,-0.4386687575887553,-0.0599143308280348,0.4997241466080757,2404.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+1988,1988,-0.5813047311996712,2.279624392438459,-1.2021028159764953,0.9978613442753704,335.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+1989,1989,-0.5807260306210752,-0.4386687575887553,-0.5086312357077871,-1.4662573268521804,417.5,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+1990,1990,-0.5801473300424792,-0.4386687575887553,1.0006892625241068,1.0875260398554836,5598,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+1991,1991,-0.5795686294638832,2.279624392438459,-0.9981405864856988,-1.175677294879592,221.9,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+1992,1992,-0.5789899288852872,-0.4386687575887553,0.0216705609682837,-1.506108302665564,600.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+1993,1993,-0.5784112283066912,-0.4386687575887553,1.4086137215056995,-0.3520904614029979,3623.95,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+1994,1994,-0.5778325277280952,-0.4386687575887553,1.571783505098337,0.5711238116070548,5999.85,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+1995,1995,-0.5772538271494992,-0.4386687575887553,1.0822741543204255,-0.0050548803614491,3735.45,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+1996,1996,-0.5766751265709033,-0.4386687575887553,-1.2836877077728135,-1.472899156154411,20.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+1997,1997,-0.5760964259923073,-0.4386687575887553,1.0006892625241068,0.3253761274245225,4368.95,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+1998,1998,-0.5755177254137113,-0.4386687575887553,-1.2836877077728135,-0.186044728847233,59.2,False,False,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+1999,1999,-0.5749390248351153,-0.4386687575887553,-0.9573481405875396,1.1456420462500012,918.75,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+2000,2000,-0.5743603242565193,-0.4386687575887553,-1.1613103700783358,-1.482861900107757,68.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+2001,2001,-0.5737816236779233,-0.4386687575887553,1.6125759509964963,0.7886437212551067,6362.35,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2002,2002,-0.5732029230993273,-0.4386687575887553,1.2046514920149034,1.3698037852002838,6703.5,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+2003,2003,-0.5726242225207313,-0.4386687575887553,-1.1205179241801766,0.5113473478869796,384.25,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2004,2004,-0.5720455219421353,-0.4386687575887553,-0.4270463439114685,1.0011822589264858,2142.8,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+2005,2005,-0.5714668213635393,-0.4386687575887553,0.1032554527646023,-1.306853423598646,809.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2006,2006,-0.5708881207849433,-0.4386687575887553,-0.8349708028930616,0.5030450612591912,1043.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+2007,2007,-0.5703094202063473,-0.4386687575887553,-0.1822916685225127,-1.4795409854566417,535.35,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2008,2008,-0.5697307196277513,-0.4386687575887553,-1.2836877077728135,-1.4745596134799688,20.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2009,2009,-0.5691520190491554,-0.4386687575887553,1.4086137215056995,1.3050459495035354,7040.85,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+2010,2010,-0.5685733184705594,-0.4386687575887553,1.6125759509964963,1.094167869157714,6991.6,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,True,True,False,False
+2011,2011,-0.5679946178919634,-0.4386687575887553,0.2256327904590802,1.5242263164771452,4428.6,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2012,2012,-0.5674159173133674,-0.4386687575887553,-0.7533859110967429,-0.5314198525632242,664.4,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+2013,2013,-0.5668372167347714,-0.4386687575887553,0.5927648035425139,0.7355090868372621,4138.9,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+2014,2014,-0.5662585161561754,-0.4386687575887553,1.2454439379130626,-1.3334207408075684,1574.5,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2015,2015,-0.5656798155775794,-0.4386687575887553,0.1848403445609209,-1.2022446120885142,973.55,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+2016,2016,-0.5651011149989834,2.279624392438459,-1.2836877077728135,0.3120924688200616,74.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2017,2017,-0.5645224144203874,-0.4386687575887553,0.1848403445609209,-1.4928246440611028,717.5,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+2018,2018,-0.5639437138417915,-0.4386687575887553,-0.9573481405875396,-0.8020743966291208,328.95,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+2019,2019,-0.5633650132631955,-0.4386687575887553,1.1230666002185847,-0.1661192409405414,3561.15,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False,False,True
+2020,2020,-0.5627863126845996,-0.4386687575887553,1.0006892625241068,0.7554345747439537,4884.85,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+2021,2021,-0.5622076121060036,-0.4386687575887553,0.3480101281535581,-0.6509727800033747,1841.9,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+2022,2022,-0.5616289115274076,-0.4386687575887553,0.7151421412369917,0.1991813706821413,3478.15,False,False,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+2023,2023,-0.5610502109488116,-0.4386687575887553,-1.1613103700783358,-0.4650015595409182,202.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+2024,2024,-0.5604715103702156,-0.4386687575887553,-0.9573481405875396,0.4831195733524992,661.25,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+2025,2025,-0.5598928097916196,-0.4386687575887553,0.1440478986627616,1.0161263748565048,3474.2,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2026,2026,-0.5593141092130236,2.279624392438459,-1.2428952618746545,-1.3433834847609143,41.85,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2027,2027,-0.5587354086344276,-0.4386687575887553,1.3270288297093813,0.9878986003220246,6078.75,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+2028,2028,-0.5581567080558316,-0.4386687575887553,0.1440478986627616,0.6989790256749936,3003.55,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+2029,2029,-0.5575780074772356,-0.4386687575887553,-1.1205179241801766,-1.482861900107757,117.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2030,2030,-0.5569993068986396,2.279624392438459,1.571783505098337,1.4179570476414558,7713.55,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2031,2031,-0.5564206063200436,-0.4386687575887553,-1.2021028159764953,-1.2753047344130508,121.25,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2032,2032,-0.5558419057414477,-0.4386687575887553,0.9191043707277884,-1.4978060160377755,1140.05,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+2033,2033,-0.5552632051628517,-0.4386687575887553,-1.1205179241801766,-0.5862149443066266,223.15,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2034,2034,-0.5546845045842557,-0.4386687575887553,-1.2836877077728135,-0.375336863960805,53.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2035,2035,-0.5541058040056597,-0.4386687575887553,1.4494061674038592,0.5163287198636521,5375.15,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False
+2036,2036,-0.5535271034270637,-0.4386687575887553,0.2256327904590802,0.6342211899782456,3233.6,False,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+2037,2037,-0.5529484028484677,2.279624392438459,-0.6718010193004244,-0.3554113760541132,889,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2038,2038,-0.5523697022698717,-0.4386687575887553,1.4086137215056995,0.2506555477744283,4991.5,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+2039,2039,-0.5517910016912757,-0.4386687575887553,1.6125759509964963,1.7317834821718514,8594.4,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2040,2040,-0.5512123011126797,-0.4386687575887553,-0.4678387898096278,0.1277817056831627,1493.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2041,2041,-0.5506336005340837,-0.4386687575887553,-1.1613103700783358,-1.5210524185955827,78.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2042,2042,-0.5500548999554877,-0.4386687575887553,-1.2021028159764953,-1.1823191241818225,98.5,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2043,2043,-0.5494761993768917,-0.4386687575887553,1.4901986133020184,1.1473025035755589,6856.45,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+2044,2044,-0.5488974987982957,2.279624392438459,-1.2428952618746545,0.9646521977642174,196.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2045,2045,-0.5483187982196998,-0.4386687575887553,1.5309910592001776,1.1124328997388482,6859.5,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False
+2046,2046,-0.5477400976411038,-0.4386687575887553,-1.2836877077728135,-1.4546341255732769,21,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+2047,2047,-0.5471613970625078,-0.4386687575887553,-1.2428952618746545,-1.4994664733633334,38.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2048,2048,-0.5465826964839118,-0.4386687575887553,-0.8757632487912208,0.8567224716029702,1020.2,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+2049,2049,-0.5460039959053158,-0.4386687575887553,-0.7941783569949022,1.057637807995446,1244.5,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2050,2050,-0.5454252953267198,-0.4386687575887553,1.1230666002185847,-1.4994664733633334,1161.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2051,2051,-0.5448465947481238,2.279624392438459,-0.5086312357077871,0.2938274382389276,1463.5,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2052,2052,-0.5442678941695278,-0.4386687575887553,0.1848403445609209,-0.9631387572082128,1316.9,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False
+2053,2053,-0.5436891935909318,-0.4386687575887553,-0.1007067767261941,-1.4645968695266227,587.1,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2054,2054,-0.5431104930123358,-0.4386687575887553,1.1230666002185847,1.293422748224632,5969.95,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+2055,2055,-0.5425317924337398,-0.4386687575887553,0.1032554527646023,0.1825767974265648,2416.55,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2056,2056,-0.5419530918551438,2.279624392438459,0.7151421412369917,1.0260891188098509,4816.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2057,2057,-0.5413743912765479,-0.4386687575887553,1.571783505098337,1.024428661484293,6856.95,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False,False,True
+2058,2058,-0.540795690697952,2.279624392438459,-0.9981405864856988,0.3071110968433885,600.15,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+2059,2059,-0.540216990119356,-0.4386687575887553,0.2256327904590802,-1.3467043994120296,914.4,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+2060,2060,-0.53963828954076,-0.4386687575887553,1.6125759509964963,-1.4928246440611028,1434.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2061,2061,-0.539059588962164,2.279624392438459,0.3888025740517173,1.0211077468331775,3930.6,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2062,2062,-0.538480888383568,-0.4386687575887553,1.0006892625241068,1.0028427162520437,5535.8,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+2063,2063,-0.537902187804972,-0.4386687575887553,1.1230666002185847,1.5275472311282603,6640.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2064,2064,-0.537323487226376,-0.4386687575887553,1.571783505098337,-1.3101743382497613,1847.55,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2065,2065,-0.53674478664778,-0.4386687575887553,-0.8757632487912208,-1.383234460574298,245.2,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+2066,2066,-0.536166086069184,-0.4386687575887553,0.3072176822553988,-0.4550388155875722,2092.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+2067,2067,-0.535587385490588,-0.4386687575887553,0.3888025740517173,0.649165305908264,3571.6,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2068,2068,-0.535008684911992,-0.4386687575887553,-1.2836877077728135,-0.6758796398867394,44.45,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2069,2069,-0.5344299843333961,-0.4386687575887553,0.5927648035425139,0.8384574410218362,4137.2,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+2070,2070,-0.5338512837548001,-0.4386687575887553,0.7151421412369917,0.3552643592845604,4025.6,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False,True,False
+2071,2071,-0.5332725831762041,-0.4386687575887553,-0.91655569468938,-0.3686950346585744,521,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2072,2072,-0.5326938825976081,-0.4386687575887553,1.6125759509964963,0.6856953670705327,6227.5,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2073,2073,-0.5321151820190121,-0.4386687575887553,1.6125759509964963,1.1489629609011167,7285.7,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False
+2074,2074,-0.5315364814404161,-0.4386687575887553,1.1230666002185847,0.8218528677662597,5231.2,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False
+2075,2075,-0.5309577808618201,-0.4386687575887553,-1.2021028159764953,0.3436411580056571,216.75,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2076,2076,-0.5303790802832241,-0.4386687575887553,-1.2428952618746545,0.4997241466080757,152.45,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+2077,2077,-0.5298003797046281,-0.4386687575887553,-1.2836877077728135,0.5063659759103064,80.05,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2078,2078,-0.5292216791260321,-0.4386687575887553,-0.8757632487912208,0.8102296664873563,990.3,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2079,2079,-0.5286429785474361,-0.4386687575887553,0.6743496953388325,1.1140933570644058,4889.2,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2080,2080,-0.5280642779688401,2.279624392438459,1.5309910592001776,1.6221932986850467,7714.65,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+2081,2081,-0.5274855773902442,2.279624392438459,-1.2428952618746545,0.1975209133565837,154.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2082,2082,-0.5269068768116482,2.279624392438459,-0.6718010193004244,1.1273770156688672,1587.55,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2083,2083,-0.5263281762330522,-0.4386687575887553,-0.91655569468938,1.1639070768311353,990.9,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2084,2084,-0.5257494756544562,-0.4386687575887553,0.9598968166259476,0.1311026203342778,3815.4,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False,False,False
+2085,2085,-0.5251707750758602,-0.4386687575887553,0.6335572494406732,1.2967436628757472,4946.05,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2086,2086,-0.5245920744972642,2.279624392438459,1.6125759509964963,-1.321797539528665,1802.55,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+2087,2087,-0.5240133739186682,-0.4386687575887553,-1.2836877077728135,-1.4579550402243922,20.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2088,2088,-0.5234346733400722,-0.4386687575887553,-0.1414992226243534,-1.5027873880144489,521.8,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2089,2089,-0.5228559727614762,-0.4386687575887553,-0.3046690062169906,-1.3118347955753191,676.35,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2090,2090,-0.5222772721828802,-0.4386687575887553,1.4494061674038592,-0.3437881747752097,3674.95,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+2091,2091,-0.5216985716042842,-0.4386687575887553,-1.2428952618746545,0.1659722241709883,146.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2092,2092,-0.5211198710256882,-0.4386687575887553,0.3888025740517173,0.4366267682368853,3384,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+2093,2093,-0.5205411704470922,-0.4386687575887553,-1.0797254782820174,-1.4845223574333144,100.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2094,2094,-0.5199624698684963,-0.4386687575887553,-0.5902161275041058,1.212060339272307,1794.65,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+2095,2095,-0.5193837692899003,-0.4386687575887553,-0.91655569468938,0.1825767974265648,738.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2096,2096,-0.5188050687113043,-0.4386687575887553,1.6125759509964963,1.2901018335735168,7634.8,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+2097,2097,-0.5182263681327083,-0.4386687575887553,1.2454439379130626,1.3282923520613426,6597.25,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+2098,2098,-0.5176476675541124,-0.4386687575887553,-0.223084114420672,0.4449290548646735,2078.95,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+2099,2099,-0.5170689669755164,-0.4386687575887553,0.1032554527646023,-1.3085138809242038,949.8,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2100,2100,-0.5164902663969204,-0.4386687575887553,-0.5902161275041058,0.8401178983473937,1612.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+2101,2101,-0.5159115658183244,-0.4386687575887553,-0.8757632487912208,0.2888460662622544,791.75,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2102,2102,-0.5153328652397284,-0.4386687575887553,0.470387465848036,-1.467917784177738,926,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2103,2103,-0.5147541646611324,-0.4386687575887553,-0.5494236816059465,-0.1395519237316189,1297.8,False,False,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2104,2104,-0.5141754640825364,-0.4386687575887553,1.6125759509964963,0.9447267098575258,6688.95,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2105,2105,-0.5135967635039405,-0.4386687575887553,-0.5902161275041058,-0.4915688767498405,892.7,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+2106,2106,-0.5130180629253445,2.279624392438459,-0.5902161275041058,-0.4965502487265134,865.75,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2107,2107,-0.5124393623467485,-0.4386687575887553,1.571783505098337,-0.1129846065226966,4310.35,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2108,2108,-0.5118606617681525,-0.4386687575887553,-0.1007067767261941,-0.3155604002407298,1530.6,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2109,2109,-0.5112819611895565,-0.4386687575887553,-0.1822916685225127,-0.1594774116383107,1682.05,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+2110,2110,-0.5107032606109605,-0.4386687575887553,0.1848403445609209,0.4698359147480382,2839.65,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+2111,2111,-0.5101245600323645,-0.4386687575887553,-0.5902161275041058,-1.4944851013866605,342.3,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2112,2112,-0.5095458594537685,-0.4386687575887553,-0.0599143308280348,0.5229705491658828,2471.6,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+2113,2113,-0.5089671588751725,-0.4386687575887553,-1.1205179241801766,-0.2873326257062497,291.45,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+2114,2114,-0.5083884582965765,2.279624392438459,-0.1007067767261941,0.4349663109113277,2351.45,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2115,2115,-0.5078097577179805,-0.4386687575887553,0.6743496953388325,0.2323905171932943,3472.05,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+2116,2116,-0.5072310571393845,-0.4386687575887553,-0.8349708028930616,-0.6443309507011442,518.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2117,2117,-0.5066523565607886,-0.4386687575887553,-1.2836877077728135,0.4399476828880004,78.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2118,2118,-0.5060736559821926,-0.4386687575887553,-1.1613103700783358,0.8235133250918172,365.65,False,False,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+2119,2119,-0.5054949554035966,-0.4386687575887553,-1.2021028159764953,-1.469578241503296,51.15,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+2120,2120,-0.5049162548250006,-0.4386687575887553,-1.2021028159764953,0.4847800306780572,244.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2121,2121,-0.5043375542464046,-0.4386687575887553,0.1848403445609209,0.0264938088241457,2313.8,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+2122,2122,-0.5037588536678086,-0.4386687575887553,-0.3862538980133093,0.0480797540563953,1533.8,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+2123,2123,-0.5031801530892126,-0.4386687575887553,-0.3862538980133093,0.4748172867247109,1783.75,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+2124,2124,-0.5026014525106166,2.279624392438459,0.5111799117461953,1.1738698207844815,4459.8,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2125,2125,-0.5020227519320206,-0.4386687575887553,-0.4270463439114685,-1.4795409854566417,488.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2126,2126,-0.5014440513534246,-0.4386687575887553,-0.3454614521151499,1.157265247528905,2404.85,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+2127,2127,-0.5008653507748286,-0.4386687575887553,0.6335572494406732,-1.4928246440611028,916,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2128,2128,-0.5002866501962326,-0.4386687575887553,-1.2021028159764953,-0.2873326257062497,168.15,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+2129,2129,-0.4997079496176367,2.279624392438459,-0.9981405864856988,0.7404904588139348,713.6,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2130,2130,-0.4991292490390407,-0.4386687575887553,0.470387465848036,-0.3603927480307861,2375.4,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+2131,2131,-0.4985505484604447,-0.4386687575887553,0.9598968166259476,0.8550620142774127,5116.6,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+2132,2132,-0.4979718478818487,-0.4386687575887553,-1.2836877077728135,-1.467917784177738,20.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2133,2133,-0.4973931473032527,-0.4386687575887553,0.8375194789314696,0.9214803072997186,4779.45,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+2134,2134,-0.4968144467246567,-0.4386687575887553,1.0822741543204255,-1.511089674642237,1192.7,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2135,2135,-0.4962357461460607,-0.4386687575887553,-0.7125934651985837,-0.5297593952376664,631.4,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2136,2136,-0.4956570455674647,2.279624392438459,0.6743496953388325,0.8318156117196055,4287.2,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+2137,2137,-0.4950783449888687,-0.4386687575887553,0.2664252363572394,-0.295634912334038,2184.35,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+2138,2138,-0.4944996444102728,2.279624392438459,0.470387465848036,0.8085692091617988,3990.75,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+2139,2139,-0.4939209438316768,-0.4386687575887553,-1.2021028159764953,-0.3786577786119204,188.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False
+2140,2140,-0.4933422432530808,2.279624392438459,-0.6718010193004244,0.3154133834711767,1178.25,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2141,2141,-0.4927635426744848,-0.4386687575887553,-1.1205179241801766,0.0264938088241457,339.9,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+2142,2142,-0.4921848420958888,-0.4386687575887553,0.1848403445609209,1.1788511927611542,3541.4,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False
+2143,2143,-0.4916061415172928,-0.4386687575887553,-0.9573481405875396,-0.4633411022153604,466.6,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2144,2144,-0.4910274409386968,-0.4386687575887553,0.1032554527646023,-1.4928246440611028,739.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2145,2145,-0.4904487403601008,-0.4386687575887553,-1.038933032383858,0.7122626842794549,587.1,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2146,2146,-0.4898700397815048,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+2147,2147,-0.4892913392029088,-0.4386687575887553,-0.1414992226243534,-1.3184766248775497,712.85,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2148,2148,-0.4887126386243129,-0.4386687575887553,0.755934587135151,1.0078240882287166,5000.05,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False,False,True
+2149,2149,-0.4881339380457169,-0.4386687575887553,1.041481708422266,0.1759349681243341,4048.95,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+2150,2150,-0.4875552374671209,-0.4386687575887553,1.6125759509964963,1.4511661941526086,8003.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+2151,2151,-0.4869765368885249,-0.4386687575887553,-1.1613103700783358,-0.8718136043025422,156.1,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False
+2152,2152,-0.4863978363099289,-0.4386687575887553,1.286236383811222,1.54913317636051,7266.95,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2153,2153,-0.4858191357313329,2.279624392438459,1.4494061674038592,0.5163287198636521,5589.3,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+2154,2154,-0.4852404351527369,2.279624392438459,1.2046514920149034,1.0393727774143116,6019.35,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+2155,2155,-0.4846617345741409,-0.4386687575887553,0.1848403445609209,0.93476396590418,3415.25,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2156,2156,-0.484083033995545,-0.4386687575887553,0.4295950199498767,-1.4994664733633334,779.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+2157,2157,-0.483504333416949,-0.4386687575887553,1.3270288297093813,0.8882711607885656,5963.95,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2158,2158,-0.482925632838353,-0.4386687575887553,-1.2836877077728135,-0.1212868931504848,61.15,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2159,2159,-0.482346932259757,-0.4386687575887553,-0.223084114420672,0.0447588394052802,1874.45,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False,False,True
+2160,2160,-0.481768231681161,-0.4386687575887553,1.0006892625241068,-1.5044478453400063,1167.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2161,2161,-0.481189531102565,-0.4386687575887553,-1.2836877077728135,-1.469578241503296,20.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2162,2162,-0.480610830523969,-0.4386687575887553,0.4295950199498767,-0.8087162259313513,1912.85,True,False,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2163,2163,-0.480032129945373,-0.4386687575887553,0.6335572494406732,1.560756377639413,5443.65,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2164,2164,-0.479453429366777,-0.4386687575887553,0.3480101281535581,1.5391704324071642,4507.15,True,False,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+2165,2165,-0.478874728788181,-0.4386687575887553,1.4494061674038592,0.8434388129985093,6297.65,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+2166,2166,-0.478296028209585,-0.4386687575887553,-0.7125934651985837,-0.5297593952376664,736.8,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2167,2167,-0.4777173276309891,2.279624392438459,-0.9981405864856988,0.9845776856709094,742.95,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2168,2168,-0.4771386270523931,2.279624392438459,-1.2021028159764953,-1.3118347955753191,77.75,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2169,2169,-0.4765599264737971,2.279624392438459,0.9191043707277884,0.8517410996262975,5044.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+2170,2170,-0.4759812258952011,-0.4386687575887553,-1.2836877077728135,-1.4994664733633334,19.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2171,2171,-0.4754025253166051,2.279624392438459,-0.6718010193004244,0.2323905171932943,1167.8,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2172,2172,-0.4748238247380091,-0.4386687575887553,0.2664252363572394,0.5047055185847488,3182.95,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+2173,2173,-0.4742451241594131,-0.4386687575887553,-0.91655569468938,0.9978613442753704,953.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2174,2174,-0.4736664235808172,-0.4386687575887553,0.5519723576443546,1.46444985275707,4854.3,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2175,2175,-0.4730877230022212,-0.4386687575887553,-0.8349708028930616,-0.2823512537295768,628.65,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2176,2176,-0.4725090224236252,-0.4386687575887553,0.3480101281535581,-1.4662573268521804,835.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2177,2177,-0.4719303218450292,-0.4386687575887553,1.3270288297093813,1.4727521393848584,6941.2,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2178,2178,-0.4713516212664332,-0.4386687575887553,-0.4678387898096278,0.4781382013758265,1742.45,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+2179,2179,-0.4707729206878372,2.279624392438459,-1.1613103700783358,1.1622466195055776,442.85,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2180,2180,-0.4701942201092412,2.279624392438459,1.6125759509964963,0.8318156117196055,6697.35,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2181,2181,-0.4696155195306452,-0.4386687575887553,0.5927648035425139,-1.336741655458684,1160.45,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2182,2182,-0.4690368189520492,-0.4386687575887553,0.4295950199498767,0.645844391257149,3539.25,True,True,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False,False,False
+2183,2183,-0.4684581183734532,-0.4386687575887553,1.6125759509964963,1.6039282681039122,8248.5,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2184,2184,-0.4678794177948572,-0.4386687575887553,1.4086137215056995,1.5424913470582793,7511.65,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2185,2185,-0.4673007172162612,-0.4386687575887553,-1.0797254782820174,0.8135505811384715,577.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+2186,2186,-0.4667220166376652,-0.4386687575887553,1.1230666002185847,0.1775954254498921,4224.7,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+2187,2187,-0.4661433160590693,2.279624392438459,0.3072176822553988,1.1074515277621757,4116.8,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+2188,2188,-0.4655646154804733,-0.4386687575887553,1.3678212756075403,0.868345672881874,5930.05,False,False,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+2189,2189,-0.4649859149018773,2.279624392438459,0.7967270330333104,-0.5197966512843206,2550.9,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2190,2190,-0.4644072143232813,-0.4386687575887553,-1.2836877077728135,0.9646521977642174,93.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2191,2191,-0.4638285137446853,-0.4386687575887553,1.041481708422266,0.9497080818341987,5435.6,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+2192,2192,-0.4632498131660894,-0.4386687575887553,1.6125759509964963,-0.0332826548959295,4684.3,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2193,2193,-0.4626711125874934,2.279624392438459,0.1032554527646023,1.0177868321820625,3474.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2194,2194,-0.4620924120088974,-0.4386687575887553,1.6125759509964963,-1.4712386988288533,1502.25,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2195,2195,-0.4615137114303014,-0.4386687575887553,0.755934587135151,0.1443862789387392,3649.6,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2196,2196,-0.4609350108517054,-0.4386687575887553,1.4901986133020184,-1.511089674642237,1447.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+2197,2197,-0.4603563102731094,-0.4386687575887553,1.4901986133020184,1.1522838755522318,6841.45,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+2198,2198,-0.4597776096945134,-0.4386687575887553,-0.8757632487912208,-1.477880528131084,246.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2199,2199,-0.4591989091159174,-0.4386687575887553,-1.2836877077728135,-1.3483648567375872,24.2,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2200,2200,-0.4586202085373214,2.279624392438459,-1.2021028159764953,1.3349341813635731,294.45,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2201,2201,-0.4580415079587254,-0.4386687575887553,0.1848403445609209,1.1423211315988862,3754.6,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,True,False,True,False
+2202,2202,-0.4574628073801294,2.279624392438459,-1.1613103700783358,-1.3151557102264342,102.5,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2203,2203,-0.4568841068015334,2.279624392438459,1.4086137215056995,0.99121951497314,6079,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+2204,2204,-0.4563054062229374,-0.4386687575887553,-0.3046690062169906,0.7006394830005516,2199.05,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+2205,2205,-0.4557267056443415,-0.4386687575887553,1.6125759509964963,0.9032152767185846,6632.75,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2206,2206,-0.4551480050657455,-0.4386687575887553,-0.9981405864856988,-0.4483969862853417,411.6,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2207,2207,-0.4545693044871495,-0.4386687575887553,-0.91655569468938,0.5130078052125371,846,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+2208,2208,-0.4539906039085535,-0.4386687575887553,-1.0797254782820174,-1.482861900107757,130.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2209,2209,-0.4534119033299575,2.279624392438459,0.7967270330333104,0.5329332931192287,4079.55,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2210,2210,-0.4528332027513616,-0.4386687575887553,1.5309910592001776,-1.3101743382497613,1715.15,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2211,2211,-0.4522545021727656,2.279624392438459,1.5309910592001776,0.9098571060208152,6474.45,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2212,2212,-0.4516758015941696,-0.4386687575887553,1.041481708422266,-1.3118347955753191,1474.35,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2213,2213,-0.4510971010155736,-0.4386687575887553,1.5309910592001776,0.4150408230046357,5498.2,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2214,2214,-0.4505184004369776,-0.4386687575887553,1.6125759509964963,-1.4978060160377755,1379.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2215,2215,-0.4499396998583816,-0.4386687575887553,1.3678212756075403,-0.5114943646565323,3251.85,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+2216,2216,-0.4493609992797856,-0.4386687575887553,-0.6718010193004244,-0.9731015011615588,552.7,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+2217,2217,-0.4487822987011896,-0.4386687575887553,0.1032554527646023,-0.1777424422194447,2136.9,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2218,2218,-0.4482035981225936,2.279624392438459,1.3270288297093813,1.0177868321820625,6223.3,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+2219,2219,-0.4476248975439976,2.279624392438459,-1.2428952618746545,-0.6924842131423159,85.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2220,2220,-0.4470461969654016,-0.4386687575887553,-0.1007067767261941,-0.5314198525632242,1536.75,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2221,2221,-0.4464674963868056,-0.4386687575887553,-0.7533859110967429,0.835136526370721,1178.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+2222,2222,-0.4458887958082096,-0.4386687575887553,-1.038933032383858,-1.4795409854566417,174.7,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+2223,2223,-0.4453100952296137,-0.4386687575887553,-1.2428952618746545,0.4714963720735958,143.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2224,2224,-0.4447313946510177,-0.4386687575887553,1.3678212756075403,0.6790535377683019,5538.35,True,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False
+2225,2225,-0.4441526940724217,-0.4386687575887553,-1.2021028159764953,-1.462936412201065,67.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+2226,2226,-0.4435739934938257,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2227,2227,-0.4429952929152297,-0.4386687575887553,1.4494061674038592,-0.0233199109425837,4326.25,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False
+2228,2228,-0.4424165923366338,-0.4386687575887553,-0.91655569468938,0.7189045135816856,830.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2229,2229,-0.4418378917580378,-0.4386687575887553,0.6743496953388325,1.1838325647378274,4941.8,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,False,False,True
+2230,2230,-0.4412591911794418,-0.4386687575887553,-0.3862538980133093,-1.477880528131084,470.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+2231,2231,-0.4406804906008458,2.279624392438459,-0.7941783569949022,1.0642796372976764,1235.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2232,2232,-0.4401017900222498,-0.4386687575887553,1.3270288297093813,-1.4928246440611028,1267.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2233,2233,-0.4395230894436538,2.279624392438459,-0.1822916685225127,-0.9598178425570976,973.65,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2234,2234,-0.4389443888650578,2.279624392438459,-1.2428952618746545,0.8201924104407021,161.5,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2235,2235,-0.4383656882864618,-0.4386687575887553,-0.9573481405875396,0.3585852739356755,661.55,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2236,2236,-0.4377869877078658,-0.4386687575887553,0.8783119248296289,1.4860357979893193,6118.95,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+2237,2237,-0.4372082871292698,-0.4386687575887553,-0.3046690062169906,-0.1063427772204659,1611,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+2238,2238,-0.4366295865506738,-0.4386687575887553,-0.5494236816059465,-1.4712386988288533,398.55,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2239,2239,-0.4360508859720778,-0.4386687575887553,1.571783505098337,0.6856953670705327,6028.95,True,False,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+2240,2240,-0.4354721853934818,-0.4386687575887553,0.1440478986627616,-1.4762200708055262,695.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+2241,2241,-0.4348934848148859,-0.4386687575887553,-0.6718010193004244,-1.496145558712218,294.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+2242,2242,-0.4343147842362899,-0.4386687575887553,-0.3046690062169906,-1.3300998261564532,692.1,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2243,2243,-0.4337360836576939,-0.4386687575887553,1.0822741543204255,0.54621695172369,4639.45,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+2244,2244,-0.4331573830790979,-0.4386687575887553,1.571783505098337,-1.3583276006909333,1626.4,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2245,2245,-0.4325786825005019,2.279624392438459,0.5519723576443546,1.0111450028798317,4424.2,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+2246,2246,-0.4319999819219059,-0.4386687575887553,-0.6718010193004244,0.1144980470787013,1114.85,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False
+2247,2247,-0.43142128134331,-0.4386687575887553,0.6743496953388325,1.0227682041587352,4783.5,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2248,2248,-0.430842580764714,-0.4386687575887553,-0.3454614521151499,0.664109421838283,1990.5,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+2249,2249,-0.430263880186118,-0.4386687575887553,-1.2428952618746545,-0.7373165609323725,72.4,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2250,2250,-0.429685179607522,-0.4386687575887553,1.041481708422266,0.0663447846375294,3970.4,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+2251,2251,-0.429106479028926,-0.4386687575887553,-1.2836877077728135,0.8118901238129138,89.25,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2252,2252,-0.42852777845033,2.279624392438459,0.5111799117461953,0.7072813123027818,3861.45,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2253,2253,-0.427949077871734,-0.4386687575887553,-1.2836877077728135,-0.474964303494264,50.5,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2254,2254,-0.427370377293138,2.279624392438459,-0.9981405864856988,-0.7124097010490078,371.4,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,True
+2255,2255,-0.426791676714542,-0.4386687575887553,-0.4270463439114685,0.8367969836962786,1993.8,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+2256,2256,-0.426212976135946,-0.4386687575887553,1.3678212756075403,1.6935929636840252,7942.15,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+2257,2257,-0.42563427555735,-0.4386687575887553,-0.9981405864856988,0.3220552127734074,609.9,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2258,2258,-0.425055574978754,-0.4386687575887553,1.6125759509964963,1.3714642425258414,7848.5,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2259,2259,-0.4244768744001581,-0.4386687575887553,0.5927648035425139,-0.0332826548959295,3007.25,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False
+2260,2260,-0.4238981738215621,-0.4386687575887553,-1.1613103700783358,0.2456741757977557,305.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2261,2261,-0.4233194732429661,-0.4386687575887553,-0.1414992226243534,0.4681754574224807,2384.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2262,2262,-0.4227407726643701,-0.4386687575887553,1.6125759509964963,1.715178908916275,8013.55,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2263,2263,-0.4221620720857741,-0.4386687575887553,-0.6718010193004244,0.6690907938149562,1378.25,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2264,2264,-0.4215833715071781,-0.4386687575887553,-1.2428952618746545,0.5030450612591912,174.45,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2265,2265,-0.4210046709285821,-0.4386687575887553,-1.2836877077728135,-1.5044478453400063,19.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2266,2266,-0.4204259703499861,-0.4386687575887553,1.4494061674038592,0.2041627426588144,4741.45,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False
+2267,2267,-0.4198472697713902,2.279624392438459,0.0216705609682837,-1.3251184541797802,847.8,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+2268,2268,-0.4192685691927942,-0.4386687575887553,1.163859046116744,-1.5077687599911216,1182.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2269,2269,-0.4186898686141982,-0.4386687575887553,-0.3862538980133093,0.476477744050269,1676.95,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2270,2270,-0.4181111680356022,-0.4386687575887553,-0.5494236816059465,-0.5264384805865511,955.6,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+2271,2271,-0.4175324674570062,-0.4386687575887553,-0.7941783569949022,-0.8053953112802362,590.35,True,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+2272,2272,-0.4169537668784102,-0.4386687575887553,-0.4678387898096278,0.7205649709072431,1808.7,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2273,2273,-0.4163750662998142,2.279624392438459,1.2046514920149034,1.3299528093869002,6312.9,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2274,2274,-0.4157963657212182,-0.4386687575887553,-0.1414992226243534,-1.316816167551992,702,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+2275,2275,-0.4152176651426222,2.279624392438459,1.5309910592001776,1.3465573826424766,7511.9,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+2276,2276,-0.4146389645640262,-0.4386687575887553,0.2256327904590802,1.2070789672956346,3956.7,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2277,2277,-0.4140602639854303,2.279624392438459,-0.0599143308280348,0.3021297248667158,2217.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2278,2278,-0.4134815634068343,-0.4386687575887553,-1.2836877077728135,0.1709535961476615,69.95,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2279,2279,-0.4129028628282383,-0.4386687575887553,-1.2836877077728135,-0.6924842131423159,43.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2280,2280,-0.4123241622496423,-0.4386687575887553,1.571783505098337,0.0464192967308378,4692.55,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+2281,2281,-0.4117454616710463,-0.4386687575887553,-1.1613103700783358,-1.5027873880144489,68.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2282,2282,-0.4111667610924503,-0.4386687575887553,-1.2428952618746545,0.5296123784681136,159.45,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2283,2283,-0.4105880605138543,-0.4386687575887553,-1.1613103700783358,-0.0133571669892374,253,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+2284,2284,-0.4100093599352583,-0.4386687575887553,1.4901986133020184,1.1406606742733283,6875.35,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False
+2285,2285,-0.4094306593566623,-0.4386687575887553,1.286236383811222,0.54621695172369,5567.55,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True,False
+2286,2286,-0.4088519587780663,-0.4386687575887553,1.1230666002185847,0.4714963720735958,4801.1,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+2287,2287,-0.4082732581994704,2.279624392438459,-1.2836877077728135,0.1709535961476615,69.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2288,2288,-0.4076945576208744,-0.4386687575887553,1.2454439379130626,1.348217839968035,6713.2,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+2289,2289,-0.4071158570422784,-0.4386687575887553,0.1032554527646023,-1.5127501319677945,677.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2290,2290,-0.4065371564636824,2.279624392438459,-0.631008573402265,0.3868130484701558,1233.4,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2291,2291,-0.4059584558850864,-0.4386687575887553,1.2454439379130626,1.0842051252043683,6253,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False
+2292,2292,-0.4053797553064904,2.279624392438459,-0.5494236816059465,0.0530611260330685,1286.05,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False
+2293,2293,-0.4048010547278944,-0.4386687575887553,-0.4678387898096278,1.540830889732722,2317.1,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2294,2294,-0.4042223541492984,2.279624392438459,1.0006892625241068,1.0128054602053893,5567.45,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,True,False,False
+2295,2295,-0.4036436535707025,-0.4386687575887553,-0.9981405864856988,-0.5065129926798594,393.45,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2296,2296,-0.4030649529921065,-0.4386687575887553,-1.0797254782820174,-1.4662573268521804,109.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2297,2297,-0.4024862524135105,-0.4386687575887553,1.3678212756075403,-0.1146450638482541,4193.4,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2298,2298,-0.4019075518349145,-0.4386687575887553,1.2454439379130626,0.356924816610118,4707.85,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+2299,2299,-0.4013288512563185,-0.4386687575887553,-0.1822916685225127,0.9098571060208152,2568.15,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False,False,False,False
+2300,2300,-0.4007501506777225,-0.4386687575887553,-0.3862538980133093,0.3386597860289839,1778.5,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2301,2301,-0.4001714500991265,-0.4386687575887553,-0.1414992226243534,-1.4928246440611028,573.05,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2302,2302,-0.3995927495205305,2.279624392438459,-0.5902161275041058,0.5229705491658828,1411.65,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2303,2303,-0.3990140489419345,-0.4386687575887553,0.8375194789314696,-0.6144427188411066,2546.85,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+2304,2304,-0.3984353483633385,-0.4386687575887553,-0.91655569468938,0.1825767974265648,676.15,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False,True,False
+2305,2305,-0.3978566477847425,-0.4386687575887553,0.2664252363572394,-0.4982107060520712,1971.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+2306,2306,-0.3972779472061465,-0.4386687575887553,-0.631008573402265,0.3519434446334453,1322.55,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+2307,2307,-0.3966992466275506,-0.4386687575887553,0.1848403445609209,0.8766479595096622,3247.55,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+2308,2308,-0.3961205460489546,-0.4386687575887553,0.0216705609682837,-1.4845223574333144,670.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2309,2309,-0.3955418454703586,-0.4386687575887553,-0.5494236816059465,0.815211038464029,1686.85,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+2310,2310,-0.3949631448917626,-0.4386687575887553,-1.038933032383858,-0.1129846065226966,438.9,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+2311,2311,-0.3943844443131666,-0.4386687575887553,-0.9573481405875396,0.2689205783555629,651.4,False,False,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,True
+2312,2312,-0.3938057437345706,2.279624392438459,1.0822741543204255,-0.0249803682681412,3886.85,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2313,2313,-0.3932270431559747,-0.4386687575887553,0.9191043707277884,1.2917622908990745,5656.75,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+2314,2314,-0.3926483425773787,-0.4386687575887553,-1.1613103700783358,0.982917228345352,387.2,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+2315,2315,-0.3920696419987827,-0.4386687575887553,1.0006892625241068,-1.462936412201065,1123.15,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2316,2316,-0.3914909414201867,-0.4386687575887553,1.4494061674038592,1.663704731823988,7843.55,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2317,2317,-0.3909122408415907,-0.4386687575887553,1.286236383811222,0.3170738407967343,4759.55,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True
+2318,2318,-0.3903335402629947,-0.4386687575887553,1.6125759509964963,1.275157717643498,7362.9,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+2319,2319,-0.3897548396843987,2.279624392438459,-0.9981405864856988,0.6375421046293608,613.4,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2320,2320,-0.3891761391058027,-0.4386687575887553,1.6125759509964963,1.6935929636840252,8332.15,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2321,2321,-0.3885974385272067,-0.4386687575887553,-1.2836877077728135,-0.6310472920966831,45.8,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2322,2322,-0.3880187379486107,-0.4386687575887553,1.4901986133020184,1.0094845455542742,6671.7,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+2323,2323,-0.3874400373700147,-0.4386687575887553,0.9598968166259476,0.5146682625380946,4513.65,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+2324,2324,-0.3868613367914187,-0.4386687575887553,-0.9573481405875396,0.0049078635918966,547.8,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True
+2325,2325,-0.3862826362128227,-0.4386687575887553,-1.2836877077728135,0.1692931388221039,69.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2326,2326,-0.3857039356342268,-0.4386687575887553,1.0822741543204255,0.5080264332358639,4693.2,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+2327,2327,-0.3851252350556308,-0.4386687575887553,-0.8349708028930616,0.4897614026547299,958.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+2328,2328,-0.3845465344770348,-0.4386687575887553,-1.1613103700783358,0.664109421838283,371.9,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+2329,2329,-0.3839678338984388,2.279624392438459,-1.2021028159764953,0.1825767974265648,235.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2330,2330,-0.3833891333198428,-0.4386687575887553,-1.2836877077728135,-0.4666620168664758,50.75,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2331,2331,-0.3828104327412469,-0.4386687575887553,-0.1414992226243534,1.1290374729944248,2807.1,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,True,False,False
+2332,2332,-0.3822317321626509,-0.4386687575887553,1.571783505098337,0.6508257632338221,5969.3,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2333,2333,-0.3816530315840549,-0.4386687575887553,-0.3862538980133093,-0.2341979912884049,1282.85,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+2334,2334,-0.3810743310054589,-0.4386687575887553,-1.0797254782820174,-1.2769651917386085,184.05,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2335,2335,-0.3804956304268629,-0.4386687575887553,0.1848403445609209,-1.5094292173166792,683.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+2336,2336,-0.3799169298482669,-0.4386687575887553,-0.3454614521151499,0.3187342981222923,1712.9,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,False,False,False
+2337,2337,-0.3793382292696709,-0.4386687575887553,0.6743496953388325,1.1971162233422885,4847.35,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+2338,2338,-0.3787595286910749,-0.4386687575887553,-0.8757632487912208,1.042693692065427,1222.05,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+2339,2339,-0.3781808281124789,-0.4386687575887553,0.470387465848036,1.1722093634589237,4378.35,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2340,2340,-0.3776021275338829,-0.4386687575887553,-0.8757632487912208,-1.3151557102264342,245.15,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+2341,2341,-0.3770234269552869,-0.4386687575887553,0.4295950199498767,-1.1789982095307072,1224.05,True,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2342,2342,-0.3764447263766909,-0.4386687575887553,-1.2836877077728135,-0.4733038461687064,50.55,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2343,2343,-0.3758660257980949,-0.4386687575887553,-0.3862538980133093,-1.359988058016491,625.65,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2344,2344,-0.375287325219499,2.279624392438459,-0.3046690062169906,0.1560094802176425,1752.65,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+2345,2345,-0.374708624640903,2.279624392438459,-0.7533859110967429,0.341980700680099,1013.35,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2346,2346,-0.374129924062307,-0.4386687575887553,-0.91655569468938,0.5063659759103064,830.7,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2347,2347,-0.373551223483711,-0.4386687575887553,-0.223084114420672,0.5262914638169984,2209.75,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+2348,2348,-0.372972522905115,-0.4386687575887553,-1.2021028159764953,1.3465573826424766,323.25,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2349,2349,-0.3723938223265191,-0.4386687575887553,-0.91655569468938,-1.2985511369708578,251.6,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2350,2350,-0.3718151217479231,2.279624392438459,-1.1205179241801766,-0.6443309507011442,214.75,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False
+2351,2351,-0.3712364211693271,-0.4386687575887553,0.6335572494406732,-1.278625649064166,1245.05,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2352,2352,-0.3706577205907311,2.279624392438459,-1.038933032383858,0.0049078635918966,493.65,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2353,2353,-0.3700790200121351,-0.4386687575887553,0.470387465848036,-0.5231175659354359,2265,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2354,2354,-0.3695003194335391,-0.4386687575887553,-1.2428952618746545,0.3851525911445982,160.8,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+2355,2355,-0.3689216188549431,-0.4386687575887553,-1.1613103700783358,0.3934548777723865,333.6,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2356,2356,-0.3683429182763471,-0.4386687575887553,0.1848403445609209,1.1290374729944248,3475.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False
+2357,2357,-0.3677642176977511,-0.4386687575887553,-0.7941783569949022,-1.511089674642237,279.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2358,2358,-0.3671855171191551,-0.4386687575887553,0.2664252363572394,-0.2059702167539248,2224.5,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+2359,2359,-0.3666068165405591,-0.4386687575887553,0.3888025740517173,-0.2889930830318072,2386.85,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+2360,2360,-0.3660281159619631,-0.4386687575887553,0.5519723576443546,1.341576010665804,4822.85,False,False,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+2361,2361,-0.3654494153833671,-0.4386687575887553,-0.6718010193004244,-0.2972953696595955,857.8,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,True
+2362,2362,-0.3648707148047712,-0.4386687575887553,0.8783119248296289,-0.6244054627944524,2424.05,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2363,2363,-0.3642920142261752,-0.4386687575887553,0.0216705609682837,0.0530611260330685,2245.4,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+2364,2364,-0.3637133136475792,-0.4386687575887553,-0.4270463439114685,-0.4716433888431486,1073.3,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2365,2365,-0.3631346130689832,-0.4386687575887553,0.1032554527646023,0.8102296664873563,3251.3,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False,True,False
+2366,2366,-0.3625559124903872,-0.4386687575887553,-1.1613103700783358,-1.4562945828988345,85.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2367,2367,-0.3619772119117913,-0.4386687575887553,-1.2836877077728135,-1.472899156154411,20.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2368,2368,-0.3613985113331953,-0.4386687575887553,0.1440478986627616,-1.4596154975499498,720.05,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2369,2369,-0.3608198107545993,-0.4386687575887553,-0.3046690062169906,-0.3487695467518827,1296.8,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+2370,2370,-0.3602411101760033,-0.4386687575887553,-1.2021028159764953,0.2091441146354871,213.35,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+2371,2371,-0.3596624095974073,-0.4386687575887553,-0.4270463439114685,1.193795308691173,2095,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2372,2372,-0.3590837090188113,-0.4386687575887553,-0.6718010193004244,1.1921348513656156,1522.7,False,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+2373,2373,-0.3585050084402153,2.279624392438459,0.7151421412369917,1.3947106450836486,5347.95,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+2374,2374,-0.3579263078616193,-0.4386687575887553,-0.91655569468938,-1.447992296271046,222.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+2375,2375,-0.3573476072830233,-0.4386687575887553,-0.3046690062169906,0.3154133834711767,1863.8,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False,True
+2376,2376,-0.3567689067044273,2.279624392438459,-0.0191218849298755,1.0410332347398696,3019.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+2377,2377,-0.3561902061258313,-0.4386687575887553,1.2454439379130626,-1.5094292173166792,1263.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+2378,2378,-0.3556115055472353,-0.4386687575887553,-1.1205179241801766,-0.536401224539897,235.2,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+2379,2379,-0.3550328049686393,2.279624392438459,0.470387465848036,-1.1441286056939963,1359.7,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2380,2380,-0.3544541043900434,2.279624392438459,-0.6718010193004244,1.0410332347398696,1529.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2381,2381,-0.3538754038114474,-0.4386687575887553,-0.5086312357077871,-0.0216594536170256,1274.45,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False,False,True
+2382,2382,-0.3532967032328514,-0.4386687575887553,-0.1007067767261941,1.3814269864791875,3211.9,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False
+2383,2383,-0.3527180026542554,-0.4386687575887553,0.9191043707277884,-0.6559541519800478,2462.6,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+2384,2384,-0.3521393020756594,2.279624392438459,1.163859046116744,0.0132101502196848,3965.05,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+2385,2385,-0.3515606014970634,-0.4386687575887553,-1.2836877077728135,-1.489503729409987,19.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2386,2386,-0.3509819009184675,-0.4386687575887553,0.8783119248296289,0.9729544843920056,5060.9,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+2387,2387,-0.3504032003398715,-0.4386687575887553,-0.91655569468938,0.172614053473219,740,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2388,2388,-0.3498244997612755,-0.4386687575887553,0.3072176822553988,-0.3172208575662874,2139.2,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2389,2389,-0.3492457991826795,-0.4386687575887553,0.755934587135151,0.476477744050269,4018.55,False,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2390,2390,-0.3486670986040835,-0.4386687575887553,1.6125759509964963,1.3515387546191495,7611.55,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+2391,2391,-0.3480883980254875,-0.4386687575887553,1.286236383811222,1.1439815889244436,6549.45,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2392,2392,-0.3475096974468915,-0.4386687575887553,1.6125759509964963,-1.2935697649941849,1872.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2393,2393,-0.3469309968682955,-0.4386687575887553,0.8375194789314696,-1.5027873880144489,1007.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2394,2394,-0.3463522962896995,-0.4386687575887553,-1.2021028159764953,-1.3300998261564532,66.95,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2395,2395,-0.3457735957111035,2.279624392438459,-1.2836877077728135,0.1742745107987766,70.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2396,2396,-0.3451948951325075,-0.4386687575887553,-0.7941783569949022,0.6392025619549183,1095.3,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2397,2397,-0.3446161945539115,-0.4386687575887553,0.2664252363572394,-0.4666620168664758,2011.4,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2398,2398,-0.3440374939753156,-0.4386687575887553,-0.9573481405875396,0.4266640242835395,714.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+2399,2399,-0.3434587933967196,-0.4386687575887553,-0.4270463439114685,-1.3134952529008768,566.5,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2400,2400,-0.3428800928181236,2.279624392438459,0.8783119248296289,1.137339759622213,5295.7,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2401,2401,-0.3423013922395276,-0.4386687575887553,-0.1414992226243534,-0.9697805865104432,1072.6,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+2402,2402,-0.3417226916609316,-0.4386687575887553,1.6125759509964963,1.7600112567063313,8684.8,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+2403,2403,-0.3411439910823356,-0.4386687575887553,1.6125759509964963,0.4897614026547299,5810.9,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2404,2404,-0.3405652905037396,-0.4386687575887553,0.5927648035425139,1.4860357979893193,5124.55,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2405,2405,-0.3399865899251436,-0.4386687575887553,-0.1822916685225127,-0.4948897914009558,1410.25,False,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2406,2406,-0.3394078893465477,-0.4386687575887553,-1.2021028159764953,-1.142468148368439,82.15,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+2407,2407,-0.3388291887679517,2.279624392438459,0.7151421412369917,0.3436411580056571,3822.45,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False
+2408,2408,-0.3382504881893557,-0.4386687575887553,-1.2836877077728135,0.1659722241709883,69.8,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2409,2409,-0.3376717876107597,-0.4386687575887553,-1.2428952618746545,1.0011822589264858,178.1,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+2410,2410,-0.3370930870321637,-0.4386687575887553,-1.2428952618746545,0.1958604560310262,129.2,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2411,2411,-0.3365143864535677,-0.4386687575887553,1.5309910592001776,1.4843753406637616,7674.55,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2412,2412,-0.3359356858749717,-0.4386687575887553,0.755934587135151,0.748792745441723,4473,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+2413,2413,-0.3353569852963757,2.279624392438459,1.3270288297093813,1.3133482361313236,6578.55,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2414,2414,-0.3347782847177797,-0.4386687575887553,-1.2836877077728135,0.8550620142774127,90.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2415,2415,-0.3341995841391837,-0.4386687575887553,-0.7941783569949022,-1.150770434996227,382.2,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2416,2416,-0.3336208835605878,-0.4386687575887553,-0.91655569468938,1.119074729041079,1058.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2417,2417,-0.3330421829819918,-0.4386687575887553,0.9191043707277884,-1.477880528131084,1079.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2418,2418,-0.3324634824033958,-0.4386687575887553,-1.038933032383858,0.1975209133565837,450.8,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+2419,2419,-0.3318847818247998,-0.4386687575887553,-1.2021028159764953,-1.506108302665564,69.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+2420,2420,-0.3313060812462038,-0.4386687575887553,0.5519723576443546,-1.032877964881634,1537.85,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+2421,2421,-0.3307273806676078,-0.4386687575887553,0.9598968166259476,0.3635666459123486,4284.65,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+2422,2422,-0.3301486800890118,-0.4386687575887553,1.163859046116744,1.670346561126218,7008.15,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2423,2423,-0.3295699795104158,-0.4386687575887553,0.7967270330333104,0.9447267098575258,4631.7,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+2424,2424,-0.3289912789318198,-0.4386687575887553,0.3480101281535581,0.1809163401010073,2868.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+2425,2425,-0.3284125783532238,-0.4386687575887553,1.4494061674038592,-1.3051929662730883,1821.8,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2426,2426,-0.3278338777746279,-0.4386687575887553,0.3480101281535581,0.4499104268413462,3211.2,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+2427,2427,-0.3272551771960319,-0.4386687575887553,0.7151421412369917,0.1609908521943157,3442.15,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+2428,2428,-0.3266764766174359,-0.4386687575887553,1.571783505098337,1.672007018451776,8078.1,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2429,2429,-0.3260977760388399,-0.4386687575887553,-0.4270463439114685,0.6059934154437653,1799.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2430,2430,-0.3255190754602439,-0.4386687575887553,1.0822741543204255,-1.5044478453400063,1147.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2431,2431,-0.3249403748816479,-0.4386687575887553,-1.0797254782820174,0.1659722241709883,377.85,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2432,2432,-0.3243616743030519,-0.4386687575887553,0.0216705609682837,-1.3384021127842414,740.3,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2433,2433,-0.3237829737244559,-0.4386687575887553,-0.631008573402265,-1.3516857713887025,409.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2434,2434,-0.32320427314586,-0.4386687575887553,0.6743496953388325,-0.1727610702427718,2970.3,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+2435,2435,-0.322625572567264,-0.4386687575887553,1.6125759509964963,0.5761051835837279,5784.3,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+2436,2436,-0.322046871988668,2.279624392438459,-0.631008573402265,1.1838325647378274,1622.45,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2437,2437,-0.321468171410072,-0.4386687575887553,-0.7125934651985837,0.001586948940781,950.75,True,False,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+2438,2438,-0.320889470831476,-0.4386687575887553,-0.9981405864856988,-1.4994664733633334,169.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+2439,2439,-0.32031077025288,-0.4386687575887553,-0.4270463439114685,0.0082287782430117,1427.55,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+2440,2440,-0.319732069674284,-0.4386687575887553,0.755934587135151,-1.3234579968542224,1222.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2441,2441,-0.319153369095688,-0.4386687575887553,0.4295950199498767,0.8915920754396812,3954.1,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2442,2442,-0.318574668517092,-0.4386687575887553,-1.2021028159764953,-1.3184766248775497,79.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2443,2443,-0.317995967938496,2.279624392438459,0.6335572494406732,1.3183296081079967,5068.05,False,True,True,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2444,2444,-0.3174172673599,-0.4386687575887553,0.062463006866443,-0.1329100944293884,2042.05,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,True
+2445,2445,-0.316838566781304,2.279624392438459,0.3480101281535581,1.5657377496160865,4534.9,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2446,2446,-0.3162598662027081,-0.4386687575887553,1.4086137215056995,1.5790214082205474,7388.45,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+2447,2447,-0.3156811656241121,-0.4386687575887553,-0.5494236816059465,0.3685480178890218,1375.6,False,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+2448,2448,-0.3151024650455161,-0.4386687575887553,1.2454439379130626,1.157265247528905,6311.2,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+2449,2449,-0.3145237644669201,-0.4386687575887553,-0.5902161275041058,0.6773930804427444,1553.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2450,2450,-0.3139450638883241,-0.4386687575887553,-1.2836877077728135,-1.4662573268521804,20.65,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2451,2451,-0.3133663633097281,-0.4386687575887553,-0.8757632487912208,0.9696335697408904,1078.9,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2452,2452,-0.3127876627311322,-0.4386687575887553,-0.1007067767261941,0.85008064230074,2820.65,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False
+2453,2453,-0.3122089621525362,-0.4386687575887553,-0.3862538980133093,0.3369993287034263,1710.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2454,2454,-0.3116302615739402,-0.4386687575887553,0.7967270330333104,1.3365946386891308,5624.85,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2455,2455,-0.3110515609953442,-0.4386687575887553,-0.7941783569949022,-1.4928246440611028,252,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2456,2456,-0.3104728604167482,-0.4386687575887553,0.8783119248296289,-0.0482267708259482,3409.1,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False
+2457,2457,-0.3098941598381522,-0.4386687575887553,-1.2836877077728135,-0.559647627097704,47.95,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2458,2458,-0.3093154592595562,-0.4386687575887553,1.4494061674038592,0.6259189033504574,5733.4,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+2459,2459,-0.3087367586809602,-0.4386687575887553,-1.2021028159764953,-0.0133571669892374,195.65,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+2460,2460,-0.3081580581023642,-0.4386687575887553,-1.2836877077728135,0.1228003337064895,68.5,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2461,2461,-0.3075793575237682,-0.4386687575887553,0.062463006866443,-0.0714731733837553,2274.9,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+2462,2462,-0.3070006569451722,-0.4386687575887553,0.6743496953388325,0.0447588394052802,3199,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,False
+2463,2463,-0.3064219563665762,-0.4386687575887553,-0.3862538980133093,-1.4994664733633334,451.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2464,2464,-0.3058432557879803,-0.4386687575887553,1.571783505098337,-1.4944851013866605,1396.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2465,2465,-0.3052645552093843,-0.4386687575887553,0.5519723576443546,0.664109421838283,3958.85,False,False,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False
+2466,2466,-0.3046858546307883,-0.4386687575887553,0.7151421412369917,1.4428639075248204,5431.4,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2467,2467,-0.3041071540521923,-0.4386687575887553,-1.2836877077728135,-0.6476518653522596,45.3,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+2468,2468,-0.3035284534735963,-0.4386687575887553,-0.3454614521151499,0.4997241466080757,2001,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+2469,2469,-0.3029497528950003,-0.4386687575887553,1.4494061674038592,1.6570629025217571,7849.85,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2470,2470,-0.3023710523164044,-0.4386687575887553,-0.0599143308280348,-1.4579550402243922,689.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2471,2471,-0.3017923517378084,-0.4386687575887553,1.286236383811222,-0.4965502487265134,3210.35,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False
+2472,2472,-0.3012136511592124,-0.4386687575887553,-0.7533859110967429,0.7454718307906079,1258.6,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2473,2473,-0.3006349505806164,-0.4386687575887553,1.0822741543204255,-0.4351133276808803,3005.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2474,2474,-0.3000562500020204,-0.4386687575887553,1.6125759509964963,0.8633643009052009,6511.8,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+2475,2475,-0.2994775494234244,-0.4386687575887553,-1.1613103700783358,1.1057910704366176,396.3,False,False,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+2476,2476,-0.2988988488448284,-0.4386687575887553,-0.0191218849298755,0.6392025619549183,2781.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False,True,False
+2477,2477,-0.2983201482662324,2.279624392438459,0.6335572494406732,0.8716665875329891,4370.75,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+2478,2478,-0.2977414476876364,-0.4386687575887553,1.6125759509964963,1.4893567126404348,7880.25,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+2479,2479,-0.2971627471090404,-0.4386687575887553,-1.2021028159764953,0.8318156117196055,248.4,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2480,2480,-0.2965840465304444,-0.4386687575887553,1.6125759509964963,1.0327309481120814,6954.15,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,False
+2481,2481,-0.2960053459518484,-0.4386687575887553,-0.5902161275041058,0.6475048485827065,1537.9,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+2482,2482,-0.2954266453732524,2.279624392438459,1.6125759509964963,-0.0565290574537364,4685.55,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2483,2483,-0.2948479447946565,2.279624392438459,-0.0191218849298755,0.7022999403261091,2628.6,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+2484,2484,-0.2942692442160605,2.279624392438459,-0.7941783569949022,0.5711238116070548,1127.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2485,2485,-0.2936905436374645,-0.4386687575887553,-1.038933032383858,-1.1623936362751308,201.95,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2486,2486,-0.2931118430588685,-0.4386687575887553,-1.0797254782820174,-0.295634912334038,365.35,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2487,2487,-0.2925331424802725,-0.4386687575887553,-1.1613103700783358,-0.3188813148918449,220.65,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2488,2488,-0.2919544419016766,-0.4386687575887553,-0.7941783569949022,-1.472899156154411,254.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2489,2489,-0.2913757413230806,-0.4386687575887553,1.286236383811222,1.303385492177978,6605.55,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+2490,2490,-0.2907970407444846,-0.4386687575887553,-0.631008573402265,0.1892186267287955,1165.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+2491,2491,-0.2902183401658886,-0.4386687575887553,0.3072176822553988,-0.4633411022153604,2036.55,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2492,2492,-0.2896396395872926,-0.4386687575887553,-0.8757632487912208,-0.4733038461687064,565.35,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+2493,2493,-0.2890609390086966,-0.4386687575887553,-1.1205179241801766,-1.489503729409987,107.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2494,2494,-0.2884822384301006,-0.4386687575887553,-0.3862538980133093,0.6906767390472053,1868.4,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2495,2495,-0.2879035378515046,-0.4386687575887553,1.4494061674038592,0.3967757924235016,5233.25,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+2496,2496,-0.2873248372729086,-0.4386687575887553,-1.2836877077728135,0.476477744050269,79.15,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2497,2497,-0.2867461366943126,-0.4386687575887553,1.6125759509964963,0.7554345747439537,6463.15,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2498,2498,-0.2861674361157166,-0.4386687575887553,1.0006892625241068,-0.787130280699102,2258.25,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+2499,2499,-0.2855887355371206,2.279624392438459,1.1230666002185847,1.7018952503118137,6925.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2500,2500,-0.2850100349585246,2.279624392438459,-1.0797254782820174,-0.6675773532589512,276.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2501,2501,-0.2844313343799287,-0.4386687575887553,0.9191043707277884,0.85008064230074,5099.15,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+2502,2502,-0.2838526338013327,2.279624392438459,1.6125759509964963,1.504300828570453,7746.7,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+2503,2503,-0.2832739332227367,-0.4386687575887553,1.5309910592001776,0.1045353031253555,4664.15,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+2504,2504,-0.2826952326441407,-0.4386687575887553,-0.631008573402265,0.816871495789587,1539.45,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+2505,2505,-0.2821165320655447,-0.4386687575887553,-0.9573481405875396,-0.162798326289426,542.4,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+2506,2506,-0.2815378314869488,-0.4386687575887553,0.755934587135151,-0.1428728383827342,3121.45,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False
+2507,2507,-0.2809591309083528,-0.4386687575887553,1.4086137215056995,0.1692931388221039,4615.9,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+2508,2508,-0.2803804303297568,-0.4386687575887553,-1.2836877077728135,0.3652271032379062,75.8,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2509,2509,-0.2798017297511608,-0.4386687575887553,-1.2021028159764953,-1.3134952529008768,58.9,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2510,2510,-0.2792230291725648,-0.4386687575887553,-1.0797254782820174,-0.460020187564245,307.6,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,False
+2511,2511,-0.2786443285939688,-0.4386687575887553,-0.91655569468938,0.0231728941730306,616.9,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+2512,2512,-0.2780656280153728,-0.4386687575887553,-0.4678387898096278,0.7056208549772243,1818.9,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+2513,2513,-0.2774869274367768,-0.4386687575887553,-0.7941783569949022,0.9729544843920056,1215.6,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+2514,2514,-0.2769082268581808,-0.4386687575887553,0.755934587135151,0.3453016153312146,3901.25,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+2515,2515,-0.2763295262795848,-0.4386687575887553,-0.3046690062169906,-1.462936412201065,499.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2516,2516,-0.2757508257009888,-0.4386687575887553,1.571783505098337,-1.4911641867355452,1389.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2517,2517,-0.2751721251223928,-0.4386687575887553,-1.2021028159764953,0.3303574994011957,238.1,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+2518,2518,-0.2745934245437968,-0.4386687575887553,-1.2836877077728135,0.4881009453291723,79.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2519,2519,-0.2740147239652009,2.279624392438459,1.3270288297093813,1.1390002169477704,6496.15,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2520,2520,-0.2734360233866049,-0.4386687575887553,1.3270288297093813,0.2539764624255439,4653.85,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+2521,2521,-0.2728573228080089,-0.4386687575887553,1.286236383811222,-1.3417230274353569,1601.2,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+2522,2522,-0.2722786222294129,-0.4386687575887553,0.2256327904590802,0.1925395413799106,2708.2,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+2523,2523,-0.2716999216508169,-0.4386687575887553,0.9598968166259476,1.4943380846171077,6109.65,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+2524,2524,-0.2711212210722209,-0.4386687575887553,1.6125759509964963,-1.496145558712218,1567,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2525,2525,-0.2705425204936249,-0.4386687575887553,-0.9573481405875396,0.1526885655665274,571.45,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+2526,2526,-0.269963819915029,-0.4386687575887553,0.2256327904590802,-1.477880528131084,743.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2527,2527,-0.269385119336433,-0.4386687575887553,0.470387465848036,-0.3288440588451909,2549.1,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+2528,2528,-0.268806418757837,-0.4386687575887553,1.571783505098337,0.5179891771892102,5727.15,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+2529,2529,-0.268227718179241,-0.4386687575887553,1.0006892625241068,1.157265247528905,5497.05,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2530,2530,-0.267649017600645,-0.4386687575887553,0.4295950199498767,-0.5231175659354359,2076.2,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2531,2531,-0.267070317022049,-0.4386687575887553,-0.631008573402265,-1.4861828147588725,337.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2532,2532,-0.266491616443453,-0.4386687575887553,-1.038933032383858,0.730527714860589,620.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2533,2533,-0.265912915864857,-0.4386687575887553,-1.2428952618746545,0.4964032319569605,164.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2534,2534,-0.265334215286261,-0.4386687575887553,0.7151421412369917,-1.3251184541797802,1195.25,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2535,2535,-0.264755514707665,-0.4386687575887553,1.6125759509964963,0.5927097568393044,5919.35,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+2536,2536,-0.264176814129069,-0.4386687575887553,-0.7941783569949022,0.8019273798595681,1161.75,False,False,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2537,2537,-0.2635981135504731,-0.4386687575887553,-0.5494236816059465,0.1593303948687576,1394.55,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+2538,2538,-0.2630194129718771,-0.4386687575887553,-0.1007067767261941,-1.446331838945489,711.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2539,2539,-0.2624407123932811,-0.4386687575887553,1.041481708422266,1.3830874438047451,6145.85,False,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2540,2540,-0.2618620118146851,-0.4386687575887553,-1.038933032383858,-1.4662573268521804,150,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2541,2541,-0.2612833112360891,-0.4386687575887553,0.9191043707277884,-1.4712386988288533,1177.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2542,2542,-0.2607046106574931,-0.4386687575887553,-0.7125934651985837,-1.5044478453400063,239.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+2543,2543,-0.2601259100788971,-0.4386687575887553,1.4494061674038592,0.7986064652084525,6132.7,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2544,2544,-0.2595472095003011,-0.4386687575887553,0.8783119248296289,1.1722093634589237,5440.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2545,2545,-0.2589685089217052,-0.4386687575887553,-0.3046690062169906,-0.5496848831443583,1293.8,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2546,2546,-0.2583898083431092,-0.4386687575887553,-1.2836877077728135,0.6475048485827065,84.3,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2547,2547,-0.2578111077645132,-0.4386687575887553,1.6125759509964963,-1.4645968695266227,1492.1,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2548,2548,-0.2572324071859172,-0.4386687575887553,1.2454439379130626,0.2357114318444099,4479.2,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+2549,2549,-0.2566537066073212,-0.4386687575887553,0.3888025740517173,-1.4795409854566417,854.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2550,2550,-0.2560750060287252,2.279624392438459,0.1848403445609209,-0.9349109826737328,1315,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+2551,2551,-0.2554963054501292,-0.4386687575887553,-1.1613103700783358,-1.4762200708055262,77.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2552,2552,-0.2549176048715332,-0.4386687575887553,-0.7941783569949022,-1.506108302665564,270.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2553,2553,-0.2543389042929372,-0.4386687575887553,-1.2021028159764953,-1.4596154975499498,72,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2554,2554,-0.2537602037143412,-0.4386687575887553,-1.2836877077728135,-0.4650015595409182,50.8,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+2555,2555,-0.2531815031357453,-0.4386687575887553,1.4494061674038592,0.835136526370721,5974.3,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False
+2556,2556,-0.2526028025571493,-0.4386687575887553,-0.91655569468938,-0.1711006129172143,638.95,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2557,2557,-0.2520241019785533,-0.4386687575887553,1.2046514920149034,0.5528587810259208,4983.05,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+2558,2558,-0.2514454013999573,-0.4386687575887553,0.6743496953388325,-1.4911641867355452,1022.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2559,2559,-0.2508667008213613,-0.4386687575887553,0.5519723576443546,-1.489503729409987,862.4,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2560,2560,-0.2502880002427653,-0.4386687575887553,0.7967270330333104,-0.0299617402448141,3334.95,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2561,2561,-0.2497092996641693,-0.4386687575887553,-0.2638765603188314,0.5694633542814972,2070.05,False,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2562,2562,-0.2491305990855733,-0.4386687575887553,-0.9981405864856988,-1.489503729409987,170.9,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2563,2563,-0.2485518985069773,-0.4386687575887553,-1.2428952618746545,0.356924816610118,166.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2564,2564,-0.2479731979283813,-0.4386687575887553,1.4901986133020184,-1.4978060160377755,1396.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2565,2565,-0.2473944973497853,-0.4386687575887553,-1.1613103700783358,-1.18397958150738,110.05,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2566,2566,-0.2468157967711894,-0.4386687575887553,-0.8757632487912208,0.3685480178890218,866.4,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2567,2567,-0.2462370961925934,2.279624392438459,-0.9573481405875396,-0.5181361939587628,447.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+2568,2568,-0.2456583956139974,-0.4386687575887553,-0.1414992226243534,0.1344235349853929,1970.5,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+2569,2569,-0.2450796950354014,2.279624392438459,1.1230666002185847,0.9447267098575258,5774.55,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2570,2570,-0.2445009944568054,2.279624392438459,-0.223084114420672,-1.1308449470895354,805.1,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2571,2571,-0.2439222938782094,-0.4386687575887553,1.0006892625241068,-1.501126930688891,1170.55,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2572,2572,-0.2433435932996134,-0.4386687575887553,-1.2836877077728135,0.2921669809133695,73.6,False,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2573,2573,-0.2427648927210174,-0.4386687575887553,-1.2836877077728135,0.8932525327652387,91.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+2574,2574,-0.2421861921424214,-0.4386687575887553,0.1848403445609209,-1.4928246440611028,784.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2575,2575,-0.2416074915638255,2.279624392438459,1.6125759509964963,-7.350838477652846e-05,4732.35,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2576,2576,-0.2410287909852295,-0.4386687575887553,-0.0599143308280348,0.8749875021841047,2995.45,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2577,2577,-0.2404500904066335,-0.4386687575887553,0.7967270330333104,-0.1777424422194447,3043.7,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2578,2578,-0.2398713898280375,2.279624392438459,0.6335572494406732,-0.1943470154750212,2789.7,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,True,False,False,False
+2579,2579,-0.2392926892494415,-0.4386687575887553,-0.4270463439114685,0.8118901238129138,1907.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+2580,2580,-0.2387139886708455,-0.4386687575887553,-0.7941783569949022,0.3386597860289839,999.45,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2581,2581,-0.2381352880922495,-0.4386687575887553,-1.0797254782820174,0.5130078052125371,493.4,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+2582,2582,-0.2375565875136535,-0.4386687575887553,-1.038933032383858,-0.3703554919841322,404.35,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2583,2583,-0.2369778869350575,-0.4386687575887553,1.571783505098337,1.4677707674081852,7661.8,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+2584,2584,-0.2363991863564616,-0.4386687575887553,-1.2021028159764953,0.1609908521943157,220.1,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2585,2585,-0.2358204857778656,-0.4386687575887553,0.6335572494406732,-0.0133571669892374,3035.35,True,False,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+2586,2586,-0.2352417851992696,-0.4386687575887553,-0.9573481405875396,-0.3321649734963063,452.8,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+2587,2587,-0.2346630846206736,2.279624392438459,-1.038933032383858,0.2971483528900427,545.15,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2588,2588,-0.2340843840420776,-0.4386687575887553,-0.5902161275041058,-0.9897060744171352,553,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2589,2589,-0.2335056834634816,2.279624392438459,-0.8757632487912208,-0.1511751250105225,662.95,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+2590,2590,-0.2329269828848856,-0.4386687575887553,-0.9573481405875396,0.6807139950938595,781.4,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+2591,2591,-0.2323482823062896,2.279624392438459,-0.91655569468938,0.4797986587013841,793.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2592,2592,-0.2317695817276936,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2593,2593,-0.2311908811490977,2.279624392438459,-0.2638765603188314,0.6690907938149562,2169.75,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2594,2594,-0.2306121805705017,-0.4386687575887553,-1.038933032383858,-0.6941446704678738,278.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2595,2595,-0.2300334799919057,-0.4386687575887553,0.5519723576443546,1.3150086934568816,4904.2,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2596,2596,-0.2294547794133097,-0.4386687575887553,-0.223084114420672,-1.2935697649941849,788.55,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2597,2597,-0.2288760788347137,-0.4386687575887553,-1.2836877077728135,0.1609908521943157,69.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2598,2598,-0.2282973782561177,2.279624392438459,0.3072176822553988,-0.2989558269851533,2109.35,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2599,2599,-0.2277186776775217,-0.4386687575887553,0.6743496953388325,0.3453016153312146,3678.3,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2600,2600,-0.2271399770989257,-0.4386687575887553,1.4494061674038592,1.4495057368270512,7176.55,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+2601,2601,-0.2265612765203297,-0.4386687575887553,-0.5902161275041058,-0.2375189059395202,992.7,False,False,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2602,2602,-0.2259825759417338,2.279624392438459,-0.1822916685225127,1.3731246998513993,3152.5,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2603,2603,-0.2254038753631378,-0.4386687575887553,1.6125759509964963,1.190474394040058,7334.05,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False
+2604,2604,-0.2248251747845418,-0.4386687575887553,1.2046514920149034,0.6690907938149562,5150.55,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+2605,2605,-0.2242464742059458,-0.4386687575887553,0.062463006866443,-1.3234579968542224,894.3,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2606,2606,-0.2236677736273498,-0.4386687575887553,0.5519723576443546,-0.3039371989618262,2688.85,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+2607,2607,-0.2230890730487538,-0.4386687575887553,-0.0599143308280348,0.561161067653709,2548.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+2608,2608,-0.2225103724701578,-0.4386687575887553,-0.223084114420672,1.1854930220633848,2673.45,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2609,2609,-0.2219316718915618,-0.4386687575887553,-0.1007067767261941,-0.3437881747752097,1588.7,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2610,2610,-0.2213529713129658,-0.4386687575887553,-0.8757632487912208,0.7106022269538974,893.2,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2611,2611,-0.2207742707343699,2.279624392438459,0.5519723576443546,1.500979913919338,4874.8,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+2612,2612,-0.2201955701557739,-0.4386687575887553,0.470387465848036,-0.4865875047731676,2139.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2613,2613,-0.2196168695771779,-0.4386687575887553,0.3888025740517173,0.0962330164975673,2882.25,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,True
+2614,2614,-0.2190381689985819,-0.4386687575887553,-0.5902161275041058,-0.5065129926798594,878.35,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+2615,2615,-0.2184594684199859,-0.4386687575887553,0.7151421412369917,-1.5077687599911216,1023.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2616,2616,-0.2178807678413899,-0.4386687575887553,-1.038933032383858,-0.4683224741920333,350.35,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2617,2617,-0.2173020672627939,-0.4386687575887553,1.3678212756075403,0.8334760690451635,5958.85,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2618,2618,-0.2167233666841979,-0.4386687575887553,-0.2638765603188314,-0.6310472920966831,1147,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True
+2619,2619,-0.2161446661056019,-0.4386687575887553,-1.2836877077728135,0.1427258216131811,69.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2620,2620,-0.215565965527006,-0.4386687575887553,1.4086137215056995,0.9414057952064108,6368.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False
+2621,2621,-0.21498726494841,-0.4386687575887553,-0.2638765603188314,1.1854930220633848,2599.95,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2622,2622,-0.214408564369814,-0.4386687575887553,0.7967270330333104,0.989559057647582,5025.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False
+2623,2623,-0.213829863791218,-0.4386687575887553,-0.8349708028930616,0.3917944204468285,893,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2624,2624,-0.213251163212622,2.279624392438459,-0.91655569468938,0.2672601210300048,688.65,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2625,2625,-0.212672462634026,-0.4386687575887553,-1.2836877077728135,-0.6924842131423159,43.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2626,2626,-0.21209376205543,2.279624392438459,0.5927648035425139,0.087930729869779,3252,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+2627,2627,-0.211515061476834,-0.4386687575887553,1.0006892625241068,0.8517410996262975,5229.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+2628,2628,-0.210936360898238,-0.4386687575887553,-1.2836877077728135,0.2008418280076989,70.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2629,2629,-0.210357660319642,2.279624392438459,1.6125759509964963,1.6271746706617194,7845.8,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2630,2630,-0.2097789597410461,2.279624392438459,0.5111799117461953,-1.0162733916260571,1596.6,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,False,True,False
+2631,2631,-0.2092002591624501,-0.4386687575887553,0.2256327904590802,-1.4795409854566417,814.75,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+2632,2632,-0.2086215585838541,-0.4386687575887553,-1.2836877077728135,0.8401178983473937,90.1,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2633,2633,-0.2080428580052581,-0.4386687575887553,-0.631008573402265,0.5329332931192287,1445.95,True,False,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+2634,2634,-0.2074641574266621,-0.4386687575887553,1.0822741543204255,0.3868130484701558,4519.5,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,True
+2635,2635,-0.2068854568480661,-0.4386687575887553,-0.7125934651985837,1.2137207965978647,1553.95,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2636,2636,-0.2063067562694701,-0.4386687575887553,-0.0191218849298755,0.2655996637044472,2333.05,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,True,False,False
+2637,2637,-0.2057280556908741,-0.4386687575887553,0.4295950199498767,-1.5027873880144489,876.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2638,2638,-0.2051493551122781,2.279624392438459,1.571783505098337,-1.3334207408075684,1766.75,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2639,2639,-0.2045706545336821,-0.4386687575887553,0.8783119248296289,1.6554024451961995,6049.5,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+2640,2640,-0.2039919539550862,-0.4386687575887553,-1.1205179241801766,0.5379146650959018,389.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+2641,2641,-0.2034132533764902,-0.4386687575887553,-0.7533859110967429,-1.5027873880144489,294.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2642,2642,-0.2028345527978942,-0.4386687575887553,1.2046514920149034,1.1738698207844815,6283.3,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2643,2643,-0.2022558522192982,2.279624392438459,1.6125759509964963,0.8417783556729518,6716.45,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2644,2644,-0.2016771516407022,-0.4386687575887553,0.3888025740517173,1.444524364850378,4586.15,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+2645,2645,-0.2010984510621062,-0.4386687575887553,-1.2428952618746545,0.1775954254498921,123.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2646,2646,-0.2005197504835102,2.279624392438459,1.6125759509964963,-1.2985511369708578,1937.4,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2647,2647,-0.1999410499049142,-0.4386687575887553,-0.1007067767261941,-1.3184766248775497,789.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2648,2648,-0.1993623493263182,-0.4386687575887553,0.3072176822553988,1.0725819239254646,3706.95,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+2649,2649,-0.1987836487477222,-0.4386687575887553,-0.3046690062169906,-0.9880456170915776,844.45,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+2650,2650,-0.1982049481691263,-0.4386687575887553,1.3270288297093813,0.0746470712653176,4309.55,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+2651,2651,-0.1976262475905303,-0.4386687575887553,-0.7533859110967429,-1.4745596134799688,292.4,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2652,2652,-0.1970475470119343,-0.4386687575887553,0.1032554527646023,-1.4845223574333144,644.5,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+2653,2653,-0.1964688464333383,-0.4386687575887553,-0.1007067767261941,0.1809163401010073,2198.9,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+2654,2654,-0.1958901458547423,-0.4386687575887553,-0.1007067767261941,0.7189045135816856,2538.05,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+2655,2655,-0.1953114452761463,-0.4386687575887553,1.286236383811222,1.1788511927611542,6603.8,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+2656,2656,-0.1947327446975503,-0.4386687575887553,1.571783505098337,0.8467597276496244,6287.3,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2657,2657,-0.1941540441189543,-0.4386687575887553,-1.2021028159764953,-0.928269153371502,108.7,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+2658,2658,-0.1935753435403583,-0.4386687575887553,-0.9981405864856988,0.3336784140523108,572.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2659,2659,-0.1929966429617624,-0.4386687575887553,-0.7941783569949022,1.1356793022966554,1301.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+2660,2660,-0.1924179423831664,-0.4386687575887553,0.6335572494406732,-1.320137082203107,1171.5,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2661,2661,-0.1918392418045704,-0.4386687575887553,-0.2638765603188314,0.6773930804427444,2184.6,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+2662,2662,-0.1912605412259744,-0.4386687575887553,0.1440478986627616,0.3834921338190403,2606.35,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False,True
+2663,2663,-0.1906818406473784,-0.4386687575887553,0.7151421412369917,0.1842372547521224,3533.6,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False
+2664,2664,-0.1901031400687824,-0.4386687575887553,0.6743496953388325,-0.313899942915172,2633.95,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False
+2665,2665,-0.1895244394901864,2.279624392438459,0.4295950199498767,1.1871534793889424,4304,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2666,2666,-0.1889457389115904,-0.4386687575887553,-0.9981405864856988,-1.5094292173166792,152.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2667,2667,-0.1883670383329944,-0.4386687575887553,-1.2428952618746545,-0.119626435824927,125.95,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+2668,2668,-0.1877883377543985,-0.4386687575887553,0.8375194789314696,0.6939976536983209,4616.1,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+2669,2669,-0.1872096371758025,-0.4386687575887553,1.286236383811222,1.0659400946232342,6314.35,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,True
+2670,2670,-0.1866309365972065,-0.4386687575887553,-0.631008573402265,-0.3089185709384991,934.15,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2671,2671,-0.1860522360186105,-0.4386687575887553,0.8375194789314696,-1.5044478453400063,1050.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2672,2672,-0.1854735354400145,-0.4386687575887553,-1.2836877077728135,-0.4683224741920333,50.7,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2673,2673,-0.1848948348614185,-0.4386687575887553,0.6335572494406732,1.1589257048544626,4977.2,False,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2674,2674,-0.1843161342828225,-0.4386687575887553,-0.9981405864856988,-0.8734740616280997,330.8,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2675,2675,-0.1837374337042265,-0.4386687575887553,-0.91655569468938,0.8733270448585467,964.35,False,False,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+2676,2676,-0.1831587331256305,-0.4386687575887553,0.3072176822553988,0.5312728357936711,3132.75,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False
+2677,2677,-0.1825800325470346,-0.4386687575887553,-0.0191218849298755,0.2921669809133695,2316.85,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+2678,2678,-0.1820013319684386,2.279624392438459,0.3480101281535581,0.9878986003220246,3851.45,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2679,2679,-0.1814226313898426,-0.4386687575887553,-0.3046690062169906,1.1771907354355966,2387.75,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2680,2680,-0.1808439308112466,-0.4386687575887553,-0.4270463439114685,0.8069087518362408,1949.4,True,False,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+2681,2681,-0.1802652302326506,-0.4386687575887553,1.6125759509964963,-1.306853423598646,1866.45,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2682,2682,-0.1796865296540546,-0.4386687575887553,-0.3454614521151499,-1.335081198133126,592.65,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+2683,2683,-0.1791078290754586,-0.4386687575887553,-0.3454614521151499,-0.1445332957082918,1440.75,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+2684,2684,-0.1785291284968626,2.279624392438459,1.286236383811222,0.3270365847500806,4869.35,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False
+2685,2685,-0.1779504279182666,-0.4386687575887553,-1.2021028159764953,1.4329011635714746,313.6,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+2686,2686,-0.1773717273396707,-0.4386687575887553,-1.2836877077728135,-0.4982107060520712,49.8,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2687,2687,-0.1767930267610747,2.279624392438459,1.2454439379130626,1.4810544260126466,7031.45,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2688,2688,-0.1762143261824787,-0.4386687575887553,-0.7941783569949022,-0.3769973212863626,718.1,False,False,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+2689,2689,-0.1756356256038827,-0.4386687575887553,-0.5086312357077871,-0.3255231441940756,1165.55,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,True,False,False
+2690,2690,-0.1750569250252867,-0.4386687575887553,0.8783119248296289,0.7106022269538974,4524.05,False,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2691,2691,-0.1744782244466907,-0.4386687575887553,0.2256327904590802,-1.501126930688891,763.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2692,2692,-0.1738995238680947,2.279624392438459,-1.2836877077728135,0.1643117668454308,69.75,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2693,2693,-0.1733208232894987,-0.4386687575887553,1.4086137215056995,-0.6941446704678738,3097.2,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False
+2694,2694,-0.1727421227109027,-0.4386687575887553,0.9191043707277884,1.0626191799721187,5283.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2695,2695,-0.1721634221323068,-0.4386687575887553,0.8375194789314696,-0.0216594536170256,3491.55,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+2696,2696,-0.1715847215537108,-0.4386687575887553,-0.1414992226243534,-1.2852674783663969,692.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2697,2697,-0.1710060209751148,-0.4386687575887553,-0.7533859110967429,-0.3022767416362684,795.15,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+2698,2698,-0.1704273203965188,-0.4386687575887553,0.6335572494406732,-0.1478542103594071,2896.4,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+2699,2699,-0.1698486198179228,-0.4386687575887553,0.6335572494406732,0.1576699375432001,3435.6,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,False,False,True
+2700,2700,-0.1692699192393268,-0.4386687575887553,-1.2836877077728135,-0.1744215275683296,59.55,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+2701,2701,-0.1686912186607308,-0.4386687575887553,0.470387465848036,-1.326778911505338,1013.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+2702,2702,-0.1681125180821348,-0.4386687575887553,0.5111799117461953,1.0343914054376389,4456.65,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+2703,2703,-0.1675338175035388,-0.4386687575887553,0.9598968166259476,0.3004692675411578,4092.85,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2704,2704,-0.1669551169249429,-0.4386687575887553,-0.7533859110967429,-1.1192217458106315,419.7,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2705,2705,-0.1663764163463469,-0.4386687575887553,-1.2428952618746545,0.2157859439377178,157.75,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2706,2706,-0.1657977157677509,2.279624392438459,0.1440478986627616,-0.3554113760541132,1992.85,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+2707,2707,-0.1652190151891549,-0.4386687575887553,-1.1205179241801766,-0.8402649151169468,210.75,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+2708,2708,-0.1646403146105589,-0.4386687575887553,1.4901986133020184,-0.1129846065226966,4059.85,False,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False
+2709,2709,-0.1640616140319629,-0.4386687575887553,1.2046514920149034,1.4395429928737054,6825.65,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+2710,2710,-0.1634829134533669,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2711,2711,-0.1629042128747709,-0.4386687575887553,0.062463006866443,0.0065683209174541,2157.5,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+2712,2712,-0.1623255122961749,-0.4386687575887553,-0.6718010193004244,0.5296123784681136,1321.3,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+2713,2713,-0.161746811717579,-0.4386687575887553,-0.7533859110967429,-1.5276942478978135,255.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2714,2714,-0.161168111138983,-0.4386687575887553,0.6743496953388325,1.100809698459945,4917.9,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+2715,2715,-0.160589410560387,-0.4386687575887553,-1.2428952618746545,0.5130078052125371,144.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2716,2716,-0.160010709981791,-0.4386687575887553,-0.2638765603188314,-1.5160710466189098,515.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+2717,2717,-0.159432009403195,-0.4386687575887553,-0.4270463439114685,1.0327309481120814,2234.95,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False
+2718,2718,-0.158853308824599,-0.4386687575887553,0.0216705609682837,0.3021297248667158,2405.05,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+2719,2719,-0.158274608246003,-0.4386687575887553,-1.1613103700783358,-1.5044478453400063,96.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2720,2720,-0.157695907667407,-0.4386687575887553,-0.5494236816059465,-1.4994664733633334,358.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2721,2721,-0.157117207088811,-0.4386687575887553,1.0006892625241068,0.8218528677662597,5012.35,True,False,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+2722,2722,-0.1565385065102151,-0.4386687575887553,0.755934587135151,0.71558359893057,4267.15,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False,False,True
+2723,2723,-0.1559598059316191,-0.4386687575887553,-1.2836877077728135,-0.6858423838400854,44.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2724,2724,-0.1553811053530231,-0.4386687575887553,-1.2021028159764953,0.85008064230074,268.45,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+2725,2725,-0.1548024047744271,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+2726,2726,-0.1542237041958311,-0.4386687575887553,-0.7125934651985837,-0.6277263774455678,693.45,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False,False,True
+2727,2727,-0.1536450036172351,-0.4386687575887553,0.7967270330333104,0.4964032319569605,4217.8,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+2728,2728,-0.1530663030386391,-0.4386687575887553,0.9598968166259476,1.1788511927611542,5614.45,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+2729,2729,-0.1524876024600431,-0.4386687575887553,-1.2021028159764953,0.4034176217257323,228.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2730,2730,-0.1519089018814471,-0.4386687575887553,-0.2638765603188314,-0.976422415812674,978.6,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+2731,2731,-0.1513302013028511,-0.4386687575887553,1.4494061674038592,1.5275472311282603,7553.6,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+2732,2732,-0.1507515007242552,-0.4386687575887553,-1.1613103700783358,-0.4733038461687064,235.65,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2733,2733,-0.1501728001456592,-0.4386687575887553,1.6125759509964963,-1.303532508947531,1867.7,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2734,2734,-0.1495940995670632,-0.4386687575887553,0.3072176822553988,1.3664828705491687,4335.2,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+2735,2735,-0.1490153989884672,2.279624392438459,1.3678212756075403,1.1522838755522318,6822.15,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2736,2736,-0.1484366984098712,-0.4386687575887553,-1.2836877077728135,-1.4928246440611028,19.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2737,2737,-0.1478579978312752,2.279624392438459,-0.5494236816059465,1.3349341813635731,2007.25,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+2738,2738,-0.1472792972526792,-0.4386687575887553,0.3888025740517173,-1.5027873880144489,839.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+2739,2739,-0.1467005966740832,-0.4386687575887553,0.062463006866443,1.0925074118321567,3410,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+2740,2740,-0.1461218960954872,-0.4386687575887553,-1.2836877077728135,0.5412355797470169,81.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2741,2741,-0.1455431955168913,-0.4386687575887553,1.6125759509964963,0.7936250932317798,6501.35,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2742,2742,-0.1449644949382953,-0.4386687575887553,0.755934587135151,-1.4928246440611028,996.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+2743,2743,-0.1443857943596993,2.279624392438459,0.9191043707277884,0.6856953670705327,4874.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2744,2744,-0.1438070937811033,-0.4386687575887553,1.3678212756075403,1.2502508577601332,6615.15,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+2745,2745,-0.1432283932025073,2.279624392438459,-0.1007067767261941,0.8384574410218362,2627.2,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2746,2746,-0.1426496926239113,2.279624392438459,0.062463006866443,0.8417783556729518,3128.8,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+2747,2747,-0.1420709920453153,-0.4386687575887553,0.9191043707277884,0.4299849389346546,4458.15,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2748,2748,-0.1414922914667193,-0.4386687575887553,0.8783119248296289,1.0061636309031583,5064.85,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+2749,2749,-0.1409135908881233,-0.4386687575887553,1.0006892625241068,-0.8469067444191775,2111.45,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2750,2750,-0.1403348903095274,-0.4386687575887553,-0.8757632487912208,0.3170738407967343,834.2,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2751,2751,-0.1397561897309314,-0.4386687575887553,-1.2428952618746545,-1.4994664733633334,31.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+2752,2752,-0.1391774891523354,2.279624392438459,-1.1613103700783358,0.1510281082409694,261.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2753,2753,-0.1385987885737394,-0.4386687575887553,1.6125759509964963,0.868345672881874,6652.45,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2754,2754,-0.1380200879951434,-0.4386687575887553,0.6335572494406732,-1.4861828147588725,1036,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+2755,2755,-0.1374413874165474,-0.4386687575887553,-0.2638765603188314,-1.4662573268521804,595.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+2756,2756,-0.1368626868379514,-0.4386687575887553,-0.7125934651985837,-1.4944851013866605,272.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2757,2757,-0.1362839862593554,-0.4386687575887553,-0.7125934651985837,0.6109747874204384,1130,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+2758,2758,-0.1357052856807594,-0.4386687575887553,1.286236383811222,1.2502508577601332,6654.1,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+2759,2759,-0.1351265851021635,-0.4386687575887553,1.571783505098337,1.5424913470582793,7984.15,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+2760,2760,-0.1345478845235675,-0.4386687575887553,1.2454439379130626,0.1327630776598354,4111.35,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False
+2761,2761,-0.1339691839449715,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2762,2762,-0.1333904833663755,-0.4386687575887553,1.286236383811222,1.3150086934568816,6721.6,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+2763,2763,-0.1328117827877795,-0.4386687575887553,0.5111799117461953,0.3702084752145793,3273.8,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2764,2764,-0.1322330822091835,-0.4386687575887553,-1.1613103700783358,-1.501126930688891,93.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2765,2765,-0.1316543816305875,-0.4386687575887553,-0.0599143308280348,0.8334760690451635,2806.9,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2766,2766,-0.1310756810519915,-0.4386687575887553,1.4494061674038592,1.500979913919338,7611.85,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+2767,2767,-0.1304969804733955,-0.4386687575887553,-0.3046690062169906,0.5628215249792665,2028.8,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False
+2768,2768,-0.1299182798947995,-0.4386687575887553,1.6125759509964963,-1.3300998261564532,1769.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2769,2769,-0.1293395793162036,-0.4386687575887553,0.1440478986627616,-0.2989558269851533,1941.5,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False
+2770,2770,-0.1287608787376076,-0.4386687575887553,-1.2836877077728135,-0.6908237558167584,44,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2771,2771,-0.1281821781590116,-0.4386687575887553,-1.3244801536709732,-1.3101743382497613, ,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2772,2772,-0.1276034775804156,-0.4386687575887553,-0.3046690062169906,-1.4944851013866605,475.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2773,2773,-0.1270247770018196,-0.4386687575887553,-0.9981405864856988,-1.514410589293352,161.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+2774,2774,-0.1264460764232236,-0.4386687575887553,0.1848403445609209,0.341980700680099,2658.8,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False,False,False
+2775,2775,-0.1258673758446276,2.279624392438459,-1.1613103700783358,0.9945404296242552,422.4,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2776,2776,-0.1252886752660316,-0.4386687575887553,-0.1822916685225127,0.5993515861415346,2320.8,False,True,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,True,False,True,False,False,False
+2777,2777,-0.1247099746874356,-0.4386687575887553,0.1848403445609209,-0.6443309507011442,1593.1,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False
+2778,2778,-0.1241312741088396,-0.4386687575887553,-0.9981405864856988,-1.472899156154411,162.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+2779,2779,-0.1235525735302437,-0.4386687575887553,-1.2836877077728135,-0.5330803098887817,48.75,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2780,2780,-0.1229738729516477,-0.4386687575887553,-0.3046690062169906,-1.4861828147588725,471.7,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+2781,2781,-0.1223951723730517,-0.4386687575887553,-0.2638765603188314,1.1140933570644058,2515.3,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2782,2782,-0.1218164717944557,2.279624392438459,-0.9573481405875396,0.5329332931192287,751.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2783,2783,-0.1212377712158597,-0.4386687575887553,-0.4678387898096278,1.2618740590390367,2110.15,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2784,2784,-0.1206590706372637,2.279624392438459,-0.5494236816059465,0.4997241466080757,1471.75,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2785,2785,-0.1200803700586677,-0.4386687575887553,-0.5902161275041058,-1.0361988795327493,550.35,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+2786,2786,-0.1195016694800717,-0.4386687575887553,-0.0191218849298755,1.4395429928737054,3432.9,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+2787,2787,-0.1189229689014757,2.279624392438459,-0.3862538980133093,-1.0013292756960388,768.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+2788,2788,-0.1183442683228798,-0.4386687575887553,0.9191043707277884,0.3386597860289839,4213.9,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,True,False,False
+2789,2789,-0.1177655677442838,-0.4386687575887553,0.4295950199498767,-1.273644277087493,1110.05,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2790,2790,-0.1171868671656878,2.279624392438459,-1.2428952618746545,-0.6675773532589512,93.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2791,2791,-0.1166081665870918,-0.4386687575887553,-1.1205179241801766,0.5960306714904196,417.75,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+2792,2792,-0.1160294660084958,-0.4386687575887553,-0.7533859110967429,-0.1129846065226966,815.55,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False
+2793,2793,-0.1154507654298998,-0.4386687575887553,-1.1613103700783358,-0.1163055211738119,249.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+2794,2794,-0.1148720648513038,-0.4386687575887553,-1.1613103700783358,-0.6725587252356243,220.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2795,2795,-0.1142933642727078,-0.4386687575887553,-0.8349708028930616,-1.4845223574333144,223.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2796,2796,-0.1137146636941118,-0.4386687575887553,1.4494061674038592,0.7189045135816856,5762.95,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+2797,2797,-0.1131359631155159,-0.4386687575887553,-0.91655569468938,0.6906767390472053,813.85,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2798,2798,-0.1125572625369199,-0.4386687575887553,0.8375194789314696,0.9978613442753704,5000.2,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2799,2799,-0.1119785619583239,-0.4386687575887553,1.3678212756075403,0.8035878371851256,5898.6,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False
+2800,2800,-0.1113998613797279,-0.4386687575887553,-0.223084114420672,-1.5077687599911216,460.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+2801,2801,-0.1108211608011319,2.279624392438459,0.062463006866443,0.4914218599802874,2718.3,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2802,2802,-0.1102424602225359,2.279624392438459,-0.8757632487912208,0.664109421838283,906.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+2803,2803,-0.1096637596439399,-0.4386687575887553,1.286236383811222,-1.303532508947531,1714.95,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2804,2804,-0.1090850590653439,-0.4386687575887553,-0.7941783569949022,0.5678028969559397,1028.9,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2805,2805,-0.1085063584867479,-0.4386687575887553,-1.2021028159764953,-1.4812014427821991,50.6,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2806,2806,-0.1079276579081519,-0.4386687575887553,-0.3454614521151499,0.8218528677662597,2187.15,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2807,2807,-0.107348957329556,-0.4386687575887553,1.4901986133020184,-0.1113241491971388,4131.2,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,True,False,False
+2808,2808,-0.10677025675096,-0.4386687575887553,-0.5086312357077871,1.01944728950762,1916.2,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+2809,2809,-0.106191556172364,-0.4386687575887553,0.6335572494406732,-0.6642564386078361,2104.55,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2810,2810,-0.105612855593768,-0.4386687575887553,-0.7941783569949022,-0.3437881747752097,706.85,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2811,2811,-0.105034155015172,2.279624392438459,-1.1205179241801766,0.6890162817216477,408.5,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2812,2812,-0.104455454436576,-0.4386687575887553,-1.1205179241801766,0.1709535961476615,320.4,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2813,2813,-0.10387675385798,2.279624392438459,-1.2836877077728135,0.3154133834711767,74.3,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2814,2814,-0.103298053279384,-0.4386687575887553,-0.1007067767261941,0.982917228345352,2838.7,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2815,2815,-0.102719352700788,-0.4386687575887553,-0.7941783569949022,1.193795308691173,1313.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+2816,2816,-0.1021406521221921,-0.4386687575887553,1.163859046116744,0.9596708257875448,5860.7,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,False,False,False,False
+2817,2817,-0.1015619515435961,-0.4386687575887553,-1.1613103700783358,-1.472899156154411,82.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+2818,2818,-0.1009832509650001,-0.4386687575887553,-0.91655569468938,-0.3188813148918449,528.35,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False
+2819,2819,-0.1004045503864041,-0.4386687575887553,0.3072176822553988,-0.0299617402448141,2635,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False,False,False
+2820,2820,-0.0998258498078081,-0.4386687575887553,0.4295950199498767,0.0480797540563953,2907.35,True,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+2821,2821,-0.0992471492292121,-0.4386687575887553,-1.2836877077728135,-1.160733178949573,29.85,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2822,2822,-0.0986684486506161,-0.4386687575887553,-0.9573481405875396,0.1560094802176425,653.25,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,True
+2823,2823,-0.0980897480720201,2.279624392438459,-1.2836877077728135,0.1676326814965459,69.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2824,2824,-0.0975110474934241,-0.4386687575887553,-0.5494236816059465,-1.4795409854566417,383.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2825,2825,-0.0969323469148281,-0.4386687575887553,-0.9573481405875396,0.3453016153312146,633.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+2826,2826,-0.0963536463362322,-0.4386687575887553,-0.9573481405875396,0.5428960370725749,784.45,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2827,2827,-0.0957749457576362,-0.4386687575887553,-0.5902161275041058,-1.4861828147588725,345.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+2828,2828,-0.0951962451790402,-0.4386687575887553,1.4086137215056995,1.3581805839213803,6816.95,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2829,2829,-0.0946175446004442,-0.4386687575887553,-0.7941783569949022,-0.697465585118989,592.65,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False
+2830,2830,-0.0940388440218482,-0.4386687575887553,-1.1205179241801766,0.1742745107987766,346.4,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2831,2831,-0.0934601434432522,2.279624392438459,0.0216705609682837,1.497658999268223,3694.7,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+2832,2832,-0.0928814428646562,-0.4386687575887553,1.2046514920149034,0.0098892355685692,3846.75,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,True
+2833,2833,-0.0923027422860602,-0.4386687575887553,1.6125759509964963,1.1871534793889424,7325.1,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False
+2834,2834,-0.0917240417074642,-0.4386687575887553,-0.9981405864856988,0.6541466778849372,662.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+2835,2835,-0.0911453411288683,2.279624392438459,-1.2836877077728135,-0.6244054627944524,46,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2836,2836,-0.0905666405502723,-0.4386687575887553,0.470387465848036,1.0061636309031583,4060.55,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True,True,False,False
+2837,2837,-0.0899879399716763,-0.4386687575887553,-0.631008573402265,1.057637807995446,1588.25,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2838,2838,-0.0894092393930803,-0.4386687575887553,-0.1007067767261941,1.1705489061333658,3046.15,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2839,2839,-0.0888305388144843,-0.4386687575887553,1.4901986133020184,-1.288588393017512,1796.55,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+2840,2840,-0.0882518382358883,-0.4386687575887553,-0.3862538980133093,-0.5015316207031864,1081.25,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+2841,2841,-0.0876731376572923,-0.4386687575887553,-1.2428952618746545,0.7106022269538974,178.7,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,True
+2842,2842,-0.0870944370786963,2.279624392438459,-1.2021028159764953,-0.6576146093056053,127.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2843,2843,-0.0865157365001003,-0.4386687575887553,-0.1007067767261941,0.3270365847500806,2308.6,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False,False
+2844,2844,-0.0859370359215044,-0.4386687575887553,-1.2836877077728135,-0.6958051277934313,43.85,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2845,2845,-0.0853583353429084,2.279624392438459,-0.9981405864856988,1.1738698207844815,908.55,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+2846,2846,-0.0847796347643124,2.279624392438459,1.0822741543204255,0.6026725007926502,4903.15,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+2847,2847,-0.0842009341857164,2.279624392438459,-1.038933032383858,-0.4483969862853417,419.35,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2848,2848,-0.0836222336071204,-0.4386687575887553,0.1848403445609209,1.0078240882287166,3532.85,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+2849,2849,-0.0830435330285244,-0.4386687575887553,0.6743496953388325,1.4744125967104158,5290.45,True,False,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+2850,2850,-0.0824648324499284,-0.4386687575887553,-0.2638765603188314,0.5678028969559397,2078.55,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False
+2851,2851,-0.0818861318713324,-0.4386687575887553,-1.2836877077728135,0.4897614026547299,79.55,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+2852,2852,-0.0813074312927364,-0.4386687575887553,1.2046514920149034,1.6321560426383923,6891.4,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+2853,2853,-0.0807287307141405,-0.4386687575887553,-0.631008573402265,-1.5027873880144489,280.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2854,2854,-0.0801500301355445,-0.4386687575887553,0.1440478986627616,1.0028427162520437,3440.25,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+2855,2855,-0.0795713295569485,-0.4386687575887553,-0.0191218849298755,-1.4712386988288533,696.8,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2856,2856,-0.0789926289783525,-0.4386687575887553,-1.2428952618746545,-1.489503729409987,47.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2857,2857,-0.0784139283997565,-0.4386687575887553,-0.1007067767261941,-1.511089674642237,602.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2858,2858,-0.0778352278211605,-0.4386687575887553,-0.4678387898096278,1.3714642425258414,2249.95,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2859,2859,-0.0772565272425645,-0.4386687575887553,1.3678212756075403,1.3698037852002838,6981.35,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+2860,2860,-0.0766778266639685,-0.4386687575887553,-0.0191218849298755,0.5163287198636521,2596.15,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2861,2861,-0.0760991260853725,2.279624392438459,-1.2021028159764953,0.5179891771892102,224.05,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2862,2862,-0.0755204255067766,-0.4386687575887553,1.4901986133020184,-1.4812014427821991,1412.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2863,2863,-0.0749417249281806,-0.4386687575887553,-0.91655569468938,1.504300828570453,1043.3,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2864,2864,-0.0743630243495846,2.279624392438459,-1.2836877077728135,0.1477071935898543,69.25,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2865,2865,-0.0737843237709886,-0.4386687575887553,1.4901986133020184,0.8583829289285282,6322.1,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+2866,2866,-0.0732056231923926,2.279624392438459,-1.1613103700783358,0.9795963136942364,424.45,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2867,2867,-0.0726269226137966,-0.4386687575887553,1.3678212756075403,-0.0498872281515059,4189.7,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False
+2868,2868,-0.0720482220352006,-0.4386687575887553,0.1032554527646023,-1.350025314063145,812.5,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2869,2869,-0.0714695214566046,-0.4386687575887553,-0.4270463439114685,1.3216505227591118,2180.55,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2870,2870,-0.0708908208780086,-0.4386687575887553,0.9191043707277884,-1.5077687599911216,1083,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2871,2871,-0.0703121202994127,-0.4386687575887553,-0.9573481405875396,0.5312728357936711,713.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2872,2872,-0.0697334197208167,-0.4386687575887553,0.9191043707277884,0.8301551543940479,4959.6,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+2873,2873,-0.0691547191422207,-0.4386687575887553,0.1440478986627616,1.3698037852002838,3834.4,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+2874,2874,-0.0685760185636247,2.279624392438459,-0.223084114420672,0.5528587810259208,2122.05,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2875,2875,-0.0679973179850287,-0.4386687575887553,1.4086137215056995,1.3913897304325331,7009.5,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+2876,2876,-0.0674186174064327,2.279624392438459,0.8783119248296289,1.2187021685745378,5373.1,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+2877,2877,-0.0668399168278367,-0.4386687575887553,1.2046514920149034,-0.8568694883725233,2337.45,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,False
+2878,2878,-0.0662612162492407,-0.4386687575887553,0.9598968166259476,-0.4251505837275345,2884.9,True,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,True
+2879,2879,-0.0656825156706447,-0.4386687575887553,0.062463006866443,1.4943380846171077,3587.25,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,True
+2880,2880,-0.0651038150920487,-0.4386687575887553,0.0216705609682837,0.7089417696283398,2745.7,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+2881,2881,-0.0645251145134528,-0.4386687575887553,-1.1205179241801766,0.9663126550897754,486.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+2882,2882,-0.0639464139348568,-0.4386687575887553,-0.6718010193004244,-1.501126930688891,314.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2883,2883,-0.0633677133562608,-0.4386687575887553,0.062463006866443,0.7986064652084525,3000.25,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+2884,2884,-0.0627890127776648,2.279624392438459,1.041481708422266,1.3515387546191495,6205.5,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+2885,2885,-0.0622103121990688,2.279624392438459,1.3678212756075403,0.2008418280076989,4738.85,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+2886,2886,-0.0616316116204728,-0.4386687575887553,0.1848403445609209,-1.482861900107757,785.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2887,2887,-0.0610529110418768,-0.4386687575887553,-1.0797254782820174,-0.6410100360500289,285.2,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2888,2888,-0.0604742104632808,-0.4386687575887553,1.3270288297093813,0.3120924688200616,4805.65,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+2889,2889,-0.0598955098846848,-0.4386687575887553,0.755934587135151,-1.472899156154411,1042.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2890,2890,-0.0593168093060888,-0.4386687575887553,-1.2428952618746545,-0.6459914080267019,89.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+2891,2891,-0.0587381087274929,-0.4386687575887553,-0.5902161275041058,0.1178189617298164,1299.8,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+2892,2892,-0.0581594081488969,-0.4386687575887553,0.755934587135151,-0.1428728383827342,3145.15,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+2893,2893,-0.0575807075703009,-0.4386687575887553,-0.9573481405875396,-1.4795409854566417,186.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2894,2894,-0.0570020069917049,-0.4386687575887553,-0.7125934651985837,1.1589257048544626,1566.75,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2895,2895,-0.0564233064131089,-0.4386687575887553,1.6125759509964963,1.3531992119447074,7542.25,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+2896,2896,-0.0558446058345129,-0.4386687575887553,-0.8349708028930616,-1.5094292173166792,212.3,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2897,2897,-0.0552659052559169,-0.4386687575887553,1.1230666002185847,-0.8369440004658314,2424.5,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+2898,2898,-0.0546872046773209,-0.4386687575887553,-0.0191218849298755,-1.5077687599911216,641.15,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2899,2899,-0.0541085040987249,-0.4386687575887553,-1.0797254782820174,0.5213100918403253,463.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+2900,2900,-0.053529803520129,-0.4386687575887553,0.2664252363572394,1.1688884488078084,3835.55,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+2901,2901,-0.052951102941533,-0.4386687575887553,-1.2428952618746545,0.3303574994011957,144.8,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2902,2902,-0.052372402362937,-0.4386687575887553,1.571783505098337,0.4731568293991534,5552.5,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+2903,2903,-0.051793701784341,-0.4386687575887553,-1.2836877077728135,-0.1544960396616378,60.15,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2904,2904,-0.051215001205745,-0.4386687575887553,-1.2428952618746545,0.5113473478869796,181.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2905,2905,-0.050636300627149,-0.4386687575887553,1.6125759509964963,1.4910171699659924,8129.3,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+2906,2906,-0.050057600048553,-0.4386687575887553,0.3480101281535581,0.1261212483576047,2877.05,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,False,True,False
+2907,2907,-0.049478899469957,2.279624392438459,-1.038933032383858,0.3336784140523108,485.25,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2908,2908,-0.048900198891361,2.279624392438459,0.1032554527646023,0.9878986003220246,3365.4,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2909,2909,-0.048321498312765,-0.4386687575887553,-0.0599143308280348,0.5196496345147678,2429.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2910,2910,-0.0477427977341691,-0.4386687575887553,0.5111799117461953,-1.340062570109799,1088.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2911,2911,-0.0471640971555731,-0.4386687575887553,-0.7125934651985837,0.9480476245086408,1444.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+2912,2912,-0.0465853965769771,-0.4386687575887553,-0.223084114420672,-1.4861828147588725,552.9,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+2913,2913,-0.0460066959983811,2.279624392438459,-0.0599143308280348,0.8600433862540858,2835.5,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+2914,2914,-0.0454279954197851,-0.4386687575887553,0.3480101281535581,0.0563820406841836,2728.6,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+2915,2915,-0.0448492948411891,-0.4386687575887553,-0.5494236816059465,-1.5276942478978135,279.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2916,2916,-0.0442705942625931,-0.4386687575887553,-0.3046690062169906,-0.2059702167539248,1502.65,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+2917,2917,-0.0436918936839971,-0.4386687575887553,-0.7125934651985837,1.3465573826424766,1559.25,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+2918,2918,-0.0431131931054011,-0.4386687575887553,-1.2428952618746545,0.2274091452166216,135.75,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2919,2919,-0.0425344925268052,-0.4386687575887553,-0.8349708028930616,-0.4832665901220522,593.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+2920,2920,-0.0419557919482092,2.279624392438459,-0.3862538980133093,0.4831195733524992,1835.3,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+2921,2921,-0.0413770913696132,-0.4386687575887553,-0.4270463439114685,-1.4911641867355452,400.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2922,2922,-0.0407983907910172,-0.4386687575887553,1.571783505098337,1.1871534793889424,7113.75,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,False,False,False
+2923,2923,-0.0402196902124212,2.279624392438459,-0.1007067767261941,1.212060339272307,2974.5,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+2924,2924,-0.0396409896338252,-0.4386687575887553,-1.2836877077728135,-0.6609355239567207,44.9,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2925,2925,-0.0390622890552292,-0.4386687575887553,-0.5086312357077871,-1.5127501319677945,375.25,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+2926,2926,-0.0384835884766332,-0.4386687575887553,-1.2836877077728135,-0.3072581136129416,55.55,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+2927,2927,-0.0379048878980372,-0.4386687575887553,1.4494061674038592,0.6807139950938595,5560,False,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2928,2928,-0.0373261873194413,-0.4386687575887553,-0.7533859110967429,-1.4911641867355452,283.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+2929,2929,-0.0367474867408453,-0.4386687575887553,-1.2428952618746545,-1.4928246440611028,35.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2930,2930,-0.0361687861622493,-0.4386687575887553,0.2256327904590802,0.1709535961476615,2657.55,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+2931,2931,-0.0355900855836533,-0.4386687575887553,-0.5902161275041058,-1.4994664733633334,411.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2932,2932,-0.0350113850050573,-0.4386687575887553,-0.0599143308280348,1.3133482361313236,3205.6,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+2933,2933,-0.0344326844264613,-0.4386687575887553,1.571783505098337,-0.0249803682681412,4492.9,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+2934,2934,-0.0338539838478653,-0.4386687575887553,1.4086137215056995,1.497658999268223,7332.4,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+2935,2935,-0.0332752832692693,-0.4386687575887553,1.6125759509964963,0.9131780206719304,6719.9,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+2936,2936,-0.0326965826906733,2.279624392438459,-0.0191218849298755,1.3797665291536296,3520.75,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+2937,2937,-0.0321178821120774,-0.4386687575887553,-1.1613103700783358,0.5312728357936711,332.45,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+2938,2938,-0.0315391815334814,-0.4386687575887553,-0.3862538980133093,-0.1594774116383107,1347.15,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False,False
+2939,2939,-0.0309604809548854,-0.4386687575887553,1.3678212756075403,0.087930729869779,4508.65,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+2940,2940,-0.0303817803762894,2.279624392438459,1.0006892625241068,1.331613266712458,5913.95,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+2941,2941,-0.0298030797976934,-0.4386687575887553,0.1440478986627616,0.8251737824173753,3348.1,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+2942,2942,-0.0292243792190974,-0.4386687575887553,-0.7941783569949022,-1.316816167551992,331.85,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2943,2943,-0.0286456786405014,-0.4386687575887553,-0.9573481405875396,0.6142957020715536,803.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+2944,2944,-0.0280669780619054,-0.4386687575887553,-1.1205179241801766,0.5329332931192287,356.1,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2945,2945,-0.0274882774833094,-0.4386687575887553,1.4086137215056995,0.7089417696283398,5883.85,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+2946,2946,-0.0269095769047135,-0.4386687575887553,-1.2836877077728135,0.1692931388221039,69.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2947,2947,-0.0263308763261175,-0.4386687575887553,-1.1613103700783358,0.3320179567267532,321.9,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+2948,2948,-0.0257521757475215,-0.4386687575887553,-1.2836877077728135,0.1825767974265648,70.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2949,2949,-0.0251734751689255,-0.4386687575887553,-0.0599143308280348,-1.5027873880144489,658.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+2950,2950,-0.0245947745903295,-0.4386687575887553,-1.2021028159764953,-0.7140701583745656,123.65,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2951,2951,-0.0240160740117335,-0.4386687575887553,-1.1613103700783358,0.4681754574224807,299.75,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+2952,2952,-0.0234373734331375,-0.4386687575887553,0.0216705609682837,1.0028427162520437,3008.15,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,True,False,False
+2953,2953,-0.0228586728545415,-0.4386687575887553,1.041481708422266,-1.316816167551992,1509.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+2954,2954,-0.0222799722759455,-0.4386687575887553,-0.3046690062169906,-1.3085138809242038,546.85,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+2955,2955,-0.0217012716973495,-0.4386687575887553,-1.1613103700783358,0.3735293898656944,318.9,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2956,2956,-0.0211225711187536,2.279624392438459,0.755934587135151,0.9580103684619872,4839.15,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+2957,2957,-0.0205438705401576,-0.4386687575887553,-0.5494236816059465,-1.316816167551992,468.35,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+2958,2958,-0.0199651699615616,-0.4386687575887553,-0.8757632487912208,-0.6891632984912008,483.7,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2959,2959,-0.0193864693829656,-0.4386687575887553,-0.3454614521151499,-0.280690796404019,1381.2,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+2960,2960,-0.0188077688043696,-0.4386687575887553,-0.5902161275041058,0.3104320114945041,1387,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2961,2961,-0.0182290682257736,-0.4386687575887553,-1.1613103700783358,-1.3467043994120296,96.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+2962,2962,-0.0176503676471776,-0.4386687575887553,-0.8349708028930616,0.441608140213558,947.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+2963,2963,-0.0170716670685816,2.279624392438459,-0.5494236816059465,0.7770205199762034,1775.8,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2964,2964,-0.0164929664899856,2.279624392438459,-0.0599143308280348,1.055977350669888,2877.95,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,False
+2965,2965,-0.0159142659113897,2.279624392438459,1.163859046116744,-0.0249803682681412,3902.6,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,False,False,False,False
+2966,2966,-0.0153355653327937,2.279624392438459,-0.9981405864856988,0.1626513095198732,572.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2967,2967,-0.0147568647541977,-0.4386687575887553,0.6743496953388325,0.7438113734650503,4345,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+2968,2968,-0.0141781641756017,-0.4386687575887553,-1.1205179241801766,-0.4583597302386875,305.95,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+2969,2969,-0.0135994635970057,-0.4386687575887553,0.1032554527646023,0.2871856089366969,2661.1,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+2970,2970,-0.0130207630184097,-0.4386687575887553,1.5309910592001776,1.6886115917073528,7968.85,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+2971,2971,-0.0124420624398137,-0.4386687575887553,-1.2836877077728135,1.2170417112489802,101.45,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+2972,2972,-0.0118633618612177,-0.4386687575887553,-0.0599143308280348,0.7570950320695112,2724.25,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+2973,2973,-0.0112846612826217,2.279624392438459,-0.7941783569949022,0.3154133834711767,940.35,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+2974,2974,-0.0107059607040258,-0.4386687575887553,-0.1822916685225127,-0.4650015595409182,1386.8,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False,False,True
+2975,2975,-0.0101272601254298,2.279624392438459,0.7151421412369917,0.1842372547521224,3454.6,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+2976,2976,-0.0095485595468338,2.279624392438459,-0.4270463439114685,-1.4861828147588725,417,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+2977,2977,-0.0089698589682378,-0.4386687575887553,0.1440478986627616,-0.1362310090805035,2234.55,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+2978,2978,-0.0083911583896418,-0.4386687575887553,0.3072176822553988,1.368143327874726,4178.65,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+2979,2979,-0.0078124578110458,-0.4386687575887553,-0.5494236816059465,-0.4882479620987252,910.45,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+2980,2980,-0.0072337572324498,-0.4386687575887553,-1.1613103700783358,0.5329332931192287,302.75,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+2981,2981,-0.0066550566538538,-0.4386687575887553,0.1032554527646023,0.7189045135816856,3029.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2982,2982,-0.0060763560752578,-0.4386687575887553,-0.5086312357077871,0.1360839923109509,1370.35,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+2983,2983,-0.0054976554966618,-0.4386687575887553,-0.8757632487912208,-1.4745596134799688,231.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2984,2984,-0.0049189549180659,-0.4386687575887553,-0.9573481405875396,-1.4795409854566417,172.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+2985,2985,-0.0043402543394699,-0.4386687575887553,1.571783505098337,1.1356793022966554,7061.65,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+2986,2986,-0.0037615537608739,-0.4386687575887553,1.571783505098337,-1.4845223574333144,1389.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2987,2987,-0.0031828531822779,-0.4386687575887553,1.571783505098337,1.6055887254294705,7993.3,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+2988,2988,-0.0026041526036819,-0.4386687575887553,-0.0599143308280348,0.4781382013758265,2497.2,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+2989,2989,-0.0020254520250859,2.279624392438459,-1.2836877077728135,0.1593303948687576,69.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+2990,2990,-0.0014467514464899,-0.4386687575887553,-0.0599143308280348,0.3552643592845604,2424.45,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+2991,2991,-0.0008680508678939,-0.4386687575887553,-1.2836877077728135,0.2025022853332569,70.9,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2992,2992,-0.0002893502892979,-0.4386687575887553,-1.2836877077728135,0.1526885655665274,69.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+2993,2993,0.0002893502892979,-0.4386687575887553,1.4086137215056995,0.494742774631403,5293.4,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+2994,2994,0.0008680508678939,2.279624392438459,0.4295950199498767,0.986238142996467,4156.8,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+2995,2995,0.0014467514464899,2.279624392438459,-0.4678387898096278,0.7222254282328008,1857.25,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False
+2996,2996,0.0020254520250859,-0.4386687575887553,1.163859046116744,1.3797665291536296,6751.35,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+2997,2997,0.0026041526036819,-0.4386687575887553,1.6125759509964963,-1.3334207408075684,1830.05,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+2998,2998,0.0031828531822779,-0.4386687575887553,-1.0797254782820174,-1.3085138809242038,153.3,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+2999,2999,0.0037615537608739,-0.4386687575887553,0.5927648035425139,-1.496145558712218,948.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3000,3000,0.0043402543394699,-0.4386687575887553,-0.3454614521151499,-1.472899156154411,527.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3001,3001,0.0049189549180659,-0.4386687575887553,0.2664252363572394,0.5511983237003631,3213.75,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+3002,3002,0.0054976554966618,-0.4386687575887553,1.3270288297093813,-1.3118347955753191,1748.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3003,3003,0.0060763560752578,-0.4386687575887553,-1.2836877077728135,0.6890162817216477,85.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+3004,3004,0.0066550566538538,-0.4386687575887553,-1.0797254782820174,0.768718233348415,522.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+3005,3005,0.0072337572324498,2.279624392438459,0.9598968166259476,1.190474394040058,5688.05,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3006,3006,0.0078124578110458,-0.4386687575887553,-0.3862538980133093,0.1311026203342778,1689.45,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+3007,3007,0.0083911583896418,-0.4386687575887553,0.062463006866443,-1.4861828147588725,679,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3008,3008,0.0089698589682378,-0.4386687575887553,-0.4678387898096278,-1.4712386988288533,402.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+3009,3009,0.0095485595468338,-0.4386687575887553,1.2046514920149034,0.1526885655665274,4237.5,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+3010,3010,0.0101272601254298,-0.4386687575887553,1.2046514920149034,-1.4928246440611028,1253.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3011,3011,0.0107059607040258,-0.4386687575887553,0.755934587135151,1.5507936336860677,5703.25,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3012,3012,0.0112846612826217,-0.4386687575887553,-0.5902161275041058,-0.2657466804740003,1074.65,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3013,3013,0.0118633618612177,-0.4386687575887553,0.062463006866443,0.3037901821922734,2524.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3014,3014,0.0124420624398137,-0.4386687575887553,1.163859046116744,0.9812567710197938,5703,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False
+3015,3015,0.0130207630184097,2.279624392438459,-1.2428952618746545,-0.493229334075398,107.1,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+3016,3016,0.0135994635970057,-0.4386687575887553,1.6125759509964963,-0.3155604002407298,3983.6,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+3017,3017,0.0141781641756017,-0.4386687575887553,0.8375194789314696,1.517584487174915,5835.5,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+3018,3018,0.0147568647541977,-0.4386687575887553,-1.0797254782820174,0.4698359147480382,494.95,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3019,3019,0.0153355653327937,-0.4386687575887553,-0.3454614521151499,0.649165305908264,1938.05,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3020,3020,0.0159142659113897,-0.4386687575887553,1.4494061674038592,0.1991813706821413,4859.95,True,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False
+3021,3021,0.0164929664899856,-0.4386687575887553,0.5927648035425139,-0.1594774116383107,2768.65,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+3022,3022,0.0170716670685816,2.279624392438459,0.5927648035425139,0.6873558243960902,4042.3,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+3023,3023,0.0176503676471776,-0.4386687575887553,0.1440478986627616,-1.514410589293352,702.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+3024,3024,0.0182290682257736,-0.4386687575887553,-0.9573481405875396,-1.4928246440611028,178.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3025,3025,0.0188077688043696,-0.4386687575887553,1.163859046116744,1.1921348513656156,6018.65,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+3026,3026,0.0193864693829656,-0.4386687575887553,1.6125759509964963,0.4831195733524992,5753.25,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+3027,3027,0.0199651699615616,-0.4386687575887553,0.1032554527646023,-0.3271836015196331,1916,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+3028,3028,0.0205438705401576,-0.4386687575887553,-0.3046690062169906,-1.2620210758085897,733.55,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3029,3029,0.0211225711187536,2.279624392438459,0.1032554527646023,1.2153812539234228,3496.3,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3030,3030,0.0217012716973495,-0.4386687575887553,-0.3454614521151499,-0.2391793632650778,1367.75,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+3031,3031,0.0222799722759455,-0.4386687575887553,0.9598968166259476,-1.316816167551992,1327.15,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3032,3032,0.0228586728545415,2.279624392438459,-0.2638765603188314,0.9563499111364292,2404.1,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3033,3033,0.0234373734331375,-0.4386687575887553,1.6125759509964963,0.5196496345147678,5737.6,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+3034,3034,0.0240160740117335,-0.4386687575887553,0.1848403445609209,-0.0050548803614491,2347.85,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False,False,False
+3035,3035,0.0245947745903295,-0.4386687575887553,-1.038933032383858,0.3436411580056571,496.9,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+3036,3036,0.0251734751689255,-0.4386687575887553,-1.038933032383858,0.2921669809133695,520,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3037,3037,0.0257521757475215,-0.4386687575887553,1.4901986133020184,0.4582127134691344,5356.45,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+3038,3038,0.0263308763261175,-0.4386687575887553,-0.9981405864856988,-1.501126930688891,125,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3039,3039,0.0269095769047135,-0.4386687575887553,-0.8349708028930616,-1.1474495203451118,368.85,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+3040,3040,0.0274882774833094,-0.4386687575887553,0.470387465848036,-1.2985511369708578,1110.5,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3041,3041,0.0280669780619054,-0.4386687575887553,1.6125759509964963,0.5379146650959018,5750,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+3042,3042,0.0286456786405014,-0.4386687575887553,0.9598968166259476,0.9845776856709094,5124.6,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+3043,3043,0.0292243792190974,-0.4386687575887553,-0.91655569468938,-1.4845223574333144,184.4,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3044,3044,0.0298030797976934,2.279624392438459,-1.2836877077728135,0.1427258216131811,69.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3045,3045,0.0303817803762894,-0.4386687575887553,0.5927648035425139,-0.3504300040774403,2538.2,True,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3046,3046,0.0309604809548854,-0.4386687575887553,0.470387465848036,-1.4745596134799688,905.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3047,3047,0.0315391815334814,-0.4386687575887553,-1.2021028159764953,0.4548917988180193,242.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3048,3048,0.0321178821120774,-0.4386687575887553,-0.9981405864856988,0.2108045719610451,563.65,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False
+3049,3049,0.0326965826906733,-0.4386687575887553,-0.6718010193004244,-1.467917784177738,330.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+3050,3050,0.0332752832692693,-0.4386687575887553,1.6125759509964963,0.5810865555604006,5815.15,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+3051,3051,0.0338539838478653,-0.4386687575887553,-1.2836877077728135,-0.6310472920966831,45.8,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3052,3052,0.0344326844264613,2.279624392438459,1.571783505098337,0.8185319531151446,6435.25,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False
+3053,3053,0.0350113850050573,2.279624392438459,0.9598968166259476,0.121139876380932,4014,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+3054,3054,0.0355900855836533,-0.4386687575887553,-1.2021028159764953,-1.511089674642237,54.7,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3055,3055,0.0361687861622493,-0.4386687575887553,-0.8757632487912208,0.0115496928941272,723.35,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3056,3056,0.0367474867408453,-0.4386687575887553,1.1230666002185847,0.5229705491658828,4847.05,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+3057,3057,0.0373261873194413,2.279624392438459,0.3888025740517173,1.341576010665804,4599.15,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+3058,3058,0.0379048878980372,-0.4386687575887553,-1.2428952618746545,-0.460020187564245,123.05,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3059,3059,0.0384835884766332,-0.4386687575887553,-0.9573481405875396,-1.472899156154411,147.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+3060,3060,0.0390622890552292,-0.4386687575887553,-1.2836877077728135,0.341980700680099,75.1,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3061,3061,0.0396409896338252,-0.4386687575887553,0.7967270330333104,-0.4849270474476098,2554,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+3062,3062,0.0402196902124212,2.279624392438459,0.1032554527646023,1.137339759622213,3395.8,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3063,3063,0.0407983907910172,-0.4386687575887553,-0.5086312357077871,-1.5077687599911216,374.5,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3064,3064,0.0413770913696132,-0.4386687575887553,-0.7125934651985837,0.3502829873078872,1114.55,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3065,3065,0.0419557919482092,-0.4386687575887553,-0.631008573402265,0.1991813706821413,1207,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3066,3066,0.0425344925268052,-0.4386687575887553,-0.1007067767261941,0.8450992703240668,2755.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3067,3067,0.0431131931054011,-0.4386687575887553,-1.2836877077728135,1.0310704907865234,95.85,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+3068,3068,0.0436918936839971,-0.4386687575887553,-0.91655569468938,0.6790535377683019,855.3,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3069,3069,0.0442705942625931,-0.4386687575887553,-0.7941783569949022,0.1775954254498921,886.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3070,3070,0.0448492948411891,-0.4386687575887553,-1.1613103700783358,1.175530278110039,420.2,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3071,3071,0.0454279954197851,2.279624392438459,-1.2021028159764953,0.1858977120776804,204.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3072,3072,0.0460066959983811,-0.4386687575887553,1.0822741543204255,0.4997241466080757,4786.1,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+3073,3073,0.0465853965769771,-0.4386687575887553,-1.2428952618746545,0.1643117668454308,144.55,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3074,3074,0.0471640971555731,-0.4386687575887553,-0.7533859110967429,0.5345937504447867,1152.8,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+3075,3075,0.0477427977341691,-0.4386687575887553,-1.2836877077728135,-1.316816167551992,25.15,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3076,3076,0.048321498312765,2.279624392438459,0.4295950199498767,1.2685158883412673,4414.3,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3077,3077,0.048900198891361,-0.4386687575887553,-0.6718010193004244,0.3303574994011957,1129.35,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3078,3078,0.049478899469957,2.279624392438459,0.8375194789314696,-0.3437881747752097,2854.55,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3079,3079,0.050057600048553,-0.4386687575887553,-1.1613103700783358,-1.306853423598646,84.2,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3080,3080,0.050636300627149,-0.4386687575887553,-0.6718010193004244,0.341980700680099,1212.85,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3081,3081,0.051215001205745,-0.4386687575887553,0.4295950199498767,-0.3105790282640567,2444.25,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False
+3082,3082,0.051793701784341,2.279624392438459,-0.9981405864856988,0.54621695172369,585.95,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3083,3083,0.052372402362937,-0.4386687575887553,-1.0797254782820174,-0.5197966512843206,295.65,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3084,3084,0.052951102941533,-0.4386687575887553,1.6125759509964963,1.5541145483371828,8012.75,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3085,3085,0.053529803520129,-0.4386687575887553,1.1230666002185847,-0.4998711633776287,3069.45,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3086,3086,0.0541085040987249,-0.4386687575887553,-1.3244801536709732,-1.4978060160377755, ,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3087,3087,0.0546872046773209,-0.4386687575887553,-1.2428952618746545,-1.4861828147588725,39.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3088,3088,0.0552659052559169,-0.4386687575887553,0.9191043707277884,0.8417783556729518,4916.95,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3089,3089,0.0558446058345129,-0.4386687575887553,0.9598968166259476,1.1257165583433095,5669.5,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+3090,3090,0.0564233064131089,-0.4386687575887553,1.571783505098337,0.664109421838283,6152.4,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,True,False
+3091,3091,0.0570020069917049,-0.4386687575887553,-1.2428952618746545,-0.0913986612904472,118.3,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+3092,3092,0.0575807075703009,-0.4386687575887553,1.286236383811222,1.348217839968035,6794.75,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+3093,3093,0.0581594081488969,-0.4386687575887553,0.3888025740517173,0.3021297248667158,3160.55,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+3094,3094,0.0587381087274929,2.279624392438459,-0.3046690062169906,0.8052482945106831,2177.45,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False
+3095,3095,0.0593168093060888,-0.4386687575887553,-1.1205179241801766,-0.5114943646565323,232.55,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3096,3096,0.0598955098846848,-0.4386687575887553,1.6125759509964963,1.7201602808929477,8337.45,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3097,3097,0.0604742104632808,2.279624392438459,0.0216705609682837,0.5246310064914405,2656.5,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3098,3098,0.0610529110418768,2.279624392438459,-0.0191218849298755,0.6807139950938595,2661.1,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+3099,3099,0.0616316116204728,-0.4386687575887553,-1.1205179241801766,-1.4845223574333144,85.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3100,3100,0.0622103121990688,-0.4386687575887553,-1.2021028159764953,0.3087715541689461,228,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3101,3101,0.0627890127776648,2.279624392438459,-1.0797254782820174,0.649165305908264,474.9,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3102,3102,0.0633677133562608,-0.4386687575887553,1.4901986133020184,1.3847479011303028,7348.8,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3103,3103,0.0639464139348568,-0.4386687575887553,-0.7941783569949022,0.5213100918403253,1011.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3104,3104,0.0645251145134528,-0.4386687575887553,-0.4270463439114685,0.3386597860289839,1573.95,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3105,3105,0.0651038150920487,-0.4386687575887553,1.163859046116744,0.1692931388221039,4226.7,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,True
+3106,3106,0.0656825156706447,2.279624392438459,0.0216705609682837,-0.1777424422194447,1884.65,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3107,3107,0.0662612162492407,-0.4386687575887553,0.3480101281535581,0.272241493006678,3001.2,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3108,3108,0.0668399168278367,-0.4386687575887553,0.5111799117461953,1.610570097406143,5032.25,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,True
+3109,3109,0.0674186174064327,2.279624392438459,1.5309910592001776,0.8384574410218362,6333.4,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3110,3110,0.0679973179850287,-0.4386687575887553,0.9191043707277884,-0.2408398205906356,3046.4,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+3111,3111,0.0685760185636247,-0.4386687575887553,0.7967270330333104,-0.6825214691889702,2276.1,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,False
+3112,3112,0.0691547191422207,-0.4386687575887553,-1.2021028159764953,-0.8186789698846973,130.75,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+3113,3113,0.0697334197208167,-0.4386687575887553,-0.1007067767261941,1.175530278110039,2983.8,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3114,3114,0.0703121202994127,2.279624392438459,1.5309910592001776,-0.6493123226778171,3264.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3115,3115,0.0708908208780086,-0.4386687575887553,-0.9573481405875396,0.9364244232297376,870.25,False,False,True,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False
+3116,3116,0.0714695214566046,-0.4386687575887553,-0.4678387898096278,-1.4944851013866605,350.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3117,3117,0.0720482220352006,-0.4386687575887553,0.9191043707277884,0.3635666459123486,4264.25,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+3118,3118,0.0726269226137966,-0.4386687575887553,0.3480101281535581,0.0065683209174541,2531.8,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,True
+3119,3119,0.0732056231923926,-0.4386687575887553,1.2046514920149034,-1.288588393017512,1638.7,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3120,3120,0.0737843237709886,-0.4386687575887553,-1.2836877077728135,0.4897614026547299,79.55,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3121,3121,0.0743630243495846,2.279624392438459,1.4086137215056995,-0.3288440588451909,3725.5,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3122,3122,0.0749417249281806,-0.4386687575887553,1.2454439379130626,0.494742774631403,4786.15,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+3123,3123,0.0755204255067766,-0.4386687575887553,0.2256327904590802,0.139404906962066,2669.45,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+3124,3124,0.0760991260853725,-0.4386687575887553,1.5309910592001776,-0.2325375339628473,4039.3,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3125,3125,0.0766778266639685,-0.4386687575887553,0.2256327904590802,-1.501126930688891,717.3,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3126,3126,0.0772565272425645,-0.4386687575887553,-1.1205179241801766,-1.1391472337173236,167.2,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3127,3127,0.0778352278211605,-0.4386687575887553,-0.3454614521151499,-0.5015316207031864,1167.8,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3128,3128,0.0784139283997565,-0.4386687575887553,-0.6718010193004244,0.3004692675411578,1284.2,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3129,3129,0.0789926289783525,-0.4386687575887553,1.4494061674038592,-0.8601904030236386,2719.2,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+3130,3130,0.0795713295569485,-0.4386687575887553,1.0006892625241068,1.1888139367145,5611.7,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3131,3131,0.0801500301355445,2.279624392438459,1.1230666002185847,1.3133482361313236,6339.45,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3132,3132,0.0807287307141405,-0.4386687575887553,-0.1414992226243534,0.205823199984372,2080.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+3133,3133,0.0813074312927364,-0.4386687575887553,-0.9573481405875396,0.0264938088241457,593.3,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,True
+3134,3134,0.0818861318713324,-0.4386687575887553,1.571783505098337,-1.2902488503430696,1801.9,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3135,3135,0.0824648324499284,-0.4386687575887553,-0.3454614521151499,-0.3537509187285557,1240.25,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+3136,3136,0.0830435330285244,2.279624392438459,-1.2428952618746545,-0.5164757366332052,91.1,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3137,3137,0.0836222336071204,-0.4386687575887553,1.3678212756075403,-1.469578241503296,1357.1,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3138,3138,0.0842009341857164,-0.4386687575887553,0.8783119248296289,1.311687778805766,5278.15,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3139,3139,0.0847796347643124,-0.4386687575887553,1.6125759509964963,1.6221932986850467,8124.2,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3140,3140,0.0853583353429084,-0.4386687575887553,0.7967270330333104,-1.4994664733633334,1025.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3141,3141,0.0859370359215044,-0.4386687575887553,1.571783505098337,0.4017571644001748,5522.7,True,False,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+3142,3142,0.0865157365001003,2.279624392438459,-1.1205179241801766,0.4698359147480382,378.4,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+3143,3143,0.0870944370786963,-0.4386687575887553,0.3888025740517173,-1.4795409854566417,835.5,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+3144,3144,0.0876731376572923,-0.4386687575887553,-1.2428952618746545,-0.6708982679100666,80.55,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3145,3145,0.0882518382358883,-0.4386687575887553,-0.8757632487912208,0.323715670098965,824.75,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3146,3146,0.0888305388144843,-0.4386687575887553,0.3480101281535581,0.5013846039336337,3326.2,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False
+3147,3147,0.0894092393930803,-0.4386687575887553,1.4494061674038592,0.7703786906739727,6161.9,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3148,3148,0.0899879399716763,2.279624392438459,0.7151421412369917,1.004503173577601,4888.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+3149,3149,0.0905666405502723,-0.4386687575887553,0.8375194789314696,0.9663126550897754,5029.2,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+3150,3150,0.0911453411288683,-0.4386687575887553,-0.9981405864856988,0.6225979886993418,680.05,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3151,3151,0.0917240417074642,-0.4386687575887553,0.7151421412369917,1.3150086934568816,5232.9,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+3152,3152,0.0923027422860602,-0.4386687575887553,0.7151421412369917,1.175530278110039,5038.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+3153,3153,0.0928814428646562,-0.4386687575887553,-0.9981405864856988,-0.1594774116383107,487.75,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3154,3154,0.0934601434432522,-0.4386687575887553,-0.91655569468938,-1.1640540936006882,301.9,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3155,3155,0.0940388440218482,-0.4386687575887553,0.1848403445609209,-1.3516857713887025,861.85,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3156,3156,0.0946175446004442,-0.4386687575887553,0.6743496953388325,-0.101361405243793,3024.15,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False
+3157,3157,0.0951962451790402,-0.4386687575887553,-0.631008573402265,-0.9681201291848858,646.05,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+3158,3158,0.0957749457576362,-0.4386687575887553,-0.8349708028930616,-1.4978060160377755,258.35,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3159,3159,0.0963536463362322,-0.4386687575887553,-0.3862538980133093,1.1639070768311353,2331.3,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+3160,3160,0.0969323469148281,-0.4386687575887553,1.571783505098337,-0.2043097594283673,4145.25,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True
+3161,3161,0.0975110474934241,-0.4386687575887553,1.571783505098337,0.4233431096324239,5574.35,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+3162,3162,0.0980897480720201,-0.4386687575887553,-0.3454614521151499,0.8118901238129138,2210.2,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+3163,3163,0.0986684486506161,-0.4386687575887553,0.5111799117461953,0.4631940854458076,3600.65,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+3164,3164,0.0992471492292121,-0.4386687575887553,0.3888025740517173,-0.0366035695470446,2763.35,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,True,False,False
+3165,3165,0.0998258498078081,-0.4386687575887553,-0.5902161275041058,1.037712320088754,1740.7,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3166,3166,0.1004045503864041,-0.4386687575887553,-0.2638765603188314,0.2888460662622544,1905.7,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+3167,3167,0.1009832509650001,-0.4386687575887553,-0.9573481405875396,-0.313899942915172,449.75,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3168,3168,0.1015619515435961,-0.4386687575887553,-1.2428952618746545,-0.6758796398867394,82.7,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3169,3169,0.1021406521221921,-0.4386687575887553,-1.1205179241801766,-0.6642564386078361,220.45,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3170,3170,0.102719352700788,2.279624392438459,-1.0797254782820174,0.6441839339315915,519.15,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3171,3171,0.103298053279384,2.279624392438459,0.7967270330333104,1.5258867738027029,5832,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+3172,3172,0.10387675385798,-0.4386687575887553,1.0006892625241068,0.3170738407967343,4317.35,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+3173,3173,0.104455454436576,-0.4386687575887553,-0.1414992226243534,0.3502829873078872,2243.9,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3174,3174,0.105034155015172,-0.4386687575887553,1.4086137215056995,-1.3251184541797802,1680.25,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+3175,3175,0.105612855593768,-0.4386687575887553,0.3888025740517173,1.341576010665804,4400.75,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3176,3176,0.106191556172364,-0.4386687575887553,-0.8349708028930616,-1.511089674642237,228.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3177,3177,0.10677025675096,-0.4386687575887553,-1.038933032383858,-1.0063106476727115,279.25,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3178,3178,0.107348957329556,-0.4386687575887553,-0.8349708028930616,-1.4745596134799688,266.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3179,3179,0.1079276579081519,-0.4386687575887553,-0.7941783569949022,-0.5330803098887817,633.4,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3180,3180,0.1085063584867479,-0.4386687575887553,-0.0599143308280348,0.2074836573099295,2168.15,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+3181,3181,0.1090850590653439,-0.4386687575887553,-0.9573481405875396,-1.1574122642984577,248.95,True,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3182,3182,0.1096637596439399,-0.4386687575887553,1.2454439379130626,-1.4712386988288533,1328.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3183,3183,0.1102424602225359,2.279624392438459,0.5111799117461953,1.1257165583433095,4525.8,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+3184,3184,0.1108211608011319,2.279624392438459,-0.8349708028930616,0.4781382013758265,943.85,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3185,3185,0.1113998613797279,-0.4386687575887553,0.3480101281535581,0.5130078052125371,3439,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3186,3186,0.1119785619583239,-0.4386687575887553,-1.1205179241801766,-1.4529736682477192,113.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3187,3187,0.1125572625369199,2.279624392438459,1.571783505098337,-0.6127822615155488,3353.4,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+3188,3188,0.1131359631155159,-0.4386687575887553,1.6125759509964963,0.4698359147480382,5730.15,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+3189,3189,0.1137146636941118,-0.4386687575887553,-0.9573481405875396,0.1410653642876236,653.95,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+3190,3190,0.1142933642727078,-0.4386687575887553,0.755934587135151,0.8417783556729518,4554.85,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+3191,3191,0.1148720648513038,-0.4386687575887553,0.1032554527646023,-0.7937721100013326,1383.6,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+3192,3192,0.1154507654298998,-0.4386687575887553,0.9598968166259476,1.1871534793889424,5514.95,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3193,3193,0.1160294660084958,2.279624392438459,-0.5902161275041058,0.3286970420756381,1294.6,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3194,3194,0.1166081665870918,-0.4386687575887553,0.470387465848036,1.5507936336860677,4915.15,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3195,3195,0.1171868671656878,-0.4386687575887553,0.6335572494406732,-1.1723563802284764,1423.05,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+3196,3196,0.1177655677442838,-0.4386687575887553,-0.8757632487912208,0.003247406266339,697.25,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+3197,3197,0.1183442683228798,-0.4386687575887553,1.571783505098337,1.368143327874726,7723.7,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+3198,3198,0.1189229689014757,2.279624392438459,0.1032554527646023,0.5578401530025934,2815.25,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+3199,3199,0.1195016694800717,2.279624392438459,-0.3454614521151499,-1.0146129343005,828.2,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+3200,3200,0.1200803700586677,-0.4386687575887553,1.1230666002185847,1.3249714374102275,6333.8,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+3201,3201,0.1206590706372637,-0.4386687575887553,-1.0797254782820174,-1.1391472337173236,208.7,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3202,3202,0.1212377712158597,-0.4386687575887553,-0.7125934651985837,-1.48784327208443,288.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3203,3203,0.1218164717944557,2.279624392438459,-0.4678387898096278,1.3133482361313236,2271.85,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3204,3204,0.1223951723730517,-0.4386687575887553,0.0216705609682837,-1.467917784177738,690.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3205,3205,0.1229738729516477,-0.4386687575887553,-1.2836877077728135,-1.4579550402243922,20.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3206,3206,0.1235525735302437,-0.4386687575887553,1.041481708422266,-1.5027873880144489,1079.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3207,3207,0.1241312741088396,-0.4386687575887553,-0.91655569468938,0.003247406266339,685.55,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False,False,True
+3208,3208,0.1247099746874356,-0.4386687575887553,0.0216705609682837,-1.3467043994120296,838.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+3209,3209,0.1252886752660316,2.279624392438459,-1.2836877077728135,-1.3134952529008768,25.25,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3210,3210,0.1258673758446276,-0.4386687575887553,-1.2836877077728135,-0.6260659201200099,45.95,False,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3211,3211,0.1264460764232236,-0.4386687575887553,0.3888025740517173,0.2772228649833511,3088.25,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+3212,3212,0.1270247770018196,-0.4386687575887553,-1.2836877077728135,-1.482861900107757,20.15,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+3213,3213,0.1276034775804156,-0.4386687575887553,0.2256327904590802,-1.4845223574333144,730.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3214,3214,0.1281821781590116,-0.4386687575887553,-1.1205179241801766,-0.4716433888431486,249.95,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3215,3215,0.1287608787376076,-0.4386687575887553,1.3270288297093813,1.500979913919338,7138.65,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+3216,3216,0.1293395793162036,2.279624392438459,0.4295950199498767,-1.0411802515094222,1500.25,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3217,3217,0.1299182798947995,-0.4386687575887553,1.6125759509964963,0.6674303364893986,6065.3,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3218,3218,0.1304969804733955,-0.4386687575887553,1.1230666002185847,0.982917228345352,5610.25,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3219,3219,0.1310756810519915,-0.4386687575887553,0.9191043707277884,1.1987766806678462,5552.05,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+3220,3220,0.1316543816305875,-0.4386687575887553,1.5309910592001776,1.6022678107783546,7869.05,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3221,3221,0.1322330822091835,-0.4386687575887553,-1.0797254782820174,0.3004692675411578,401.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3222,3222,0.1328117827877795,-0.4386687575887553,-0.7941783569949022,1.3067064068290934,1299.1,False,False,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+3223,3223,0.1333904833663755,-0.4386687575887553,-0.9981405864856988,-1.482861900107757,165.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3224,3224,0.1339691839449715,-0.4386687575887553,0.5111799117461953,1.1589257048544626,4634.35,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+3225,3225,0.1345478845235675,-0.4386687575887553,0.8783119248296289,1.5126031151982415,5893.15,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+3226,3226,0.1351265851021635,-0.4386687575887553,0.0216705609682837,0.6159561593971111,2757.85,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3227,3227,0.1357052856807594,-0.4386687575887553,-0.4678387898096278,0.3685480178890218,1549.75,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+3228,3228,0.1362839862593554,2.279624392438459,0.9191043707277884,1.1688884488078084,5509.3,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3229,3229,0.1368626868379514,-0.4386687575887553,-1.2836877077728135,0.3486225299823297,75.3,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3230,3230,0.1374413874165474,-0.4386687575887553,0.470387465848036,0.1344235349853929,2958.95,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3231,3231,0.1380200879951434,-0.4386687575887553,1.6125759509964963,0.7404904588139348,6230.1,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3232,3232,0.1385987885737394,-0.4386687575887553,-0.7941783569949022,-0.0997009479182354,750.1,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False
+3233,3233,0.1391774891523354,-0.4386687575887553,0.1440478986627616,1.3183296081079967,3684.95,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+3234,3234,0.1397561897309314,-0.4386687575887553,1.571783505098337,-1.303532508947531,1898.1,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3235,3235,0.1403348903095274,2.279624392438459,-0.9573481405875396,1.1854930220633848,918.6,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3236,3236,0.1409135908881233,-0.4386687575887553,0.5519723576443546,-0.3255231441940756,2473.95,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3237,3237,0.1414922914667193,2.279624392438459,1.163859046116744,1.3150086934568816,6405,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+3238,3238,0.1420709920453153,2.279624392438459,1.6125759509964963,0.4167012803301932,5396.25,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+3239,3239,0.1426496926239113,-0.4386687575887553,-0.8757632487912208,0.3369993287034263,825.7,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3240,3240,0.1432283932025073,-0.4386687575887553,-1.2428952618746545,0.1626513095198732,135.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3241,3241,0.1438070937811033,-0.4386687575887553,-1.2428952618746545,-1.5094292173166792,46.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3242,3242,0.1443857943596993,-0.4386687575887553,-1.1613103700783358,0.4714963720735958,303.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3243,3243,0.1449644949382953,-0.4386687575887553,-1.2021028159764953,-0.5197966512843206,169.05,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3244,3244,0.1455431955168913,-0.4386687575887553,-1.2021028159764953,-0.996347903719366,113.95,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+3245,3245,0.1461218960954872,-0.4386687575887553,0.4295950199498767,0.001586948940781,2908.2,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False,False,False
+3246,3246,0.1467005966740832,-0.4386687575887553,1.163859046116744,-1.496145558712218,1311.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3247,3247,0.1472792972526792,2.279624392438459,0.6743496953388325,0.8650247582307584,4515.85,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+3248,3248,0.1478579978312752,-0.4386687575887553,0.062463006866443,-0.0150176243147954,2053.05,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False,True,False
+3249,3249,0.1484366984098712,-0.4386687575887553,-1.2836877077728135,-0.4865875047731676,50.15,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3250,3250,0.1490153989884672,-0.4386687575887553,-1.2836877077728135,-0.6260659201200099,45.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3251,3251,0.1495940995670632,-0.4386687575887553,1.163859046116744,0.7189045135816856,5175.3,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3252,3252,0.1501728001456592,-0.4386687575887553,-1.1613103700783358,0.2971483528900427,325.45,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3253,3253,0.1507515007242552,-0.4386687575887553,1.0822741543204255,0.1427258216131811,4096.9,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False,False,True
+3254,3254,0.1513302013028511,-0.4386687575887553,-1.1613103700783358,-0.6493123226778171,155.35,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3255,3255,0.1519089018814471,-0.4386687575887553,-1.3244801536709732,-1.4928246440611028, ,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3256,3256,0.1524876024600431,-0.4386687575887553,-0.4270463439114685,-1.477880528131084,475.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3257,3257,0.1530663030386391,-0.4386687575887553,1.6125759509964963,0.6607885071871679,6185.15,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+3258,3258,0.1536450036172351,-0.4386687575887553,-0.7125934651985837,-1.1491099776706692,469.65,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3259,3259,0.1542237041958311,-0.4386687575887553,-1.2836877077728135,-1.511089674642237,19.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3260,3260,0.1548024047744271,-0.4386687575887553,1.0006892625241068,1.0111450028798317,5464.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+3261,3261,0.1553811053530231,-0.4386687575887553,0.2664252363572394,0.7139231416050125,3266,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+3262,3262,0.1559598059316191,2.279624392438459,-1.0797254782820174,-1.5044478453400063,106.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+3263,3263,0.1565385065102151,-0.4386687575887553,-0.6718010193004244,-0.0581895147792942,1067.05,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+3264,3264,0.157117207088811,-0.4386687575887553,0.2664252363572394,-1.1524308923217848,1131.3,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+3265,3265,0.157695907667407,-0.4386687575887553,-1.1613103700783358,-1.4911641867355452,76.65,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3266,3266,0.158274608246003,-0.4386687575887553,1.0822741543204255,1.393050187758091,6252.9,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+3267,3267,0.158853308824599,-0.4386687575887553,1.4901986133020184,0.6524862205593797,5848.6,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False
+3268,3268,0.159432009403195,-0.4386687575887553,-0.3454614521151499,0.1825767974265648,1706.45,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+3269,3269,0.160010709981791,-0.4386687575887553,-1.0797254782820174,-1.4745596134799688,107.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3270,3270,0.160589410560387,-0.4386687575887553,-0.9573481405875396,0.971294027066448,811.65,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3271,3271,0.161168111138983,-0.4386687575887553,-0.9981405864856988,-1.5044478453400063,159.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3272,3272,0.161746811717579,-0.4386687575887553,-0.1007067767261941,-1.4994664733633334,655.85,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+3273,3273,0.1623255122961749,-0.4386687575887553,1.2046514920149034,0.2191068585888334,4487.3,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+3274,3274,0.1629042128747709,-0.4386687575887553,0.1032554527646023,-1.4513132109221616,741,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3275,3275,0.1634829134533669,-0.4386687575887553,0.9191043707277884,-1.5160710466189098,998.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3276,3276,0.1640616140319629,-0.4386687575887553,-1.2428952618746545,-0.1312496371038306,111.4,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+3277,3277,0.1646403146105589,2.279624392438459,-0.1414992226243534,0.9845776856709094,2653.65,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3278,3278,0.1652190151891549,-0.4386687575887553,-1.2428952618746545,0.3369993287034263,151.75,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3279,3279,0.1657977157677509,2.279624392438459,0.0216705609682837,-0.3388068027985367,1803.7,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+3280,3280,0.1663764163463469,-0.4386687575887553,-1.1205179241801766,0.3685480178890218,357.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3281,3281,0.1669551169249429,-0.4386687575887553,-1.2836877077728135,0.1460467362642967,69.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3282,3282,0.1675338175035388,-0.4386687575887553,1.6125759509964963,1.3515387546191495,7544,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+3283,3283,0.1681125180821348,2.279624392438459,0.4295950199498767,0.8218528677662597,3856.75,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+3284,3284,0.1686912186607308,-0.4386687575887553,-0.91655569468938,0.3303574994011957,799.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3285,3285,0.1692699192393268,-0.4386687575887553,1.5309910592001776,-1.288588393017512,2006.95,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3286,3286,0.1698486198179228,-0.4386687575887553,-0.3454614521151499,1.0360518627631965,2122.45,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+3287,3287,0.1704273203965188,-0.4386687575887553,-0.3862538980133093,-1.5044478453400063,470.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3288,3288,0.1710060209751148,-0.4386687575887553,0.4295950199498767,-0.4500574436108993,2151.6,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,False
+3289,3289,0.1715847215537108,-0.4386687575887553,-1.2836877077728135,-1.5177315039444674,19.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3290,3290,0.1721634221323068,-0.4386687575887553,-0.3454614521151499,0.5130078052125371,1861.5,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3291,3291,0.1727421227109027,2.279624392438459,1.3270288297093813,1.2984041202013052,6767.1,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3292,3292,0.1733208232894987,-0.4386687575887553,0.9598968166259476,1.4876962553148767,5953,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,True
+3293,3293,0.1738995238680947,2.279624392438459,-1.2836877077728135,0.4748172867247109,79.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3294,3294,0.1744782244466907,2.279624392438459,-0.1822916685225127,1.3615014985724956,2998,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+3295,3295,0.1750569250252867,-0.4386687575887553,-0.7941783569949022,-1.18397958150738,357.15,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3296,3296,0.1756356256038827,-0.4386687575887553,-0.9981405864856988,0.5080264332358639,679.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3297,3297,0.1762143261824787,-0.4386687575887553,-1.2021028159764953,0.1775954254498921,194.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3298,3298,0.1767930267610747,-0.4386687575887553,-1.2836877077728135,-1.489503729409987,19.95,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3299,3299,0.1773717273396707,2.279624392438459,-0.2638765603188314,0.8085692091617988,2277.65,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3300,3300,0.1779504279182666,2.279624392438459,-1.2836877077728135,0.3635666459123486,75.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3301,3301,0.1785291284968626,-0.4386687575887553,-1.1205179241801766,-1.4712386988288533,104.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3302,3302,0.1791078290754586,-0.4386687575887553,-0.1822916685225127,0.986238142996467,2659.4,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+3303,3303,0.1796865296540546,-0.4386687575887553,-0.8757632487912208,-0.1943470154750212,601.6,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+3304,3304,0.1802652302326506,2.279624392438459,-0.8757632487912208,1.303385492177978,1133.65,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+3305,3305,0.1808439308112466,2.279624392438459,1.3678212756075403,0.5196496345147678,5224.35,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3306,3306,0.1814226313898426,-0.4386687575887553,0.9598968166259476,-1.489503729409987,1126.75,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3307,3307,0.1820013319684386,2.279624392438459,0.8375194789314696,-1.3184766248775497,1275.6,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3308,3308,0.1825800325470346,-0.4386687575887553,-1.2021028159764953,-1.122542660461747,95.05,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3309,3309,0.1831587331256305,2.279624392438459,1.6125759509964963,1.7450671407763123,8436.25,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3310,3310,0.1837374337042265,-0.4386687575887553,-1.0797254782820174,0.190879084054353,433.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3311,3311,0.1843161342828225,-0.4386687575887553,1.571783505098337,1.6537419878706416,8100.25,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3312,3312,0.1848948348614185,-0.4386687575887553,-0.7125934651985837,-1.4944851013866605,309.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3313,3313,0.1854735354400145,2.279624392438459,1.0006892625241068,0.1676326814965459,4003,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+3314,3314,0.1860522360186105,-0.4386687575887553,1.4494061674038592,-1.336741655458684,1657.4,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3315,3315,0.1866309365972065,-0.4386687575887553,-0.7941783569949022,-1.1208822031361896,347.25,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3316,3316,0.1872096371758025,-0.4386687575887553,1.571783505098337,-1.3317602834820108,1810.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3317,3317,0.1877883377543985,-0.4386687575887553,-1.1205179241801766,-0.8236603418613703,223.45,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+3318,3318,0.1883670383329944,-0.4386687575887553,-0.5902161275041058,0.8235133250918172,1633,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+3319,3319,0.1889457389115904,-0.4386687575887553,0.1440478986627616,0.9928799722986976,3512.5,True,False,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3320,3320,0.1895244394901864,-0.4386687575887553,1.2454439379130626,0.6591280498616103,5377.8,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,True,True,False,False
+3321,3321,0.1901031400687824,-0.4386687575887553,0.2664252363572394,-0.3305045161707485,2191.7,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+3322,3322,0.1906818406473784,-0.4386687575887553,-1.2021028159764953,-1.5027873880144489,61.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3323,3323,0.1912605412259744,-0.4386687575887553,-0.0191218849298755,-1.4861828147588725,614.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3324,3324,0.1918392418045704,2.279624392438459,-1.1613103700783358,0.1792558827754497,280.35,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3325,3325,0.1924179423831664,2.279624392438459,-0.0191218849298755,0.9430662525319682,2931,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3326,3326,0.1929966429617624,2.279624392438459,-0.7125934651985837,0.3120924688200616,1133.9,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3327,3327,0.1935753435403583,2.279624392438459,-1.1205179241801766,0.5379146650959018,371.65,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3328,3328,0.1941540441189543,-0.4386687575887553,-0.9573481405875396,-1.4762200708055262,191.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3329,3329,0.1947327446975503,-0.4386687575887553,-0.0599143308280348,0.5428960370725749,2545.75,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+3330,3330,0.1953114452761463,-0.4386687575887553,-1.2836877077728135,-0.508173450005417,49.5,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3331,3331,0.1958901458547423,-0.4386687575887553,-1.2836877077728135,0.5395751224214593,81.05,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3332,3332,0.1964688464333383,-0.4386687575887553,-1.2428952618746545,1.175530278110039,198.5,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+3333,3333,0.1970475470119343,-0.4386687575887553,0.1032554527646023,-1.3782530885976252,797.1,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3334,3334,0.1976262475905303,-0.4386687575887553,-1.1205179241801766,-1.5027873880144489,99.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+3335,3335,0.1982049481691263,-0.4386687575887553,-1.2021028159764953,-0.4865875047731676,168.15,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3336,3336,0.1987836487477222,-0.4386687575887553,-0.8349708028930616,-0.5231175659354359,593.05,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3337,3337,0.1993623493263182,-0.4386687575887553,0.9598968166259476,-1.350025314063145,1402.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3338,3338,0.1999410499049142,-0.4386687575887553,1.6125759509964963,-1.3300998261564532,1859.1,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3339,3339,0.2005197504835102,-0.4386687575887553,-1.2836877077728135,0.1526885655665274,69.4,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3340,3340,0.2010984510621062,-0.4386687575887553,-1.2836877077728135,0.664109421838283,84.8,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+3341,3341,0.2016771516407022,-0.4386687575887553,-0.2638765603188314,0.8401178983473937,2312.55,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+3342,3342,0.2022558522192982,-0.4386687575887553,-0.7941783569949022,-0.5197966512843206,649.4,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+3343,3343,0.2028345527978942,-0.4386687575887553,-0.7125934651985837,0.0264938088241457,1010,False,False,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+3344,3344,0.2034132533764902,2.279624392438459,1.4494061674038592,1.0327309481120814,6503.2,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+3345,3345,0.2039919539550862,2.279624392438459,-0.223084114420672,1.2103998819467496,2754.45,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3346,3346,0.2045706545336821,2.279624392438459,-1.1205179241801766,0.1510281082409694,341.6,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3347,3347,0.2051493551122781,-0.4386687575887553,1.286236383811222,-1.321797539528665,1584.8,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3348,3348,0.2057280556908741,-0.4386687575887553,-0.6718010193004244,0.0132101502196848,1043.35,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+3349,3349,0.2063067562694701,-0.4386687575887553,-1.2428952618746545,0.4930823173058454,152.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+3350,3350,0.2068854568480661,-0.4386687575887553,0.7967270330333104,-0.8535485737214079,1982.1,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+3351,3351,0.2074641574266621,-0.4386687575887553,-0.7125934651985837,-1.320137082203107,369.1,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3352,3352,0.2080428580052581,-0.4386687575887553,0.3480101281535581,1.4710916820593003,4454.25,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3353,3353,0.2086215585838541,2.279624392438459,-0.5086312357077871,0.2157859439377178,1389.2,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3354,3354,0.2092002591624501,-0.4386687575887553,-0.0191218849298755,-1.511089674642237,593.2,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3355,3355,0.2097789597410461,-0.4386687575887553,-1.2836877077728135,-0.4766247608198216,50.45,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3356,3356,0.210357660319642,-0.4386687575887553,1.6125759509964963,0.6142957020715536,6042.7,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3357,3357,0.210936360898238,-0.4386687575887553,0.062463006866443,0.6624489645127255,2839.45,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+3358,3358,0.211515061476834,-0.4386687575887553,0.470387465848036,-1.5027873880144489,819.95,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3359,3359,0.21209376205543,-0.4386687575887553,1.6125759509964963,0.341980700680099,5336.35,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+3360,3360,0.212672462634026,-0.4386687575887553,-0.9981405864856988,0.9945404296242552,759.55,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3361,3361,0.213251163212622,-0.4386687575887553,-1.038933032383858,-1.0162733916260571,256.6,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3362,3362,0.213829863791218,-0.4386687575887553,1.0822741543204255,-1.4928246440611028,1188.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3363,3363,0.214408564369814,-0.4386687575887553,-1.2021028159764953,1.055977350669888,291.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3364,3364,0.21498726494841,-0.4386687575887553,0.3480101281535581,1.1290374729944248,3959.15,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+3365,3365,0.215565965527006,-0.4386687575887553,1.163859046116744,-1.3118347955753191,1554.9,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3366,3366,0.2161446661056019,-0.4386687575887553,-0.1414992226243534,0.5096868905614219,2265.25,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3367,3367,0.2167233666841979,-0.4386687575887553,0.6335572494406732,-1.5027873880144489,883.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3368,3368,0.2173020672627939,-0.4386687575887553,-1.2836877077728135,-1.482861900107757,20.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3369,3369,0.2178807678413899,-0.4386687575887553,1.286236383811222,-1.3284393688308955,1514.85,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+3370,3370,0.2184594684199859,-0.4386687575887553,1.041481708422266,-1.462936412201065,1185.95,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3371,3371,0.2190381689985819,-0.4386687575887553,-0.1414992226243534,0.6674303364893986,2516.2,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3372,3372,0.2196168695771779,2.279624392438459,-1.038933032383858,0.9928799722986976,673.1,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+3373,3373,0.2201955701557739,-0.4386687575887553,1.4086137215056995,1.5358495177560487,7321.05,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+3374,3374,0.2207742707343699,-0.4386687575887553,-1.1205179241801766,0.172614053473219,347.4,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+3375,3375,0.2213529713129658,-0.4386687575887553,-0.223084114420672,-0.3969228091930544,1498.65,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+3376,3376,0.2219316718915618,-0.4386687575887553,-1.1613103700783358,-0.5397221391910124,201,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3377,3377,0.2225103724701578,-0.4386687575887553,-1.2836877077728135,-1.4861828147588725,20.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3378,3378,0.2230890730487538,-0.4386687575887553,-1.1613103700783358,-1.489503729409987,82.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3379,3379,0.2236677736273498,-0.4386687575887553,-1.0797254782820174,-1.4994664733633334,100.9,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3380,3380,0.2242464742059458,-0.4386687575887553,-1.2836877077728135,-1.0361988795327493,33.6,True,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+3381,3381,0.2248251747845418,-0.4386687575887553,0.6743496953388325,0.649165305908264,4059.35,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+3382,3382,0.2254038753631378,-0.4386687575887553,-1.2428952618746545,-0.323862686868518,102.75,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+3383,3383,0.2259825759417338,-0.4386687575887553,-0.6718010193004244,0.6674303364893986,1398.25,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+3384,3384,0.2265612765203297,-0.4386687575887553,-1.2836877077728135,-1.3085138809242038,25.4,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3385,3385,0.2271399770989257,-0.4386687575887553,-0.3046690062169906,0.1643117668454308,1729.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3386,3386,0.2277186776775217,-0.4386687575887553,-0.3046690062169906,-0.3703554919841322,1355.45,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+3387,3387,0.2282973782561177,-0.4386687575887553,1.6125759509964963,1.5258867738027029,7751.7,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+3388,3388,0.2288760788347137,-0.4386687575887553,-0.91655569468938,-1.48784327208443,198.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+3389,3389,0.2294547794133097,-0.4386687575887553,0.8783119248296289,0.6508257632338221,4484.05,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+3390,3390,0.2300334799919057,2.279624392438459,-1.2836877077728135,-0.5164757366332052,49.25,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+3391,3391,0.2306121805705017,-0.4386687575887553,1.3678212756075403,0.069665699288645,4370.25,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False
+3392,3392,0.2311908811490977,-0.4386687575887553,-1.1613103700783358,0.0248333514985882,237.2,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True
+3393,3393,0.2317695817276936,-0.4386687575887553,-1.038933032383858,-1.4762200708055262,150.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3394,3394,0.2323482823062896,2.279624392438459,1.4901986133020184,-0.2740489671017886,3952.65,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False
+3395,3395,0.2329269828848856,-0.4386687575887553,-0.9981405864856988,1.024428661484293,778.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False
+3396,3396,0.2335056834634816,-0.4386687575887553,-0.3046690062169906,-0.3072581136129416,1405.3,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+3397,3397,0.2340843840420776,2.279624392438459,0.1848403445609209,1.2054185099700765,3744.05,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3398,3398,0.2346630846206736,-0.4386687575887553,-1.2836877077728135,-1.4978060160377755,19.7,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3399,3399,0.2352417851992696,-0.4386687575887553,-1.1613103700783358,-1.3516857713887025,73.1,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3400,3400,0.2358204857778656,-0.4386687575887553,-0.91655569468938,-1.0262361355794034,298.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+3401,3401,0.2363991863564616,-0.4386687575887553,-0.7941783569949022,-0.976422415812674,450.4,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+3402,3402,0.2369778869350575,-0.4386687575887553,-0.8349708028930616,0.4665150000969227,876.75,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+3403,3403,0.2375565875136535,-0.4386687575887553,1.163859046116744,-1.306853423598646,1538.6,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3404,3404,0.2381352880922495,-0.4386687575887553,1.3270288297093813,1.1473025035755589,6347.55,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False
+3405,3405,0.2387139886708455,-0.4386687575887553,0.9598968166259476,-0.0050548803614491,3665.55,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+3406,3406,0.2392926892494415,-0.4386687575887553,0.755934587135151,0.5428960370725749,4126.2,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+3407,3407,0.2398713898280375,-0.4386687575887553,0.4295950199498767,0.8783084168352198,4013.8,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+3408,3408,0.2404500904066335,-0.4386687575887553,-1.2836877077728135,-0.4948897914009558,49.9,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3409,3409,0.2410287909852295,-0.4386687575887553,-1.2021028159764953,-0.3520904614029979,140.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3410,3410,0.2416074915638255,-0.4386687575887553,-0.5494236816059465,-0.8336230858147161,710.05,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3411,3411,0.2421861921424214,-0.4386687575887553,0.5111799117461953,1.426259334269244,4882.8,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3412,3412,0.2427648927210174,2.279624392438459,1.4494061674038592,1.175530278110039,6851.65,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3413,3413,0.2433435932996134,-0.4386687575887553,-1.2836877077728135,-1.4712386988288533,20.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3414,3414,0.2439222938782094,-0.4386687575887553,-0.0191218849298755,0.8235133250918172,2901.8,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3415,3415,0.2445009944568054,-0.4386687575887553,1.0822741543204255,-0.996347903719366,1980.3,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+3416,3416,0.2450796950354014,-0.4386687575887553,0.5111799117461953,-1.4762200708055262,929.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3417,3417,0.2456583956139974,2.279624392438459,-0.3454614521151499,1.3100273214802085,2433.9,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3418,3418,0.2462370961925934,-0.4386687575887553,1.2454439379130626,0.816871495789587,5597.65,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3419,3419,0.2468157967711894,2.279624392438459,-0.1414992226243534,-0.4384342423319957,1442,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3420,3420,0.2473944973497853,-0.4386687575887553,0.9191043707277884,0.6873558243960902,4713.4,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+3421,3421,0.2479731979283813,-0.4386687575887553,-0.9981405864856988,0.6690907938149562,668.4,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3422,3422,0.2485518985069773,-0.4386687575887553,0.062463006866443,-1.320137082203107,852.7,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3423,3423,0.2491305990855733,-0.4386687575887553,-1.2836877077728135,0.1809163401010073,70.25,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3424,3424,0.2497092996641693,-0.4386687575887553,-0.91655569468938,-0.3271836015196331,568.85,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+3425,3425,0.2502880002427653,-0.4386687575887553,1.571783505098337,0.2838646942855813,5154.5,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+3426,3426,0.2508667008213613,-0.4386687575887553,-1.1205179241801766,-0.3006162843107108,266.95,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3427,3427,0.2514454013999573,-0.4386687575887553,-0.0599143308280348,0.4814591160269416,2484,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+3428,3428,0.2520241019785533,-0.4386687575887553,-1.2836877077728135,0.3253761274245225,74.6,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3429,3429,0.2526028025571493,-0.4386687575887553,-0.5086312357077871,0.7936250932317798,1761.45,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+3430,3430,0.2531815031357453,-0.4386687575887553,-0.5494236816059465,-1.4812014427821991,382.2,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3431,3431,0.2537602037143412,-0.4386687575887553,1.6125759509964963,1.5873236948483358,8126.65,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3432,3432,0.2543389042929372,-0.4386687575887553,-0.8757632487912208,-1.321797539528665,300.7,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3433,3433,0.2549176048715332,-0.4386687575887553,-1.1613103700783358,0.8384574410218362,368.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3434,3434,0.2554963054501292,-0.4386687575887553,-0.3046690062169906,1.3332737240380157,2566.5,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+3435,3435,0.2560750060287252,2.279624392438459,0.5111799117461953,-1.3317602834820108,1174.35,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3436,3436,0.2566537066073212,2.279624392438459,1.286236383811222,1.4661103100826276,7111.3,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+3437,3437,0.2572324071859172,-0.4386687575887553,-1.1613103700783358,-1.4645968695266227,83.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+3438,3438,0.2578111077645132,-0.4386687575887553,0.062463006866443,-1.4978060160377755,675.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3439,3439,0.2583898083431092,-0.4386687575887553,0.6335572494406732,0.1759349681243341,3238.4,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+3440,3440,0.2589685089217052,-0.4386687575887553,-0.3454614521151499,0.4930823173058454,1928.7,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3441,3441,0.2595472095003011,2.279624392438459,-0.9981405864856988,-0.129589179778273,551.95,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+3442,3442,0.2601259100788971,-0.4386687575887553,1.4086137215056995,1.3017250348524203,7039.05,False,False,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+3443,3443,0.2607046106574931,-0.4386687575887553,-0.7533859110967429,0.0597029553352987,979.5,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+3444,3444,0.2612833112360891,2.279624392438459,-0.91655569468938,-1.1673750082518035,291.4,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3445,3445,0.2618620118146851,-0.4386687575887553,0.3888025740517173,1.0725819239254646,4016.75,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,False,True,False
+3446,3446,0.2624407123932811,-0.4386687575887553,-0.7125934651985837,-1.4861828147588725,284.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3447,3447,0.2630194129718771,-0.4386687575887553,-1.2428952618746545,-0.6293868347711253,105.6,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3448,3448,0.2635981135504731,-0.4386687575887553,0.5111799117461953,1.3399155533402465,4730.9,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3449,3449,0.264176814129069,-0.4386687575887553,-1.1613103700783358,0.6392025619549183,333.55,False,False,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+3450,3450,0.264755514707665,-0.4386687575887553,1.4086137215056995,1.4594684807803968,7156.2,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3451,3451,0.265334215286261,-0.4386687575887553,-0.8349708028930616,-0.2707280524506733,654.85,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+3452,3452,0.265912915864857,-0.4386687575887553,1.1230666002185847,1.0277495761354083,5742.9,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+3453,3453,0.266491616443453,-0.4386687575887553,-1.2836877077728135,-0.4716433888431486,50.6,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3454,3454,0.267070317022049,2.279624392438459,-1.2836877077728135,0.1925395413799106,70.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3455,3455,0.267649017600645,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3456,3456,0.268227718179241,-0.4386687575887553,-0.9981405864856988,-0.7090887863978924,345.5,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True
+3457,3457,0.268806418757837,2.279624392438459,-1.1205179241801766,0.8301551543940479,502.6,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3458,3458,0.269385119336433,-0.4386687575887553,-1.2836877077728135,0.1443862789387392,69.15,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3459,3459,0.269963819915029,-0.4386687575887553,1.041481708422266,-1.4712386988288533,1191.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3460,3460,0.2705425204936249,-0.4386687575887553,1.6125759509964963,1.4661103100826276,7875,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+3461,3461,0.2711212210722209,-0.4386687575887553,-0.3862538980133093,-1.3184766248775497,611.45,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3462,3462,0.2716999216508169,-0.4386687575887553,-1.1205179241801766,1.052656436018773,492.55,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+3463,3463,0.2722786222294129,-0.4386687575887553,1.5309910592001776,-0.8518881163958504,2692.75,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+3464,3464,0.2728573228080089,-0.4386687575887553,-0.8349708028930616,0.6541466778849372,916.9,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3465,3465,0.2734360233866049,-0.4386687575887553,-1.038933032383858,0.1692931388221039,497.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3466,3466,0.2740147239652009,-0.4386687575887553,-1.2836877077728135,-0.636028664073356,45.65,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3467,3467,0.2745934245437968,-0.4386687575887553,0.470387465848036,-0.3487695467518827,2317.1,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3468,3468,0.2751721251223928,-0.4386687575887553,0.5519723576443546,0.5379146650959018,3846.35,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+3469,3469,0.2757508257009888,-0.4386687575887553,-0.5086312357077871,-1.501126930688891,356.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+3470,3470,0.2763295262795848,2.279624392438459,-0.0191218849298755,0.9679731124153328,2861.45,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+3471,3471,0.2769082268581808,-0.4386687575887553,-1.2836877077728135,-1.477880528131084,20.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3472,3472,0.2774869274367768,-0.4386687575887553,1.4086137215056995,0.6790535377683019,5714.2,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+3473,3473,0.2780656280153728,2.279624392438459,-0.1414992226243534,1.124056101017752,2862.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+3474,3474,0.2786443285939688,-0.4386687575887553,1.6125759509964963,-1.3782530885976252,1623.15,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+3475,3475,0.2792230291725648,2.279624392438459,-0.8349708028930616,1.2137207965978647,1218.55,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3476,3476,0.2798017297511608,-0.4386687575887553,-0.223084114420672,0.2257486878910636,1957.1,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False
+3477,3477,0.2803804303297568,-0.4386687575887553,0.9598968166259476,1.6952534210095829,6567.9,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+3478,3478,0.2809591309083528,-0.4386687575887553,1.2046514920149034,1.1738698207844815,6413.65,False,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3479,3479,0.2815378314869488,-0.4386687575887553,-0.8757632487912208,-0.9996688183704808,383.55,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+3480,3480,0.2821165320655447,2.279624392438459,-0.1007067767261941,0.3303574994011957,2111.3,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3481,3481,0.2826952326441407,-0.4386687575887553,0.3072176822553988,-1.4994664733633334,830.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3482,3482,0.2832739332227367,2.279624392438459,0.2256327904590802,-1.326778911505338,955.75,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3483,3483,0.2838526338013327,-0.4386687575887553,-0.1822916685225127,-1.1640540936006882,790.7,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3484,3484,0.2844313343799287,-0.4386687575887553,-1.2836877077728135,0.982917228345352,94.4,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+3485,3485,0.2850100349585246,-0.4386687575887553,-0.8349708028930616,-0.6576146093056053,524.35,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3486,3486,0.2855887355371206,-0.4386687575887553,-0.3454614521151499,0.4515708841669043,1832.4,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,False,True,False
+3487,3487,0.2861674361157166,2.279624392438459,1.6125759509964963,-1.3184766248775497,1789.9,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3488,3488,0.2867461366943126,-0.4386687575887553,-1.2021028159764953,0.5810865555604006,214.4,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3489,3489,0.2873248372729086,-0.4386687575887553,1.6125759509964963,1.6836302197306796,8425.15,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+3490,3490,0.2879035378515046,-0.4386687575887553,-1.1613103700783358,-1.3134952529008768,101.9,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3491,3491,0.2884822384301006,-0.4386687575887553,-1.2021028159764953,0.375189847191252,257.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3492,3492,0.2890609390086966,2.279624392438459,-1.2836877077728135,-0.5065129926798594,49.55,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3493,3493,0.2896396395872926,-0.4386687575887553,0.4295950199498767,0.4333058535857697,3365.85,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3494,3494,0.2902183401658886,-0.4386687575887553,-0.91655569468938,-0.8004139393035631,449.3,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+3495,3495,0.2907970407444846,2.279624392438459,-1.2428952618746545,-0.6808610118634125,89.3,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3496,3496,0.2913757413230806,-0.4386687575887553,-0.7125934651985837,-1.5276942478978135,294.95,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3497,3497,0.2919544419016766,2.279624392438459,-1.2021028159764953,0.3253761274245225,239.05,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3498,3498,0.2925331424802725,-0.4386687575887553,1.3270288297093813,-0.1611378689638682,3921.1,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3499,3499,0.2931118430588685,-0.4386687575887553,-0.223084114420672,-1.4845223574333144,562.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3500,3500,0.2936905436374645,2.279624392438459,-1.2836877077728135,0.3187342981222923,74.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3501,3501,0.2942692442160605,-0.4386687575887553,0.1032554527646023,-1.467917784177738,754,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3502,3502,0.2948479447946565,-0.4386687575887553,-1.2428952618746545,-0.6044799748877606,87.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3503,3503,0.2954266453732524,-0.4386687575887553,1.1230666002185847,1.157265247528905,5941.05,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+3504,3504,0.2960053459518484,-0.4386687575887553,0.6743496953388325,-1.506108302665564,921.3,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3505,3505,0.2965840465304444,-0.4386687575887553,-1.2021028159764953,-0.9747619584871162,106.85,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3506,3506,0.2971627471090404,-0.4386687575887553,-0.3454614521151499,-1.4911641867355452,533.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3507,3507,0.2977414476876364,-0.4386687575887553,1.2046514920149034,0.8069087518362408,5411.65,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+3508,3508,0.2983201482662324,-0.4386687575887553,-0.3046690062169906,0.8069087518362408,2368.4,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+3509,3509,0.2988988488448284,-0.4386687575887553,-0.91655569468938,0.7986064652084525,929.45,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3510,3510,0.2994775494234244,-0.4386687575887553,1.4086137215056995,-0.3520904614029979,3838.2,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,True,False,False,False
+3511,3511,0.3000562500020204,2.279624392438459,-1.038933032383858,0.664109421838283,546.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3512,3512,0.3006349505806164,-0.4386687575887553,-0.3454614521151499,0.5379146650959018,1923.85,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False
+3513,3513,0.3012136511592124,2.279624392438459,1.6125759509964963,1.7018952503118137,8404.9,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3514,3514,0.3017923517378084,-0.4386687575887553,0.8375194789314696,0.3021297248667158,3958.25,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+3515,3515,0.3023710523164044,2.279624392438459,-1.2428952618746545,0.7321881721861465,156.35,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+3516,3516,0.3029497528950003,-0.4386687575887553,-1.1205179241801766,0.356924816610118,413.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3517,3517,0.3035284534735963,-0.4386687575887553,0.7967270330333104,-0.9747619584871162,1958.95,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+3518,3518,0.3041071540521923,-0.4386687575887553,1.6125759509964963,0.3170738407967343,5237.4,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False
+3519,3519,0.3046858546307883,-0.4386687575887553,1.5309910592001776,0.4797986587013841,5731.85,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+3520,3520,0.3052645552093843,-0.4386687575887553,-0.9573481405875396,-1.482861900107757,163.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3521,3521,0.3058432557879803,-0.4386687575887553,-1.2428952618746545,-1.5044478453400063,27.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3522,3522,0.3064219563665762,-0.4386687575887553,-0.1822916685225127,-0.162798326289426,1654.7,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+3523,3523,0.3070006569451722,-0.4386687575887553,1.6125759509964963,0.7022999403261091,6151.9,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3524,3524,0.3075793575237682,-0.4386687575887553,0.3888025740517173,-0.8186789698846973,1626.05,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3525,3525,0.3081580581023642,-0.4386687575887553,-0.8757632487912208,1.2353067418301142,1145.35,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3526,3526,0.3087367586809602,-0.4386687575887553,1.163859046116744,-0.5015316207031864,2961.4,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+3527,3527,0.3093154592595562,-0.4386687575887553,1.2454439379130626,0.3619061885867911,4676.7,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+3528,3528,0.3098941598381522,-0.4386687575887553,-1.2836877077728135,-0.6293868347711253,45.85,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3529,3529,0.3104728604167482,-0.4386687575887553,-0.3862538980133093,-0.5463639684932429,1067.15,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+3530,3530,0.3110515609953442,-0.4386687575887553,1.163859046116744,-1.4795409854566417,1278.8,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3531,3531,0.3116302615739402,-0.4386687575887553,-1.038933032383858,-1.5044478453400063,128.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3532,3532,0.3122089621525362,-0.4386687575887553,-0.7533859110967429,-1.4745596134799688,275.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3533,3533,0.3127876627311322,2.279624392438459,-0.3862538980133093,0.7853228066039916,2130.55,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+3534,3534,0.3133663633097281,-0.4386687575887553,-0.9573481405875396,0.8949129900907963,865.8,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+3535,3535,0.3139450638883241,2.279624392438459,-0.8757632487912208,1.1539443328777894,1131.2,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3536,3536,0.3145237644669201,-0.4386687575887553,0.6335572494406732,0.3436411580056571,3772.65,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False
+3537,3537,0.3151024650455161,-0.4386687575887553,1.2454439379130626,-1.489503729409987,1234.8,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3538,3538,0.3156811656241121,-0.4386687575887553,-1.0797254782820174,1.1672279914822508,547.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,True
+3539,3539,0.3162598662027081,-0.4386687575887553,-1.1205179241801766,-0.460020187564245,229.4,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+3540,3540,0.316838566781304,-0.4386687575887553,1.5309910592001776,0.7703786906739727,5986.45,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,True,False,False
+3541,3541,0.3174172673599,-0.4386687575887553,-0.9981405864856988,0.0480797540563953,546.45,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3542,3542,0.317995967938496,-0.4386687575887553,0.5519723576443546,-1.3234579968542224,1165.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3543,3543,0.318574668517092,-0.4386687575887553,-1.0797254782820174,-1.5027873880144489,128.6,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3544,3544,0.319153369095688,-0.4386687575887553,1.4494061674038592,0.6508257632338221,5746.75,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,True,False,False
+3545,3545,0.319732069674284,-0.4386687575887553,-0.0599143308280348,-1.4662573268521804,702.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3546,3546,0.32031077025288,-0.4386687575887553,-0.3862538980133093,-1.4861828147588725,415.1,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3547,3547,0.320889470831476,-0.4386687575887553,-1.0797254782820174,0.6342211899782456,497.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+3548,3548,0.321468171410072,-0.4386687575887553,-1.2836877077728135,-0.4666620168664758,50.75,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3549,3549,0.322046871988668,-0.4386687575887553,-1.2428952618746545,0.4864404880036148,145.15,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3550,3550,0.322625572567264,2.279624392438459,0.4295950199498767,0.9795963136942364,3953.15,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+3551,3551,0.32320427314586,-0.4386687575887553,0.5519723576443546,-1.496145558712218,856.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3552,3552,0.3237829737244559,-0.4386687575887553,0.6743496953388325,1.1439815889244436,4920.8,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+3553,3553,0.3243616743030519,-0.4386687575887553,0.755934587135151,0.9962008869498128,4837.6,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+3554,3554,0.3249403748816479,-0.4386687575887553,-0.1822916685225127,0.9331035085786225,2768.35,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+3555,3555,0.3255190754602439,-0.4386687575887553,1.3270288297093813,0.8982339047419114,5940.85,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3556,3556,0.3260977760388399,-0.4386687575887553,0.755934587135151,0.6176166167226691,4149.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+3557,3557,0.3266764766174359,-0.4386687575887553,-1.2836877077728135,-1.4662573268521804,20.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3558,3558,0.3272551771960319,-0.4386687575887553,-1.2836877077728135,0.3502829873078872,75.35,True,False,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3559,3559,0.3278338777746279,-0.4386687575887553,-0.3454614521151499,-1.4745596134799688,482.8,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3560,3560,0.3284125783532238,-0.4386687575887553,0.6335572494406732,-0.9996688183704808,1604.5,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+3561,3561,0.3289912789318198,2.279624392438459,-1.2836877077728135,0.5146682625380946,80.3,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3562,3562,0.3295699795104158,-0.4386687575887553,-1.2428952618746545,-0.3537509187285557,101.65,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3563,3563,0.3301486800890118,-0.4386687575887553,-0.223084114420672,-0.3105790282640567,1477.65,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+3564,3564,0.3307273806676078,-0.4386687575887553,-1.2836877077728135,-0.4948897914009558,49.9,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3565,3565,0.3313060812462038,-0.4386687575887553,1.5309910592001776,-0.2126120460561555,4113.15,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3566,3566,0.3318847818247998,-0.4386687575887553,0.1032554527646023,0.3502829873078872,2636.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3567,3567,0.3324634824033958,-0.4386687575887553,1.4086137215056995,-0.5131548219820898,3321.35,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+3568,3568,0.3330421829819918,-0.4386687575887553,-1.2428952618746545,-0.6293868347711253,81,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3569,3569,0.3336208835605878,-0.4386687575887553,-0.7125934651985837,-1.469578241503296,295.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3570,3570,0.3341995841391837,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3571,3571,0.3347782847177797,-0.4386687575887553,1.2046514920149034,-1.3284393688308955,1476.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3572,3572,0.3353569852963757,-0.4386687575887553,0.1440478986627616,-1.4795409854566417,717.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3573,3573,0.3359356858749717,-0.4386687575887553,-1.2836877077728135,-1.4845223574333144,20.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3574,3574,0.3365143864535677,-0.4386687575887553,1.6125759509964963,1.3282923520613426,7470.1,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+3575,3575,0.3370930870321637,-0.4386687575887553,1.5309910592001776,0.4847800306780572,5528.9,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+3576,3576,0.3376717876107597,-0.4386687575887553,-1.2836877077728135,-0.3603927480307861,53.95,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3577,3577,0.3382504881893557,-0.4386687575887553,-0.3454614521151499,-0.214272503381713,1346.9,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+3578,3578,0.3388291887679517,2.279624392438459,0.5111799117461953,-0.0698127160581976,2791.5,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+3579,3579,0.3394078893465477,-0.4386687575887553,-0.1414992226243534,-1.4944851013866605,572.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3580,3580,0.3399865899251436,-0.4386687575887553,0.0216705609682837,0.7903041785806643,2888.7,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False
+3581,3581,0.3405652905037396,-0.4386687575887553,-1.038933032383858,1.1821721074122695,715,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+3582,3582,0.3411439910823356,-0.4386687575887553,-1.038933032383858,0.5146682625380946,526.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+3583,3583,0.3417226916609316,-0.4386687575887553,-0.5902161275041058,0.2772228649833511,1305.95,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3584,3584,0.3423013922395276,-0.4386687575887553,-1.2428952618746545,-1.5127501319677945,48.35,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3585,3585,0.3428800928181236,-0.4386687575887553,1.3678212756075403,0.4997241466080757,5234.95,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+3586,3586,0.3434587933967196,-0.4386687575887553,-1.2021028159764953,-1.501126930688891,59.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3587,3587,0.3440374939753156,-0.4386687575887553,1.6125759509964963,-1.273644277087493,1914.5,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3588,3588,0.3446161945539115,-0.4386687575887553,1.6125759509964963,0.0646843273119718,4760.3,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False
+3589,3589,0.3451948951325075,2.279624392438459,-0.7941783569949022,-0.6476518653522596,528.45,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+3590,3590,0.3457735957111035,-0.4386687575887553,-0.3454614521151499,0.7022999403261091,2107.15,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+3591,3591,0.3463522962896995,-0.4386687575887553,1.5309910592001776,0.3320179567267532,5315.8,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+3592,3592,0.3469309968682955,-0.4386687575887553,1.571783505098337,1.07590283857658,6910.3,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False
+3593,3593,0.3475096974468915,-0.4386687575887553,0.9598968166259476,-0.1760819848938872,3389.25,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False
+3594,3594,0.3480883980254875,-0.4386687575887553,-1.0797254782820174,0.9546894538108716,536.4,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+3595,3595,0.3486670986040835,-0.4386687575887553,-1.2836877077728135,-0.6476518653522596,45.3,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3596,3596,0.3492457991826795,-0.4386687575887553,-0.4678387898096278,-0.659275066631163,926.25,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3597,3597,0.3498244997612755,-0.4386687575887553,-0.7533859110967429,0.021512436847473,937.6,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3598,3598,0.3504032003398715,-0.4386687575887553,-0.7941783569949022,0.034796095451934,902.25,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3599,3599,0.3509819009184675,-0.4386687575887553,-0.8349708028930616,0.9762753990431212,1046.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3600,3600,0.3515606014970634,-0.4386687575887553,1.3270288297093813,0.8583829289285282,5931,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3601,3601,0.3521393020756594,-0.4386687575887553,-0.1007067767261941,0.6475048485827065,2438.6,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+3602,3602,0.3527180026542554,-0.4386687575887553,-1.2428952618746545,-1.3384021127842414,46.4,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3603,3603,0.3532967032328514,-0.4386687575887553,-0.8349708028930616,-1.4845223574333144,232.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+3604,3604,0.3538754038114474,-0.4386687575887553,0.9598968166259476,1.4096547610136674,6033.3,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+3605,3605,0.3544541043900434,2.279624392438459,1.4086137215056995,0.9181593926486036,6140.85,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,False
+3606,3606,0.3550328049686393,-0.4386687575887553,-1.1613103700783358,-0.4616806448898028,225.6,True,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3607,3607,0.3556115055472353,2.279624392438459,1.3270288297093813,0.982917228345352,6126.15,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+3608,3608,0.3561902061258313,-0.4386687575887553,1.1230666002185847,1.2070789672956346,6067.4,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+3609,3609,0.3567689067044273,-0.4386687575887553,0.1848403445609209,1.1522838755522318,3762,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3610,3610,0.3573476072830233,-0.4386687575887553,1.6125759509964963,-1.4944851013866605,1468.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3611,3611,0.3579263078616193,-0.4386687575887553,0.7967270330333104,1.1788511927611542,5244.45,False,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+3612,3612,0.3585050084402153,2.279624392438459,-0.7941783569949022,1.398031559734764,1364.3,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3613,3613,0.3590837090188113,2.279624392438459,0.9598968166259476,1.0642796372976764,5219.65,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3614,3614,0.3596624095974073,-0.4386687575887553,0.755934587135151,-1.4662573268521804,1020.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3615,3615,0.3602411101760033,-0.4386687575887553,-1.038933032383858,-0.1976679301261366,465.7,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+3616,3616,0.3608198107545993,2.279624392438459,-0.631008573402265,0.9762753990431212,1608.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3617,3617,0.3613985113331953,-0.4386687575887553,-0.5902161275041058,-1.4861828147588725,388.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3618,3618,0.3619772119117913,-0.4386687575887553,0.7151421412369917,1.1489629609011167,5059.75,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False,True,False
+3619,3619,0.3625559124903872,2.279624392438459,-0.0191218849298755,-0.3371463454729792,1830.1,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+3620,3620,0.3631346130689832,-0.4386687575887553,-1.2836877077728135,0.3286970420756381,74.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3621,3621,0.3637133136475792,-0.4386687575887553,0.5519723576443546,0.99121951497314,4312.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+3622,3622,0.3642920142261752,-0.4386687575887553,-0.6718010193004244,-1.496145558712218,313.4,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3623,3623,0.3648707148047712,-0.4386687575887553,-1.2836877077728135,0.1991813706821413,70.8,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3624,3624,0.3654494153833671,-0.4386687575887553,0.755934587135151,1.1306979303199822,4947.55,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3625,3625,0.3660281159619631,-0.4386687575887553,-0.3046690062169906,1.46444985275707,2809.05,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+3626,3626,0.3666068165405591,-0.4386687575887553,-0.9981405864856988,-0.7057678717467774,335.4,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3627,3627,0.3671855171191551,-0.4386687575887553,0.0216705609682837,-0.3670345773330168,1857.3,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+3628,3628,0.3677642176977511,-0.4386687575887553,0.8783119248296289,0.0165310648707999,3512.9,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,False
+3629,3629,0.3683429182763471,-0.4386687575887553,-0.5902161275041058,-1.3184766248775497,428.45,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3630,3630,0.3689216188549431,-0.4386687575887553,-0.223084114420672,-1.469578241503296,583.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3631,3631,0.3695003194335391,-0.4386687575887553,1.4494061674038592,1.2037580526445189,6770.5,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+3632,3632,0.3700790200121351,-0.4386687575887553,1.0822741543204255,-1.306853423598646,1534.05,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3633,3633,0.3706577205907311,2.279624392438459,0.9598968166259476,0.4000967070746167,4275.75,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+3634,3634,0.3712364211693271,2.279624392438459,1.6125759509964963,-1.3085138809242038,1809.35,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3635,3635,0.3718151217479231,2.279624392438459,0.8783119248296289,0.2423532611466401,3886.05,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False,False,True
+3636,3636,0.3723938223265191,-0.4386687575887553,0.5927648035425139,-1.469578241503296,945.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+3637,3637,0.372972522905115,-0.4386687575887553,0.7151421412369917,-0.7223724450023538,2208.05,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+3638,3638,0.373551223483711,-0.4386687575887553,1.571783505098337,1.3067064068290934,7365.3,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+3639,3639,0.374129924062307,-0.4386687575887553,-1.2836877077728135,-0.6659168959333936,44.75,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3640,3640,0.374708624640903,-0.4386687575887553,-1.2021028159764953,0.3552643592845604,220.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3641,3641,0.375287325219499,-0.4386687575887553,-0.4678387898096278,-0.9863851597660198,770.4,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+3642,3642,0.3758660257980949,-0.4386687575887553,1.3678212756075403,-0.4733038461687064,3364.55,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+3643,3643,0.3764447263766909,-0.4386687575887553,0.6335572494406732,1.01944728950762,4627.85,False,False,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,True
+3644,3644,0.3770234269552869,2.279624392438459,0.5927648035425139,1.1705489061333658,4871.05,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3645,3645,0.3776021275338829,-0.4386687575887553,1.1230666002185847,-1.3566671433653754,1506.4,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3646,3646,0.3781808281124789,-0.4386687575887553,0.1848403445609209,0.8567224716029702,3358.65,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3647,3647,0.3787595286910749,-0.4386687575887553,-0.5902161275041058,0.5229705491658828,1406.65,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+3648,3648,0.3793382292696709,-0.4386687575887553,1.6125759509964963,0.8318156117196055,6562.9,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3649,3649,0.3799169298482669,-0.4386687575887553,-1.0797254782820174,0.8617038435796434,512.25,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3650,3650,0.3804956304268629,2.279624392438459,0.0216705609682837,0.9546894538108716,3055.5,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False,True,False
+3651,3651,0.3810743310054589,-0.4386687575887553,0.1032554527646023,1.060958722646561,3403.4,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+3652,3652,0.3816530315840549,-0.4386687575887553,0.1848403445609209,0.4681754574224807,2976.95,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,True,False,False
+3653,3653,0.3822317321626509,2.279624392438459,-1.2836877077728135,0.1609908521943157,69.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3654,3654,0.3828104327412469,-0.4386687575887553,1.571783505098337,-1.340062570109799,1730.65,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3655,3655,0.3833891333198428,2.279624392438459,-0.6718010193004244,0.6724117084660712,1391.15,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+3656,3656,0.3839678338984388,2.279624392438459,0.8783119248296289,0.3054506395178309,3919.15,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3657,3657,0.3845465344770348,-0.4386687575887553,1.6125759509964963,0.6807139950938595,6129.2,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3658,3658,0.3851252350556308,-0.4386687575887553,-0.8349708028930616,0.4980636892825181,1001.2,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3659,3659,0.3857039356342268,-0.4386687575887553,1.4901986133020184,-1.482861900107757,1337.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3660,3660,0.3862826362128227,2.279624392438459,-0.3454614521151499,1.26685543101571,2496.7,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+3661,3661,0.3868613367914187,-0.4386687575887553,-0.9981405864856988,-1.496145558712218,145,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3662,3662,0.3874400373700147,2.279624392438459,-0.8757632487912208,-0.3404672601240945,601.25,True,False,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3663,3663,0.3880187379486107,-0.4386687575887553,-0.9573481405875396,-0.6991260424445466,405.7,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3664,3664,0.3885974385272067,-0.4386687575887553,0.062463006866443,0.4482499695157886,2564.3,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3665,3665,0.3891761391058027,-0.4386687575887553,1.3678212756075403,-0.5779126576788383,3177.25,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,True
+3666,3666,0.3897548396843987,-0.4386687575887553,0.3480101281535581,-1.4662573268521804,875.55,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3667,3667,0.3903335402629947,-0.4386687575887553,-0.6718010193004244,-1.5094292173166792,275.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3668,3668,0.3909122408415907,-0.4386687575887553,1.3270288297093813,1.3382550960146884,6631.85,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+3669,3669,0.3914909414201867,-0.4386687575887553,-0.223084114420672,-1.477880528131084,595.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3670,3670,0.3920696419987827,-0.4386687575887553,1.4494061674038592,1.359841041246938,7322.5,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+3671,3671,0.3926483425773787,2.279624392438459,-0.3862538980133093,1.3814269864791875,2483.5,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3672,3672,0.3932270431559747,-0.4386687575887553,0.0216705609682837,-1.4762200708055262,689.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3673,3673,0.3938057437345706,2.279624392438459,-0.3046690062169906,0.8201924104407021,2196.15,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3674,3674,0.3943844443131666,-0.4386687575887553,1.6125759509964963,1.648760615893969,8100.55,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3675,3675,0.3949631448917626,-0.4386687575887553,0.2664252363572394,-1.472899156154411,790,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3676,3676,0.3955418454703586,-0.4386687575887553,1.2046514920149034,-1.48784327208443,1250.1,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3677,3677,0.3961205460489546,-0.4386687575887553,0.8375194789314696,-1.496145558712218,1052.35,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3678,3678,0.3966992466275506,-0.4386687575887553,0.8375194789314696,1.1522838755522318,5424.25,False,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+3679,3679,0.3972779472061465,-0.4386687575887553,-0.5902161275041058,0.5711238116070548,1425.45,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+3680,3680,0.3978566477847425,2.279624392438459,1.2046514920149034,0.8069087518362408,5618.3,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3681,3681,0.3984353483633385,-0.4386687575887553,1.5309910592001776,0.0165310648707999,4759.75,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+3682,3682,0.3990140489419345,2.279624392438459,-0.223084114420672,1.32331098008467,2964,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+3683,3683,0.3995927495205305,-0.4386687575887553,1.163859046116744,1.2784786322946131,6518.35,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3684,3684,0.4001714500991265,2.279624392438459,0.8375194789314696,1.2967436628757472,5485.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3685,3685,0.4007501506777225,-0.4386687575887553,0.8783119248296289,1.3000645775268629,5639.05,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+3686,3686,0.4013288512563185,2.279624392438459,1.286236383811222,1.5541145483371828,7099,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3687,3687,0.4019075518349145,2.279624392438459,-0.1007067767261941,1.1589257048544626,2967.35,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3688,3688,0.4024862524135105,-0.4386687575887553,0.7151421412369917,-1.469578241503296,1070.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3689,3689,0.4030649529921065,-0.4386687575887553,0.2256327904590802,1.3299528093869002,3887.25,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3690,3690,0.4036436535707025,-0.4386687575887553,1.6125759509964963,1.124056101017752,7129.45,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+3691,3691,0.4042223541492984,2.279624392438459,0.2664252363572394,1.3565201265958229,4284.8,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3692,3692,0.4048010547278944,-0.4386687575887553,-0.1007067767261941,-0.0100362523381223,1888.45,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+3693,3693,0.4053797553064904,2.279624392438459,-0.2638765603188314,1.0028427162520437,2497.2,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3694,3694,0.4059584558850864,-0.4386687575887553,-1.0797254782820174,0.7022999403261091,514.6,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+3695,3695,0.4065371564636824,-0.4386687575887553,-0.6718010193004244,-0.3620532053563439,834.15,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3696,3696,0.4071158570422784,-0.4386687575887553,0.755934587135151,-0.2873326257062497,2898.95,False,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3697,3697,0.4076945576208744,-0.4386687575887553,-0.631008573402265,1.122395643692194,1704.95,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+3698,3698,0.4082732581994704,-0.4386687575887553,-1.2836877077728135,0.4648545427713652,78.8,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3699,3699,0.4088519587780663,-0.4386687575887553,1.2046514920149034,-1.4861828147588725,1201.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3700,3700,0.4094306593566623,-0.4386687575887553,-0.7941783569949022,-0.001733965710334,877.35,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3701,3701,0.4100093599352583,-0.4386687575887553,1.286236383811222,0.2739019503322355,4688.65,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+3702,3702,0.4105880605138543,-0.4386687575887553,0.470387465848036,0.664109421838283,3626.35,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+3703,3703,0.4111667610924503,-0.4386687575887553,-0.6718010193004244,1.5989468961272395,1882.55,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+3704,3704,0.4117454616710463,-0.4386687575887553,-0.7125934651985837,-1.3284393688308955,324.15,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3705,3705,0.4123241622496423,-0.4386687575887553,0.1440478986627616,-0.8020743966291208,1547.35,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+3706,3706,0.4129028628282383,-0.4386687575887553,-1.2836877077728135,0.8650247582307584,90.85,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3707,3707,0.4134815634068343,2.279624392438459,-0.3454614521151499,0.172614053473219,1732.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3708,3708,0.4140602639854303,-0.4386687575887553,1.1230666002185847,-1.4928246440611028,1128.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3709,3709,0.4146389645640262,-0.4386687575887553,-1.2021028159764953,0.8866107034630081,242.95,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+3710,3710,0.4152176651426222,-0.4386687575887553,-0.6718010193004244,0.8633643009052009,1442.2,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+3711,3711,0.4157963657212182,-0.4386687575887553,1.3678212756075403,0.7006394830005516,5595.3,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3712,3712,0.4163750662998142,-0.4386687575887553,1.3678212756075403,1.3100273214802085,6860.6,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+3713,3713,0.4169537668784102,-0.4386687575887553,0.5111799117461953,-1.4745596134799688,930.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+3714,3714,0.4175324674570062,2.279624392438459,0.4295950199498767,1.5258867738027029,4687.9,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+3715,3715,0.4181111680356022,2.279624392438459,1.571783505098337,-1.4944851013866605,1388.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3716,3716,0.4186898686141982,-0.4386687575887553,-1.2836877077728135,-0.6559541519800478,45.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3717,3717,0.4192685691927942,-0.4386687575887553,-1.2836877077728135,0.205823199984372,71,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3718,3718,0.4198472697713902,2.279624392438459,-0.5086312357077871,0.5528587810259208,1671.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3719,3719,0.4204259703499861,2.279624392438459,1.3270288297093813,-0.375336863960805,3517.9,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+3720,3720,0.4210046709285821,-0.4386687575887553,-0.5494236816059465,-1.48784327208443,377.55,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3721,3721,0.4215833715071781,-0.4386687575887553,0.1440478986627616,-1.48784327208443,666.75,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3722,3722,0.4221620720857741,-0.4386687575887553,1.571783505098337,1.454487108803724,7690.9,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3723,3723,0.4227407726643701,2.279624392438459,-1.2836877077728135,-1.3284393688308955,24.8,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3724,3724,0.4233194732429661,-0.4386687575887553,0.0216705609682837,0.1144980470787013,2171.15,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3725,3725,0.4238981738215621,-0.4386687575887553,1.571783505098337,-0.3421277174496521,3778.2,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+3726,3726,0.4244768744001581,-0.4386687575887553,-0.7941783569949022,0.0995539311486824,842.25,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False
+3727,3727,0.425055574978754,-0.4386687575887553,-0.1414992226243534,-1.5077687599911216,554.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3728,3728,0.42563427555735,-0.4386687575887553,-0.7941783569949022,0.2373718891699674,923.85,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3729,3729,0.426212976135946,-0.4386687575887553,-0.4270463439114685,-0.2674071377995579,1304.85,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3730,3730,0.426791676714542,2.279624392438459,-1.038933032383858,1.1439815889244436,665.45,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3731,3731,0.427370377293138,-0.4386687575887553,0.5927648035425139,-1.3085138809242038,1139.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3732,3732,0.427949077871734,-0.4386687575887553,-0.2638765603188314,-1.477880528131084,511.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3733,3733,0.42852777845033,2.279624392438459,-0.7941783569949022,-0.162798326289426,788.35,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3734,3734,0.429106479028926,-0.4386687575887553,-0.2638765603188314,0.8301551543940479,2335.3,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+3735,3735,0.429685179607522,-0.4386687575887553,-1.2428952618746545,-1.4745596134799688,42.9,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3736,3736,0.430263880186118,-0.4386687575887553,-1.1613103700783358,-1.340062570109799,86.6,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3737,3737,0.430842580764714,-0.4386687575887553,0.7967270330333104,0.5362542077703443,4233.95,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3738,3738,0.43142128134331,2.279624392438459,-1.2021028159764953,0.8716665875329891,289.1,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+3739,3739,0.4319999819219059,2.279624392438459,1.2046514920149034,1.5258867738027029,7053.35,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3740,3740,0.4325786825005019,-0.4386687575887553,1.5309910592001776,0.9663126550897754,6579.05,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+3741,3741,0.4331573830790979,-0.4386687575887553,1.571783505098337,1.3050459495035354,7412.25,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+3742,3742,0.4337360836576939,-0.4386687575887553,1.4901986133020184,-0.9647992145337704,2492.25,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+3743,3743,0.4343147842362899,-0.4386687575887553,0.1032554527646023,-1.2819465637152814,954.9,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3744,3744,0.4348934848148859,-0.4386687575887553,1.2454439379130626,1.255232229736806,6296.75,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+3745,3745,0.4354721853934818,2.279624392438459,1.4901986133020184,1.348217839968035,6998.95,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+3746,3746,0.4360508859720778,-0.4386687575887553,1.6125759509964963,1.1655675341566931,7251.7,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False
+3747,3747,0.4366295865506738,-0.4386687575887553,0.1440478986627616,0.5179891771892102,2937.65,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+3748,3748,0.4372082871292698,-0.4386687575887553,0.0216705609682837,0.2639392063788897,2447.45,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+3749,3749,0.4377869877078658,-0.4386687575887553,-0.1822916685225127,0.8334760690451635,2433.5,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+3750,3750,0.4383656882864618,-0.4386687575887553,-0.223084114420672,-1.501126930688891,561.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+3751,3751,0.4389443888650578,-0.4386687575887553,-1.2836877077728135,0.3087715541689461,74.1,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+3752,3752,0.4395230894436538,-0.4386687575887553,1.6125759509964963,-0.8734740616280997,2763,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False
+3753,3753,0.4401017900222498,-0.4386687575887553,1.2454439379130626,1.1024701557855023,6218.45,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False
+3754,3754,0.4406804906008458,-0.4386687575887553,-0.8349708028930616,0.1676326814965459,837.5,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+3755,3755,0.4412591911794418,-0.4386687575887553,-0.8349708028930616,-1.3085138809242038,313,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3756,3756,0.4418378917580378,2.279624392438459,1.5309910592001776,1.6006073534527971,7987.6,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3757,3757,0.4424165923366338,-0.4386687575887553,-1.2836877077728135,-0.6459914080267019,45.35,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3758,3758,0.4429952929152297,-0.4386687575887553,-0.5086312357077871,0.8069087518362408,1879.25,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3759,3759,0.4435739934938257,-0.4386687575887553,1.6125759509964963,-1.321797539528665,1849.2,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3760,3760,0.4441526940724217,-0.4386687575887553,-1.1205179241801766,0.3602457312612335,399.45,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3761,3761,0.4447313946510177,-0.4386687575887553,0.2664252363572394,-1.3134952529008768,947.75,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+3762,3762,0.4453100952296137,-0.4386687575887553,-1.2836877077728135,-0.3487695467518827,54.3,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3763,3763,0.4458887958082096,-0.4386687575887553,-0.7125934651985837,-0.3188813148918449,864.55,True,False,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+3764,3764,0.4464674963868056,-0.4386687575887553,1.6125759509964963,-1.336741655458684,1750.7,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+3765,3765,0.4470461969654016,-0.4386687575887553,-0.3454614521151499,-0.9647992145337704,830.8,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+3766,3766,0.4476248975439976,-0.4386687575887553,0.062463006866443,1.2950832055501895,3470.8,True,False,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3767,3767,0.4482035981225936,-0.4386687575887553,-0.9573481405875396,0.4897614026547299,723.4,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3768,3768,0.4487822987011896,2.279624392438459,1.6125759509964963,0.7720391479995302,6425.65,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3769,3769,0.4493609992797856,-0.4386687575887553,-0.9981405864856988,-1.4529736682477192,139.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+3770,3770,0.4499396998583816,-0.4386687575887553,-1.0797254782820174,-1.5210524185955827,105.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3771,3771,0.4505184004369776,-0.4386687575887553,0.1440478986627616,0.7554345747439537,3078.1,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+3772,3772,0.4510971010155736,-0.4386687575887553,1.6125759509964963,-1.3085138809242038,1710.9,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3773,3773,0.4516758015941696,-0.4386687575887553,-0.9981405864856988,-0.4965502487265134,365.55,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3774,3774,0.4522545021727656,-0.4386687575887553,0.470387465848036,-1.4861828147588725,845.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3775,3775,0.4528332027513616,-0.4386687575887553,-0.5902161275041058,0.1659722241709883,1221.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3776,3776,0.4534119033299575,-0.4386687575887553,0.2664252363572394,1.1672279914822508,3767.4,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+3777,3777,0.4539906039085535,-0.4386687575887553,1.1230666002185847,1.0161263748565048,5812,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+3778,3778,0.4545693044871495,2.279624392438459,-1.2836877077728135,-0.8352835431402739,39.65,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+3779,3779,0.4551480050657455,-0.4386687575887553,-0.4678387898096278,-1.48784327208443,417.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3780,3780,0.4557267056443415,-0.4386687575887553,1.1230666002185847,0.6690907938149562,4984.85,True,False,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+3781,3781,0.4563054062229374,-0.4386687575887553,1.2046514920149034,0.1975209133565837,4263.45,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+3782,3782,0.4568841068015334,-0.4386687575887553,-0.9981405864856988,-1.4944851013866605,160.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+3783,3783,0.4574628073801294,-0.4386687575887553,1.3270288297093813,-1.3184766248775497,1725,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3784,3784,0.4580415079587254,-0.4386687575887553,-0.631008573402265,-1.462936412201065,418.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3785,3785,0.4586202085373214,-0.4386687575887553,1.1230666002185847,-0.1129846065226966,3638.25,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False
+3786,3786,0.4591989091159174,-0.4386687575887553,-0.8757632487912208,-1.5127501319677945,180.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3787,3787,0.4597776096945134,-0.4386687575887553,-1.2428952618746545,-1.489503729409987,38.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3788,3788,0.4603563102731094,-0.4386687575887553,-0.4678387898096278,1.2984041202013052,2254.2,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3789,3789,0.4609350108517054,-0.4386687575887553,1.3678212756075403,1.2718368029923823,6595,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+3790,3790,0.4615137114303014,-0.4386687575887553,-0.6718010193004244,-1.5227128759211404,326.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3791,3791,0.4620924120088974,-0.4386687575887553,1.3678212756075403,0.341980700680099,5013,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+3792,3792,0.4626711125874934,-0.4386687575887553,0.5519723576443546,0.4781382013758265,3593.8,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True
+3793,3793,0.4632498131660894,-0.4386687575887553,1.5309910592001776,0.8450992703240668,6385.95,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False
+3794,3794,0.4638285137446853,-0.4386687575887553,1.6125759509964963,-1.4762200708055262,1354.4,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+3795,3795,0.4644072143232813,-0.4386687575887553,-1.2836877077728135,-0.6708982679100666,44.6,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3796,3796,0.4649859149018773,-0.4386687575887553,-1.2836877077728135,-1.355006686039818,24,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3797,3797,0.4655646154804733,2.279624392438459,-0.9981405864856988,1.1888139367145,819.4,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3798,3798,0.4661433160590693,-0.4386687575887553,-1.2428952618746545,-0.5181361939587628,103.7,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3799,3799,0.4667220166376652,-0.4386687575887553,-1.2836877077728135,-1.514410589293352,19.2,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3800,3800,0.4673007172162612,-0.4386687575887553,-0.631008573402265,-1.4712386988288533,365.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+3801,3801,0.4678794177948572,-0.4386687575887553,1.041481708422266,-0.4915688767498405,2919.85,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,True
+3802,3802,0.4684581183734532,-0.4386687575887553,1.0822741543204255,0.7288672575350315,5186,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+3803,3803,0.4690368189520492,-0.4386687575887553,-0.8349708028930616,0.816871495789587,1095.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+3804,3804,0.4696155195306452,-0.4386687575887553,-1.2021028159764953,-0.0399244841981599,155.65,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+3805,3805,0.4701942201092412,-0.4386687575887553,-0.0191218849298755,-0.4716433888431486,1653.45,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+3806,3806,0.4707729206878372,-0.4386687575887553,-1.038933032383858,-1.3317602834820108,149.05,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3807,3807,0.4713516212664332,-0.4386687575887553,-0.9981405864856988,-1.4911641867355452,153.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+3808,3808,0.4719303218450292,-0.4386687575887553,-0.4270463439114685,0.6740721657916288,1873.7,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3809,3809,0.4725090224236252,-0.4386687575887553,1.3678212756075403,1.055977350669888,6424.25,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+3810,3810,0.4730877230022212,2.279624392438459,-0.3862538980133093,0.3519434446334453,1643.55,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3811,3811,0.4736664235808172,2.279624392438459,-1.2836877077728135,0.7039603976516667,86,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3812,3812,0.4742451241594131,-0.4386687575887553,-0.4678387898096278,0.0181915221963575,1424.4,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False
+3813,3813,0.4748238247380091,-0.4386687575887553,-0.9573481405875396,0.3303574994011957,706.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3814,3814,0.4754025253166051,-0.4386687575887553,0.470387465848036,-0.2840117110551344,2419.55,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+3815,3815,0.4759812258952011,2.279624392438459,-0.7125934651985837,0.4847800306780572,1156.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3816,3816,0.4765599264737971,-0.4386687575887553,1.4086137215056995,0.3054506395178309,4868.4,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+3817,3817,0.4771386270523931,-0.4386687575887553,0.9598968166259476,1.1107724424132908,5508.35,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3818,3818,0.4777173276309891,-0.4386687575887553,-1.1613103700783358,-1.1873004961584954,129.6,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3819,3819,0.478296028209585,-0.4386687575887553,0.4295950199498767,0.476477744050269,3566.6,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3820,3820,0.478874728788181,2.279624392438459,1.163859046116744,0.5761051835837279,4904.85,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3821,3821,0.479453429366777,-0.4386687575887553,0.470387465848036,0.0198519795219155,2774.55,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False,True,False
+3822,3822,0.480032129945373,-0.4386687575887553,-0.9573481405875396,0.3668875605634638,647.5,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3823,3823,0.480610830523969,-0.4386687575887553,1.6125759509964963,1.6935929636840252,8476.5,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3824,3824,0.481189531102565,-0.4386687575887553,-1.038933032383858,1.014465917530947,660.9,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3825,3825,0.481768231681161,-0.4386687575887553,-0.9573481405875396,-0.6775400972122972,348.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3826,3826,0.482346932259757,-0.4386687575887553,0.755934587135151,-1.489503729409987,1028.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3827,3827,0.482925632838353,-0.4386687575887553,1.3678212756075403,-1.174016837554034,1983.15,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+3828,3828,0.483504333416949,-0.4386687575887553,-0.7533859110967429,-1.3284393688308955,321.7,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+3829,3829,0.484083033995545,-0.4386687575887553,-0.91655569468938,-1.482861900107757,220.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3830,3830,0.4846617345741409,-0.4386687575887553,-0.631008573402265,-1.5094292173166792,307,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3831,3831,0.4852404351527369,-0.4386687575887553,0.6335572494406732,1.0161263748565048,4445.3,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+3832,3832,0.4858191357313329,-0.4386687575887553,-0.5494236816059465,-1.489503729409987,373.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+3833,3833,0.4863978363099289,-0.4386687575887553,-1.2836877077728135,-1.511089674642237,19.3,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3834,3834,0.4869765368885249,-0.4386687575887553,1.2454439379130626,-1.5027873880144489,1245.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3835,3835,0.4875552374671209,2.279624392438459,1.4086137215056995,1.3365946386891308,7171.7,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+3836,3836,0.4881339380457169,-0.4386687575887553,1.2454439379130626,-0.0415849415237177,4014.2,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+3837,3837,0.4887126386243129,2.279624392438459,1.571783505098337,0.1460467362642967,4982.5,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False,True,False
+3838,3838,0.4892913392029088,-0.4386687575887553,0.1440478986627616,-0.3703554919841322,1939.35,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+3839,3839,0.4898700397815048,2.279624392438459,-0.6718010193004244,0.8882711607885656,1540.05,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+3840,3840,0.4904487403601008,-0.4386687575887553,-1.2428952618746545,-1.469578241503296,33.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3841,3841,0.4910274409386968,-0.4386687575887553,1.6125759509964963,1.3332737240380157,7544.3,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+3842,3842,0.4916061415172928,-0.4386687575887553,-0.3454614521151499,-0.3205417722174027,1319.85,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+3843,3843,0.4921848420958888,-0.4386687575887553,0.3888025740517173,1.227004455202326,4273.45,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3844,3844,0.4927635426744848,-0.4386687575887553,0.5111799117461953,-1.4596154975499498,892.15,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3845,3845,0.4933422432530808,-0.4386687575887553,1.0822741543204255,1.1522838755522318,5961.1,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+3846,3846,0.4939209438316768,-0.4386687575887553,1.2454439379130626,1.0360518627631965,6109.75,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3847,3847,0.4944996444102728,-0.4386687575887553,-1.2836877077728135,-1.4795409854566417,20.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3848,3848,0.4950783449888687,-0.4386687575887553,0.4295950199498767,-0.1594774116383107,2548.55,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False
+3849,3849,0.4956570455674647,-0.4386687575887553,1.571783505098337,0.7454718307906079,6328.7,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3850,3850,0.4962357461460607,-0.4386687575887553,-0.8349708028930616,-0.697465585118989,540.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+3851,3851,0.4968144467246567,-0.4386687575887553,-0.3046690062169906,-1.5160710466189098,477.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3852,3852,0.4973931473032527,-0.4386687575887553,1.6125759509964963,0.6225979886993418,6093.3,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3853,3853,0.4979718478818487,-0.4386687575887553,-1.0797254782820174,-0.3255231441940756,340.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3854,3854,0.4985505484604447,-0.4386687575887553,-0.1007067767261941,-1.3101743382497613,723.3,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3855,3855,0.4991292490390407,2.279624392438459,0.5519723576443546,1.1771907354355966,4753.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False,True,False
+3856,3856,0.4997079496176367,-0.4386687575887553,-1.2428952618746545,0.2805437796344662,131.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+3857,3857,0.5002866501962326,-0.4386687575887553,0.5927648035425139,1.3797665291536296,4849.1,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3858,3858,0.5008653507748286,-0.4386687575887553,0.755934587135151,-1.0162733916260571,1782,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+3859,3859,0.5014440513534246,-0.4386687575887553,0.3888025740517173,-1.462936412201065,844.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3860,3860,0.5020227519320206,-0.4386687575887553,1.2046514920149034,1.2137207965978647,6164.7,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3861,3861,0.5026014525106166,-0.4386687575887553,-1.1205179241801766,-1.469578241503296,96.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+3862,3862,0.5031801530892126,-0.4386687575887553,0.8375194789314696,0.2340509745188518,3827.9,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False
+3863,3863,0.5037588536678086,-0.4386687575887553,-0.91655569468938,1.1257165583433095,973.25,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3864,3864,0.5043375542464046,-0.4386687575887553,-0.5902161275041058,-0.2441607352417507,990.85,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+3865,3865,0.5049162548250006,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3866,3866,0.5054949554035966,-0.4386687575887553,0.755934587135151,0.6873558243960902,4421.95,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3867,3867,0.5060736559821926,2.279624392438459,1.163859046116744,0.6890162817216477,5251.75,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+3868,3868,0.5066523565607886,-0.4386687575887553,-1.038933032383858,-0.6692378105845089,322.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3869,3869,0.5072310571393845,-0.4386687575887553,0.7151421412369917,1.2967436628757472,5017.9,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3870,3870,0.5078097577179805,-0.4386687575887553,-1.1613103700783358,0.5080264332358639,336.15,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3871,3871,0.5083884582965765,2.279624392438459,0.5927648035425139,0.6773930804427444,3969.35,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+3872,3872,0.5089671588751725,-0.4386687575887553,-0.0191218849298755,-0.0781150026859858,2045.55,False,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+3873,3873,0.5095458594537685,-0.4386687575887553,-1.2428952618746545,-0.6493123226778171,85.5,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3874,3874,0.5101245600323645,2.279624392438459,-0.223084114420672,-0.9398923546504055,1032,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+3875,3875,0.5107032606109605,-0.4386687575887553,-0.91655569468938,-0.3072581136129416,551.3,False,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+3876,3876,0.5112819611895565,-0.4386687575887553,-1.2836877077728135,0.5130078052125371,80.25,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3877,3877,0.5118606617681525,-0.4386687575887553,-0.4678387898096278,0.3071110968433885,1565.7,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3878,3878,0.5124393623467485,-0.4386687575887553,-0.8349708028930616,-1.4529736682477192,235.8,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+3879,3879,0.5130180629253445,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3880,3880,0.5135967635039405,2.279624392438459,0.755934587135151,-1.501126930688891,967.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3881,3881,0.5141754640825364,-0.4386687575887553,-1.2021028159764953,-0.2026493021028095,168.6,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+3882,3882,0.5147541646611324,-0.4386687575887553,1.6125759509964963,1.4162965903158982,7576.7,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+3883,3883,0.5153328652397284,-0.4386687575887553,-1.2836877077728135,-0.6775400972122972,44.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3884,3884,0.5159115658183244,-0.4386687575887553,-1.1205179241801766,0.684034909744975,401.1,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3885,3885,0.5164902663969204,2.279624392438459,-1.2836877077728135,0.6724117084660712,85.05,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3886,3886,0.5170689669755164,-0.4386687575887553,1.3678212756075403,-1.3184766248775497,1697.7,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3887,3887,0.5176476675541124,-0.4386687575887553,1.163859046116744,0.3502829873078872,4729.3,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+3888,3888,0.5182263681327083,-0.4386687575887553,-0.0191218849298755,1.1539443328777894,3204.65,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+3889,3889,0.5188050687113043,-0.4386687575887553,1.3270288297093813,-1.5094292173166792,1319.95,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3890,3890,0.5193837692899003,2.279624392438459,0.3480101281535581,1.2054185099700765,4016.2,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+3891,3891,0.5199624698684963,-0.4386687575887553,-0.7533859110967429,0.8301551543940479,1129.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+3892,3892,0.5205411704470922,-0.4386687575887553,-1.2428952618746545,0.8218528677662597,185.55,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+3893,3893,0.5211198710256882,-0.4386687575887553,-0.1414992226243534,-0.2258957046606166,1734.5,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,True,False,False
+3894,3894,0.5216985716042842,-0.4386687575887553,-0.91655569468938,-0.4517179009364568,498.25,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3895,3895,0.5222772721828802,-0.4386687575887553,-0.0191218849298755,0.1643117668454308,2347.9,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3896,3896,0.5228559727614762,-0.4386687575887553,-1.038933032383858,-1.489503729409987,147.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3897,3897,0.5234346733400722,-0.4386687575887553,1.571783505098337,0.4167012803301932,5550.1,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+3898,3898,0.5240133739186682,-0.4386687575887553,-0.8757632487912208,-1.5044478453400063,226.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3899,3899,0.5245920744972642,-0.4386687575887553,-1.2428952618746545,-1.462936412201065,44.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3900,3900,0.5251707750758602,-0.4386687575887553,-1.2836877077728135,-1.4529736682477192,21.05,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3901,3901,0.5257494756544562,-0.4386687575887553,-0.3862538980133093,-1.4944851013866605,465.45,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3902,3902,0.5263281762330522,-0.4386687575887553,1.2046514920149034,1.2070789672956346,6638.35,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False
+3903,3903,0.5269068768116482,-0.4386687575887553,-1.038933032383858,0.4565522561435769,522.95,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3904,3904,0.5274855773902442,-0.4386687575887553,1.571783505098337,1.6221932986850467,8166.8,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+3905,3905,0.5280642779688401,-0.4386687575887553,-1.2428952618746545,0.7421509161394928,183.75,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+3906,3906,0.5286429785474361,-0.4386687575887553,1.6125759509964963,0.1311026203342778,4888.2,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False
+3907,3907,0.5292216791260321,-0.4386687575887553,1.571783505098337,-1.4928246440611028,1326.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+3908,3908,0.5298003797046281,2.279624392438459,-0.8349708028930616,0.5196496345147678,950.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3909,3909,0.5303790802832241,-0.4386687575887553,-1.2021028159764953,-0.6808610118634125,134.5,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3910,3910,0.5309577808618201,-0.4386687575887553,-0.4678387898096278,1.1406606742733283,1956.4,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+3911,3911,0.5315364814404161,-0.4386687575887553,-0.9981405864856988,-1.4978060160377755,168.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+3912,3912,0.5321151820190121,-0.4386687575887553,-0.91655569468938,-1.5044478453400063,225.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+3913,3913,0.5326938825976081,-0.4386687575887553,-1.2021028159764953,-0.4948897914009558,130.1,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3914,3914,0.5332725831762041,-0.4386687575887553,0.7967270330333104,0.6408630192804758,4348.65,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3915,3915,0.5338512837548001,-0.4386687575887553,1.041481708422266,-1.5160710466189098,1035.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3916,3916,0.5344299843333961,-0.4386687575887553,0.1440478986627616,0.356924816610118,2680.15,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,False,False,True
+3917,3917,0.535008684911992,-0.4386687575887553,1.163859046116744,0.5395751224214593,4747.65,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+3918,3918,0.535587385490588,-0.4386687575887553,1.2046514920149034,-1.4861828147588725,1263.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3919,3919,0.536166086069184,2.279624392438459,1.6125759509964963,1.6620442744984298,8317.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3920,3920,0.53674478664778,-0.4386687575887553,1.0822741543204255,0.9480476245086408,5386.5,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False
+3921,3921,0.537323487226376,-0.4386687575887553,-0.7941783569949022,-1.4745596134799688,251.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+3922,3922,0.537902187804972,-0.4386687575887553,0.062463006866443,0.8384574410218362,3097,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+3923,3923,0.538480888383568,-0.4386687575887553,-1.2836877077728135,-0.6343682067477983,45.7,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3924,3924,0.539059588962164,-0.4386687575887553,-0.4270463439114685,-0.3437881747752097,1127.35,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3925,3925,0.53963828954076,-0.4386687575887553,1.571783505098337,-1.3467043994120296,1732.95,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3926,3926,0.540216990119356,2.279624392438459,0.6743496953388325,0.8384574410218362,4547.25,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+3927,3927,0.540795690697952,2.279624392438459,-0.9573481405875396,0.8401178983473937,816.8,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+3928,3928,0.5413743912765479,-0.4386687575887553,-1.1613103700783358,0.4333058535857697,299.2,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+3929,3929,0.5419530918551438,-0.4386687575887553,1.6125759509964963,-1.3184766248775497,1790.8,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+3930,3930,0.5425317924337398,-0.4386687575887553,-0.3046690062169906,1.1522838755522318,2369.05,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+3931,3931,0.5431104930123358,2.279624392438459,-1.2836877077728135,-1.3184766248775497,25.1,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3932,3932,0.5436891935909318,-0.4386687575887553,0.3888025740517173,-1.4944851013866605,849.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+3933,3933,0.5442678941695278,2.279624392438459,0.1032554527646023,1.137339759622213,3554.6,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3934,3934,0.5448465947481238,-0.4386687575887553,-1.2836877077728135,-1.3317602834820108,24.7,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3935,3935,0.5454252953267198,-0.4386687575887553,-1.2021028159764953,-1.5276942478978135,56,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3936,3936,0.5460039959053158,-0.4386687575887553,0.470387465848036,-0.1644587836149836,2603.95,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+3937,3937,0.5465826964839118,-0.4386687575887553,0.5111799117461953,1.0028427162520437,4368.85,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+3938,3938,0.5471613970625078,-0.4386687575887553,-1.2836877077728135,-1.1491099776706692,30.2,True,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3939,3939,0.5477400976411038,-0.4386687575887553,1.571783505098337,0.8550620142774127,6404,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3940,3940,0.5483187982196998,-0.4386687575887553,-0.5902161275041058,1.0343914054376389,1745.5,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+3941,3941,0.5488974987982957,-0.4386687575887553,-1.2428952618746545,0.3353388713778688,136.05,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3942,3942,0.5494761993768917,-0.4386687575887553,-1.2836877077728135,-0.4766247608198216,50.45,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+3943,3943,0.5500548999554877,-0.4386687575887553,0.0216705609682837,1.1688884488078084,3320.6,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+3944,3944,0.5506336005340837,-0.4386687575887553,1.6125759509964963,0.7936250932317798,6301.7,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+3945,3945,0.5512123011126797,2.279624392438459,1.571783505098337,-0.2773698817529037,3985.35,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+3946,3946,0.5517910016912757,-0.4386687575887553,-1.2428952618746545,0.290506523587812,145.4,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3947,3947,0.5523697022698717,-0.4386687575887553,1.0006892625241068,-1.4845223574333144,1087.7,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+3948,3948,0.5529484028484677,-0.4386687575887553,0.7967270330333104,-0.460020187564245,2610.65,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+3949,3949,0.5535271034270637,-0.4386687575887553,0.6743496953388325,1.2917622908990745,5036.3,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3950,3950,0.5541058040056597,-0.4386687575887553,-1.2836877077728135,0.1975209133565837,70.75,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+3951,3951,0.5546845045842557,-0.4386687575887553,-1.2836877077728135,-1.4579550402243922,20.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3952,3952,0.5552632051628517,-0.4386687575887553,-1.038933032383858,-1.4662573268521804,158.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3953,3953,0.5558419057414477,2.279624392438459,-0.5902161275041058,0.9663126550897754,1743.9,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False
+3954,3954,0.5564206063200436,-0.4386687575887553,-1.2428952618746545,0.1825767974265648,144,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3955,3955,0.5569993068986396,-0.4386687575887553,0.1848403445609209,-0.323862686868518,2030.75,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3956,3956,0.5575780074772356,-0.4386687575887553,-1.2836877077728135,-1.3533462287142604,24.05,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+3957,3957,0.5581567080558316,-0.4386687575887553,0.6335572494406732,-0.6576146093056053,2196.3,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+3958,3958,0.5587354086344276,-0.4386687575887553,0.1848403445609209,1.0393727774143116,3646.8,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+3959,3959,0.5593141092130236,-0.4386687575887553,-1.2021028159764953,0.3220552127734074,217.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+3960,3960,0.5598928097916196,-0.4386687575887553,0.1032554527646023,-0.3255231441940756,2010.55,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+3961,3961,0.5604715103702156,-0.4386687575887553,-0.7125934651985837,-1.4911641867355452,320.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3962,3962,0.5610502109488116,-0.4386687575887553,-1.2836877077728135,-1.4762200708055262,20.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+3963,3963,0.5616289115274076,-0.4386687575887553,1.6125759509964963,-1.469578241503296,1432.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+3964,3964,0.5622076121060036,-0.4386687575887553,-0.5902161275041058,-1.5210524185955827,348.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+3965,3965,0.5627863126845996,-0.4386687575887553,-1.2428952618746545,0.7122626842794549,181.65,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+3966,3966,0.5633650132631955,-0.4386687575887553,0.1032554527646023,-0.3172208575662874,1924.1,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True
+3967,3967,0.5639437138417915,-0.4386687575887553,-0.8757632487912208,-0.5397221391910124,501,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3968,3968,0.5645224144203874,2.279624392438459,-0.2638765603188314,0.4648545427713652,2006.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+3969,3969,0.5651011149989834,2.279624392438459,0.1848403445609209,0.2473346331233132,2575.45,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+3970,3970,0.5656798155775794,2.279624392438459,0.9598968166259476,1.1655675341566931,5706.3,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+3971,3971,0.5662585161561754,-0.4386687575887553,1.4901986133020184,-0.1677796982660989,4069.9,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False
+3972,3972,0.5668372167347714,-0.4386687575887553,1.571783505098337,-1.4911641867355452,1397.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3973,3973,0.5674159173133674,-0.4386687575887553,1.2046514920149034,1.685290677056237,7159.05,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+3974,3974,0.5679946178919634,-0.4386687575887553,0.7151421412369917,-0.9897060744171352,1782.4,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+3975,3975,0.5685733184705594,-0.4386687575887553,1.2046514920149034,1.5275472311282603,6840.95,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+3976,3976,0.5691520190491554,-0.4386687575887553,0.8783119248296289,1.1705489061333658,5299.65,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+3977,3977,0.5697307196277513,-0.4386687575887553,1.2454439379130626,0.7272068002094738,5309.5,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+3978,3978,0.5703094202063473,-0.4386687575887553,-0.4270463439114685,-0.2275561619861742,1271.8,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3979,3979,0.5708881207849433,-0.4386687575887553,-0.1007067767261941,-1.5077687599911216,578.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+3980,3980,0.5714668213635393,2.279624392438459,1.0006892625241068,-0.375336863960805,3035.8,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+3981,3981,0.5720455219421353,2.279624392438459,1.041481708422266,1.0958283264832718,5458.8,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+3982,3982,0.5726242225207313,2.279624392438459,0.9191043707277884,-0.6625959812822783,2479.05,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3983,3983,0.5732029230993273,-0.4386687575887553,0.1848403445609209,1.2319858271789992,3545.35,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+3984,3984,0.5737816236779233,-0.4386687575887553,-1.2428952618746545,-0.3437881747752097,87.3,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+3985,3985,0.5743603242565193,2.279624392438459,0.6743496953388325,0.7770205199762034,4159.45,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+3986,3986,0.5749390248351153,2.279624392438459,-0.3454614521151499,0.4665150000969227,1772.25,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3987,3987,0.5755177254137113,-0.4386687575887553,-0.1414992226243534,-0.3172208575662874,1620.2,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False
+3988,3988,0.5760964259923073,-0.4386687575887553,-1.2836877077728135,-0.6675773532589512,44.7,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+3989,3989,0.5766751265709033,-0.4386687575887553,1.6125759509964963,1.4993194565937806,7852.4,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+3990,3990,0.5772538271494992,-0.4386687575887553,-0.8757632487912208,-0.0249803682681412,733.95,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False
+3991,3991,0.5778325277280952,-0.4386687575887553,-1.038933032383858,0.139404906962066,506.9,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+3992,3992,0.5784112283066912,-0.4386687575887553,1.0822741543204255,-1.467917784177738,1286,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+3993,3993,0.5789899288852872,-0.4386687575887553,1.4494061674038592,-0.295634912334038,3848.8,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+3994,3994,0.5795686294638832,-0.4386687575887553,1.4086137215056995,0.9729544843920056,6302.8,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+3995,3995,0.5801473300424792,2.279624392438459,-1.2428952618746545,0.4781382013758265,172.85,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+3996,3996,0.5807260306210752,2.279624392438459,-0.0599143308280348,0.8600433862540858,2845.15,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+3997,3997,0.5813047311996712,-0.4386687575887553,-0.6718010193004244,-0.0183385389659105,1024,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,True
+3998,3998,0.5818834317782672,-0.4386687575887553,-1.2836877077728135,0.5096868905614219,80.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+3999,3999,0.5824621323568632,-0.4386687575887553,-0.631008573402265,0.9646521977642174,1625.65,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4000,4000,0.5830408329354592,2.279624392438459,-1.038933032383858,0.8085692091617988,574.35,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4001,4001,0.5836195335140552,-0.4386687575887553,-1.2836877077728135,-1.4562945828988345,20.95,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4002,4002,0.5841982340926511,-0.4386687575887553,-0.91655569468938,-0.948194641278194,374,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+4003,4003,0.5847769346712471,-0.4386687575887553,-1.2428952618746545,0.8484201849751819,190.5,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+4004,4004,0.5853556352498431,-0.4386687575887553,1.0822741543204255,0.8467597276496244,5194.05,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4005,4005,0.5859343358284391,2.279624392438459,-1.2021028159764953,0.3403202433545415,256.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4006,4006,0.5865130364070351,-0.4386687575887553,1.6125759509964963,0.6740721657916288,6155.4,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+4007,4007,0.5870917369856311,-0.4386687575887553,-0.4270463439114685,0.8052482945106831,1886.25,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+4008,4008,0.587670437564227,-0.4386687575887553,-0.7941783569949022,-0.4733038461687064,610.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+4009,4009,0.588249138142823,-0.4386687575887553,-0.91655569468938,-0.6493123226778171,428.7,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4010,4010,0.588827838721419,-0.4386687575887553,0.1032554527646023,-0.6127822615155488,1662.05,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+4011,4011,0.589406539300015,-0.4386687575887553,1.571783505098337,1.1356793022966554,6994.6,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,False,True,False
+4012,4012,0.589985239878611,2.279624392438459,-0.0191218849298755,0.3353388713778688,2303.35,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4013,4013,0.590563940457207,-0.4386687575887553,-1.1205179241801766,-0.2989558269851533,274.35,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+4014,4014,0.5911426410358029,2.279624392438459,-0.0599143308280348,0.6657698791638406,2633.4,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4015,4015,0.5917213416143989,-0.4386687575887553,0.5519723576443546,-0.6509727800033747,2065.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4016,4016,0.5923000421929949,2.279624392438459,-0.5086312357077871,0.476477744050269,1520.9,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4017,4017,0.5928787427715909,-0.4386687575887553,-0.91655569468938,0.4997241466080757,797.25,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4018,4018,0.5934574433501869,-0.4386687575887553,0.5927648035425139,1.4129756756647829,5118.95,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+4019,4019,0.5940361439287829,-0.4386687575887553,-0.3862538980133093,0.8417783556729518,2044.95,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True
+4020,4020,0.5946148445073789,-0.4386687575887553,-0.4678387898096278,0.9795963136942364,1948.35,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4021,4021,0.5951935450859749,-0.4386687575887553,1.2454439379130626,0.8384574410218362,5817,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,True,False,False
+4022,4022,0.5957722456645709,2.279624392438459,-1.2428952618746545,-0.4865875047731676,115.1,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+4023,4023,0.5963509462431669,-0.4386687575887553,-1.1205179241801766,-1.489503729409987,109.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4024,4024,0.5969296468217629,2.279624392438459,-1.1613103700783358,0.5130078052125371,303.7,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4025,4025,0.5975083474003589,-0.4386687575887553,0.7967270330333104,0.0480797540563953,3330.1,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4026,4026,0.5980870479789548,-0.4386687575887553,-0.2638765603188314,-1.501126930688891,471.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+4027,4027,0.5986657485575508,2.279624392438459,-1.2428952618746545,0.1792558827754497,115.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4028,4028,0.5992444491361468,-0.4386687575887553,-1.2836877077728135,-1.482861900107757,20.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4029,4029,0.5998231497147428,-0.4386687575887553,0.470387465848036,-0.3487695467518827,2390.45,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+4030,4030,0.6004018502933388,-0.4386687575887553,-1.2428952618746545,-1.320137082203107,56.35,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4031,4031,0.6009805508719348,-0.4386687575887553,-1.2428952618746545,-1.4928246440611028,52,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4032,4032,0.6015592514505308,-0.4386687575887553,0.0216705609682837,1.4196175049670132,3645.5,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4033,4033,0.6021379520291268,-0.4386687575887553,-0.1007067767261941,1.0028427162520437,2852.4,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True,True,False,False
+4034,4034,0.6027166526077228,2.279624392438459,-0.7533859110967429,1.175530278110039,1369.8,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4035,4035,0.6032953531863188,-0.4386687575887553,-1.2836877077728135,-1.501126930688891,19.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4036,4036,0.6038740537649148,-0.4386687575887553,-0.8349708028930616,0.9878986003220246,1173.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4037,4037,0.6044527543435108,-0.4386687575887553,0.3480101281535581,0.8102296664873563,3645.75,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4038,4038,0.6050314549221067,-0.4386687575887553,-0.9573481405875396,1.255232229736806,897.75,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+4039,4039,0.6056101555007027,2.279624392438459,1.4901986133020184,1.5092822005471265,7467.55,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4040,4040,0.6061888560792987,-0.4386687575887553,-1.2836877077728135,0.5013846039336337,79.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+4041,4041,0.6067675566578947,-0.4386687575887553,-1.2428952618746545,-1.48784327208443,38,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4042,4042,0.6073462572364907,-0.4386687575887553,-1.2428952618746545,-0.5114943646565323,106.55,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4043,4043,0.6079249578150867,-0.4386687575887553,-0.1007067767261941,-0.3039371989618262,1653.85,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True,True,False,False,True
+4044,4044,0.6085036583936827,-0.4386687575887553,0.755934587135151,0.953028996485314,4619.55,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+4045,4045,0.6090823589722787,2.279624392438459,0.7151421412369917,1.190474394040058,5189.75,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+4046,4046,0.6096610595508747,-0.4386687575887553,1.4901986133020184,-1.3467043994120296,1641.8,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4047,4047,0.6102397601294706,-0.4386687575887553,1.5309910592001776,1.517584487174915,7752.05,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4048,4048,0.6108184607080666,-0.4386687575887553,0.7967270330333104,-0.1146450638482541,3169.55,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4049,4049,0.6113971612866625,-0.4386687575887553,-0.5902161275041058,-0.5114943646565323,874.8,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4050,4050,0.6119758618652585,-0.4386687575887553,0.5519723576443546,0.8085692091617988,4245.55,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+4051,4051,0.6125545624438545,-0.4386687575887553,0.9191043707277884,-1.5094292173166792,1153.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4052,4052,0.6131332630224505,2.279624392438459,-1.1205179241801766,0.356924816610118,349.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+4053,4053,0.6137119636010465,2.279624392438459,-1.2021028159764953,0.7321881721861465,220.95,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4054,4054,0.6142906641796425,-0.4386687575887553,-1.0797254782820174,-1.5227128759211404,110.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4055,4055,0.6148693647582385,-0.4386687575887553,1.5309910592001776,0.6408630192804758,5979.7,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4056,4056,0.6154480653368345,-0.4386687575887553,1.0822741543204255,0.2423532611466401,4194.85,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+4057,4057,0.6160267659154305,-0.4386687575887553,0.3072176822553988,-0.3404672601240945,2236.2,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4058,4058,0.6166054664940265,-0.4386687575887553,1.571783505098337,-1.4911641867355452,1355.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4059,4059,0.6171841670726225,-0.4386687575887553,-1.1205179241801766,0.5080264332358639,398.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+4060,4060,0.6177628676512185,-0.4386687575887553,-0.91655569468938,0.7022999403261091,858.6,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+4061,4061,0.6183415682298145,2.279624392438459,1.3270288297093813,1.4162965903158982,7047.5,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4062,4062,0.6189202688084104,-0.4386687575887553,-1.1205179241801766,-1.3450439420864722,100.2,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4063,4063,0.6194989693870064,-0.4386687575887553,-1.2836877077728135,-0.4948897914009558,49.9,True,False,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4064,4064,0.6200776699656024,-0.4386687575887553,1.0006892625241068,-1.5077687599911216,1061.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4065,4065,0.6206563705441984,-0.4386687575887553,1.2046514920149034,0.5379146650959018,4985.9,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+4066,4066,0.6212350711227944,2.279624392438459,-0.1007067767261941,0.1427258216131811,2093.9,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+4067,4067,0.6218137717013904,-0.4386687575887553,-0.1414992226243534,-1.0312175075560763,1009.25,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True
+4068,4068,0.6223924722799864,-0.4386687575887553,0.9598968166259476,-1.3234579968542224,1468.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4069,4069,0.6229711728585824,-0.4386687575887553,1.041481708422266,-0.6576146093056053,2689.35,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+4070,4070,0.6235498734371784,2.279624392438459,0.1032554527646023,0.272241493006678,2471.25,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4071,4071,0.6241285740157744,-0.4386687575887553,1.4086137215056995,1.3216505227591118,6885.75,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+4072,4072,0.6247072745943704,-0.4386687575887553,1.5309910592001776,0.664109421838283,5917.55,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4073,4073,0.6252859751729664,-0.4386687575887553,-0.3454614521151499,-0.2840117110551344,1454.25,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+4074,4074,0.6258646757515623,-0.4386687575887553,0.062463006866443,-0.2607653084973272,1889.5,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+4075,4075,0.6264433763301583,2.279624392438459,1.571783505098337,1.157265247528905,6951.15,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+4076,4076,0.6270220769087543,2.279624392438459,-1.1613103700783358,0.612635244745996,308.05,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4077,4077,0.6276007774873503,-0.4386687575887553,-0.8349708028930616,0.5329332931192287,866.45,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4078,4078,0.6281794780659463,-0.4386687575887553,-0.7125934651985837,-0.4400946996575535,765.5,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4079,4079,0.6287581786445423,-0.4386687575887553,0.5519723576443546,-1.3251184541797802,1174.8,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4080,4080,0.6293368792231383,-0.4386687575887553,0.470387465848036,-0.0963800332671201,2924.05,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+4081,4081,0.6299155798017343,-0.4386687575887553,0.3072176822553988,1.256892687062364,4108.15,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,True
+4082,4082,0.6304942803803303,2.279624392438459,-0.7533859110967429,1.3299528093869002,1531.4,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4083,4083,0.6310729809589263,2.279624392438459,1.4494061674038592,-0.1378914664060613,3975.9,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False
+4084,4084,0.6316516815375223,-0.4386687575887553,0.0216705609682837,-0.1246078078016001,2018.4,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,True
+4085,4085,0.6322303821161183,-0.4386687575887553,-0.1414992226243534,-1.48784327208443,540.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4086,4086,0.6328090826947143,-0.4386687575887553,1.0822741543204255,1.4013524743858792,6152.3,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+4087,4087,0.6333877832733101,-0.4386687575887553,-0.3046690062169906,0.3154133834711767,1952.25,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4088,4088,0.6339664838519061,-0.4386687575887553,-1.038933032383858,0.1460467362642967,477.55,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4089,4089,0.6345451844305021,2.279624392438459,-0.6718010193004244,0.1609908521943157,1043.3,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4090,4090,0.6351238850090981,-0.4386687575887553,0.2256327904590802,0.3071110968433885,2802.3,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True,False
+4091,4091,0.6357025855876941,-0.4386687575887553,-0.91655569468938,0.0995539311486824,653.15,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+4092,4092,0.6362812861662901,-0.4386687575887553,1.4901986133020184,-1.4911641867355452,1363.45,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4093,4093,0.6368599867448861,2.279624392438459,0.8783119248296289,-0.3105790282640567,2966.95,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4094,4094,0.6374386873234821,-0.4386687575887553,0.8375194789314696,0.6574675925360524,4449.75,False,False,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4095,4095,0.6380173879020781,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4096,4096,0.6385960884806741,-0.4386687575887553,0.3480101281535581,0.3270365847500806,3090.65,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+4097,4097,0.63917478905927,-0.4386687575887553,-0.0599143308280348,-1.4845223574333144,589.25,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4098,4098,0.639753489637866,2.279624392438459,-0.5086312357077871,1.4030129317114368,2172.05,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+4099,4099,0.640332190216462,-0.4386687575887553,-0.5494236816059465,-1.3101743382497613,566.1,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4100,4100,0.640910890795058,-0.4386687575887553,0.7151421412369917,0.3619061885867911,3876.2,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+4101,4101,0.641489591373654,-0.4386687575887553,-0.223084114420672,-1.4978060160377755,509.3,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4102,4102,0.64206829195225,-0.4386687575887553,0.8783119248296289,1.4926776272915498,6110.2,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4103,4103,0.642646992530846,2.279624392438459,0.3888025740517173,1.004503173577601,3944.5,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4104,4104,0.643225693109442,-0.4386687575887553,-1.2836877077728135,-1.5210524185955827,19,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4105,4105,0.643804393688038,-0.4386687575887553,-0.8349708028930616,-1.514410589293352,239,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4106,4106,0.644383094266634,-0.4386687575887553,0.6743496953388325,1.1888139367145,5069.65,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4107,4107,0.64496179484523,-0.4386687575887553,-0.223084114420672,0.1410653642876236,1793.25,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4108,4108,0.645540495423826,-0.4386687575887553,-0.3454614521151499,-1.5027873880144489,470.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4109,4109,0.646119196002422,-0.4386687575887553,1.4086137215056995,1.348217839968035,6989.45,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4110,4110,0.646697896581018,-0.4386687575887553,-1.2428952618746545,-0.6443309507011442,80.95,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4111,4111,0.6472765971596139,-0.4386687575887553,1.6125759509964963,1.6371374146150652,8086.4,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4112,4112,0.6478552977382099,2.279624392438459,0.7967270330333104,1.3847479011303028,5621.85,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4113,4113,0.6484339983168059,-0.4386687575887553,-0.91655569468938,0.3104320114945041,811.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4114,4114,0.6490126988954019,2.279624392438459,1.6125759509964963,0.3187342981222923,5360.75,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+4115,4115,0.6495913994739979,-0.4386687575887553,-1.038933032383858,0.3270365847500806,521.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+4116,4116,0.6501701000525939,2.279624392438459,1.6125759509964963,1.6919325063584678,8399.15,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4117,4117,0.6507488006311899,-0.4386687575887553,0.755934587135151,0.5296123784681136,4116.9,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+4118,4118,0.6513275012097859,2.279624392438459,-0.2638765603188314,1.1057910704366176,2510.7,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4119,4119,0.6519062017883819,2.279624392438459,0.7967270330333104,1.4710916820593003,5647.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4120,4120,0.6524849023669779,-0.4386687575887553,0.5927648035425139,-1.469578241503296,1013.05,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4121,4121,0.6530636029455739,-0.4386687575887553,0.1440478986627616,-1.5359965345256017,689,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4122,4122,0.6536423035241699,-0.4386687575887553,-1.2021028159764953,-1.4928246440611028,63.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4123,4123,0.6542210041027658,2.279624392438459,-1.2836877077728135,0.2141254866121602,71.25,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4124,4124,0.6547997046813618,2.279624392438459,-0.8349708028930616,-0.702446957095662,526.95,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+4125,4125,0.6553784052599578,-0.4386687575887553,1.6125759509964963,1.564077292290529,8071.05,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4126,4126,0.6559571058385538,-0.4386687575887553,-0.8349708028930616,-1.4861828147588725,265.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4127,4127,0.6565358064171497,2.279624392438459,-1.2836877077728135,1.0061636309031583,95.1,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4128,4128,0.6571145069957457,-0.4386687575887553,-0.1007067767261941,0.1858977120776804,2044.75,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False,True,False
+4129,4129,0.6576932075743417,-0.4386687575887553,0.3888025740517173,-0.5065129926798594,2077.95,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4130,4130,0.6582719081529377,-0.4386687575887553,-1.2021028159764953,0.1510281082409694,191.35,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+4131,4131,0.6588506087315337,2.279624392438459,-0.7941783569949022,0.8052482945106831,1169.35,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+4132,4132,0.6594293093101297,-0.4386687575887553,-0.8349708028930616,1.1738698207844815,1164.3,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4133,4133,0.6600080098887257,2.279624392438459,1.0006892625241068,1.1888139367145,5746.15,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4134,4134,0.6605867104673216,2.279624392438459,-0.0191218849298755,0.6707512511405137,2642.05,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4135,4135,0.6611654110459176,-0.4386687575887553,1.4494061674038592,0.4017571644001748,5023,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+4136,4136,0.6617441116245136,-0.4386687575887553,-0.9981405864856988,-1.4928246440611028,146.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+4137,4137,0.6623228122031096,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4138,4138,0.6629015127817056,-0.4386687575887553,0.5519723576443546,-1.4845223574333144,936.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+4139,4139,0.6634802133603016,-0.4386687575887553,-0.91655569468938,1.0111450028798317,1021.55,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4140,4140,0.6640589139388976,2.279624392438459,-1.1613103700783358,-1.159072721624015,118.25,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4141,4141,0.6646376145174936,2.279624392438459,-1.2836877077728135,-0.6144427188411066,46.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4142,4142,0.6652163150960896,2.279624392438459,-1.1613103700783358,0.6574675925360524,360.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4143,4143,0.6657950156746856,-0.4386687575887553,1.4494061674038592,-1.501126930688891,1441.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4144,4144,0.6663737162532816,-0.4386687575887553,1.041481708422266,0.9812567710197938,5563.65,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+4145,4145,0.6669524168318776,-0.4386687575887553,-1.2836877077728135,-1.3417230274353569,24.4,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4146,4146,0.6675311174104736,2.279624392438459,-0.8349708028930616,0.2822042369600238,828.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4147,4147,0.6681098179890695,-0.4386687575887553,1.6125759509964963,1.6437792439172958,8058.55,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4148,4148,0.6686885185676655,-0.4386687575887553,-1.1205179241801766,1.1854930220633848,514,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4149,4149,0.6692672191462615,-0.4386687575887553,-0.5086312357077871,-1.4978060160377755,395.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4150,4150,0.6698459197248575,-0.4386687575887553,-0.223084114420672,-1.5160710466189098,537.35,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4151,4151,0.6704246203034535,-0.4386687575887553,-0.0599143308280348,0.6624489645127255,2613.4,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+4152,4152,0.6710033208820495,-0.4386687575887553,1.5309910592001776,1.090846954506599,6982.5,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4153,4153,0.6715820214606455,-0.4386687575887553,1.4086137215056995,0.1510281082409694,4653.25,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+4154,4154,0.6721607220392415,-0.4386687575887553,-1.2021028159764953,-0.4782852181453793,137.25,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4155,4155,0.6727394226178375,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4156,4156,0.6733181231964335,-0.4386687575887553,-0.1822916685225127,-0.3454486321007674,1516.6,True,False,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+4157,4157,0.6738968237750295,-0.4386687575887553,-0.1414992226243534,-1.4928246440611028,535.05,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4158,4158,0.6744755243536255,-0.4386687575887553,-1.1613103700783358,0.3502829873078872,338.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4159,4159,0.6750542249322214,-0.4386687575887553,0.7151421412369917,0.4914218599802874,4024.2,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+4160,4160,0.6756329255108174,2.279624392438459,0.062463006866443,-0.0199989962914681,2106.3,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+4161,4161,0.6762116260894134,-0.4386687575887553,1.4086137215056995,0.8218528677662597,6038.55,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False
+4162,4162,0.6767903266680094,-0.4386687575887553,1.6125759509964963,1.3000645775268629,7517.7,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+4163,4163,0.6773690272466054,2.279624392438459,-1.1613103700783358,1.155604790203347,347.65,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4164,4164,0.6779477278252014,2.279624392438459,-1.038933032383858,0.649165305908264,609.65,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4165,4165,0.6785264284037974,-0.4386687575887553,0.5927648035425139,1.2917622908990745,4730.6,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4166,4166,0.6791051289823934,-0.4386687575887553,-0.8757632487912208,-0.4583597302386875,581.7,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4167,4167,0.6796838295609893,-0.4386687575887553,0.3072176822553988,1.3282923520613426,4131.95,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False
+4168,4168,0.6802625301395853,2.279624392438459,0.3072176822553988,1.230325369853441,4086.3,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4169,4169,0.6808412307181813,-0.4386687575887553,0.3480101281535581,-1.496145558712218,806.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4170,4170,0.6814199312967772,-0.4386687575887553,-0.0599143308280348,0.986238142996467,2979.2,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4171,4171,0.6819986318753732,-0.4386687575887553,1.2046514920149034,-1.3749321739465097,1429.65,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4172,4172,0.6825773324539692,-0.4386687575887553,1.163859046116744,1.3000645775268629,6423,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4173,4173,0.6831560330325652,-0.4386687575887553,1.4086137215056995,-0.9515155559293093,2434.45,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+4174,4174,0.6837347336111612,2.279624392438459,1.6125759509964963,-1.3450439420864722,1778.7,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4175,4175,0.6843134341897572,-0.4386687575887553,1.2046514920149034,-0.8701531469769844,2345.55,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,True,False,False
+4176,4176,0.6848921347683532,2.279624392438459,-1.2428952618746545,0.1593303948687576,131.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4177,4177,0.6854708353469492,-0.4386687575887553,1.0822741543204255,1.1705489061333658,6034.85,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+4178,4178,0.6860495359255452,-0.4386687575887553,-1.1613103700783358,-0.2790303390784615,234.85,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4179,4179,0.6866282365041412,-0.4386687575887553,1.6125759509964963,0.8450992703240668,6369.45,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4180,4180,0.6872069370827372,-0.4386687575887553,1.5309910592001776,0.0049078635918966,4551.5,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+4181,4181,0.6877856376613332,-0.4386687575887553,1.571783505098337,-1.3384021127842414,1816.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,True,False
+4182,4182,0.6883643382399292,-0.4386687575887553,0.2256327904590802,1.1439815889244436,3777.15,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4183,4183,0.6889430388185251,2.279624392438459,-0.5494236816059465,0.8567224716029702,1660,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4184,4184,0.6895217393971211,-0.4386687575887553,-1.2021028159764953,0.1825767974265648,208.85,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4185,4185,0.6901004399757171,-0.4386687575887553,-1.1613103700783358,-0.2092911314050402,224.85,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+4186,4186,0.6906791405543131,-0.4386687575887553,-1.1613103700783358,-0.6244054627944524,193.6,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4187,4187,0.6912578411329091,-0.4386687575887553,-0.5902161275041058,1.0078240882287166,1779.95,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+4188,4188,0.6918365417115051,-0.4386687575887553,0.755934587135151,-1.335081198133126,1266.4,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+4189,4189,0.6924152422901011,-0.4386687575887553,-0.7941783569949022,0.6574675925360524,1115.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4190,4190,0.6929939428686971,-0.4386687575887553,-1.2021028159764953,0.5163287198636521,253.8,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4191,4191,0.6935726434472931,2.279624392438459,-0.91655569468938,0.6574675925360524,865.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+4192,4192,0.6941513440258891,-0.4386687575887553,1.163859046116744,1.1489629609011167,5943.65,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False
+4193,4193,0.6947300446044851,-0.4386687575887553,-0.8349708028930616,-1.4944851013866605,202.25,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4194,4194,0.6953087451830811,-0.4386687575887553,-0.0599143308280348,-0.976422415812674,1077.5,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4195,4195,0.695887445761677,-0.4386687575887553,-1.2836877077728135,-1.4861828147588725,20.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4196,4196,0.696466146340273,-0.4386687575887553,1.6125759509964963,0.0248333514985882,4807.45,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4197,4197,0.697044846918869,2.279624392438459,-0.7533859110967429,0.8517410996262975,1266.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+4198,4198,0.697623547497465,-0.4386687575887553,-0.8757632487912208,0.5213100918403253,896.9,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4199,4199,0.698202248076061,2.279624392438459,0.9598968166259476,0.9962008869498128,5264.3,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False
+4200,4200,0.698780948654657,-0.4386687575887553,-0.0599143308280348,0.5428960370725749,2640.55,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4201,4201,0.699359649233253,-0.4386687575887553,-1.1613103700783358,-1.4994664733633334,67.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4202,4202,0.699938349811849,2.279624392438459,-0.4678387898096278,0.0049078635918966,1339.8,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4203,4203,0.700517050390445,-0.4386687575887553,-0.4270463439114685,-1.462936412201065,452.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4204,4204,0.701095750969041,-0.4386687575887553,-1.2836877077728135,0.1643117668454308,69.75,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4205,4205,0.701674451547637,2.279624392438459,-0.3862538980133093,0.8517410996262975,2117.25,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4206,4206,0.7022531521262328,-0.4386687575887553,-0.1414992226243534,-0.8402649151169468,1082.75,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+4207,4207,0.7028318527048288,2.279624392438459,0.5927648035425139,-0.1727610702427718,2754,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+4208,4208,0.7034105532834248,2.279624392438459,1.3270288297093813,1.4810544260126466,7227.45,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+4209,4209,0.7039892538620208,-0.4386687575887553,-1.2836877077728135,-1.159072721624015,29.9,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4210,4210,0.7045679544406168,-0.4386687575887553,-0.9981405864856988,-0.3454486321007674,475.1,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4211,4211,0.7051466550192128,-0.4386687575887553,-0.3454614521151499,0.6093143300948809,2033.05,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False
+4212,4212,0.7057253555978088,2.279624392438459,-0.9573481405875396,0.6325607326526876,790.15,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4213,4213,0.7063040561764048,2.279624392438459,-1.1205179241801766,-0.4799456754709369,237.25,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+4214,4214,0.7068827567550008,2.279624392438459,-0.3046690062169906,0.8268342397429328,2187.55,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4215,4215,0.7074614573335968,-0.4386687575887553,-1.2428952618746545,0.1377444496365085,119.75,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4216,4216,0.7080401579121928,-0.4386687575887553,-1.0797254782820174,-1.4978060160377755,94.45,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4217,4217,0.7086188584907888,-0.4386687575887553,0.3480101281535581,-1.5044478453400063,798.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4218,4218,0.7091975590693848,-0.4386687575887553,-0.8757632487912208,-0.6692378105845089,472.25,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4219,4219,0.7097762596479807,2.279624392438459,-0.1414992226243534,1.137339759622213,2952.85,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4220,4220,0.7103549602265767,-0.4386687575887553,-0.1007067767261941,-1.5027873880144489,608.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4221,4221,0.7109336608051727,-0.4386687575887553,1.6125759509964963,1.7135184515907174,8543.25,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4222,4222,0.7115123613837687,-0.4386687575887553,1.5309910592001776,1.0875260398554836,6669.05,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+4223,4223,0.7120910619623647,-0.4386687575887553,-0.3046690062169906,-0.3554113760541132,1373,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4224,4224,0.7126697625409607,-0.4386687575887553,-0.8349708028930616,-1.1823191241818225,309.1,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4225,4225,0.7132484631195567,-0.4386687575887553,-0.8349708028930616,-1.4978060160377755,220.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4226,4226,0.7138271636981527,-0.4386687575887553,1.2454439379130626,1.4179570476414558,6873.75,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4227,4227,0.7144058642767487,-0.4386687575887553,0.5927648035425139,1.1273770156688672,4533.7,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4228,4228,0.7149845648553447,-0.4386687575887553,1.6125759509964963,1.1406606742733283,7422.1,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,False
+4229,4229,0.7155632654339407,-0.4386687575887553,-0.5902161275041058,-0.4816061327964947,908.75,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+4230,4230,0.7161419660125367,-0.4386687575887553,1.571783505098337,0.664109421838283,6046.1,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4231,4231,0.7167206665911326,-0.4386687575887553,-1.2836877077728135,0.3486225299823297,75.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4232,4232,0.7172993671697286,-0.4386687575887553,0.3888025740517173,-0.3421277174496521,2301.15,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4233,4233,0.7178780677483246,-0.4386687575887553,-0.5494236816059465,0.8069087518362408,1620.8,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4234,4234,0.7184567683269206,-0.4386687575887553,1.6125759509964963,1.331613266712458,7732.65,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+4235,4235,0.7190354689055166,-0.4386687575887553,1.5309910592001776,1.6221932986850467,7939.25,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4236,4236,0.7196141694841126,2.279624392438459,0.9598968166259476,0.2589578344022166,4084.35,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+4237,4237,0.7201928700627086,-0.4386687575887553,0.5519723576443546,-0.6393495787244713,2062.15,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+4238,4238,0.7207715706413046,-0.4386687575887553,-1.2428952618746545,-1.4845223574333144,43.15,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4239,4239,0.7213502712199006,-0.4386687575887553,1.6125759509964963,1.444524364850378,7679.65,False,True,True,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4240,4240,0.7219289717984966,2.279624392438459,1.4901986133020184,0.6674303364893986,5785.65,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4241,4241,0.7225076723770926,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4242,4242,0.7230863729556886,-0.4386687575887553,0.8375194789314696,-1.4612759548755074,1021.8,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4243,4243,0.7236650735342846,-0.4386687575887553,-0.1414992226243534,-1.48784327208443,599.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4244,4244,0.7242437741128805,-0.4386687575887553,0.1032554527646023,-0.5181361939587628,1701.65,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4245,4245,0.7248224746914765,-0.4386687575887553,-0.9573481405875396,0.7720391479995302,801.3,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4246,4246,0.7254011752700724,-0.4386687575887553,-0.5494236816059465,0.7969460078828949,1672.35,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+4247,4247,0.7259798758486684,-0.4386687575887553,1.163859046116744,1.670346561126218,6993.65,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+4248,4248,0.7265585764272644,-0.4386687575887553,-0.9981405864856988,-0.3338254308218638,438.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+4249,4249,0.7271372770058604,-0.4386687575887553,-0.1414992226243534,1.1871534793889424,2878.75,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+4250,4250,0.7277159775844564,-0.4386687575887553,1.6125759509964963,1.4478452795014936,7719.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4251,4251,0.7282946781630524,-0.4386687575887553,-1.2836877077728135,1.1605861621800202,99.75,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4252,4252,0.7288733787416484,-0.4386687575887553,-1.038933032383858,0.0680052419630869,458.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4253,4253,0.7294520793202444,-0.4386687575887553,-0.6718010193004244,-0.5098339073309746,799,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+4254,4254,0.7300307798988404,-0.4386687575887553,-0.4678387898096278,-1.2869279356919543,565.75,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4255,4255,0.7306094804774363,-0.4386687575887553,-1.038933032383858,-0.8203394272102549,293.3,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+4256,4256,0.7311881810560323,2.279624392438459,-1.038933032383858,0.8201924104407021,676.7,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4257,4257,0.7317668816346283,-0.4386687575887553,-0.0191218849298755,0.8633643009052009,3023.85,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,True,False,True,False
+4258,4258,0.7323455822132243,-0.4386687575887553,1.4086137215056995,1.7068766222884868,7752.3,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4259,4259,0.7329242827918203,-0.4386687575887553,1.4086137215056995,1.4810544260126466,7281.6,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4260,4260,0.7335029833704163,-0.4386687575887553,-0.3454614521151499,-0.3388068027985367,1242.25,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+4261,4261,0.7340816839490123,-0.4386687575887553,-0.631008573402265,-1.4513132109221616,385.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4262,4262,0.7346603845276083,-0.4386687575887553,-0.3454614521151499,-0.5015316207031864,1218.25,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4263,4263,0.7352390851062043,-0.4386687575887553,-0.1822916685225127,1.055977350669888,2684.35,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False
+4264,4264,0.7358177856848003,2.279624392438459,0.2256327904590802,1.0028427162520437,3591.25,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+4265,4265,0.7363964862633963,-0.4386687575887553,0.2256327904590802,0.5146682625380946,3058.65,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,True,False,False
+4266,4266,0.7369751868419923,-0.4386687575887553,-1.2836877077728135,0.476477744050269,79.15,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4267,4267,0.7375538874205883,-0.4386687575887553,1.6125759509964963,1.2817995469457286,7372.65,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+4268,4268,0.7381325879991842,-0.4386687575887553,-0.9981405864856988,1.2070789672956346,842.9,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4269,4269,0.7387112885777802,2.279624392438459,1.2046514920149034,0.8301551543940479,5629.55,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4270,4270,0.7392899891563762,-0.4386687575887553,1.4086137215056995,0.783662349278434,5798.3,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+4271,4271,0.7398686897349722,-0.4386687575887553,-0.5902161275041058,-1.4795409854566417,401.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4272,4272,0.7404473903135682,-0.4386687575887553,-1.2428952618746545,-0.0199989962914681,143.65,True,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+4273,4273,0.7410260908921642,-0.4386687575887553,0.0216705609682837,-1.0212547636027305,1113.95,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+4274,4274,0.7416047914707602,-0.4386687575887553,1.571783505098337,-1.3417230274353569,1725.4,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4275,4275,0.7421834920493562,-0.4386687575887553,-1.038933032383858,-1.4662573268521804,155.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4276,4276,0.7427621926279522,-0.4386687575887553,-1.1205179241801766,0.1626513095198732,316.9,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4277,4277,0.7433408932065482,-0.4386687575887553,-0.631008573402265,0.9264616792763918,1556.85,False,False,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,True,False,False
+4278,4278,0.7439195937851442,-0.4386687575887553,-0.8349708028930616,-1.4861828147588725,267,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4279,4279,0.7444982943637402,2.279624392438459,0.7151421412369917,1.4594684807803968,5431.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+4280,4280,0.7450769949423361,-0.4386687575887553,0.5111799117461953,-0.4616806448898028,2298.55,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4281,4281,0.7456556955209321,-0.4386687575887553,0.9598968166259476,1.122395643692194,5581.05,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4282,4282,0.7462343960995281,-0.4386687575887553,1.0822741543204255,0.3702084752145793,4542.35,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+4283,4283,0.7468130966781241,-0.4386687575887553,-1.2836877077728135,0.7238858855583583,86.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4284,4284,0.7473917972567201,-0.4386687575887553,-1.2836877077728135,0.5312728357936711,80.8,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4285,4285,0.7479704978353161,-0.4386687575887553,1.4086137215056995,0.8218528677662597,6373.1,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4286,4286,0.748549198413912,-0.4386687575887553,0.2664252363572394,-0.6559541519800478,1790.6,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False,False
+4287,4287,0.749127898992508,-0.4386687575887553,0.1440478986627616,0.9331035085786225,3379.25,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4288,4288,0.749706599571104,-0.4386687575887553,1.6125759509964963,0.187558169403238,5165.7,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+4289,4289,0.7502853001497,2.279624392438459,1.3678212756075403,1.1705489061333658,6871.9,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+4290,4290,0.750864000728296,-0.4386687575887553,-0.9573481405875396,-1.5044478453400063,178.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4291,4291,0.751442701306892,-0.4386687575887553,1.4494061674038592,-1.2952302223197427,1911.5,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4292,4292,0.7520214018854879,-0.4386687575887553,-1.038933032383858,-1.3716112592953944,173,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4293,4293,0.7526001024640839,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4294,4294,0.7531788030426799,-0.4386687575887553,-1.1613103700783358,-0.4782852181453793,206.6,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4295,4295,0.7537575036212759,-0.4386687575887553,0.2664252363572394,0.2772228649833511,2730.85,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4296,4296,0.7543362041998719,-0.4386687575887553,-1.038933032383858,-1.4662573268521804,134.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4297,4297,0.7549149047784679,2.279624392438459,1.6125759509964963,0.6524862205593797,5899.85,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+4298,4298,0.7554936053570639,2.279624392438459,0.5519723576443546,1.2020975953189614,4680.05,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4299,4299,0.7560723059356599,-0.4386687575887553,1.163859046116744,1.117414271715521,6145.2,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4300,4300,0.7566510065142559,-0.4386687575887553,-0.5086312357077871,-1.4978060160377755,415.9,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4301,4301,0.7572297070928519,-0.4386687575887553,0.4295950199498767,1.1688884488078084,4211.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+4302,4302,0.7578084076714479,-0.4386687575887553,1.2046514920149034,-1.4662573268521804,1218.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4303,4303,0.7583871082500439,-0.4386687575887553,1.4901986133020184,-0.6161031761666642,3121.4,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+4304,4304,0.7589658088286398,-0.4386687575887553,-1.2428952618746545,-0.1279287224527153,134.6,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4305,4305,0.7595445094072358,2.279624392438459,-0.0191218849298755,0.5412355797470169,2619.25,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+4306,4306,0.7601232099858318,-0.4386687575887553,-0.91655569468938,1.3150086934568816,1081.45,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4307,4307,0.7607019105644278,-0.4386687575887553,1.4494061674038592,1.1539443328777894,6668,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+4308,4308,0.7612806111430238,-0.4386687575887553,-0.7941783569949022,0.3486225299823297,989.45,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+4309,4309,0.7618593117216198,-0.4386687575887553,-1.2428952618746545,-0.3637136626819015,108.15,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4310,4310,0.7624380123002158,-0.4386687575887553,0.062463006866443,-1.2852674783663969,980.35,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4311,4311,0.7630167128788118,-0.4386687575887553,1.6125759509964963,0.8301551543940479,6510.45,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4312,4312,0.7635954134574078,-0.4386687575887553,1.286236383811222,1.32331098008467,6889.8,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+4313,4313,0.7641741140360038,-0.4386687575887553,1.1230666002185847,-1.469578241503296,1205.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4314,4314,0.7647528146145998,-0.4386687575887553,-1.2021028159764953,-0.0067153376870072,174.2,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+4315,4315,0.7653315151931958,-0.4386687575887553,-1.2428952618746545,0.1842372547521224,120.25,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4316,4316,0.7659102157717917,-0.4386687575887553,1.3270288297093813,1.01944728950762,6153.85,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False,True,False
+4317,4317,0.7664889163503877,-0.4386687575887553,0.7151421412369917,-1.3234579968542224,1261.45,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4318,4318,0.7670676169289837,-0.4386687575887553,1.2454439379130626,0.5428960370725749,5224.5,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+4319,4319,0.7676463175075797,2.279624392438459,1.1230666002185847,0.8185319531151446,5294.6,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+4320,4320,0.7682250180861757,-0.4386687575887553,-0.4270463439114685,-1.2802861063897235,605.9,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4321,4321,0.7688037186647717,2.279624392438459,-0.9981405864856988,0.5262914638169984,633.3,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4322,4322,0.7693824192433677,-0.4386687575887553,-0.3862538980133093,0.2938274382389276,1642.75,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+4323,4323,0.7699611198219637,-0.4386687575887553,-1.1613103700783358,0.3021297248667158,280.85,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4324,4324,0.7705398204005597,2.279624392438459,-1.2428952618746545,-1.514410589293352,37.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+4325,4325,0.7711185209791557,-0.4386687575887553,-0.5086312357077871,-1.4762200708055262,442.6,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4326,4326,0.7716972215577516,-0.4386687575887553,-1.3244801536709732,0.5329332931192287, ,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True
+4327,4327,0.7722759221363475,-0.4386687575887553,-1.2428952618746545,-1.501126930688891,35.85,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4328,4328,0.7728546227149435,-0.4386687575887553,1.2046514920149034,-1.2952302223197427,1563.95,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4329,4329,0.7734333232935395,2.279624392438459,-0.7533859110967429,0.5163287198636521,1058.1,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+4330,4330,0.7740120238721355,-0.4386687575887553,0.9598968166259476,-1.5027873880144489,1080.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4331,4331,0.7745907244507315,2.279624392438459,0.062463006866443,0.9779358563686787,3217.55,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4332,4332,0.7751694250293275,-0.4386687575887553,1.2454439379130626,0.8517410996262975,5825.5,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+4333,4333,0.7757481256079235,-0.4386687575887553,0.6743496953388325,-0.9631387572082128,1782,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+4334,4334,0.7763268261865195,-0.4386687575887553,0.062463006866443,1.1971162233422885,3527.3,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4335,4335,0.7769055267651155,-0.4386687575887553,-1.2836877077728135,-0.6891632984912008,44.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4336,4336,0.7774842273437115,-0.4386687575887553,1.6125759509964963,0.8633643009052009,6397.6,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4337,4337,0.7780629279223075,-0.4386687575887553,-0.7941783569949022,-0.493229334075398,587.45,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4338,4338,0.7786416285009035,-0.4386687575887553,1.4494061674038592,0.6043329581182078,5685.8,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+4339,4339,0.7792203290794995,-0.4386687575887553,-1.1613103700783358,0.1858977120776804,281,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4340,4340,0.7797990296580954,-0.4386687575887553,-0.5902161275041058,-0.3188813148918449,1058.1,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False
+4341,4341,0.7803777302366914,-0.4386687575887553,-0.5494236816059465,1.1672279914822508,1931.75,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4342,4342,0.7809564308152874,2.279624392438459,0.3072176822553988,0.4781382013758265,3233.85,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4343,4343,0.7815351313938834,-0.4386687575887553,-0.7533859110967429,-1.5044478453400063,272,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4344,4344,0.7821138319724794,-0.4386687575887553,0.5519723576443546,-0.659275066631163,2168.9,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4345,4345,0.7826925325510754,-0.4386687575887553,-1.2836877077728135,0.6657698791638406,84.85,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4346,4346,0.7832712331296714,-0.4386687575887553,-0.9981405864856988,0.021512436847473,554.45,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+4347,4347,0.7838499337082674,-0.4386687575887553,-0.3862538980133093,-0.1694401555916565,1414.2,True,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+4348,4348,0.7844286342868634,2.279624392438459,0.9598968166259476,0.2805437796344662,4054.2,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+4349,4349,0.7850073348654594,-0.4386687575887553,-1.2021028159764953,0.6475048485827065,235.05,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+4350,4350,0.7855860354440554,-0.4386687575887553,0.9191043707277884,-0.001733965710334,3617.1,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,False,True
+4351,4351,0.7861647360226514,-0.4386687575887553,-1.1613103700783358,-0.5164757366332052,208.45,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4352,4352,0.7867434366012473,-0.4386687575887553,1.6125759509964963,0.0132101502196848,4784.45,False,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4353,4353,0.7873221371798433,-0.4386687575887553,-0.631008573402265,-1.5077687599911216,358.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4354,4354,0.7879008377584393,-0.4386687575887553,1.3270288297093813,1.137339759622213,6416.7,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+4355,4355,0.7884795383370353,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4356,4356,0.7890582389156313,-0.4386687575887553,0.7967270330333104,0.5113473478869796,4297.6,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,True
+4357,4357,0.7896369394942273,-0.4386687575887553,-0.3046690062169906,-1.4911641867355452,510.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4358,4358,0.7902156400728233,-0.4386687575887553,1.041481708422266,0.9795963136942364,5610.15,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+4359,4359,0.7907943406514193,-0.4386687575887553,1.571783505098337,-0.5712708283766076,3377.8,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+4360,4360,0.7913730412300153,-0.4386687575887553,-1.2021028159764953,0.2921669809133695,232.5,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+4361,4361,0.7919517418086113,-0.4386687575887553,-0.631008573402265,0.0630238699864143,1077.05,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+4362,4362,0.7925304423872073,-0.4386687575887553,-1.2836877077728135,0.1842372547521224,70.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4363,4363,0.7931091429658033,-0.4386687575887553,-0.631008573402265,0.5213100918403253,1336.9,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4364,4364,0.7936878435443993,-0.4386687575887553,-0.7941783569949022,-0.3537509187285557,701.05,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+4365,4365,0.7942665441229952,2.279624392438459,-1.2836877077728135,0.1576699375432001,69.55,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4366,4366,0.7948452447015911,-0.4386687575887553,-0.1414992226243534,-0.2009888447772519,1696.2,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+4367,4367,0.7954239452801871,-0.4386687575887553,1.0006892625241068,1.5989468961272395,6465,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+4368,4368,0.7960026458587831,-0.4386687575887553,-0.8349708028930616,-0.4500574436108993,612.1,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4369,4369,0.7965813464373791,2.279624392438459,-0.7941783569949022,0.853401556951855,1201.15,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4370,4370,0.7971600470159751,-0.4386687575887553,0.8375194789314696,-1.335081198133126,1279,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4371,4371,0.7977387475945711,-0.4386687575887553,1.0006892625241068,-0.1677796982660989,3450.15,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,True,False
+4372,4372,0.7983174481731671,2.279624392438459,1.3270288297093813,1.3764456145025146,6979.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4373,4373,0.7988961487517631,-0.4386687575887553,-1.1613103700783358,-0.1461937530338495,272.15,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+4374,4374,0.7994748493303591,2.279624392438459,-0.7941783569949022,-0.3321649734963063,731.3,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4375,4375,0.800053549908955,-0.4386687575887553,-0.9981405864856988,-1.5193919612700253,201.7,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4376,4376,0.800632250487551,-0.4386687575887553,1.1230666002185847,1.3731246998513993,6411.25,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4377,4377,0.801210951066147,-0.4386687575887553,-0.7125934651985837,0.7753600626506458,1390.6,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4378,4378,0.801789651644743,-0.4386687575887553,-1.2836877077728135,0.1560094802176425,69.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4379,4379,0.802368352223339,-0.4386687575887553,-1.1613103700783358,-1.482861900107757,84.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4380,4380,0.802947052801935,-0.4386687575887553,0.062463006866443,-1.142468148368439,938.65,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+4381,4381,0.803525753380531,-0.4386687575887553,-1.2836877077728135,-0.6725587252356243,44.55,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4382,4382,0.804104453959127,2.279624392438459,0.1032554527646023,1.4461848221759357,3726.15,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4383,4383,0.804683154537723,-0.4386687575887553,-1.2428952618746545,-0.3155604002407298,108.65,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4384,4384,0.805261855116319,-0.4386687575887553,0.062463006866443,-1.4662573268521804,716.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4385,4385,0.805840555694915,-0.4386687575887553,-0.7125934651985837,-1.4944851013866605,304.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4386,4386,0.806419256273511,-0.4386687575887553,0.3888025740517173,0.0530611260330685,2727.8,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+4387,4387,0.806997956852107,-0.4386687575887553,1.5309910592001776,-1.4978060160377755,1341.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4388,4388,0.807576657430703,-0.4386687575887553,0.062463006866443,0.4698359147480382,2647.2,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,True,False,False,False
+4389,4389,0.8081553580092989,-0.4386687575887553,-1.2836877077728135,-1.4845223574333144,20.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4390,4390,0.8087340585878949,2.279624392438459,0.3888025740517173,0.4831195733524992,3344.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4391,4391,0.8093127591664909,-0.4386687575887553,-1.2836877077728135,-1.5127501319677945,19.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+4392,4392,0.8098914597450869,-0.4386687575887553,1.0006892625241068,-0.3769973212863626,3053,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False
+4393,4393,0.8104701603236829,-0.4386687575887553,-0.7533859110967429,-0.0033944230358916,941,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4394,4394,0.8110488609022789,-0.4386687575887553,-0.91655569468938,-0.2674071377995579,503.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4395,4395,0.8116275614808749,-0.4386687575887553,-0.4270463439114685,0.0148706075452424,1441.8,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,False
+4396,4396,0.8122062620594709,-0.4386687575887553,-0.7125934651985837,-1.496145558712218,297.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4397,4397,0.8127849626380669,-0.4386687575887553,1.1230666002185847,-1.350025314063145,1505.9,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4398,4398,0.8133636632166629,2.279624392438459,-0.9573481405875396,1.1506234182266744,919.4,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+4399,4399,0.8139423637952589,-0.4386687575887553,1.0822741543204255,-0.1146450638482541,3645.5,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,True,False,False,False
+4400,4400,0.8145210643738549,-0.4386687575887553,0.062463006866443,1.3797665291536296,3549.25,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4401,4401,0.8150997649524508,-0.4386687575887553,-1.2836877077728135,1.1771907354355966,100.25,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+4402,4402,0.8156784655310468,-0.4386687575887553,0.6335572494406732,1.070921466599907,4692.95,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4403,4403,0.8162571661096428,-0.4386687575887553,1.571783505098337,0.8334760690451635,6457.15,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4404,4404,0.8168358666882388,-0.4386687575887553,1.571783505098337,-0.1694401555916565,4122.65,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+4405,4405,0.8174145672668347,-0.4386687575887553,-0.9573481405875396,-0.6841819265145277,403.35,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4406,4406,0.8179932678454307,-0.4386687575887553,-0.91655569468938,-1.3384021127842414,270.15,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4407,4407,0.8185719684240267,-0.4386687575887553,1.6125759509964963,1.6686861038006606,8405,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4408,4408,0.8191506690026227,-0.4386687575887553,-1.2021028159764953,-1.1623936362751308,94.4,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+4409,4409,0.8197293695812187,-0.4386687575887553,1.0006892625241068,-0.3670345773330168,3196,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4410,4410,0.8203080701598147,-0.4386687575887553,0.1032554527646023,-0.2640862231484425,1861.1,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+4411,4411,0.8208867707384107,-0.4386687575887553,0.7151421412369917,0.1560094802176425,3418.2,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+4412,4412,0.8214654713170066,-0.4386687575887553,-0.9573481405875396,0.6873558243960902,791.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4413,4413,0.8220441718956026,-0.4386687575887553,-0.8349708028930616,-0.5181361939587628,571.15,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4414,4414,0.8226228724741986,2.279624392438459,1.1230666002185847,1.100809698459945,5867,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4415,4415,0.8232015730527946,-0.4386687575887553,0.5519723576443546,-1.1457890630195542,1380.1,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4416,4416,0.8237802736313906,-0.4386687575887553,-0.8349708028930616,-1.0361988795327493,435.45,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+4417,4417,0.8243589742099866,-0.4386687575887553,-0.8757632487912208,-0.3653741200074593,651.55,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False
+4418,4418,0.8249376747885826,-0.4386687575887553,0.2664252363572394,-0.8037348539546785,1494.5,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+4419,4419,0.8255163753671786,-0.4386687575887553,0.7151421412369917,1.2917622908990745,5071.05,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,True,False
+4420,4420,0.8260950759457746,-0.4386687575887553,-0.5494236816059465,0.7321881721861465,1564.4,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4421,4421,0.8266737765243706,-0.4386687575887553,1.6125759509964963,1.331613266712458,7559.55,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4422,4422,0.8272524771029666,2.279624392438459,-1.038933032383858,1.0227682041587352,644.35,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4423,4423,0.8278311776815626,-0.4386687575887553,0.1848403445609209,0.087930729869779,2443.3,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+4424,4424,0.8284098782601585,-0.4386687575887553,-0.0599143308280348,-1.2968906796453,755.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4425,4425,0.8289885788387545,-0.4386687575887553,-1.2836877077728135,0.1709535961476615,69.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4426,4426,0.8295672794173505,2.279624392438459,1.6125759509964963,1.5557750056627409,7943.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4427,4427,0.8301459799959465,-0.4386687575887553,-0.0191218849298755,-0.1129846065226966,1864.65,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4428,4428,0.8307246805745425,-0.4386687575887553,0.5519723576443546,0.2655996637044472,3249.4,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4429,4429,0.8313033811531385,-0.4386687575887553,-0.223084114420672,1.0227682041587352,2595.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4430,4430,0.8318820817317345,-0.4386687575887553,1.4901986133020184,-1.469578241503296,1403.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+4431,4431,0.8324607823103305,2.279624392438459,-1.1613103700783358,0.7986064652084525,372.45,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4432,4432,0.8330394828889265,-0.4386687575887553,-0.7533859110967429,0.9331035085786225,1337.45,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4433,4433,0.8336181834675225,-0.4386687575887553,-0.0191218849298755,-1.496145558712218,624.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4434,4434,0.8341968840461185,-0.4386687575887553,1.4086137215056995,-1.506108302665564,1195.95,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4435,4435,0.8347755846247145,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+4436,4436,0.8353542852033105,-0.4386687575887553,0.4295950199498767,0.8583829289285282,3882.3,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+4437,4437,0.8359329857819064,-0.4386687575887553,-0.4678387898096278,-1.489503729409987,416.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4438,4438,0.8365116863605024,-0.4386687575887553,-1.2428952618746545,-0.5164757366332052,97,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4439,4439,0.8370903869390984,-0.4386687575887553,-0.8349708028930616,-0.4965502487265134,552.1,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+4440,4440,0.8376690875176944,-0.4386687575887553,-0.1822916685225127,-0.9647992145337704,961.4,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+4441,4441,0.8382477880962904,2.279624392438459,-0.1007067767261941,1.3050459495035354,3121.1,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4442,4442,0.8388264886748864,-0.4386687575887553,-0.6718010193004244,0.8052482945106831,1448.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,True,False,False
+4443,4443,0.8394051892534824,-0.4386687575887553,-0.0599143308280348,0.4864404880036148,2587.7,True,False,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,True
+4444,4444,0.8399838898320784,-0.4386687575887553,-0.7533859110967429,-0.1777424422194447,780.85,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4445,4445,0.8405625904106743,2.279624392438459,1.6125759509964963,1.4926776272915498,8075.35,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+4446,4446,0.8411412909892703,-0.4386687575887553,0.8375194789314696,-1.4579550402243922,1146.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4447,4447,0.8417199915678663,-0.4386687575887553,1.4494061674038592,-0.8269812565124857,2796.35,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+4448,4448,0.8422986921464622,-0.4386687575887553,0.7151421412369917,0.8268342397429328,4304.5,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+4449,4449,0.8428773927250582,2.279624392438459,1.5309910592001776,1.3531992119447074,7195.35,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4450,4450,0.8434560933036542,-0.4386687575887553,1.3270288297093813,-0.1661192409405414,3808.2,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+4451,4451,0.8440347938822502,-0.4386687575887553,-1.2836877077728135,0.1892186267287955,70.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4452,4452,0.8446134944608462,-0.4386687575887553,0.1440478986627616,0.9962008869498128,3565.65,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+4453,4453,0.8451921950394422,-0.4386687575887553,1.0006892625241068,-0.2009888447772519,3437.45,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4454,4454,0.8457708956180382,-0.4386687575887553,-0.9573481405875396,0.783662349278434,788.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+4455,4455,0.8463495961966342,-0.4386687575887553,-1.2021028159764953,-0.3354858881474214,169.45,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+4456,4456,0.8469282967752302,-0.4386687575887553,-0.5494236816059465,-1.3251184541797802,467.7,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4457,4457,0.8475069973538262,-0.4386687575887553,1.4494061674038592,1.7865785739152535,7990.05,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+4458,4458,0.8480856979324222,2.279624392438459,-0.1414992226243534,1.0327309481120814,2745.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4459,4459,0.8486643985110182,2.279624392438459,-0.631008573402265,0.5927097568393044,1470.05,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+4460,4460,0.8492430990896142,2.279624392438459,1.571783505098337,1.6686861038006606,8016.6,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4461,4461,0.8498217996682101,-0.4386687575887553,-1.2836877077728135,0.8085692091617988,89.15,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True
+4462,4462,0.8504005002468061,-0.4386687575887553,0.6743496953388325,0.4814591160269416,3902.45,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+4463,4463,0.8509792008254021,-0.4386687575887553,-0.7941783569949022,0.6524862205593797,1058.6,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4464,4464,0.8515579014039981,-0.4386687575887553,0.2664252363572394,1.1838325647378274,3801.7,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+4465,4465,0.8521366019825941,-0.4386687575887553,0.6743496953388325,-1.472899156154411,1024.65,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4466,4466,0.8527153025611901,-0.4386687575887553,-0.4270463439114685,0.6624489645127255,1816.75,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4467,4467,0.8532940031397861,-0.4386687575887553,1.163859046116744,0.1078562177764706,4158.25,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+4468,4468,0.8538727037183821,-0.4386687575887553,-1.2836877077728135,-1.469578241503296,20.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+4469,4469,0.8544514042969781,-0.4386687575887553,-1.2428952618746545,1.3150086934568816,242.8,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+4470,4470,0.8550301048755741,-0.4386687575887553,-1.038933032383858,-1.4861828147588725,96.8,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4471,4471,0.8556088054541701,2.279624392438459,1.571783505098337,-1.306853423598646,1789.65,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4472,4472,0.856187506032766,-0.4386687575887553,-0.631008573402265,-1.489503729409987,310.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4473,4473,0.856766206611362,-0.4386687575887553,-1.2021028159764953,0.3668875605634638,256.6,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4474,4474,0.857344907189958,-0.4386687575887553,1.6125759509964963,-1.3300998261564532,1777.6,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4475,4475,0.857923607768554,2.279624392438459,0.3072176822553988,-0.2989558269851533,2283.3,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,False,True,False
+4476,4476,0.85850230834715,-0.4386687575887553,-0.7533859110967429,-1.4861828147588725,299.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4477,4477,0.859081008925746,-0.4386687575887553,1.3270288297093813,1.4362220782225898,7118.9,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+4478,4478,0.859659709504342,-0.4386687575887553,0.5927648035425139,1.1854930220633848,4707.1,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4479,4479,0.860238410082938,-0.4386687575887553,-0.3046690062169906,-1.482861900107757,536.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4480,4480,0.860817110661534,2.279624392438459,-1.2428952618746545,0.2589578344022166,154.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4481,4481,0.86139581124013,2.279624392438459,0.5519723576443546,-0.162798326289426,2816.65,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4482,4482,0.861974511818726,-0.4386687575887553,0.9191043707277884,-1.4546341255732769,1210.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4483,4483,0.862553212397322,-0.4386687575887553,1.2454439379130626,1.495998541942665,7002.95,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False
+4484,4484,0.863131912975918,-0.4386687575887553,1.2046514920149034,0.7072813123027818,5215.25,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4485,4485,0.8637106135545138,-0.4386687575887553,0.6335572494406732,-0.6476518653522596,2145,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+4486,4486,0.8642893141331098,-0.4386687575887553,-0.5902161275041058,0.4449290548646735,1468.75,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+4487,4487,0.8648680147117058,-0.4386687575887553,1.571783505098337,0.7172440562561281,6172,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+4488,4488,0.8654467152903018,-0.4386687575887553,0.1032554527646023,0.8251737824173753,3161.6,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4489,4489,0.8660254158688978,-0.4386687575887553,-0.223084114420672,-0.2690675951251154,1652.95,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4490,4490,0.8666041164474938,-0.4386687575887553,1.4494061674038592,0.9098571060208152,6392.85,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4491,4491,0.8671828170260898,-0.4386687575887553,-1.2021028159764953,-1.4745596134799688,63.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4492,4492,0.8677615176046858,-0.4386687575887553,0.2664252363572394,-1.4645968695266227,762.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4493,4493,0.8683402181832818,-0.4386687575887553,0.8375194789314696,0.9845776856709094,5042.75,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+4494,4494,0.8689189187618778,-0.4386687575887553,-0.1822916685225127,0.8401178983473937,2598.95,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4495,4495,0.8694976193404738,-0.4386687575887553,-1.1205179241801766,0.3270365847500806,383.65,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4496,4496,0.8700763199190698,-0.4386687575887553,-0.91655569468938,-1.496145558712218,208.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4497,4497,0.8706550204976657,-0.4386687575887553,0.7151421412369917,-0.976422415812674,1748.9,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+4498,4498,0.8712337210762617,-0.4386687575887553,-0.5494236816059465,0.46153362812025,1495.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4499,4499,0.8718124216548577,-0.4386687575887553,-0.631008573402265,0.1842372547521224,1201.65,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+4500,4500,0.8723911222334537,-0.4386687575887553,-0.5086312357077871,-0.4317924130297652,1023.85,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4501,4501,0.8729698228120497,-0.4386687575887553,1.2454439379130626,-1.48784327208443,1209.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4502,4502,0.8735485233906457,-0.4386687575887553,1.6125759509964963,0.7255463428839163,6224.8,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4503,4503,0.8741272239692417,-0.4386687575887553,0.7967270330333104,0.8899316181141231,4627.8,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+4504,4504,0.8747059245478377,-0.4386687575887553,1.0822741543204255,-1.5044478453400063,1222.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4505,4505,0.8752846251264337,-0.4386687575887553,-0.1007067767261941,-0.0100362523381223,1929.95,True,False,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,True,False,False
+4506,4506,0.8758633257050297,2.279624392438459,-0.5494236816059465,1.0011822589264858,1760.25,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4507,4507,0.8764420262836257,-0.4386687575887553,0.5927648035425139,1.615551469382816,5317.8,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4508,4508,0.8770207268622217,-0.4386687575887553,0.4295950199498767,-0.6858423838400854,1931.3,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,False,True,False
+4509,4509,0.8775994274408176,-0.4386687575887553,1.0006892625241068,-0.2425002779161931,3265.95,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4510,4510,0.8781781280194136,-0.4386687575887553,1.0822741543204255,-0.3537509187285557,3116.15,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False
+4511,4511,0.8787568285980096,-0.4386687575887553,-0.8349708028930616,0.6574675925360524,1017.35,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4512,4512,0.8793355291766056,-0.4386687575887553,0.4295950199498767,-0.280690796404019,2391.15,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False,False,True
+4513,4513,0.8799142297552016,-0.4386687575887553,1.286236383811222,0.7222254282328008,5632.55,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4514,4514,0.8804929303337976,-0.4386687575887553,-1.0797254782820174,-1.4928246440611028,138.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4515,4515,0.8810716309123936,2.279624392438459,-1.2836877077728135,0.1825767974265648,70.3,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4516,4516,0.8816503314909896,-0.4386687575887553,-0.631008573402265,-1.316816167551992,412.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+4517,4517,0.8822290320695856,2.279624392438459,1.1230666002185847,1.368143327874726,6441.4,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4518,4518,0.8828077326481816,-0.4386687575887553,1.6125759509964963,1.6354769572895076,8289.2,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4519,4519,0.8833864332267776,-0.4386687575887553,-1.1205179241801766,-0.7157306157001231,219,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+4520,4520,0.8839651338053736,-0.4386687575887553,1.3270288297093813,1.4777335113615309,7337.55,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4521,4521,0.8845438343839696,-0.4386687575887553,-1.0797254782820174,-0.1777424422194447,357.6,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+4522,4522,0.8851225349625655,-0.4386687575887553,-1.1613103700783358,0.3187342981222923,299.7,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+4523,4523,0.8857012355411615,-0.4386687575887553,-0.5086312357077871,1.363161955898053,2239.65,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4524,4524,0.8862799361197575,-0.4386687575887553,1.163859046116744,-1.3417230274353569,1417.9,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4525,4525,0.8868586366983534,2.279624392438459,1.3270288297093813,1.3432364679913615,6786.4,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False
+4526,4526,0.8874373372769494,-0.4386687575887553,1.6125759509964963,1.685290677056237,8312.4,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4527,4527,0.8880160378555454,2.279624392438459,-0.9981405864856988,1.3515387546191495,829.55,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4528,4528,0.8885947384341414,-0.4386687575887553,-0.8349708028930616,0.3071110968433885,872.65,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False,False,True
+4529,4529,0.8891734390127374,2.279624392438459,0.4295950199498767,1.4395429928737054,4600.7,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+4530,4530,0.8897521395913334,2.279624392438459,-0.1007067767261941,-0.8136975979080244,1172.95,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4531,4531,0.8903308401699294,-0.4386687575887553,1.041481708422266,0.5262914638169984,4807.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4532,4532,0.8909095407485254,-0.4386687575887553,0.5519723576443546,0.1925395413799106,3231.05,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,True,False,False,False,False,True
+4533,4533,0.8914882413271213,-0.4386687575887553,-0.3454614521151499,0.9729544843920056,2322.85,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4534,4534,0.8920669419057173,-0.4386687575887553,0.6743496953388325,-0.4317924130297652,2541.25,True,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4535,4535,0.8926456424843133,2.279624392438459,-1.1613103700783358,0.1941999987054686,293.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4536,4536,0.8932243430629093,-0.4386687575887553,-0.91655569468938,-0.5065129926798594,475.7,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+4537,4537,0.8938030436415053,-0.4386687575887553,0.8783119248296289,-0.3255231441940756,3092.65,True,False,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4538,4538,0.8943817442201013,-0.4386687575887553,0.7151421412369917,-0.8336230858147161,1932.75,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+4539,4539,0.8949604447986973,-0.4386687575887553,0.6335572494406732,0.5727842689326124,4029.95,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,True,False,False,True
+4540,4540,0.8955391453772933,-0.4386687575887553,-0.1007067767261941,0.6757326231171868,2555.9,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+4541,4541,0.8961178459558893,-0.4386687575887553,-1.2021028159764953,-0.0100362523381223,177.4,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+4542,4542,0.8966965465344853,-0.4386687575887553,-1.2836877077728135,-1.4911641867355452,19.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4543,4543,0.8972752471130813,-0.4386687575887553,0.6335572494406732,-0.6393495787244713,2108.35,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+4544,4544,0.8978539476916773,-0.4386687575887553,-0.1414992226243534,0.0430983820797222,1912.15,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4545,4545,0.8984326482702732,-0.4386687575887553,-1.2021028159764953,-1.48784327208443,63.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4546,4546,0.8990113488488692,-0.4386687575887553,-0.7533859110967429,-0.1893656434983483,772.85,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,True,False,False,True,False,False
+4547,4547,0.8995900494274652,2.279624392438459,0.6743496953388325,1.2203626259000957,5070.4,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+4548,4548,0.9001687500060612,-0.4386687575887553,1.4901986133020184,-1.5077687599911216,1346.2,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4549,4549,0.9007474505846572,-0.4386687575887553,1.6125759509964963,-0.3653741200074593,3952.45,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+4550,4550,0.9013261511632532,-0.4386687575887553,1.3678212756075403,-0.219253875358386,3810.8,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,True,False,False
+4551,4551,0.9019048517418492,-0.4386687575887553,0.8375194789314696,1.0343914054376389,5036.9,True,False,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+4552,4552,0.9024835523204452,2.279624392438459,-0.7125934651985837,0.6906767390472053,1345.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4553,4553,0.9030622528990412,-0.4386687575887553,-0.91655569468938,-1.1690354655773612,299.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,True
+4554,4554,0.9036409534776372,-0.4386687575887553,-0.223084114420672,-0.4799456754709369,1411.35,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4555,4555,0.9042196540562332,-0.4386687575887553,1.6125759509964963,0.272241493006678,5265.2,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+4556,4556,0.9047983546348292,-0.4386687575887553,-0.4678387898096278,-0.3388068027985367,1125.2,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+4557,4557,0.9053770552134252,-0.4386687575887553,-1.2836877077728135,-0.3338254308218638,54.75,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+4558,4558,0.9059557557920211,-0.4386687575887553,0.9191043707277884,-0.2059702167539248,3068.6,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False
+4559,4559,0.9065344563706172,-0.4386687575887553,1.041481708422266,-1.477880528131084,1160.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4560,4560,0.9071131569492132,2.279624392438459,-1.0797254782820174,0.3187342981222923,434.1,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+4561,4561,0.9076918575278092,-0.4386687575887553,-0.8349708028930616,-1.4978060160377755,260.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4562,4562,0.9082705581064052,-0.4386687575887553,-0.5902161275041058,-0.8170185125591396,711.95,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+4563,4563,0.9088492586850012,-0.4386687575887553,-1.2021028159764953,0.1825767974265648,220.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4564,4564,0.9094279592635972,-0.4386687575887553,0.9191043707277884,-0.1777424422194447,3157,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+4565,4565,0.910006659842193,-0.4386687575887553,-1.1613103700783358,0.3270365847500806,301.4,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4566,4566,0.910585360420789,2.279624392438459,-0.91655569468938,-0.9996688183704808,329.8,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4567,4567,0.911164060999385,2.279624392438459,1.5309910592001776,0.8650247582307584,6470.1,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4568,4568,0.911742761577981,-0.4386687575887553,0.7151421412369917,-1.496145558712218,989.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+4569,4569,0.912321462156577,-0.4386687575887553,1.6125759509964963,-1.3450439420864722,1643.25,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4570,4570,0.9129001627351728,2.279624392438459,1.3678212756075403,1.530868145779376,7432.05,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+4571,4571,0.9134788633137688,2.279624392438459,-1.2428952618746545,0.9696335697408904,181.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4572,4572,0.9140575638923648,-0.4386687575887553,0.470387465848036,0.4233431096324239,3471.1,False,False,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+4573,4573,0.9146362644709608,-0.4386687575887553,0.9598968166259476,-1.3251184541797802,1334,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4574,4574,0.9152149650495568,-0.4386687575887553,-1.0797254782820174,-0.508173450005417,312.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+4575,4575,0.9157936656281528,-0.4386687575887553,-0.3046690062169906,-1.4562945828988345,495.15,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+4576,4576,0.9163723662067488,-0.4386687575887553,-1.0797254782820174,-1.467917784177738,116.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4577,4577,0.9169510667853448,-0.4386687575887553,-1.2836877077728135,-0.65429369465449,45.1,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4578,4578,0.9175297673639408,-0.4386687575887553,0.8375194789314696,1.3714642425258414,5769.75,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+4579,4579,0.9181084679425368,-0.4386687575887553,-0.7533859110967429,1.3664828705491687,1348.9,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False,False,True
+4580,4580,0.9186871685211327,-0.4386687575887553,1.3678212756075403,-0.3371463454729792,3632,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4581,4581,0.9192658690997288,-0.4386687575887553,1.4494061674038592,1.1788511927611542,6754.35,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+4582,4582,0.9198445696783248,-0.4386687575887553,-0.1822916685225127,-0.3371463454729792,1517.5,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4583,4583,0.9204232702569208,-0.4386687575887553,-1.2021028159764953,-1.165714550926246,91.7,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+4584,4584,0.9210019708355168,-0.4386687575887553,-0.3454614521151499,0.989559057647582,2283.15,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4585,4585,0.9215806714141128,-0.4386687575887553,-0.9573481405875396,-0.7987534819780056,359.4,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+4586,4586,0.9221593719927088,-0.4386687575887553,-0.4270463439114685,-1.472899156154411,471.55,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+4587,4587,0.9227380725713048,-0.4386687575887553,0.9598968166259476,1.349878297293592,5916.95,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+4588,4588,0.9233167731499008,-0.4386687575887553,-0.4678387898096278,-0.636028664073356,985.05,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4589,4589,0.9238954737284968,2.279624392438459,-0.6718010193004244,0.7238858855583583,1281,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4590,4590,0.9244741743070928,-0.4386687575887553,1.6125759509964963,-1.3151557102264342,1798.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4591,4591,0.9250528748856888,-0.4386687575887553,-1.2836877077728135,-0.659275066631163,44.95,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4592,4592,0.9256315754642848,-0.4386687575887553,-0.0191218849298755,1.1306979303199822,3089.6,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4593,4593,0.9262102760428808,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4594,4594,0.9267889766214767,-0.4386687575887553,-0.3046690062169906,-1.5193919612700253,461.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4595,4595,0.9273676772000728,-0.4386687575887553,-0.631008573402265,-0.0947195759415623,1070.7,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+4596,4596,0.9279463777786688,-0.4386687575887553,0.0216705609682837,1.0294100334609655,3036.75,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4597,4597,0.9285250783572648,-0.4386687575887553,-0.7533859110967429,0.1460467362642967,944.65,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+4598,4598,0.9291037789358608,-0.4386687575887553,1.6125759509964963,0.0231728941730306,4919.7,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4599,4599,0.9296824795144568,-0.4386687575887553,0.5927648035425139,1.2718368029923823,4889.3,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4600,4600,0.9302611800930528,-0.4386687575887553,0.2664252363572394,1.3249714374102275,4134.85,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+4601,4601,0.9308398806716488,-0.4386687575887553,-1.0797254782820174,-1.4562945828988345,109.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4602,4602,0.9314185812502448,-0.4386687575887553,-0.8757632487912208,-1.467917784177738,233.9,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4603,4603,0.9319972818288408,2.279624392438459,-0.5086312357077871,0.8700061302074316,1859.5,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4604,4604,0.9325759824074366,-0.4386687575887553,1.2046514920149034,1.3515387546191495,6487.2,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4605,4605,0.9331546829860324,-0.4386687575887553,-1.2836877077728135,-1.3467043994120296,24.25,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4606,4606,0.9337333835646284,-0.4386687575887553,0.062463006866443,-0.8053953112802362,1325.85,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,False
+4607,4607,0.9343120841432244,-0.4386687575887553,-0.1822916685225127,0.6856953670705327,2289.9,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+4608,4608,0.9348907847218204,-0.4386687575887553,0.3888025740517173,-0.65429369465449,2049.05,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+4609,4609,0.9354694853004164,2.279624392438459,-0.3454614521151499,-0.8020743966291208,933.3,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+4610,4610,0.9360481858790124,-0.4386687575887553,0.9191043707277884,0.2755624076577931,4144.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4611,4611,0.9366268864576084,-0.4386687575887553,0.1440478986627616,0.6624489645127255,3050.15,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4612,4612,0.9372055870362044,-0.4386687575887553,-0.3454614521151499,-0.3039371989618262,1400.55,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4613,4613,0.9377842876148004,-0.4386687575887553,-0.3046690062169906,0.0331356381263764,1679.65,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False
+4614,4614,0.9383629881933964,-0.4386687575887553,0.0216705609682837,-1.4845223574333144,579.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4615,4615,0.9389416887719924,2.279624392438459,-1.2836877077728135,0.4532313414924618,78.45,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+4616,4616,0.9395203893505883,2.279624392438459,-1.2428952618746545,0.1842372547521224,139.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4617,4617,0.9400990899291845,-0.4386687575887553,0.2664252363572394,1.1871534793889424,3895.35,True,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True
+4618,4618,0.9406777905077804,-0.4386687575887553,0.9191043707277884,-0.3404672601240945,2978.3,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+4619,4619,0.9412564910863764,-0.4386687575887553,1.6125759509964963,0.2207673159143909,5025.85,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False
+4620,4620,0.9418351916649724,-0.4386687575887553,1.5309910592001776,0.3087715541689461,5222.3,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+4621,4621,0.9424138922435684,-0.4386687575887553,-1.1613103700783358,0.1277817056831627,261.25,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4622,4622,0.9429925928221644,-0.4386687575887553,-1.038933032383858,0.6773930804427444,602.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+4623,4623,0.9435712934007604,-0.4386687575887553,0.8783119248296289,-1.4762200708055262,1092.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4624,4624,0.9441499939793564,-0.4386687575887553,-0.0599143308280348,1.3083668641546509,3243.45,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+4625,4625,0.9447286945579524,2.279624392438459,1.1230666002185847,0.3336784140523108,4456.35,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+4626,4626,0.9453073951365484,-0.4386687575887553,-1.2836877077728135,-0.4865875047731676,50.15,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4627,4627,0.9458860957151444,2.279624392438459,1.3270288297093813,0.2041627426588144,4555.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False
+4628,4628,0.9464647962937404,-0.4386687575887553,-0.8349708028930616,-1.482861900107757,260.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4629,4629,0.9470434968723364,-0.4386687575887553,1.6125759509964963,0.0098892355685692,4754.3,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4630,4630,0.9476221974509323,-0.4386687575887553,-1.038933032383858,-1.511089674642237,144.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4631,4631,0.9482008980295284,2.279624392438459,0.470387465848036,0.6757326231171868,3670.5,False,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+4632,4632,0.9487795986081244,2.279624392438459,-1.038933032383858,0.8035878371851256,605.45,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4633,4633,0.9493582991867204,-0.4386687575887553,-0.8349708028930616,-1.321797539528665,316.2,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+4634,4634,0.9499369997653164,-0.4386687575887553,1.2046514920149034,-0.1544960396616378,3753.2,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+4635,4635,0.9505157003439124,-0.4386687575887553,-1.1613103700783358,-1.4712386988288533,77.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4636,4636,0.9510944009225084,-0.4386687575887553,-1.1205179241801766,-0.0266408255936988,370.25,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4637,4637,0.9516731015011044,-0.4386687575887553,-1.2428952618746545,0.3652271032379062,160.75,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4638,4638,0.9522518020797004,-0.4386687575887553,-1.2836877077728135,0.1825767974265648,70.3,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4639,4639,0.9528305026582964,-0.4386687575887553,0.3072176822553988,0.2174464012632753,2847.2,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True
+4640,4640,0.9534092032368924,-0.4386687575887553,-1.2836877077728135,-0.9598178425570976,35.9,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True
+4641,4641,0.9539879038154884,-0.4386687575887553,-0.3046690062169906,-1.501126930688891,411.15,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4642,4642,0.9545666043940844,-0.4386687575887553,-1.0797254782820174,-0.3022767416362684,335.65,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4643,4643,0.9551453049726802,-0.4386687575887553,0.3480101281535581,0.3137529261456192,3089.1,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+4644,4644,0.955724005551276,-0.4386687575887553,-0.9573481405875396,-0.4882479620987252,484.05,True,False,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4645,4645,0.956302706129872,2.279624392438459,-1.2836877077728135,0.3502829873078872,75.35,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4646,4646,0.956881406708468,-0.4386687575887553,-0.4270463439114685,0.3718689325401369,1783.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+4647,4647,0.957460107287064,-0.4386687575887553,0.2256327904590802,0.8069087518362408,3342,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+4648,4648,0.95803880786566,-0.4386687575887553,-0.3862538980133093,1.1439815889244436,2186.4,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+4649,4649,0.958617508444256,-0.4386687575887553,1.1230666002185847,0.4034176217257323,4543.95,True,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+4650,4650,0.959196209022852,-0.4386687575887553,0.5927648035425139,0.0414379247541646,3021.45,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+4651,4651,0.959774909601448,-0.4386687575887553,1.6125759509964963,0.924801221950834,6733,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4652,4652,0.960353610180044,-0.4386687575887553,1.5309910592001776,1.3698037852002838,7554.05,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4653,4653,0.96093231075864,-0.4386687575887553,-1.2836877077728135,0.1925395413799106,70.6,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4654,4654,0.961511011337236,-0.4386687575887553,-1.1613103700783358,0.7022999403261091,381.3,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4655,4655,0.962089711915832,-0.4386687575887553,-0.9981405864856988,0.3585852739356755,535.55,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4656,4656,0.962668412494428,-0.4386687575887553,1.571783505098337,1.63381649996395,8175.9,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4657,4657,0.963247113073024,-0.4386687575887553,-1.2428952618746545,0.5113473478869796,146.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4658,4658,0.96382581365162,-0.4386687575887553,0.062463006866443,-1.501126930688891,678.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4659,4659,0.964404514230216,-0.4386687575887553,0.3072176822553988,0.5047055185847488,3168.75,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4660,4660,0.964983214808812,-0.4386687575887553,-0.5086312357077871,-1.5077687599911216,415.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4661,4661,0.965561915387408,-0.4386687575887553,-0.223084114420672,0.8102296664873563,2383.6,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+4662,4662,0.966140615966004,-0.4386687575887553,-0.1007067767261941,1.0692610092743495,3021.3,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4663,4663,0.9667193165446,-0.4386687575887553,-0.9573481405875396,0.1410653642876236,651.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4664,4664,0.967298017123196,-0.4386687575887553,-1.2021028159764953,0.9995218016009284,273.2,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4665,4665,0.967876717701792,-0.4386687575887553,-0.8349708028930616,-1.3234579968542224,280.4,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4666,4666,0.968455418280388,-0.4386687575887553,1.571783505098337,0.6956581110238784,6223.8,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4667,4667,0.969034118858984,-0.4386687575887553,-0.223084114420672,-1.3384021127842414,761.95,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+4668,4668,0.96961281943758,-0.4386687575887553,0.3072176822553988,-0.0233199109425837,2460.35,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+4669,4669,0.970191520016176,-0.4386687575887553,0.7967270330333104,-1.1524308923217848,1623.4,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+4670,4670,0.970770220594772,-0.4386687575887553,1.5309910592001776,0.9962008869498128,6859.05,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4671,4671,0.971348921173368,-0.4386687575887553,-1.2021028159764953,0.1958604560310262,225.65,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True
+4672,4672,0.971927621751964,-0.4386687575887553,-0.91655569468938,-1.3417230274353569,253.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4673,4673,0.97250632233056,-0.4386687575887553,-1.038933032383858,-1.5127501319677945,112.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+4674,4674,0.973085022909156,-0.4386687575887553,1.163859046116744,1.052656436018773,5673.7,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4675,4675,0.973663723487752,-0.4386687575887553,-1.038933032383858,-0.0664918014070824,418.3,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False
+4676,4676,0.974242424066348,-0.4386687575887553,1.6125759509964963,1.331613266712458,7537.5,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+4677,4677,0.974821124644944,-0.4386687575887553,-1.2836877077728135,-1.472899156154411,20.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4678,4678,0.97539982522354,-0.4386687575887553,-1.2836877077728135,-0.1561564969871954,60.1,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+4679,4679,0.9759785258021358,2.279624392438459,-1.2021028159764953,0.4050780790512899,237.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4680,4680,0.9765572263807318,-0.4386687575887553,-0.3046690062169906,-1.3051929662730883,630.6,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4681,4681,0.9771359269593278,-0.4386687575887553,-1.2836877077728135,-1.1391472337173236,30.5,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4682,4682,0.9777146275379238,-0.4386687575887553,0.0216705609682837,0.476477744050269,2531.4,False,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+4683,4683,0.9782933281165198,2.279624392438459,-0.0191218849298755,0.4881009453291723,2665,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4684,4684,0.9788720286951156,-0.4386687575887553,0.7967270330333104,-1.336741655458684,1331.05,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4685,4685,0.9794507292737116,2.279624392438459,-0.1822916685225127,1.212060339272307,2812.2,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+4686,4686,0.9800294298523076,2.279624392438459,-0.6718010193004244,0.6624489645127255,1350.15,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4687,4687,0.9806081304309036,-0.4386687575887553,-0.2638765603188314,0.4698359147480382,2034.25,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,False,False,False
+4688,4688,0.9811868310094995,-0.4386687575887553,-1.2836877077728135,0.4698359147480382,78.95,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4689,4689,0.9817655315880957,-0.4386687575887553,1.041481708422266,0.5877283848626312,4828.05,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False
+4690,4690,0.9823442321666916,2.279624392438459,1.1230666002185847,1.364822413223611,6401.25,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4691,4691,0.9829229327452876,-0.4386687575887553,-0.0191218849298755,0.8716665875329891,2871.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4692,4692,0.9835016333238836,-0.4386687575887553,-0.5902161275041058,-1.5027873880144489,389.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4693,4693,0.9840803339024796,-0.4386687575887553,-1.2836877077728135,1.0177868321820625,95.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4694,4694,0.9846590344810756,2.279624392438459,0.6335572494406732,-1.159072721624015,1388.75,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+4695,4695,0.9852377350596716,2.279624392438459,0.755934587135151,0.6441839339315915,4146.05,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4696,4696,0.9858164356382676,-0.4386687575887553,1.6125759509964963,-0.3520904614029979,3937.45,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+4697,4697,0.9863951362168636,-0.4386687575887553,-0.3862538980133093,0.5379146650959018,1917.1,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4698,4698,0.9869738367954596,-0.4386687575887553,-1.1205179241801766,0.5478774090492476,416.3,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4699,4699,0.9875525373740556,2.279624392438459,-0.8757632487912208,-1.489503729409987,214.75,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4700,4700,0.9881312379526516,2.279624392438459,0.7967270330333104,1.3083668641546509,5568.35,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4701,4701,0.9887099385312476,-0.4386687575887553,0.3480101281535581,-0.4899084194242829,2029.05,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False
+4702,4702,0.9892886391098435,-0.4386687575887553,1.2454439379130626,0.5561796956770358,5029.05,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4703,4703,0.9898673396884397,-0.4386687575887553,1.163859046116744,1.374785157176957,6375.2,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4704,4704,0.9904460402670356,-0.4386687575887553,-0.8349708028930616,0.8085692091617988,1057.55,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4705,4705,0.9910247408456316,-0.4386687575887553,-1.2836877077728135,0.8567224716029702,90.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4706,4706,0.9916034414242276,-0.4386687575887553,-1.1613103700783358,-1.496145558712218,78.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4707,4707,0.9921821420028236,-0.4386687575887553,-0.7533859110967429,0.5063659759103064,1112.3,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+4708,4708,0.9927608425814196,-0.4386687575887553,1.4901986133020184,-1.3566671433653754,1713.1,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4709,4709,0.9933395431600156,-0.4386687575887553,0.470387465848036,-0.3587322907052286,2440.25,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4710,4710,0.9939182437386116,2.279624392438459,-0.7941783569949022,1.1954557660167306,1308.1,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4711,4711,0.9944969443172076,-0.4386687575887553,-0.9573481405875396,1.2187021685745378,906.85,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+4712,4712,0.9950756448958036,-0.4386687575887553,-0.4270463439114685,-1.482861900107757,432.5,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4713,4713,0.9956543454743996,-0.4386687575887553,-1.2836877077728135,-1.4712386988288533,20.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4714,4714,0.9962330460529956,2.279624392438459,-1.2836877077728135,-0.7140701583745656,43.3,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4715,4715,0.9968117466315914,-0.4386687575887553,1.571783505098337,0.9596708257875448,6585.35,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False
+4716,4716,0.9973904472101874,-0.4386687575887553,0.3888025740517173,-1.3898762898765284,1014.25,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+4717,4717,0.9979691477887834,-0.4386687575887553,-1.2836877077728135,0.4897614026547299,79.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4718,4718,0.9985478483673794,-0.4386687575887553,-1.2836877077728135,0.3353388713778688,74.9,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4719,4719,0.9991265489459754,2.279624392438459,0.3888025740517173,0.6591280498616103,3541.35,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4720,4720,0.9997052495245714,-0.4386687575887553,-0.9981405864856988,-0.2823512537295768,401.5,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+4721,4721,1.0002839501031673,2.279624392438459,1.3270288297093813,1.193795308691173,6674.65,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+4722,4722,1.0008626506817633,-0.4386687575887553,-0.5086312357077871,0.1294421630087202,1416.2,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+4723,4723,1.0014413512603593,-0.4386687575887553,-1.2836877077728135,0.5694633542814972,81.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4724,4724,1.0020200518389553,-0.4386687575887553,0.3888025740517173,0.1526885655665274,3058.3,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4725,4725,1.0025987524175513,-0.4386687575887553,0.755934587135151,-1.3566671433653754,1216.35,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4726,4726,1.0031774529961472,-0.4386687575887553,0.4295950199498767,0.5113473478869796,3581.6,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4727,4727,1.0037561535747432,-0.4386687575887553,0.5519723576443546,0.9746149417175636,4408.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+4728,4728,1.0043348541533392,-0.4386687575887553,0.7967270330333104,0.8118901238129138,4652.4,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+4729,4729,1.0049135547319352,-0.4386687575887553,-0.91655569468938,-1.4944851013866605,198.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4730,4730,1.0054922553105312,2.279624392438459,0.1032554527646023,0.8700061302074316,3180.5,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+4731,4731,1.0060709558891272,-0.4386687575887553,1.3678212756075403,0.034796095451934,4097.05,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+4732,4732,1.0066496564677232,-0.4386687575887553,0.7967270330333104,1.0260891188098509,4976.15,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+4733,4733,1.0072283570463192,-0.4386687575887553,0.5519723576443546,1.4561475661292818,4903.2,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4734,4734,1.0078070576249152,-0.4386687575887553,0.7151421412369917,0.1892186267287955,3486.65,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+4735,4735,1.0083857582035112,-0.4386687575887553,-0.7941783569949022,1.2436090284579029,1359,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+4736,4736,1.0089644587821072,2.279624392438459,-0.223084114420672,0.4399476828880004,2135.5,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4737,4737,1.0095431593607032,-0.4386687575887553,-0.4270463439114685,1.190474394040058,2415.95,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4738,4738,1.0101218599392991,-0.4386687575887553,1.571783505098337,0.7072813123027818,6045.9,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4739,4739,1.0107005605178951,-0.4386687575887553,-0.2638765603188314,-0.6426704933755865,1233.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4740,4740,1.0112792610964911,2.279624392438459,0.5111799117461953,0.9663126550897754,4200.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4741,4741,1.0118579616750871,-0.4386687575887553,-0.6718010193004244,-1.5094292173166792,295.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+4742,4742,1.0124366622536831,-0.4386687575887553,0.6743496953388325,1.389729273106976,5168.1,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4743,4743,1.013015362832279,-0.4386687575887553,-0.7533859110967429,-1.303532508947531,372.45,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4744,4744,1.013594063410875,2.279624392438459,-0.631008573402265,-0.6559541519800478,770.6,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4745,4745,1.014172763989471,-0.4386687575887553,1.6125759509964963,-1.3633089726676062,1679.25,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4746,4746,1.014751464568067,-0.4386687575887553,0.6743496953388325,0.9962008869498128,4690.65,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,False
+4747,4747,1.015330165146663,-0.4386687575887553,1.4086137215056995,-1.469578241503296,1343.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4748,4748,1.015908865725259,-0.4386687575887553,-0.1414992226243534,-1.1159008311595164,926.2,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+4749,4749,1.016487566303855,-0.4386687575887553,-0.7941783569949022,1.0692610092743495,1334.45,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+4750,4750,1.017066266882451,-0.4386687575887553,1.6125759509964963,1.4860357979893193,7887.25,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+4751,4751,1.017644967461047,-0.4386687575887553,1.041481708422266,-0.4816061327964947,2878.55,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True,False,False
+4752,4752,1.018223668039643,-0.4386687575887553,1.6125759509964963,0.8517410996262975,6565.85,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+4753,4753,1.018802368618239,2.279624392438459,-1.2836877077728135,0.2423532611466401,72.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4754,4754,1.019381069196835,2.279624392438459,-1.1205179241801766,-1.4861828147588725,94.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4755,4755,1.019959769775431,-0.4386687575887553,0.062463006866443,1.7052161649629292,3946.9,False,False,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4756,4756,1.020538470354027,-0.4386687575887553,1.6125759509964963,1.7533694274041003,8308.9,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4757,4757,1.021117170932623,2.279624392438459,0.755934587135151,0.9696335697408904,4905.75,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+4758,4758,1.021695871511219,-0.4386687575887553,-1.1613103700783358,-0.2757094244273461,235.1,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+4759,4759,1.022274572089815,-0.4386687575887553,-1.1613103700783358,0.6923371963727634,338.9,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4760,4760,1.022853272668411,2.279624392438459,-0.3454614521151499,0.9546894538108716,2264.05,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4761,4761,1.023431973247007,2.279624392438459,-0.0599143308280348,-0.4782852181453793,1580.1,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+4762,4762,1.024010673825603,-0.4386687575887553,-1.2836877077728135,-0.347109089426325,54.35,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+4763,4763,1.024589374404199,2.279624392438459,-1.2836877077728135,-0.65429369465449,45.1,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4764,4764,1.025168074982795,-0.4386687575887553,0.062463006866443,0.0945725591720097,2339.3,False,False,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+4765,4765,1.025746775561391,2.279624392438459,-0.4270463439114685,0.3187342981222923,1692.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4766,4766,1.026325476139987,2.279624392438459,-1.1613103700783358,-1.4861828147588725,91.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4767,4767,1.026904176718583,-0.4386687575887553,1.6125759509964963,1.1987766806678462,7459.05,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+4768,4768,1.027482877297179,-0.4386687575887553,-0.9981405864856988,-1.4795409854566417,158.35,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4769,4769,1.028061577875775,-0.4386687575887553,-1.2836877077728135,-1.340062570109799,24.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4770,4770,1.028640278454371,-0.4386687575887553,-1.2836877077728135,0.494742774631403,79.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4771,4771,1.0292189790329669,-0.4386687575887553,-1.2836877077728135,-1.2985511369708578,25.7,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+4772,4772,1.0297976796115629,-0.4386687575887553,-0.9573481405875396,0.8633643009052009,809.75,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4773,4773,1.0303763801901589,2.279624392438459,0.0216705609682837,1.1888139367145,3270.25,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+4774,4774,1.0309550807687549,-0.4386687575887553,0.8375194789314696,1.3432364679913615,5576.3,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4775,4775,1.0315337813473509,-0.4386687575887553,1.0006892625241068,0.7338486295117046,4939.25,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+4776,4776,1.0321124819259468,-0.4386687575887553,1.1230666002185847,0.4781382013758265,4765,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False
+4777,4777,1.0326911825045428,-0.4386687575887553,1.6125759509964963,-0.0033944230358916,4746.05,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4778,4778,1.0332698830831388,2.279624392438459,-0.0191218849298755,0.953028996485314,2970.8,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4779,4779,1.0338485836617348,2.279624392438459,0.6335572494406732,1.1356793022966554,4744.35,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,True,False
+4780,4780,1.0344272842403308,-0.4386687575887553,-0.4270463439114685,-1.5193919612700253,454.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4781,4781,1.0350059848189268,-0.4386687575887553,1.3270288297093813,-0.6493123226778171,2933.95,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True
+4782,4782,1.0355846853975228,-0.4386687575887553,1.3270288297093813,-0.196007472800579,3857.1,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+4783,4783,1.0361633859761186,-0.4386687575887553,-1.2836877077728135,-1.4944851013866605,19.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4784,4784,1.0367420865547146,2.279624392438459,1.3678212756075403,1.1954557660167306,6690.75,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4785,4785,1.0373207871333106,-0.4386687575887553,1.571783505098337,1.3432364679913615,7291.75,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4786,4786,1.0378994877119063,-0.4386687575887553,-0.631008573402265,0.1858977120776804,1214.05,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+4787,4787,1.0384781882905023,2.279624392438459,-1.2428952618746545,-0.659275066631163,85.15,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4788,4788,1.0390568888690983,-0.4386687575887553,0.755934587135151,1.0493355213676578,4911.05,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,True,True,False,False
+4789,4789,1.0396355894476943,-0.4386687575887553,-0.5086312357077871,0.190879084054353,1493.55,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+4790,4790,1.0402142900262903,-0.4386687575887553,1.571783505098337,1.4876962553148767,7854.15,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4791,4791,1.0407929906048865,-0.4386687575887553,1.4086137215056995,1.544151804383837,7482.1,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4792,4792,1.0413716911834825,2.279624392438459,-1.2836877077728135,0.3486225299823297,75.3,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+4793,4793,1.0419503917620785,-0.4386687575887553,-0.6718010193004244,0.3519434446334453,1189.4,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4794,4794,1.0425290923406745,2.279624392438459,0.9191043707277884,0.7969460078828949,4805.3,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+4795,4795,1.0431077929192705,-0.4386687575887553,-1.038933032383858,0.3619061885867911,554.05,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+4796,4796,1.0436864934978665,-0.4386687575887553,0.4295950199498767,-0.0283012829192563,2737.05,False,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4797,4797,1.0442651940764625,-0.4386687575887553,-1.2836877077728135,-0.3255231441940756,55,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+4798,4798,1.0448438946550584,-0.4386687575887553,-1.1613103700783358,-1.316816167551992,99.95,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4799,4799,1.0454225952336544,2.279624392438459,1.6125759509964963,1.6504210732195266,8331.95,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+4800,4800,1.0460012958122504,2.279624392438459,0.6743496953388325,1.2685158883412673,5166.2,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+4801,4801,1.0465799963908464,-0.4386687575887553,0.8375194789314696,0.9779358563686787,4867.95,True,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+4802,4802,1.0471586969694424,-0.4386687575887553,1.1230666002185847,-0.4899084194242829,2911.5,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+4803,4803,1.0477373975480384,2.279624392438459,1.4494061674038592,1.0543168933443303,6581.9,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,True,True,False,False
+4804,4804,1.0483160981266344,2.279624392438459,1.0006892625241068,0.4964032319569605,4438.2,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+4805,4805,1.0488947987052304,-0.4386687575887553,-1.038933032383858,0.5412355797470169,576.65,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4806,4806,1.0494734992838264,-0.4386687575887553,-1.2836877077728135,-1.5177315039444674,19.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4807,4807,1.0500521998624224,-0.4386687575887553,-1.038933032383858,0.154349022892085,477.05,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False,True,False
+4808,4808,1.0506309004410184,-0.4386687575887553,1.4494061674038592,-1.350025314063145,1498.85,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4809,4809,1.0512096010196144,-0.4386687575887553,-0.5494236816059465,1.1688884488078084,1888.65,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False,False,False
+4810,4810,1.0517883015982104,-0.4386687575887553,-1.2428952618746545,0.4897614026547299,151.75,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4811,4811,1.0523670021768063,-0.4386687575887553,1.4086137215056995,1.3565201265958229,6717.9,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4812,4812,1.0529457027554023,-0.4386687575887553,1.4086137215056995,-0.1578169543127531,3994.05,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+4813,4813,1.0535244033339983,-0.4386687575887553,0.1032554527646023,0.139404906962066,2441.7,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+4814,4814,1.0541031039125943,-0.4386687575887553,1.4086137215056995,1.3880688157814178,7244.7,False,False,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+4815,4815,1.0546818044911903,-0.4386687575887553,-0.8757632487912208,0.8417783556729518,987.95,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+4816,4816,1.0552605050697863,2.279624392438459,0.9598968166259476,0.6923371963727634,4824.45,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4817,4817,1.0558392056483823,-0.4386687575887553,-0.9981405864856988,-1.1773377522051494,216.45,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4818,4818,1.0564179062269785,-0.4386687575887553,-0.4270463439114685,-1.3134952529008768,555.4,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4819,4819,1.0569966068055745,-0.4386687575887553,1.571783505098337,0.6441839339315915,5956.85,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4820,4820,1.0575753073841705,-0.4386687575887553,0.5519723576443546,-0.9880456170915776,1620.25,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+4821,4821,1.0581540079627665,-0.4386687575887553,1.3678212756075403,1.3199900654335543,6779.05,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False,False
+4822,4822,1.0587327085413625,-0.4386687575887553,-0.7125934651985837,-0.5247780232609934,749.25,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4823,4823,1.0593114091199582,-0.4386687575887553,-0.3046690062169906,1.0260891188098509,2338.35,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+4824,4824,1.0598901096985542,-0.4386687575887553,-0.0191218849298755,-1.4944851013866605,607.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4825,4825,1.0604688102771502,-0.4386687575887553,-0.9981405864856988,0.0630238699864143,579,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4826,4826,1.0610475108557462,-0.4386687575887553,-1.0797254782820174,-1.3184766248775497,171,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4827,4827,1.0616262114343422,-0.4386687575887553,-1.2021028159764953,-0.621084548143337,130.15,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4828,4828,1.0622049120129382,-0.4386687575887553,-0.8757632487912208,-0.1711006129172143,683.25,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+4829,4829,1.0627836125915342,-0.4386687575887553,-0.7125934651985837,0.8700061302074316,1430.05,True,False,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4830,4830,1.0633623131701302,-0.4386687575887553,-0.3862538980133093,0.8384574410218362,2169.8,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4831,4831,1.0639410137487262,-0.4386687575887553,-1.2836877077728135,-0.6908237558167584,44,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4832,4832,1.0645197143273222,-0.4386687575887553,0.1848403445609209,-0.8170185125591396,1525.35,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+4833,4833,1.0650984149059182,-0.4386687575887553,1.4901986133020184,0.5262914638169984,5542.55,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+4834,4834,1.0656771154845142,-0.4386687575887553,1.571783505098337,0.4748172867247109,5564.85,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4835,4835,1.0662558160631102,-0.4386687575887553,-0.9981405864856988,-0.3371463454729792,482.25,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4836,4836,1.066834516641706,-0.4386687575887553,-1.0797254782820174,-0.0465663135003906,348.8,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+4837,4837,1.067413217220302,-0.4386687575887553,1.041481708422266,0.6475048485827065,4916.4,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4838,4838,1.067991917798898,-0.4386687575887553,0.2664252363572394,0.8218528677662597,3474.45,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,False,True,False
+4839,4839,1.068570618377494,2.279624392438459,-0.3862538980133093,0.8367969836962786,2024.1,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4840,4840,1.06914931895609,-0.4386687575887553,1.3678212756075403,-1.489503729409987,1269.1,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4841,4841,1.069728019534686,-0.4386687575887553,0.755934587135151,0.612635244745996,4089.45,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4842,4842,1.070306720113282,-0.4386687575887553,-1.038933032383858,0.494742774631403,586.05,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4843,4843,1.070885420691878,-0.4386687575887553,-0.7125934651985837,-1.4994664733633334,332.65,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4844,4844,1.071464121270474,-0.4386687575887553,0.755934587135151,0.5047055185847488,4242.35,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+4845,4845,1.07204282184907,-0.4386687575887553,-1.1613103700783358,-1.5210524185955827,73.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4846,4846,1.072621522427666,-0.4386687575887553,-0.5902161275041058,-0.4816061327964947,913.3,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4847,4847,1.073200223006262,-0.4386687575887553,0.5519723576443546,0.9596708257875448,4154.8,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4848,4848,1.073778923584858,2.279624392438459,-1.2021028159764953,1.364822413223611,334.65,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4849,4849,1.074357624163454,-0.4386687575887553,1.2454439379130626,-1.3134952529008768,1559.3,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4850,4850,1.07493632474205,-0.4386687575887553,0.7967270330333104,1.0443541493909847,4990.25,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+4851,4851,1.075515025320646,-0.4386687575887553,-0.631008573402265,0.139404906962066,1108,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,False,True
+4852,4852,1.076093725899242,-0.4386687575887553,0.4295950199498767,0.6740721657916288,3662.25,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+4853,4853,1.076672426477838,-0.4386687575887553,1.4901986133020184,-1.489503729409987,1399.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4854,4854,1.077251127056434,-0.4386687575887553,1.5309910592001776,0.494742774631403,5743.3,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False,False
+4855,4855,1.07782982763503,-0.4386687575887553,-1.1613103700783358,-1.3583276006909333,97.5,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4856,4856,1.078408528213626,-0.4386687575887553,1.1230666002185847,-1.4562945828988345,1270.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+4857,4857,1.078987228792222,-0.4386687575887553,-0.5086312357077871,-1.340062570109799,482.8,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4858,4858,1.079565929370818,-0.4386687575887553,1.4901986133020184,1.0277495761354083,6511.25,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,True,False,False
+4859,4859,1.080144629949414,-0.4386687575887553,0.6335572494406732,1.3432364679913615,4997.5,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,True,False,False
+4860,4860,1.08072333052801,-0.4386687575887553,-1.2836877077728135,-1.137486776391766,30.55,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+4861,4861,1.081302031106606,-0.4386687575887553,-0.9981405864856988,-0.4566992729131299,415.05,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4862,4862,1.081880731685202,2.279624392438459,-1.2836877077728135,-0.6293868347711253,45.85,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+4863,4863,1.0824594322637977,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+4864,4864,1.0830381328423937,-0.4386687575887553,-0.4270463439114685,-1.501126930688891,422.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4865,4865,1.0836168334209897,2.279624392438459,-0.6718010193004244,-0.8568694883725233,679.85,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+4866,4866,1.0841955339995857,-0.4386687575887553,1.6125759509964963,1.7732949153107926,8547.15,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4867,4867,1.0847742345781817,-0.4386687575887553,-0.8757632487912208,-0.1179659784993695,729.95,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+4868,4868,1.0853529351567777,-0.4386687575887553,-1.1613103700783358,0.8583829289285282,367.95,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+4869,4869,1.0859316357353737,-0.4386687575887553,-0.9981405864856988,-1.48784327208443,141.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4870,4870,1.0865103363139696,2.279624392438459,0.8783119248296289,0.5860679275370737,4350.1,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False,False,False
+4871,4871,1.0870890368925656,-0.4386687575887553,1.4901986133020184,0.5545192383514783,5553.25,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+4872,4872,1.0876677374711616,2.279624392438459,0.5519723576443546,0.5179891771892102,3605.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4873,4873,1.0882464380497576,-0.4386687575887553,1.4086137215056995,-0.4733038461687064,3431.75,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True,False,False
+4874,4874,1.0888251386283536,-0.4386687575887553,1.571783505098337,0.8484201849751819,6325.25,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4875,4875,1.0894038392069496,2.279624392438459,-0.5086312357077871,0.835136526370721,1648.45,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+4876,4876,1.0899825397855456,-0.4386687575887553,0.3480101281535581,1.6205328413594886,4594.95,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+4877,4877,1.0905612403641416,2.279624392438459,-1.2021028159764953,-0.7854698233735444,132.2,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+4878,4878,1.0911399409427376,-0.4386687575887553,-0.7125934651985837,-0.4666620168664758,688.2,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,True,False
+4879,4879,1.0917186415213336,-0.4386687575887553,-0.4270463439114685,0.4831195733524992,1730.35,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4880,4880,1.0922973420999296,-0.4386687575887553,-0.5902161275041058,0.5262914638169984,1451.9,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4881,4881,1.0928760426785256,-0.4386687575887553,-0.9573481405875396,1.1124328997388482,923.5,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+4882,4882,1.0934547432571216,-0.4386687575887553,-0.2638765603188314,0.3552643592845604,2018.1,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+4883,4883,1.0940334438357175,2.279624392438459,1.571783505098337,1.359841041246938,7382.85,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,False,False,False,False
+4884,4884,1.0946121444143135,-0.4386687575887553,-0.6718010193004244,-1.5193919612700253,326.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4885,4885,1.0951908449929095,2.279624392438459,1.6125759509964963,0.8069087518362408,6352.4,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+4886,4886,1.0957695455715055,-0.4386687575887553,0.3888025740517173,-1.320137082203107,949.85,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+4887,4887,1.0963482461501015,-0.4386687575887553,0.5927648035425139,1.0393727774143116,4391.45,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+4888,4888,1.0969269467286975,-0.4386687575887553,1.3678212756075403,0.0430983820797222,4428.45,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,True,True,False,False
+4889,4889,1.0975056473072935,-0.4386687575887553,-1.1205179241801766,-0.5181361939587628,216.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+4890,4890,1.0980843478858895,-0.4386687575887553,-1.1613103700783358,-1.1673750082518035,118.5,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4891,4891,1.0986630484644857,-0.4386687575887553,0.3888025740517173,-1.5193919612700253,761.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+4892,4892,1.0992417490430817,-0.4386687575887553,1.4901986133020184,-0.1329100944293884,4263.4,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+4893,4893,1.0998204496216777,-0.4386687575887553,1.1230666002185847,1.7201602808929477,7049.5,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,True,False,False
+4894,4894,1.1003991502002737,-0.4386687575887553,-0.8349708028930616,-1.5094292173166792,219.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+4895,4895,1.1009778507788694,-0.4386687575887553,-1.2021028159764953,-0.6459914080267019,141.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4896,4896,1.1015565513574654,-0.4386687575887553,0.8783119248296289,1.348217839968035,5643.4,True,False,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+4897,4897,1.1021352519360614,-0.4386687575887553,-1.0797254782820174,-1.4812014427821991,98.35,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+4898,4898,1.1027139525146574,-0.4386687575887553,-1.2428952618746545,-1.4861828147588725,42.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4899,4899,1.1032926530932534,2.279624392438459,1.0006892625241068,0.9613312831131022,5625.55,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False
+4900,4900,1.1038713536718494,-0.4386687575887553,1.2454439379130626,-1.467917784177738,1298.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+4901,4901,1.1044500542504454,-0.4386687575887553,0.3480101281535581,0.9795963136942364,3893.6,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+4902,4902,1.1050287548290414,-0.4386687575887553,-0.3046690062169906,1.1456420462500012,2513.5,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4903,4903,1.1056074554076374,-0.4386687575887553,1.3270288297093813,0.6657698791638406,5459.2,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4904,4904,1.1061861559862334,-0.4386687575887553,0.8783119248296289,-1.4845223574333144,1079.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4905,4905,1.1067648565648294,-0.4386687575887553,1.163859046116744,0.9746149417175636,5731.85,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False
+4906,4906,1.1073435571434254,-0.4386687575887553,-0.5494236816059465,-1.4944851013866605,344.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+4907,4907,1.1079222577220214,-0.4386687575887553,-0.8349708028930616,-1.506108302665564,227.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4908,4908,1.1085009583006171,-0.4386687575887553,-0.5902161275041058,-1.3334207408075684,471.35,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4909,4909,1.1090796588792131,-0.4386687575887553,1.4494061674038592,1.0061636309031583,6683.4,True,True,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False
+4910,4910,1.109658359457809,-0.4386687575887553,-0.91655569468938,1.1771907354355966,1064.65,False,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4911,4911,1.110237060036405,2.279624392438459,-0.5086312357077871,0.9878986003220246,1899.65,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4912,4912,1.110815760615001,-0.4386687575887553,0.3888025740517173,1.1506234182266744,4138.05,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+4913,4913,1.1113944611935973,-0.4386687575887553,0.5111799117461953,-0.7472793048857185,1840.75,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False,False,False
+4914,4914,1.1119731617721933,-0.4386687575887553,1.6125759509964963,1.672007018451776,8349.45,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4915,4915,1.1125518623507893,2.279624392438459,0.1032554527646023,1.5275472311282603,3836.3,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4916,4916,1.1131305629293853,-0.4386687575887553,1.6125759509964963,0.8268342397429328,6588.95,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,True,False
+4917,4917,1.1137092635079813,-0.4386687575887553,-0.9981405864856988,1.157265247528905,820.5,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4918,4918,1.1142879640865773,-0.4386687575887553,0.1848403445609209,-0.001733965710334,2345.2,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4919,4919,1.1148666646651733,-0.4386687575887553,-0.4678387898096278,1.3199900654335543,2239.4,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,True
+4920,4920,1.1154453652437692,-0.4386687575887553,1.571783505098337,0.5196496345147678,5662.25,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4921,4921,1.1160240658223652,-0.4386687575887553,0.3072176822553988,0.087930729869779,2731,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False
+4922,4922,1.1166027664009612,-0.4386687575887553,-0.91655569468938,-0.0847568319882165,612.95,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False
+4923,4923,1.1171814669795572,2.279624392438459,-0.3046690062169906,0.783662349278434,2191.15,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False
+4924,4924,1.1177601675581532,-0.4386687575887553,0.3480101281535581,0.3286970420756381,3187.65,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+4925,4925,1.1183388681367492,2.279624392438459,-0.5494236816059465,1.0327309481120814,1777.9,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+4926,4926,1.1189175687153452,2.279624392438459,-0.3862538980133093,1.0061636309031583,2326.05,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4927,4927,1.1194962692939412,-0.4386687575887553,1.0006892625241068,1.4329011635714746,5969.85,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+4928,4928,1.1200749698725372,-0.4386687575887553,-1.2428952618746545,0.6392025619549183,134.05,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4929,4929,1.1206536704511332,-0.4386687575887553,1.5309910592001776,0.4914218599802874,5589.45,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+4930,4930,1.1212323710297292,-0.4386687575887553,-1.2836877077728135,0.782001891952876,88.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4931,4931,1.1218110716083252,-0.4386687575887553,1.5309910592001776,1.4843753406637616,7534.65,True,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4932,4932,1.1223897721869212,-0.4386687575887553,1.6125759509964963,1.0692610092743495,7104.2,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+4933,4933,1.1229684727655171,2.279624392438459,-0.3046690062169906,1.3664828705491687,2655.25,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True
+4934,4934,1.1235471733441131,-0.4386687575887553,-0.3862538980133093,1.303385492177978,2470.1,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,False,True
+4935,4935,1.1241258739227091,-0.4386687575887553,1.3270288297093813,-1.5027873880144489,1218.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4936,4936,1.1247045745013051,-0.4386687575887553,-0.3046690062169906,-1.4612759548755074,460.2,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4937,4937,1.1252832750799011,2.279624392438459,-0.7125934651985837,0.6059934154437653,1258.3,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+4938,4938,1.125861975658497,2.279624392438459,0.3480101281535581,-0.3603927480307861,2215.4,True,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4939,4939,1.126440676237093,-0.4386687575887553,-1.2836877077728135,-0.3371463454729792,54.65,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+4940,4940,1.127019376815689,-0.4386687575887553,0.6335572494406732,0.2041627426588144,3629.2,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False,False,False
+4941,4941,1.127598077394285,-0.4386687575887553,-1.1613103700783358,-0.1113241491971388,229.55,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False
+4942,4942,1.1281767779728809,-0.4386687575887553,-0.631008573402265,-1.4994664733633334,351.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+4943,4943,1.1287554785514768,2.279624392438459,0.3888025740517173,1.326631894735785,4323.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+4944,4944,1.1293341791300728,-0.4386687575887553,0.6743496953388325,-0.8502276590702925,1838.15,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+4945,4945,1.1299128797086688,-0.4386687575887553,-0.4678387898096278,-1.501126930688891,390.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4946,4946,1.1304915802872648,-0.4386687575887553,1.1230666002185847,1.5209054018260295,6586.85,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4947,4947,1.1310702808658608,-0.4386687575887553,1.041481708422266,-1.340062570109799,1513.6,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+4948,4948,1.1316489814444568,-0.4386687575887553,-0.0599143308280348,-1.472899156154411,638.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+4949,4949,1.1322276820230528,-0.4386687575887553,1.163859046116744,1.2070789672956346,6383.9,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,False,False,False,False
+4950,4950,1.1328063826016488,-0.4386687575887553,1.286236383811222,0.8450992703240668,5629.15,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,True,False,False,True,False,False
+4951,4951,1.1333850831802448,-0.4386687575887553,1.163859046116744,-0.1113241491971388,3751.15,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+4952,4952,1.1339637837588408,-0.4386687575887553,1.4086137215056995,0.2025022853332569,4677.1,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+4953,4953,1.1345424843374368,-0.4386687575887553,0.9191043707277884,-1.2985511369708578,1443.65,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+4954,4954,1.1351211849160328,-0.4386687575887553,-0.5086312357077871,-1.48784327208443,416.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+4955,4955,1.1356998854946287,-0.4386687575887553,-0.8757632487912208,0.4881009453291723,795.65,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+4956,4956,1.1362785860732247,-0.4386687575887553,1.6125759509964963,1.7268021101951785,8456.75,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+4957,4957,1.1368572866518207,-0.4386687575887553,1.0006892625241068,0.6541466778849372,4845.4,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+4958,4958,1.1374359872304167,2.279624392438459,1.5309910592001776,-0.6891632984912008,3011.65,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+4959,4959,1.1380146878090127,-0.4386687575887553,1.4494061674038592,1.5092822005471265,7279.35,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False
+4960,4960,1.1385933883876087,-0.4386687575887553,-1.2836877077728135,0.6574675925360524,84.6,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+4961,4961,1.1391720889662047,-0.4386687575887553,0.5927648035425139,0.4681754574224807,3650.35,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False
+4962,4962,1.1397507895448007,-0.4386687575887553,-0.7125934651985837,-0.0050548803614491,994.55,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+4963,4963,1.140329490123397,-0.4386687575887553,1.4901986133020184,-1.4762200708055262,1442.65,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+4964,4964,1.140908190701993,-0.4386687575887553,-1.2021028159764953,-0.313899942915172,165.2,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+4965,4965,1.1414868912805889,-0.4386687575887553,-1.2836877077728135,-1.506108302665564,19.45,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4966,4966,1.1420655918591849,-0.4386687575887553,0.0216705609682837,0.8019273798595681,3027.65,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,False
+4967,4967,1.1426442924377809,-0.4386687575887553,0.8375194789314696,0.1626513095198732,3686.05,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False
+4968,4968,1.1432229930163766,2.279624392438459,-0.5086312357077871,0.527951921142556,1614.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
+4969,4969,1.1438016935949726,2.279624392438459,-1.2836877077728135,0.9546894538108716,93.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4970,4970,1.1443803941735686,-0.4386687575887553,-0.91655569468938,1.1323583876455403,1064.95,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4971,4971,1.1449590947521646,-0.4386687575887553,-0.0191218849298755,-1.4911641867355452,601.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+4972,4972,1.1455377953307606,2.279624392438459,0.9598968166259476,1.2037580526445189,5594,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4973,4973,1.1461164959093566,-0.4386687575887553,1.571783505098337,-1.5177315039444674,1372.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+4974,4974,1.1466951964879526,2.279624392438459,-0.7941783569949022,0.1775954254498921,916.75,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4975,4975,1.1472738970665486,-0.4386687575887553,-1.2428952618746545,-1.4845223574333144,39.8,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+4976,4976,1.1478525976451446,-0.4386687575887553,-0.631008573402265,1.024428661484293,1640,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,False
+4977,4977,1.1484312982237406,-0.4386687575887553,-1.2428952618746545,-0.3222022295429603,113.35,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+4978,4978,1.1490099988023366,-0.4386687575887553,1.6125759509964963,1.2137207965978647,7323.15,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+4979,4979,1.1495886993809326,-0.4386687575887553,-0.2638765603188314,-0.3404672601240945,1362.85,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False
+4980,4980,1.1501673999595283,-0.4386687575887553,-1.1205179241801766,-1.2919093076686272,135,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+4981,4981,1.1507461005381243,-0.4386687575887553,-1.2021028159764953,1.2004371379934038,329.95,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+4982,4982,1.1513248011167203,-0.4386687575887553,-0.2638765603188314,0.527951921142556,2193,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+4983,4983,1.1519035016953163,-0.4386687575887553,1.0822741543204255,0.0231728941730306,3801.3,False,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+4984,4984,1.1524822022739123,-0.4386687575887553,-0.223084114420672,-0.4965502487265134,1336.15,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+4985,4985,1.1530609028525085,-0.4386687575887553,1.0006892625241068,1.270176345666825,5925.75,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,False
+4986,4986,1.1536396034311045,-0.4386687575887553,-1.2836877077728135,-0.687502841165643,44.1,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4987,4987,1.1542183040097005,-0.4386687575887553,0.1848403445609209,-1.4944851013866605,695.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+4988,4988,1.1547970045882965,-0.4386687575887553,-1.0797254782820174,-0.5098339073309746,314.6,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+4989,4989,1.1553757051668925,-0.4386687575887553,-0.5902161275041058,0.3685480178890218,1373.05,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False
+4990,4990,1.1559544057454885,-0.4386687575887553,-0.5494236816059465,1.2004371379934038,1875.55,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+4991,4991,1.1565331063240845,-0.4386687575887553,1.4086137215056995,0.3552643592845604,5229.45,False,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False
+4992,4992,1.1571118069026805,2.279624392438459,0.062463006866443,0.224088230565506,2427.35,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+4993,4993,1.1576905074812764,-0.4386687575887553,-0.4270463439114685,-0.5314198525632242,1054.6,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+4994,4994,1.1582692080598724,-0.4386687575887553,0.7967270330333104,0.8783084168352198,4738.3,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,False,True,False
+4995,4995,1.1588479086384684,-0.4386687575887553,0.9598968166259476,-0.357071833379671,2959.8,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+4996,4996,1.1594266092170644,2.279624392438459,-0.5902161275041058,1.0177868321820625,1752.55,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+4997,4997,1.1600053097956604,2.279624392438459,0.9598968166259476,1.3199900654335543,5794.65,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+4998,4998,1.1605840103742564,-0.4386687575887553,-1.1613103700783358,0.85008064230074,356.65,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,True,False
+4999,4999,1.1611627109528524,-0.4386687575887553,1.286236383811222,1.667025646475103,7396.15,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5000,5000,1.1617414115314484,-0.4386687575887553,1.163859046116744,0.5345937504447867,4932.5,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+5001,5001,1.1623201121100444,2.279624392438459,1.571783505098337,1.1489629609011167,7168.25,False,True,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,False
+5002,5002,1.1628988126886404,-0.4386687575887553,-1.2428952618746545,0.1659722241709883,134.7,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5003,5003,1.1634775132672364,2.279624392438459,1.286236383811222,1.2386276564812295,6688.1,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False,True,False
+5004,5004,1.1640562138458324,-0.4386687575887553,0.5111799117461953,1.4495057368270512,4964.7,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,True,False,False
+5005,5005,1.1646349144244283,-0.4386687575887553,-0.5902161275041058,-1.3633089726676062,424.5,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5006,5006,1.1652136150030243,-0.4386687575887553,1.3678212756075403,-1.2985511369708578,1714.55,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+5007,5007,1.1657923155816203,-0.4386687575887553,0.1848403445609209,-0.8053953112802362,1390.85,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,True
+5008,5008,1.1663710161602163,-0.4386687575887553,0.2664252363572394,-1.321797539528665,1004.35,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5009,5009,1.1669497167388123,-0.4386687575887553,-0.3046690062169906,0.664109421838283,2043.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5010,5010,1.1675284173174083,-0.4386687575887553,-0.4270463439114685,0.7371695441628197,1850.65,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+5011,5011,1.1681071178960043,-0.4386687575887553,-0.91655569468938,-1.501126930688891,189.45,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5012,5012,1.1686858184746003,-0.4386687575887553,-0.5086312357077871,-1.4762200708055262,393.15,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5013,5013,1.1692645190531965,2.279624392438459,-0.9981405864856988,-0.0133571669892374,581.7,True,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,True,False,False
+5014,5014,1.1698432196317925,-0.4386687575887553,0.6743496953388325,-0.4201692117508616,2583.75,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5015,5015,1.1704219202103885,2.279624392438459,1.3270288297093813,1.363161955898053,6725.5,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5016,5016,1.1710006207889845,2.279624392438459,-1.2836877077728135,-0.6509727800033747,45.2,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5017,5017,1.1715793213675805,-0.4386687575887553,-1.1205179241801766,0.9845776856709094,498.1,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5018,5018,1.1721580219461762,2.279624392438459,1.6125759509964963,1.055977350669888,6827.5,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,False,False,False
+5019,5019,1.1727367225247722,-0.4386687575887553,1.6125759509964963,1.5059612858960112,7998.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5020,5020,1.1733154231033682,-0.4386687575887553,0.8375194789314696,1.1788511927611542,5200.8,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+5021,5021,1.1738941236819642,-0.4386687575887553,-0.4678387898096278,0.3486225299823297,1570.7,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5022,5022,1.17447282426056,2.279624392438459,1.5309910592001776,1.4312407062459171,7475.85,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5023,5023,1.175051524839156,-0.4386687575887553,0.0216705609682837,1.2917622908990745,3467,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+5024,5024,1.175630225417752,-0.4386687575887553,-0.3862538980133093,0.3585852739356755,1758.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5025,5025,1.176208925996348,-0.4386687575887553,0.5111799117461953,-0.3371463454729792,2553.7,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False
+5026,5026,1.176787626574944,-0.4386687575887553,0.1032554527646023,-1.4994664733633334,708.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5027,5027,1.17736632715354,-0.4386687575887553,-0.6718010193004244,-1.4795409854566417,327.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+5028,5028,1.177945027732136,-0.4386687575887553,0.6743496953388325,1.389729273106976,5174.35,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+5029,5029,1.178523728310732,-0.4386687575887553,-1.2836877077728135,-1.511089674642237,19.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5030,5030,1.179102428889328,-0.4386687575887553,1.163859046116744,0.5312728357936711,4860.85,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,False
+5031,5031,1.179681129467924,2.279624392438459,1.4494061674038592,-1.5044478453400063,1193.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5032,5032,1.18025983004652,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5033,5033,1.180838530625116,-0.4386687575887553,1.1230666002185847,-0.3720159493096897,3237.05,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+5034,5034,1.181417231203712,-0.4386687575887553,0.8375194789314696,-1.303532508947531,1336.1,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5035,5035,1.181995931782308,2.279624392438459,-0.1822916685225127,1.2784786322946131,2890.65,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5036,5036,1.182574632360904,-0.4386687575887553,-1.2428952618746545,0.1609908521943157,145.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5037,5037,1.1831533329395,2.279624392438459,-1.2836877077728135,0.1792558827754497,70.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5038,5038,1.183732033518096,-0.4386687575887553,-0.6718010193004244,0.2606182917277746,1194.3,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5039,5039,1.184310734096692,-0.4386687575887553,1.6125759509964963,-1.4845223574333144,1460.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5040,5040,1.1848894346752878,-0.4386687575887553,-1.0797254782820174,-0.3205417722174027,322.9,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5041,5041,1.1854681352538838,-0.4386687575887553,-1.2021028159764953,1.4329011635714746,318.6,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5042,5042,1.1860468358324798,-0.4386687575887553,0.6743496953388325,0.85008064230074,4494.65,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5043,5043,1.1866255364110758,-0.4386687575887553,-1.2836877077728135,-0.4766247608198216,50.45,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+5044,5044,1.1872042369896718,-0.4386687575887553,0.7151421412369917,0.982917228345352,4914.9,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+5045,5045,1.1877829375682678,2.279624392438459,-0.8349708028930616,-1.1789982095307072,355.9,False,True,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+5046,5046,1.1883616381468638,2.279624392438459,-0.0191218849298755,0.5146682625380946,2483.05,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+5047,5047,1.1889403387254598,-0.4386687575887553,1.4494061674038592,1.2768181749690557,7074.4,True,True,True,True,False,False,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5048,5048,1.1895190393040558,-0.4386687575887553,-1.2836877077728135,-1.4612759548755074,20.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5049,5049,1.1900977398826518,-0.4386687575887553,0.3072176822553988,-0.9564969279059822,1382.9,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+5050,5050,1.1906764404612478,-0.4386687575887553,-1.1205179241801766,-0.4467365289597839,262.3,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5051,5051,1.1912551410398438,-0.4386687575887553,1.6125759509964963,0.4665150000969227,5763.15,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,False
+5052,5052,1.1918338416184395,-0.4386687575887553,-1.2836877077728135,0.6856953670705327,85.45,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+5053,5053,1.1924125421970355,-0.4386687575887553,1.041481708422266,1.4710916820593003,6393.65,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+5054,5054,1.1929912427756315,-0.4386687575887553,-0.3454614521151499,-1.335081198133126,605.25,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5055,5055,1.1935699433542275,2.279624392438459,-1.2021028159764953,0.6342211899782456,267.4,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,True
+5056,5056,1.1941486439328235,-0.4386687575887553,1.2046514920149034,-1.477880528131084,1296.15,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5057,5057,1.1947273445114197,-0.4386687575887553,1.6125759509964963,1.530868145779376,7922.75,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5058,5058,1.1953060450900157,2.279624392438459,0.7151421412369917,0.2074836573099295,3444.85,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5059,5059,1.1958847456686117,-0.4386687575887553,1.3678212756075403,-1.48784327208443,1374.2,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5060,5060,1.1964634462472077,-0.4386687575887553,0.3072176822553988,0.5445564943981325,3292.3,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5061,5061,1.1970421468258037,-0.4386687575887553,0.3072176822553988,0.1975209133565837,2921.75,True,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,True,False,False
+5062,5062,1.1976208474043997,-0.4386687575887553,1.4086137215056995,1.2734972603179404,6895.5,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5063,5063,1.1981995479829957,2.279624392438459,0.9598968166259476,1.326631894735785,5841.35,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+5064,5064,1.1987782485615917,-0.4386687575887553,1.286236383811222,-1.4812014427821991,1277.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5065,5065,1.1993569491401876,2.279624392438459,-0.5086312357077871,0.649165305908264,1745.2,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5066,5066,1.1999356497187836,2.279624392438459,1.571783505098337,1.01944728950762,6707.15,True,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+5067,5067,1.2005143502973796,-0.4386687575887553,0.3480101281535581,0.323715670098965,3023.55,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5068,5068,1.2010930508759756,-0.4386687575887553,1.6125759509964963,-0.5280989379121088,3527,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True
+5069,5069,1.2016717514545716,-0.4386687575887553,-0.5902161275041058,-0.6111218041899913,812.4,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False,True,False,False,True,False,False
+5070,5070,1.2022504520331676,2.279624392438459,1.571783505098337,0.205823199984372,5012.1,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False,False,False
+5071,5071,1.2028291526117636,-0.4386687575887553,0.5519723576443546,0.0281542661497037,3047.15,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True
+5072,5072,1.2034078531903596,-0.4386687575887553,0.5519723576443546,-1.4795409854566417,890.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5073,5073,1.2039865537689556,-0.4386687575887553,1.0006892625241068,-0.3371463454729792,3134.7,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,True
+5074,5074,1.2045652543475516,-0.4386687575887553,1.4494061674038592,0.5262914638169984,5330.2,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5075,5075,1.2051439549261476,-0.4386687575887553,-1.2836877077728135,-1.316816167551992,25.15,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5076,5076,1.2057226555047436,-0.4386687575887553,0.2256327904590802,-1.4745596134799688,743.5,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5077,5077,1.2063013560833395,2.279624392438459,-0.0191218849298755,0.4814591160269416,2570,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+5078,5078,1.2068800566619355,-0.4386687575887553,-1.2428952618746545,-0.6576146093056053,89.75,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5079,5079,1.2074587572405315,-0.4386687575887553,-0.91655569468938,0.1775954254498921,735.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5080,5080,1.2080374578191275,-0.4386687575887553,1.6125759509964963,-1.5077687599911216,1496.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5081,5081,1.2086161583977235,-0.4386687575887553,1.3270288297093813,1.5275472311282603,7245.9,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5082,5082,1.2091948589763195,-0.4386687575887553,-0.4678387898096278,0.6408630192804758,1737.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5083,5083,1.2097735595549155,-0.4386687575887553,1.4086137215056995,-1.4994664733633334,1335.2,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5084,5084,1.2103522601335115,-0.4386687575887553,-0.8349708028930616,0.3668875605634638,854.45,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,True,False,True,False,False,True
+5085,5085,1.2109309607121077,2.279624392438459,-0.3046690062169906,1.2618740590390367,2660.2,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+5086,5086,1.2115096612907037,2.279624392438459,-0.9981405864856988,0.6773930804427444,695.75,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+5087,5087,1.2120883618692997,-0.4386687575887553,-1.2836877077728135,-1.506108302665564,19.45,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+5088,5088,1.2126670624478957,-0.4386687575887553,1.3270288297093813,0.4847800306780572,5071.9,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+5089,5089,1.2132457630264917,2.279624392438459,-1.2428952618746545,-0.3305045161707485,104.2,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5090,5090,1.2138244636050874,-0.4386687575887553,1.2046514920149034,-0.5347407672143393,3008.55,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False
+5091,5091,1.2144031641836834,-0.4386687575887553,0.1440478986627616,0.6674303364893986,3067.2,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5092,5092,1.2149818647622794,-0.4386687575887553,0.2256327904590802,-1.511089674642237,755.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5093,5093,1.2155605653408754,-0.4386687575887553,1.0006892625241068,-0.1727610702427718,3509.4,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+5094,5094,1.2161392659194714,-0.4386687575887553,-0.0191218849298755,-1.4762200708055262,707.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5095,5095,1.2167179664980674,-0.4386687575887553,0.470387465848036,0.85008064230074,4063,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,True
+5096,5096,1.2172966670766634,-0.4386687575887553,-1.2428952618746545,-0.3454486321007674,114.1,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5097,5097,1.2178753676552594,-0.4386687575887553,0.3480101281535581,1.6504210732195266,4527.45,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+5098,5098,1.2184540682338554,-0.4386687575887553,-0.7533859110967429,0.8666852155563165,1259,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+5099,5099,1.2190327688124514,-0.4386687575887553,0.9598968166259476,0.6906767390472053,4902.8,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+5100,5100,1.2196114693910474,2.279624392438459,-1.038933032383858,0.6558071352104948,646.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5101,5101,1.2201901699696434,-0.4386687575887553,-0.8757632487912208,-1.472899156154411,237.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5102,5102,1.2207688705482391,-0.4386687575887553,-0.7941783569949022,-1.4812014427821991,273.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5103,5103,1.2213475711268351,-0.4386687575887553,1.571783505098337,1.3399155533402465,7555,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+5104,5104,1.221926271705431,-0.4386687575887553,-0.4270463439114685,-1.326778911505338,493.4,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5105,5105,1.222504972284027,-0.4386687575887553,0.3888025740517173,1.1356793022966554,4298.45,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+5106,5106,1.223083672862623,-0.4386687575887553,-0.7125934651985837,-1.4994664733633334,270.6,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5107,5107,1.223662373441219,-0.4386687575887553,1.4901986133020184,0.9081966486952576,6480.9,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,True
+5108,5108,1.224241074019815,-0.4386687575887553,-0.3862538980133093,0.3486225299823297,1702.9,False,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+5109,5109,1.224819774598411,-0.4386687575887553,-0.5494236816059465,0.3004692675411578,1424.5,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5110,5110,1.225398475177007,-0.4386687575887553,1.2454439379130626,-0.4699829315175911,3221.25,False,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,False
+5111,5111,1.225977175755603,-0.4386687575887553,1.4494061674038592,0.2705810356811204,4953.25,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5112,5112,1.226555876334199,-0.4386687575887553,-1.2836877077728135,0.5229705491658828,80.55,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5113,5113,1.227134576912795,-0.4386687575887553,-0.5902161275041058,-0.8552090310469657,669.85,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+5114,5114,1.227713277491391,-0.4386687575887553,1.571783505098337,-0.2175934180328284,4145.9,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5115,5115,1.228291978069987,-0.4386687575887553,-0.7125934651985837,-1.4762200708055262,335.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5116,5116,1.228870678648583,-0.4386687575887553,-0.9981405864856988,-1.4978060160377755,130.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5117,5117,1.229449379227179,2.279624392438459,-0.4678387898096278,1.0626191799721187,2030.3,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+5118,5118,1.230028079805775,-0.4386687575887553,-1.0797254782820174,0.8284946970684903,552.65,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5119,5119,1.230606780384371,2.279624392438459,1.4901986133020184,-1.1623936362751308,2134.3,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,True,False,False
+5120,5120,1.231185480962967,-0.4386687575887553,1.4494061674038592,-0.2790303390784615,3948.45,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True
+5121,5121,1.231764181541563,-0.4386687575887553,-1.2836877077728135,-1.477880528131084,20.3,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5122,5122,1.232342882120159,-0.4386687575887553,1.2046514920149034,-1.489503729409987,1244.8,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5123,5123,1.232921582698755,-0.4386687575887553,0.2256327904590802,0.4698359147480382,2862.55,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+5124,5124,1.233500283277351,-0.4386687575887553,-1.1205179241801766,0.6807139950938595,424.15,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5125,5125,1.234078983855947,2.279624392438459,-1.2021028159764953,0.989559057647582,279.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5126,5126,1.234657684434543,-0.4386687575887553,0.5111799117461953,1.6886115917073528,5125.5,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5127,5127,1.235236385013139,-0.4386687575887553,-1.2836877077728135,-1.4562945828988345,20.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5128,5128,1.235815085591735,2.279624392438459,-0.9573481405875396,0.3552643592845604,637.4,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+5129,5129,1.236393786170331,-0.4386687575887553,-0.5086312357077871,0.1659722241709883,1540.35,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5130,5130,1.236972486748927,2.279624392438459,0.8783119248296289,0.4881009453291723,4370.25,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5131,5131,1.237551187327523,-0.4386687575887553,-0.5086312357077871,-1.4978060160377755,419.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5132,5132,1.2381298879061189,-0.4386687575887553,0.6335572494406732,1.4378825355481473,5067.45,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+5133,5133,1.2387085884847149,2.279624392438459,0.8783119248296289,-1.3234579968542224,1364.75,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5134,5134,1.2392872890633109,-0.4386687575887553,-1.2836877077728135,-0.4882479620987252,50.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5135,5135,1.2398659896419069,-0.4386687575887553,-1.2836877077728135,-0.697465585118989,43.8,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5136,5136,1.2404446902205029,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5137,5137,1.2410233907990988,-0.4386687575887553,0.6335572494406732,-1.489503729409987,1004.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5138,5138,1.2416020913776948,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5139,5139,1.2421807919562908,-0.4386687575887553,0.1848403445609209,0.2423532611466401,2658.4,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False,False,True
+5140,5140,1.2427594925348868,-0.4386687575887553,-1.2836877077728135,-1.5177315039444674,19.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5141,5141,1.2433381931134828,-0.4386687575887553,0.2664252363572394,-1.3151557102264342,987.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5142,5142,1.2439168936920788,-0.4386687575887553,-1.1613103700783358,-0.3089185709384991,227.35,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False
+5143,5143,1.2444955942706748,-0.4386687575887553,0.0216705609682837,-1.350025314063145,800.3,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5144,5144,1.2450742948492708,-0.4386687575887553,-0.5902161275041058,-1.5127501319677945,331.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5145,5145,1.2456529954278668,-0.4386687575887553,-1.1613103700783358,-0.4899084194242829,179.35,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+5146,5146,1.2462316960064628,-0.4386687575887553,0.9598968166259476,-1.447992296271046,1238.65,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+5147,5147,1.2468103965850588,-0.4386687575887553,-0.631008573402265,0.172614053473219,1144.5,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5148,5148,1.2473890971636548,-0.4386687575887553,0.7151421412369917,0.8401178983473937,4549.45,True,False,False,True,False,False,True,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+5149,5149,1.2479677977422508,-0.4386687575887553,1.6125759509964963,-1.477880528131084,1401.15,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5150,5150,1.2485464983208467,-0.4386687575887553,-0.91655569468938,0.3403202433545415,786.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5151,5151,1.2491251988994427,-0.4386687575887553,-0.3046690062169906,-1.4845223574333144,486.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5152,5152,1.2497038994780387,-0.4386687575887553,1.571783505098337,-1.320137082203107,1873.7,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5153,5153,1.2502826000566347,-0.4386687575887553,-0.5086312357077871,-1.303532508947531,507.4,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5154,5154,1.2508613006352307,-0.4386687575887553,-0.7533859110967429,0.7072813123027818,1235.55,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5155,5155,1.2514400012138267,-0.4386687575887553,1.2046514920149034,-0.2873326257062497,3487.95,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+5156,5156,1.2520187017924227,-0.4386687575887553,-0.9981405864856988,-1.3051929662730883,215.2,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5157,5157,1.252597402371019,2.279624392438459,0.8783119248296289,0.8384574410218362,4931.8,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5158,5158,1.253176102949615,-0.4386687575887553,1.163859046116744,1.7865785739152535,7365.7,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5159,5159,1.253754803528211,-0.4386687575887553,1.4086137215056995,-0.1744215275683296,4103.9,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5160,5160,1.2543335041068069,2.279624392438459,0.6743496953388325,0.5495378663748052,4060.9,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+5161,5161,1.2549122046854029,-0.4386687575887553,1.3678212756075403,0.8932525327652387,6075.9,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5162,5162,1.2554909052639986,-0.4386687575887553,0.5927648035425139,1.3050459495035354,5135.15,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5163,5163,1.2560696058425946,-0.4386687575887553,-0.4678387898096278,-0.9564969279059822,780.15,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+5164,5164,1.2566483064211906,-0.4386687575887553,0.755934587135151,1.1356793022966554,5038.15,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5165,5165,1.2572270069997866,2.279624392438459,-0.4270463439114685,0.561161067653709,1820.9,False,False,False,True,False,False,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5166,5166,1.2578057075783826,-0.4386687575887553,-1.2021028159764953,-1.4645968695266227,57.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5167,5167,1.2583844081569786,-0.4386687575887553,1.286236383811222,1.517584487174915,7069.25,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5168,5168,1.2589631087355746,-0.4386687575887553,1.4086137215056995,-0.3786577786119204,3579.15,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,True,False,False
+5169,5169,1.2595418093141706,-0.4386687575887553,1.6125759509964963,-1.3085138809242038,1797.1,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5170,5170,1.2601205098927666,-0.4386687575887553,0.1848403445609209,-0.1113241491971388,2302.35,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False
+5171,5171,1.2606992104713626,2.279624392438459,0.1848403445609209,-1.501126930688891,727.8,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5172,5172,1.2612779110499586,2.279624392438459,0.3480101281535581,1.115753814389964,4187.75,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5173,5173,1.2618566116285546,-0.4386687575887553,1.3270288297093813,1.3100273214802085,6812.95,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5174,5174,1.2624353122071506,-0.4386687575887553,0.5927648035425139,-1.4911641867355452,942.95,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5175,5175,1.2630140127857463,-0.4386687575887553,-0.2638765603188314,0.3369993287034263,1834.95,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5176,5176,1.2635927133643423,-0.4386687575887553,-0.9573481405875396,0.6823744524194171,758.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5177,5177,1.2641714139429383,-0.4386687575887553,1.1230666002185847,0.5246310064914405,4946.7,False,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5178,5178,1.2647501145215343,2.279624392438459,-1.2836877077728135,0.7056208549772243,86.05,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5179,5179,1.2653288151001305,-0.4386687575887553,1.2046514920149034,-0.7041074144212195,2748.7,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,True,True,False,False
+5180,5180,1.2659075156787265,-0.4386687575887553,-1.0797254782820174,0.1477071935898543,418.4,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5181,5181,1.2664862162573225,-0.4386687575887553,0.8375194789314696,1.122395643692194,5311.85,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,True,False,False,False,False,True
+5182,5182,1.2670649168359185,-0.4386687575887553,-0.0191218849298755,0.3552643592845604,2324.7,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5183,5183,1.2676436174145145,-0.4386687575887553,1.4086137215056995,1.7782762872874651,7804.15,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+5184,5184,1.2682223179931102,-0.4386687575887553,-0.7125934651985837,-1.3085138809242038,399.6,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5185,5185,1.2688010185717062,-0.4386687575887553,0.6743496953388325,-1.1491099776706692,1453.1,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5186,5186,1.2693797191503022,-0.4386687575887553,-0.4270463439114685,-0.3205417722174027,1206.05,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+5187,5187,1.2699584197288982,-0.4386687575887553,1.286236383811222,1.3432364679913615,6823.4,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+5188,5188,1.2705371203074942,-0.4386687575887553,-0.4678387898096278,0.5827470128859581,1852.85,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5189,5189,1.2711158208860902,2.279624392438459,-0.8349708028930616,1.1057910704366176,1060.2,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+5190,5190,1.2716945214646862,-0.4386687575887553,0.4295950199498767,0.9729544843920056,4107.3,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5191,5191,1.2722732220432822,-0.4386687575887553,1.3678212756075403,-1.4762200708055262,1359.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+5192,5192,1.2728519226218782,-0.4386687575887553,0.470387465848036,1.0393727774143116,4364.1,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5193,5193,1.2734306232004742,2.279624392438459,-0.631008573402265,-1.4662573268521804,330.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5194,5194,1.2740093237790702,-0.4386687575887553,-1.2836877077728135,-0.4882479620987252,50.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5195,5195,1.2745880243576662,2.279624392438459,0.755934587135151,1.0958283264832718,4913.3,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5196,5196,1.2751667249362622,-0.4386687575887553,-0.9573481405875396,-1.4795409854566417,178.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5197,5197,1.275745425514858,-0.4386687575887553,1.286236383811222,1.1705489061333658,6254.2,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5198,5198,1.276324126093454,-0.4386687575887553,-0.9981405864856988,0.3386597860289839,658.1,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5199,5199,1.27690282667205,-0.4386687575887553,1.0006892625241068,0.3154133834711767,4018.35,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5200,5200,1.277481527250646,-0.4386687575887553,1.0822741543204255,0.1294421630087202,4070.95,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,False,False,False
+5201,5201,1.278060227829242,-0.4386687575887553,1.286236383811222,0.0447588394052802,4392.5,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+5202,5202,1.278638928407838,-0.4386687575887553,-1.2836877077728135,-1.5077687599911216,19.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5203,5203,1.279217628986434,-0.4386687575887553,1.6125759509964963,0.7006394830005516,6110.75,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5204,5204,1.27979632956503,-0.4386687575887553,-1.2836877077728135,0.5213100918403253,80.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+5205,5205,1.280375030143626,2.279624392438459,0.755934587135151,-1.321797539528665,1260.7,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5206,5206,1.280953730722222,-0.4386687575887553,0.3888025740517173,0.6475048485827065,3588.4,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,True,False
+5207,5207,1.281532431300818,-0.4386687575887553,-1.2836877077728135,-1.477880528131084,20.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5208,5208,1.282111131879414,-0.4386687575887553,0.9598968166259476,1.275157717643498,5744.35,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5209,5209,1.28268983245801,-0.4386687575887553,0.2664252363572394,1.3814269864791875,4040.65,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5210,5210,1.283268533036606,-0.4386687575887553,-0.3046690062169906,-0.8020743966291208,970.55,True,False,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,True,False,False
+5211,5211,1.283847233615202,2.279624392438459,1.571783505098337,0.2689205783555629,5139.65,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+5212,5212,1.284425934193798,-0.4386687575887553,-0.91655569468938,-0.6244054627944524,492.1,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5213,5213,1.285004634772394,-0.4386687575887553,0.3072176822553988,0.6674303364893986,3369.05,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5214,5214,1.28558333535099,-0.4386687575887553,1.4494061674038592,-1.355006686039818,1664.3,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5215,5215,1.286162035929586,-0.4386687575887553,1.163859046116744,-1.4745596134799688,1226.45,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5216,5216,1.286740736508182,-0.4386687575887553,1.4901986133020184,0.7338486295117046,6194.1,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5217,5217,1.287319437086778,-0.4386687575887553,-0.1007067767261941,0.6823744524194171,2530.4,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+5218,5218,1.287898137665374,-0.4386687575887553,-1.2836877077728135,-0.6177636334922217,46.2,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+5219,5219,1.28847683824397,-0.4386687575887553,-0.4270463439114685,-1.5127501319677945,412.55,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+5220,5220,1.289055538822566,-0.4386687575887553,0.2256327904590802,0.9995218016009284,3616.25,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+5221,5221,1.289634239401162,-0.4386687575887553,-1.2021028159764953,0.3469620726567722,242,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5222,5222,1.290212939979758,-0.4386687575887553,-1.2836877077728135,-0.9747619584871162,35.45,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5223,5223,1.290791640558354,-0.4386687575887553,0.3480101281535581,0.8218528677662597,3729.75,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+5224,5224,1.29137034113695,-0.4386687575887553,-1.038933032383858,-0.4816061327964947,355.1,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5225,5225,1.291949041715546,-0.4386687575887553,1.4494061674038592,1.293422748224632,7039.45,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+5226,5226,1.292527742294142,-0.4386687575887553,-1.1205179241801766,-0.0283012829192563,318.1,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,True,False,False
+5227,5227,1.293106442872738,-0.4386687575887553,0.3480101281535581,1.255232229736806,4213.35,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5228,5228,1.293685143451334,-0.4386687575887553,0.1032554527646023,-1.2968906796453,882.55,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5229,5229,1.29426384402993,-0.4386687575887553,-0.5494236816059465,0.7039603976516667,1532.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+5230,5230,1.294842544608526,-0.4386687575887553,1.4901986133020184,0.4864404880036148,5502.55,True,False,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,True,False,False
+5231,5231,1.295421245187122,-0.4386687575887553,0.5111799117461953,0.3004692675411578,3371,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False
+5232,5232,1.295999945765718,-0.4386687575887553,1.4086137215056995,0.1012143884742399,4627.65,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True
+5233,5233,1.296578646344314,-0.4386687575887553,1.163859046116744,0.4847800306780572,4820.55,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,False,True,False
+5234,5234,1.2971573469229098,-0.4386687575887553,-0.3454614521151499,0.6657698791638406,2048.8,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5235,5235,1.2977360475015058,-0.4386687575887553,-0.4270463439114685,0.1477071935898543,1554,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5236,5236,1.2983147480801018,-0.4386687575887553,1.2454439379130626,0.5445564943981325,4965.1,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+5237,5237,1.2988934486586978,-0.4386687575887553,-1.2836877077728135,-0.9647992145337704,35.75,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5238,5238,1.2994721492372938,-0.4386687575887553,-0.3454614521151499,1.3067064068290934,2494.65,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5239,5239,1.3000508498158898,-0.4386687575887553,0.2664252363572394,1.0211077468331775,3692.85,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+5240,5240,1.3006295503944858,-0.4386687575887553,1.2454439379130626,0.8816293314863349,5764.7,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,True,False,True,False
+5241,5241,1.3012082509730818,-0.4386687575887553,-1.2836877077728135,-0.4666620168664758,50.75,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5242,5242,1.3017869515516778,-0.4386687575887553,-0.2638765603188314,-1.1623936362751308,786.5,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+5243,5243,1.3023656521302738,-0.4386687575887553,0.3480101281535581,-0.4467365289597839,2075.1,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5244,5244,1.3029443527088698,-0.4386687575887553,-0.4270463439114685,-1.477880528131084,467.15,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5245,5245,1.3035230532874658,-0.4386687575887553,0.1032554527646023,0.8268342397429328,3165.6,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+5246,5246,1.3041017538660618,-0.4386687575887553,0.1848403445609209,-1.4944851013866605,677.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5247,5247,1.3046804544446575,-0.4386687575887553,0.9191043707277884,1.2901018335735168,5676.65,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+5248,5248,1.3052591550232535,-0.4386687575887553,0.2256327904590802,0.0447588394052802,2522.4,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5249,5249,1.3058378556018495,-0.4386687575887553,-0.0191218849298755,-0.9847247024404624,1051.05,False,True,True,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5250,5250,1.3064165561804455,-0.4386687575887553,-0.7533859110967429,0.7039603976516667,1164.05,False,False,True,True,False,True,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+5251,5251,1.3069952567590415,-0.4386687575887553,1.2046514920149034,1.303385492177978,6590.5,True,False,True,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5252,5252,1.3075739573376377,-0.4386687575887553,-0.7533859110967429,0.7139231416050125,1180.95,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5253,5253,1.3081526579162337,-0.4386687575887553,-0.1414992226243534,0.8102296664873563,2698.35,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+5254,5254,1.3087313584948297,-0.4386687575887553,0.8783119248296289,0.8301551543940479,4667,True,False,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True
+5255,5255,1.3093100590734257,-0.4386687575887553,1.571783505098337,1.0078240882287166,6770.85,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+5256,5256,1.3098887596520217,-0.4386687575887553,0.5927648035425139,0.9962008869498128,4535.85,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False,False,False
+5257,5257,1.3104674602306177,2.279624392438459,-1.2428952618746545,1.0061636309031583,180.25,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,True,True,False,False
+5258,5258,1.3110461608092137,-0.4386687575887553,0.5111799117461953,-0.4616806448898028,2333.85,False,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+5259,5259,1.3116248613878096,-0.4386687575887553,1.5309910592001776,0.375189847191252,5264.25,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+5260,5260,1.3122035619664056,-0.4386687575887553,-1.1613103700783358,-1.4762200708055262,76.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5261,5261,1.3127822625450014,-0.4386687575887553,0.0216705609682837,0.5744447262581699,2603.1,True,True,True,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5262,5262,1.3133609631235974,2.279624392438459,-0.5086312357077871,0.9795963136942364,1818.3,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,True,False,False
+5263,5263,1.3139396637021934,-0.4386687575887553,0.9598968166259476,-1.340062570109799,1431.65,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+5264,5264,1.3145183642807894,-0.4386687575887553,-0.8349708028930616,1.1589257048544626,1238.45,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+5265,5265,1.3150970648593854,-0.4386687575887553,-1.2836877077728135,-1.5027873880144489,19.55,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5266,5266,1.3156757654379814,2.279624392438459,0.2256327904590802,-0.2541234791950967,2250.65,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5267,5267,1.3162544660165774,-0.4386687575887553,-0.8349708028930616,-0.214272503381713,740.55,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5268,5268,1.3168331665951734,-0.4386687575887553,-1.2836877077728135,-1.4812014427821991,20.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5269,5269,1.3174118671737691,-0.4386687575887553,-0.1822916685225127,-1.5459592784789475,534.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5270,5270,1.3179905677523651,-0.4386687575887553,0.4295950199498767,-0.4849270474476098,2169.4,False,True,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5271,5271,1.318569268330961,-0.4386687575887553,1.163859046116744,1.3880688157814178,6428.4,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5272,5272,1.319147968909557,-0.4386687575887553,-0.6718010193004244,-0.3155604002407298,875.35,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5273,5273,1.319726669488153,-0.4386687575887553,-0.91655569468938,0.1759349681243341,659.65,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5274,5274,1.3203053700667493,-0.4386687575887553,1.2454439379130626,0.5146682625380946,4896.35,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+5275,5275,1.3208840706453453,-0.4386687575887553,1.2046514920149034,-1.3633089726676062,1446.8,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+5276,5276,1.3214627712239413,-0.4386687575887553,0.5519723576443546,-0.8103766832569091,1842.7,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False
+5277,5277,1.3220414718025373,-0.4386687575887553,-1.2836877077728135,-1.4745596134799688,20.4,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5278,5278,1.3226201723811333,-0.4386687575887553,-0.9573481405875396,-0.3155604002407298,501.2,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5279,5279,1.3231988729597293,-0.4386687575887553,-1.2428952618746545,1.0310704907865234,197.7,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5280,5280,1.3237775735383253,-0.4386687575887553,0.1032554527646023,0.1443862789387392,2490.15,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+5281,5281,1.3243562741169213,-0.4386687575887553,1.4901986133020184,0.5694633542814972,5601.4,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5282,5282,1.3249349746955172,-0.4386687575887553,0.0216705609682837,0.5080264332358639,2603.3,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False
+5283,5283,1.3255136752741132,-0.4386687575887553,0.5519723576443546,-1.4513132109221616,937.1,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,True,False
+5284,5284,1.3260923758527092,2.279624392438459,-1.2836877077728135,0.1593303948687576,69.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5285,5285,1.3266710764313052,-0.4386687575887553,-1.2836877077728135,0.356924816610118,75.55,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5286,5286,1.3272497770099012,-0.4386687575887553,1.3270288297093813,-1.288588393017512,1654.85,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5287,5287,1.3278284775884972,-0.4386687575887553,-0.7125934651985837,-0.1943470154750212,955.15,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False
+5288,5288,1.3284071781670932,-0.4386687575887553,-1.038933032383858,0.1443862789387392,488.65,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5289,5289,1.3289858787456892,-0.4386687575887553,-0.5494236816059465,0.4465895121902311,1490.95,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5290,5290,1.3295645793242852,-0.4386687575887553,-0.3046690062169906,0.3552643592845604,1901.05,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5291,5291,1.3301432799028812,-0.4386687575887553,0.2256327904590802,0.1560094802176425,2625.25,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5292,5292,1.3307219804814772,-0.4386687575887553,0.8375194789314696,-1.5310151625489286,1005.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5293,5293,1.3313006810600732,-0.4386687575887553,-1.2836877077728135,-0.6476518653522596,45.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5294,5294,1.3318793816386691,-0.4386687575887553,-1.2836877077728135,0.1427258216131811,69.1,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5295,5295,1.3324580822172651,-0.4386687575887553,0.7967270330333104,-1.4596154975499498,1071.6,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+5296,5296,1.3330367827958611,-0.4386687575887553,0.4295950199498767,0.4648545427713652,3460.3,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5297,5297,1.3336154833744571,-0.4386687575887553,-0.3862538980133093,-0.3537509187285557,1312.45,True,False,True,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+5298,5298,1.3341941839530531,-0.4386687575887553,-1.2428952618746545,0.5229705491658828,184.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+5299,5299,1.334772884531649,-0.4386687575887553,0.062463006866443,-0.4849270474476098,1815.3,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+5300,5300,1.335351585110245,-0.4386687575887553,-1.0797254782820174,-0.6708982679100666,260.8,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5301,5301,1.335930285688841,-0.4386687575887553,-0.2638765603188314,-0.4400946996575535,1295.4,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+5302,5302,1.336508986267437,-0.4386687575887553,-1.2428952618746545,-0.6609355239567207,111.05,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5303,5303,1.337087686846033,-0.4386687575887553,-0.8757632487912208,-1.4978060160377755,216.2,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5304,5304,1.337666387424629,-0.4386687575887553,-1.2836877077728135,-0.5031920780287441,49.65,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+5305,5305,1.338245088003225,-0.4386687575887553,0.8375194789314696,1.094167869157714,5043.2,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,False,False,False,False
+5306,5306,1.338823788581821,-0.4386687575887553,-1.2836877077728135,-1.496145558712218,19.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5307,5307,1.339402489160417,-0.4386687575887553,-0.7533859110967429,0.3868130484701558,1117.55,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5308,5308,1.339981189739013,2.279624392438459,-0.4270463439114685,-1.301872051621973,548.8,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5309,5309,1.340559890317609,-0.4386687575887553,1.286236383811222,0.6475048485827065,5289.05,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,True,True,False,False
+5310,5310,1.341138590896205,-0.4386687575887553,1.2046514920149034,0.239032346495525,4284.2,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,True,False,False
+5311,5311,1.341717291474801,-0.4386687575887553,0.1440478986627616,0.0198519795219155,2498.4,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,True,False,True,False,False,True
+5312,5312,1.342295992053397,-0.4386687575887553,-1.1613103700783358,0.5379146650959018,340.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5313,5313,1.342874692631993,-0.4386687575887553,0.2256327904590802,0.684034909744975,3297,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5314,5314,1.343453393210589,-0.4386687575887553,-0.0191218849298755,0.6923371963727634,2664.3,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+5315,5315,1.344032093789185,-0.4386687575887553,1.163859046116744,-0.4467365289597839,3244.4,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+5316,5316,1.344610794367781,-0.4386687575887553,1.5309910592001776,-1.2869279356919543,1856.4,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5317,5317,1.345189494946377,2.279624392438459,-0.0599143308280348,0.8185319531151446,2807.65,True,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+5318,5318,1.345768195524973,-0.4386687575887553,-0.9573481405875396,-1.5227128759211404,185.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5319,5319,1.346346896103569,-0.4386687575887553,1.3678212756075403,0.8384574410218362,5965.95,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5320,5320,1.346925596682165,-0.4386687575887553,-0.91655569468938,-1.4911641867355452,199.45,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5321,5321,1.347504297260761,-0.4386687575887553,-0.1007067767261941,-0.0100362523381223,1985.15,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+5322,5322,1.348082997839357,-0.4386687575887553,-1.1205179241801766,0.8484201849751819,434.5,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,True
+5323,5323,1.348661698417953,-0.4386687575887553,0.8783119248296289,-1.3533462287142604,1230.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5324,5324,1.349240398996549,-0.4386687575887553,1.0822741543204255,-0.7887907380246597,2452.7,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,False
+5325,5325,1.349819099575145,-0.4386687575887553,0.3072176822553988,-1.3134952529008768,1006.9,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5326,5326,1.350397800153741,-0.4386687575887553,0.1032554527646023,1.4661103100826276,4025.5,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5327,5327,1.3509765007323369,-0.4386687575887553,-0.8349708028930616,-0.1046823198949083,713.75,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,True
+5328,5328,1.3515552013109329,-0.4386687575887553,0.3888025740517173,1.0111450028798317,3959.35,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,False
+5329,5329,1.3521339018895289,-0.4386687575887553,1.6125759509964963,1.4362220782225898,7806.6,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5330,5330,1.3527126024681249,-0.4386687575887553,1.2454439379130626,-0.8452462870936197,2395.05,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+5331,5331,1.3532913030467209,-0.4386687575887553,-1.1613103700783358,-1.489503729409987,59.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5332,5332,1.3538700036253168,2.279624392438459,1.4494061674038592,-0.3919414372163816,3656.25,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5333,5333,1.3544487042039128,-0.4386687575887553,-0.0191218849298755,0.001586948940781,2010.95,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+5334,5334,1.3550274047825088,-0.4386687575887553,-1.1205179241801766,0.5096868905614219,385,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5335,5335,1.3556061053611048,-0.4386687575887553,1.6125759509964963,1.4727521393848584,7789.6,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+5336,5336,1.3561848059397008,-0.4386687575887553,-1.2836877077728135,0.3785107618423676,76.2,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5337,5337,1.3567635065182968,2.279624392438459,-1.2836877077728135,-0.2989558269851533,55.8,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5338,5338,1.3573422070968928,-0.4386687575887553,1.571783505098337,0.8550620142774127,6239.05,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5339,5339,1.3579209076754888,-0.4386687575887553,0.5519723576443546,-1.5127501319677945,864.2,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5340,5340,1.3584996082540846,-0.4386687575887553,-0.7941783569949022,-1.3583276006909333,300.8,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5341,5341,1.3590783088326803,-0.4386687575887553,0.3480101281535581,0.5478774090492476,3190.65,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5342,5342,1.3596570094112763,2.279624392438459,-0.1007067767261941,0.3336784140523108,2181.75,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+5343,5343,1.3602357099898723,-0.4386687575887553,-1.2836877077728135,0.1460467362642967,69.2,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5344,5344,1.3608144105684683,-0.4386687575887553,-0.4270463439114685,-0.5098339073309746,1031.4,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5345,5345,1.3613931111470643,-0.4386687575887553,-1.2836877077728135,-1.4861828147588725,20.05,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5346,5346,1.3619718117256605,-0.4386687575887553,-0.91655569468938,0.443268597539116,765.15,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5347,5347,1.3625505123042565,-0.4386687575887553,-0.5494236816059465,-0.6625959812822783,893.55,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+5348,5348,1.3631292128828525,-0.4386687575887553,-0.223084114420672,-0.2856721683806919,1567.55,True,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+5349,5349,1.3637079134614485,-0.4386687575887553,-0.7533859110967429,0.1609908521943157,921.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+5350,5350,1.3642866140400445,-0.4386687575887553,1.0822741543204255,1.6255142133361618,6561.25,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+5351,5351,1.3648653146186405,-0.4386687575887553,-1.2428952618746545,0.3619061885867911,189.2,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5352,5352,1.3654440151972365,-0.4386687575887553,-0.8349708028930616,-1.4529736682477192,262.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5353,5353,1.3660227157758325,-0.4386687575887553,-1.1613103700783358,-0.6277263774455678,199.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5354,5354,1.3666014163544284,2.279624392438459,1.3270288297093813,1.5126031151982415,7246.15,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5355,5355,1.3671801169330244,-0.4386687575887553,-1.2428952618746545,1.0725819239254646,184.15,True,True,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+5356,5356,1.3677588175116204,2.279624392438459,1.571783505098337,1.364822413223611,7521.95,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5357,5357,1.3683375180902164,2.279624392438459,-0.1007067767261941,0.8932525327652387,2758.15,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,True,False,False
+5358,5358,1.3689162186688124,-0.4386687575887553,-0.1414992226243534,0.3369993287034263,2149.05,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5359,5359,1.3694949192474084,-0.4386687575887553,-1.1205179241801766,1.1406606742733283,465.05,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+5360,5360,1.3700736198260044,-0.4386687575887553,-0.631008573402265,0.9231407646252762,1579.7,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+5361,5361,1.3706523204046004,-0.4386687575887553,1.163859046116744,-1.3483648567375872,1445.2,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5362,5362,1.3712310209831964,-0.4386687575887553,-0.6718010193004244,0.8185319531151446,1430.25,False,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5363,5363,1.3718097215617924,-0.4386687575887553,0.5927648035425139,-1.4861828147588725,951.55,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5364,5364,1.3723884221403884,-0.4386687575887553,0.1848403445609209,0.4797986587013841,2911.8,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,True
+5365,5365,1.3729671227189844,-0.4386687575887553,-0.9981405864856988,-1.3134952529008768,186.3,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5366,5366,1.3735458232975803,-0.4386687575887553,1.286236383811222,-0.3388068027985367,3423.5,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+5367,5367,1.3741245238761763,-0.4386687575887553,0.3072176822553988,-1.3284393688308955,1024.7,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5368,5368,1.3747032244547723,-0.4386687575887553,-0.91655569468938,-1.469578241503296,187.35,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5369,5369,1.3752819250333683,-0.4386687575887553,-0.9573481405875396,0.3635666459123486,655.9,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5370,5370,1.3758606256119643,2.279624392438459,0.8375194789314696,0.9696335697408904,4871.45,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False,True,False
+5371,5371,1.3764393261905603,-0.4386687575887553,-1.2836877077728135,-1.4645968695266227,20.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+5372,5372,1.3770180267691563,-0.4386687575887553,-0.7941783569949022,-1.489503729409987,253.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False
+5373,5373,1.3775967273477523,-0.4386687575887553,0.062463006866443,-0.3255231441940756,1885.15,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True
+5374,5374,1.3781754279263485,-0.4386687575887553,-0.4678387898096278,-1.3317602834820108,467.15,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5375,5375,1.3787541285049445,-0.4386687575887553,-1.3244801536709732,-1.4795409854566417, ,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5376,5376,1.3793328290835405,-0.4386687575887553,-0.3046690062169906,0.37685030451681,1992.95,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+5377,5377,1.3799115296621365,-0.4386687575887553,-1.2836877077728135,0.1709535961476615,69.95,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5378,5378,1.3804902302407325,2.279624392438459,-1.2428952618746545,0.3536039019590029,158.4,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5379,5379,1.3810689308193282,-0.4386687575887553,0.5927648035425139,-1.444671381619931,1041.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5380,5380,1.3816476313979242,-0.4386687575887553,1.6125759509964963,0.9845776856709094,6921.7,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,True,True,False,False
+5381,5381,1.3822263319765202,2.279624392438459,-0.0599143308280348,1.1672279914822508,3186.65,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5382,5382,1.3828050325551162,-0.4386687575887553,-1.3244801536709732,-1.48784327208443, ,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5383,5383,1.3833837331337122,-0.4386687575887553,0.5927648035425139,-1.4994664733633334,973.1,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5384,5384,1.3839624337123082,-0.4386687575887553,1.6125759509964963,-1.3284393688308955,1874.3,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5385,5385,1.3845411342909042,-0.4386687575887553,-1.2836877077728135,-1.469578241503296,20.55,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5386,5386,1.3851198348695002,-0.4386687575887553,-0.9573481405875396,-0.9996688183704808,296.1,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+5387,5387,1.3856985354480962,-0.4386687575887553,-1.1613103700783358,-1.1391472337173236,118.4,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+5388,5388,1.3862772360266922,2.279624392438459,-0.5494236816059465,0.7471322881161655,1637.3,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5389,5389,1.3868559366052882,-0.4386687575887553,0.4295950199498767,0.3453016153312146,3198.6,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5390,5390,1.3874346371838842,-0.4386687575887553,0.4295950199498767,0.3453016153312146,3254.35,False,True,True,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False
+5391,5391,1.38801333776248,-0.4386687575887553,-0.5902161275041058,-0.636028664073356,747.2,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5392,5392,1.388592038341076,2.279624392438459,0.2664252363572394,1.1605861621800202,4036,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5393,5393,1.389170738919672,2.279624392438459,-0.8757632487912208,1.5474727190349524,1183.05,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5394,5394,1.389749439498268,-0.4386687575887553,-1.2836877077728135,-0.9598178425570976,35.9,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False
+5395,5395,1.390328140076864,-0.4386687575887553,-1.2836877077728135,0.1377444496365085,68.95,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5396,5396,1.39090684065546,-0.4386687575887553,0.4295950199498767,-1.022915220928288,1505.35,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False
+5397,5397,1.391485541234056,-0.4386687575887553,-0.8349708028930616,-1.2753047344130508,314.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5398,5398,1.392064241812652,-0.4386687575887553,0.7967270330333104,0.6757326231171868,4461.85,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,True
+5399,5399,1.392642942391248,-0.4386687575887553,1.571783505098337,0.6109747874204384,6126.1,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+5400,5400,1.393221642969844,-0.4386687575887553,1.571783505098337,1.4760730540359734,7707.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+5401,5401,1.39380034354844,-0.4386687575887553,-0.1007067767261941,0.9795963136942364,2679.7,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+5402,5402,1.394379044127036,-0.4386687575887553,0.2664252363572394,-1.3483648567375872,914.6,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True
+5403,5403,1.394957744705632,-0.4386687575887553,-1.2021028159764953,-0.3222022295429603,154.65,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+5404,5404,1.395536445284228,-0.4386687575887553,-1.2021028159764953,-1.447992296271046,52.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5405,5405,1.396115145862824,-0.4386687575887553,1.4494061674038592,0.3652271032379062,5293.95,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+5406,5406,1.39669384644142,-0.4386687575887553,0.3480101281535581,-1.511089674642237,772.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5407,5407,1.397272547020016,-0.4386687575887553,-0.9981405864856988,0.7388300014883772,762.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5408,5408,1.397851247598612,-0.4386687575887553,1.6125759509964963,-1.350025314063145,1776.45,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+5409,5409,1.398429948177208,-0.4386687575887553,-0.91655569468938,0.5030450612591912,857.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5410,5410,1.399008648755804,-0.4386687575887553,-0.8349708028930616,-0.3703554919841322,696.35,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False,True,False,False
+5411,5411,1.3995873493344,-0.4386687575887553,1.6125759509964963,1.4860357979893193,8165.1,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5412,5412,1.400166049912996,2.279624392438459,-0.631008573402265,0.6823744524194171,1463.45,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5413,5413,1.400744750491592,-0.4386687575887553,1.4494061674038592,0.4532313414924618,5333.35,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,False,True,False
+5414,5414,1.401323451070188,-0.4386687575887553,1.0006892625241068,1.3183296081079967,5921.35,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,True,False,False
+5415,5415,1.401902151648784,2.279624392438459,0.1848403445609209,1.393050187758091,4056.75,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+5416,5416,1.40248085222738,-0.4386687575887553,-1.2836877077728135,-0.5264384805865511,48.95,True,False,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5417,5417,1.403059552805976,-0.4386687575887553,0.8375194789314696,1.3996920170603218,5785.5,False,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5418,5418,1.403638253384572,-0.4386687575887553,0.062463006866443,0.5030450612591912,2727.3,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+5419,5419,1.404216953963168,-0.4386687575887553,0.6743496953388325,-0.1677796982660989,2934.3,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5420,5420,1.4047956545417637,-0.4386687575887553,1.5309910592001776,0.7189045135816856,5950.2,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5421,5421,1.4053743551203597,2.279624392438459,1.4086137215056995,-0.0083757950125647,4250.1,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+5422,5422,1.4059530556989557,-0.4386687575887553,0.755934587135151,-1.3234579968542224,1288,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5423,5423,1.4065317562775517,-0.4386687575887553,-1.2021028159764953,0.1709535961476615,220.45,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5424,5424,1.4071104568561477,-0.4386687575887553,-1.2836877077728135,0.1958604560310262,70.7,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5425,5425,1.4076891574347437,-0.4386687575887553,0.9598968166259476,0.3668875605634638,4261.2,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,True,True,False,False
+5426,5426,1.4082678580133396,-0.4386687575887553,-0.8349708028930616,1.5989468961272395,1384.75,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True
+5427,5427,1.4088465585919356,-0.4386687575887553,-0.223084114420672,1.193795308691173,2793.55,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,True,False
+5428,5428,1.4094252591705316,-0.4386687575887553,1.041481708422266,1.341576010665804,6225.4,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5429,5429,1.4100039597491276,-0.4386687575887553,-1.0797254782820174,-1.4812014427821991,123.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5430,5430,1.4105826603277236,-0.4386687575887553,1.286236383811222,-1.3533462287142604,1559.15,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5431,5431,1.4111613609063196,-0.4386687575887553,-0.6718010193004244,0.5030450612591912,1267.95,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5432,5432,1.4117400614849156,-0.4386687575887553,0.470387465848036,0.982917228345352,4295.35,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+5433,5433,1.4123187620635116,-0.4386687575887553,-0.6718010193004244,-1.482861900107757,341.35,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+5434,5434,1.4128974626421076,-0.4386687575887553,-0.5902161275041058,-1.4845223574333144,370.5,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5435,5435,1.4134761632207036,-0.4386687575887553,0.470387465848036,-1.5044478453400063,835.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5436,5436,1.4140548637992996,2.279624392438459,-0.1007067767261941,1.2187021685745378,2917.65,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+5437,5437,1.4146335643778956,-0.4386687575887553,-0.3046690062169906,0.4714963720735958,1902,True,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+5438,5438,1.4152122649564916,-0.4386687575887553,-0.7533859110967429,0.205823199984372,914,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5439,5439,1.4157909655350875,-0.4386687575887553,-1.1613103700783358,-0.4633411022153604,239.55,False,True,True,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5440,5440,1.4163696661136835,-0.4386687575887553,0.3888025740517173,1.1356793022966554,4135,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5441,5441,1.4169483666922795,-0.4386687575887553,-1.038933032383858,-1.472899156154411,150.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5442,5442,1.4175270672708755,-0.4386687575887553,-0.5494236816059465,0.6624489645127255,1651.95,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5443,5443,1.4181057678494715,2.279624392438459,-1.038933032383858,-0.6327077494222406,344.2,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5444,5444,1.4186844684280675,-0.4386687575887553,-0.91655569468938,0.036456552777492,660.05,False,True,True,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,False,False,True
+5445,5445,1.4192631690066635,-0.4386687575887553,-0.7125934651985837,1.227004455202326,1669.4,False,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+5446,5446,1.4198418695852597,-0.4386687575887553,-0.8349708028930616,1.3913897304325331,1253.9,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5447,5447,1.4204205701638557,-0.4386687575887553,-0.8349708028930616,-1.5210524185955827,233.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5448,5448,1.4209992707424517,-0.4386687575887553,-0.9981405864856988,-1.514410589293352,156.85,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5449,5449,1.4215779713210477,-0.4386687575887553,-0.91655569468938,-1.4944851013866605,196.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5450,5450,1.4221566718996437,2.279624392438459,0.9191043707277884,0.3054506395178309,4052.4,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5451,5451,1.4227353724782394,-0.4386687575887553,1.4901986133020184,0.5860679275370737,5555.3,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5452,5452,1.4233140730568354,-0.4386687575887553,-0.6718010193004244,-1.4845223574333144,318.6,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5453,5453,1.4238927736354314,-0.4386687575887553,0.755934587135151,-1.1540913496473424,1529.45,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5454,5454,1.4244714742140274,-0.4386687575887553,1.571783505098337,0.8401178983473937,6310.9,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+5455,5455,1.4250501747926234,-0.4386687575887553,0.8783119248296289,0.1775954254498921,3715.65,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+5456,5456,1.4256288753712194,-0.4386687575887553,-1.2836877077728135,-0.5148152793076477,49.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+5457,5457,1.4262075759498154,-0.4386687575887553,-0.2638765603188314,-0.3338254308218638,1406.9,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,True,False,False
+5458,5458,1.4267862765284114,-0.4386687575887553,-0.9981405864856988,-1.482861900107757,156.25,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+5459,5459,1.4273649771070074,-0.4386687575887553,-0.8349708028930616,-1.477880528131084,246.7,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5460,5460,1.4279436776856034,2.279624392438459,-1.1205179241801766,0.3170738407967343,334.8,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5461,5461,1.4285223782641994,-0.4386687575887553,1.4901986133020184,-0.3271836015196331,3772.5,False,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5462,5462,1.4291010788427954,2.279624392438459,0.5519723576443546,1.1306979303199822,4564.9,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5463,5463,1.4296797794213914,-0.4386687575887553,0.5519723576443546,1.037712320088754,4399.5,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,False,False
+5464,5464,1.4302584799999871,-0.4386687575887553,-0.9573481405875396,1.0327309481120814,827.45,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+5465,5465,1.4308371805785831,-0.4386687575887553,0.8375194789314696,1.560756377639413,5809.75,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+5466,5466,1.431415881157179,-0.4386687575887553,0.3480101281535581,-0.8120371405824667,1677.85,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5467,5467,1.431994581735775,-0.4386687575887553,0.3480101281535581,-1.48784327208443,810.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5468,5468,1.4325732823143713,-0.4386687575887553,1.4494061674038592,-0.659275066631163,3085.35,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False
+5469,5469,1.4331519828929673,-0.4386687575887553,0.1440478986627616,-1.1208822031361896,1126.35,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+5470,5470,1.4337306834715633,-0.4386687575887553,0.5927648035425139,0.0065683209174541,2879.9,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,True
+5471,5471,1.4343093840501593,-0.4386687575887553,-1.1613103700783358,-0.5114943646565323,184.4,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5472,5472,1.4348880846287553,-0.4386687575887553,1.163859046116744,0.5379146650959018,4976.15,True,True,True,True,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5473,5473,1.4354667852073513,2.279624392438459,0.1440478986627616,0.6408630192804758,3021.6,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5474,5474,1.4360454857859473,-0.4386687575887553,-1.2836877077728135,-1.4712386988288533,20.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5475,5475,1.4366241863645433,2.279624392438459,-0.7533859110967429,0.4698359147480382,1101.85,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5476,5476,1.4372028869431392,-0.4386687575887553,0.7151421412369917,1.4528266514781665,5610.7,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False,True,False
+5477,5477,1.4377815875217352,-0.4386687575887553,-0.223084114420672,0.6773930804427444,2151.6,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+5478,5478,1.4383602881003312,-0.4386687575887553,-0.3862538980133093,-1.472899156154411,481.1,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5479,5479,1.4389389886789272,-0.4386687575887553,-1.2021028159764953,0.3386597860289839,209.1,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5480,5480,1.4395176892575232,-0.4386687575887553,0.1440478986627616,1.3282923520613426,3886.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,False
+5481,5481,1.4400963898361192,-0.4386687575887553,-0.3454614521151499,0.3519434446334453,1747.85,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5482,5482,1.4406750904147152,-0.4386687575887553,1.3270288297093813,1.3515387546191495,6985.65,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5483,5483,1.4412537909933112,-0.4386687575887553,-0.0599143308280348,-0.4899084194242829,1523.4,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5484,5484,1.4418324915719072,-0.4386687575887553,1.2454439379130626,0.5146682625380946,4995.35,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+5485,5485,1.4424111921505032,-0.4386687575887553,1.4086137215056995,-0.1428728383827342,3870,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,False,True,False,False
+5486,5486,1.4429898927290992,-0.4386687575887553,1.041481708422266,-1.3433834847609143,1423.85,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5487,5487,1.4435685933076952,-0.4386687575887553,-0.7125934651985837,1.3382550960146884,1582.75,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+5488,5488,1.4441472938862912,-0.4386687575887553,-0.6718010193004244,0.5229705491658828,1248.9,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5489,5489,1.4447259944648871,-0.4386687575887553,-1.2836877077728135,-0.6376891213989135,45.6,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5490,5490,1.4453046950434831,-0.4386687575887553,-0.9981405864856988,0.0231728941730306,573.15,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5491,5491,1.4458833956220791,-0.4386687575887553,-1.2428952618746545,0.1958604560310262,151.65,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5492,5492,1.4464620962006751,-0.4386687575887553,1.571783505098337,0.8334760690451635,6342.7,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5493,5493,1.447040796779271,-0.4386687575887553,-1.1613103700783358,-1.489503729409987,68.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5494,5494,1.447619497357867,-0.4386687575887553,1.4494061674038592,0.5993515861415346,5776.45,True,True,True,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+5495,5495,1.448198197936463,-0.4386687575887553,-0.7125934651985837,-0.2873326257062497,931.9,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,False,False,True
+5496,5496,1.448776898515059,-0.4386687575887553,-0.7941783569949022,-0.4218296690764192,670.65,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5497,5497,1.449355599093655,-0.4386687575887553,0.3888025740517173,-1.4762200708055262,869.9,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5498,5498,1.449934299672251,-0.4386687575887553,-1.1613103700783358,-0.6642564386078361,169.65,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5499,5499,1.4505130002508468,-0.4386687575887553,0.7151421412369917,1.4893567126404348,5405.8,False,True,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+5500,5500,1.4510917008294428,-0.4386687575887553,-1.1613103700783358,-0.2524630218695389,223.75,False,False,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,True
+5501,5501,1.4516704014080388,-0.4386687575887553,-1.2428952618746545,-0.4400946996575535,106.2,False,False,True,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5502,5502,1.4522491019866348,-0.4386687575887553,0.5519723576443546,-1.5077687599911216,967.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5503,5503,1.4528278025652308,-0.4386687575887553,1.041481708422266,1.32331098008467,6219.6,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5504,5504,1.4534065031438268,-0.4386687575887553,-0.631008573402265,-0.6758796398867394,792.15,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,False,True,False,False
+5505,5505,1.4539852037224228,-0.4386687575887553,-0.4678387898096278,-1.501126930688891,397,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5506,5506,1.4545639043010188,-0.4386687575887553,-1.2428952618746545,1.0078240882287166,196.9,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5507,5507,1.4551426048796148,-0.4386687575887553,1.4494061674038592,0.6707512511405137,5607.75,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5508,5508,1.4557213054582108,2.279624392438459,-0.1822916685225127,1.529207688453818,3204.4,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5509,5509,1.4563000060368068,-0.4386687575887553,0.3072176822553988,-1.2819465637152814,1077.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5510,5510,1.4568787066154028,-0.4386687575887553,-0.9981405864856988,-1.4812014427821991,140.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+5511,5511,1.4574574071939987,-0.4386687575887553,0.1032554527646023,0.3453016153312146,2576.2,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5512,5512,1.4580361077725947,-0.4386687575887553,-1.1205179241801766,-0.0150176243147954,352.65,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+5513,5513,1.4586148083511907,-0.4386687575887553,-0.7533859110967429,-1.489503729409987,268.4,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5514,5514,1.4591935089297867,-0.4386687575887553,-1.0797254782820174,-0.4899084194242829,288.35,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+5515,5515,1.4597722095083827,-0.4386687575887553,1.4086137215056995,0.0248333514985882,4361.55,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False
+5516,5516,1.4603509100869787,2.279624392438459,1.2454439379130626,0.6375421046293608,5329.55,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+5517,5517,1.4609296106655747,-0.4386687575887553,-0.9981405864856988,0.6674303364893986,764.95,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5518,5518,1.461508311244171,-0.4386687575887553,-1.1205179241801766,-0.3653741200074593,283.95,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5519,5519,1.462087011822767,-0.4386687575887553,-1.0797254782820174,0.5993515861415346,460.25,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5520,5520,1.462665712401363,-0.4386687575887553,0.6743496953388325,0.9646521977642174,4733.1,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+5521,5521,1.4632444129799589,-0.4386687575887553,1.163859046116744,-1.5177315039444674,1143.8,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5522,5522,1.4638231135585549,-0.4386687575887553,-1.2836877077728135,0.1759349681243341,70.1,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5523,5523,1.4644018141371506,-0.4386687575887553,-0.91655569468938,-1.48784327208443,198.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5524,5524,1.4649805147157466,-0.4386687575887553,1.6125759509964963,1.7384253114740822,8529.5,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5525,5525,1.4655592152943426,-0.4386687575887553,0.8375194789314696,0.4183617376557512,4155.95,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False,False,False,False,False
+5526,5526,1.4661379158729386,-0.4386687575887553,-0.9573481405875396,0.1742745107987766,657.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5527,5527,1.4667166164515346,-0.4386687575887553,-1.2836877077728135,-1.4795409854566417,20.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5528,5528,1.4672953170301306,-0.4386687575887553,-1.1613103700783358,-1.4812014427821991,55.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5529,5529,1.4678740176087266,-0.4386687575887553,-0.4270463439114685,-1.469578241503296,469.85,False,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5530,5530,1.4684527181873226,-0.4386687575887553,0.062463006866443,1.1705489061333658,3480,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5531,5531,1.4690314187659186,-0.4386687575887553,-1.1205179241801766,0.815211038464029,461.7,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+5532,5532,1.4696101193445146,-0.4386687575887553,-1.1205179241801766,-1.4928246440611028,108.05,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5533,5533,1.4701888199231106,-0.4386687575887553,0.9598968166259476,-1.3450439420864722,1261.7,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False
+5534,5534,1.4707675205017066,2.279624392438459,-0.8757632487912208,0.476477744050269,827.7,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,True,False,False
+5535,5535,1.4713462210803026,-0.4386687575887553,0.0216705609682837,-0.2109515887305977,1955.4,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,True,False,True,False,False,True
+5536,5536,1.4719249216588983,-0.4386687575887553,1.041481708422266,0.7072813123027818,4890.5,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5537,5537,1.4725036222374943,2.279624392438459,0.062463006866443,0.356924816610118,2425.4,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5538,5538,1.4730823228160903,-0.4386687575887553,1.3270288297093813,-1.2719838197619355,1698.55,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5539,5539,1.4736610233946863,2.279624392438459,-1.2428952618746545,-0.6858423838400854,92.65,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5540,5540,1.4742397239732823,2.279624392438459,-0.631008573402265,0.5545192383514783,1329.2,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False
+5541,5541,1.4748184245518785,-0.4386687575887553,1.2454439379130626,-0.8037348539546785,2588.95,True,False,True,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+5542,5542,1.4753971251304745,-0.4386687575887553,1.6125759509964963,-1.3251184541797802,1859.2,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5543,5543,1.4759758257090705,-0.4386687575887553,0.4295950199498767,0.9214803072997186,4039,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+5544,5544,1.4765545262876665,-0.4386687575887553,1.6125759509964963,1.6138910120572585,8164.1,True,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5545,5545,1.4771332268662625,-0.4386687575887553,-1.0797254782820174,-1.4978060160377755,113.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5546,5546,1.4777119274448585,-0.4386687575887553,-1.2836877077728135,-1.321797539528665,25,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5547,5547,1.4782906280234545,-0.4386687575887553,-0.2638765603188314,-0.1578169543127531,1616.15,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+5548,5548,1.4788693286020504,-0.4386687575887553,1.6125759509964963,1.0061636309031583,6843.15,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,False
+5549,5549,1.4794480291806464,2.279624392438459,0.9598968166259476,1.5657377496160865,6418.9,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5550,5550,1.4800267297592424,-0.4386687575887553,-1.2836877077728135,-1.4795409854566417,20.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5551,5551,1.4806054303378384,-0.4386687575887553,-0.631008573402265,1.2535717724112485,1742.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5552,5552,1.4811841309164344,-0.4386687575887553,-1.2836877077728135,-0.3155604002407298,55.3,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+5553,5553,1.4817628314950304,-0.4386687575887553,1.4494061674038592,0.7205649709072431,5882.75,True,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+5554,5554,1.4823415320736264,-0.4386687575887553,1.163859046116744,-1.321797539528665,1498.35,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+5555,5555,1.4829202326522224,-0.4386687575887553,-0.8757632487912208,-0.8103766832569091,422.6,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,True,False,False,False,False,True,False,True,True,False,False
+5556,5556,1.4834989332308184,-0.4386687575887553,-0.7125934651985837,-0.5314198525632242,720.1,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5557,5557,1.4840776338094144,-0.4386687575887553,-1.2836877077728135,-1.514410589293352,19.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5558,5558,1.4846563343880104,-0.4386687575887553,0.062463006866443,0.6823744524194171,2896.6,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False
+5559,5559,1.4852350349666064,-0.4386687575887553,1.6125759509964963,-1.3699508019698368,1723.95,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5560,5560,1.4858137355452024,-0.4386687575887553,-0.2638765603188314,-0.1080032345460237,1581.95,True,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False
+5561,5561,1.4863924361237983,-0.4386687575887553,1.3678212756075403,1.0128054602053893,6273.4,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,False,False,True,False
+5562,5562,1.4869711367023943,-0.4386687575887553,-1.2836877077728135,-0.493229334075398,49.95,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5563,5563,1.4875498372809903,-0.4386687575887553,1.286236383811222,0.6707512511405137,5484.4,False,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5564,5564,1.4881285378595863,-0.4386687575887553,-1.2021028159764953,-0.1378914664060613,196.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True
+5565,5565,1.4887072384381823,-0.4386687575887553,-0.5086312357077871,-1.5044478453400063,413,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5566,5566,1.4892859390167783,-0.4386687575887553,0.6335572494406732,1.2768181749690557,5037.55,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,True,False,True,True,False,True,True,False,False
+5567,5567,1.4898646395953743,-0.4386687575887553,0.4295950199498767,0.2357114318444099,3173.35,True,True,True,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,True,True,False,False
+5568,5568,1.4904433401739705,2.279624392438459,-0.7533859110967429,-1.4994664733633334,228.65,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5569,5569,1.4910220407525665,-0.4386687575887553,1.0006892625241068,-1.496145558712218,1272.05,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5570,5570,1.4916007413311625,-0.4386687575887553,1.6125759509964963,0.0563820406841836,4811.6,True,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,True,True,True,False,False
+5571,5571,1.4921794419097585,-0.4386687575887553,1.6125759509964963,-1.2968906796453,1864.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5572,5572,1.4927581424883545,-0.4386687575887553,0.2256327904590802,0.5379146650959018,3084.9,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5573,5573,1.4933368430669502,-0.4386687575887553,-1.2428952618746545,-0.5048525353543016,114.7,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5574,5574,1.4939155436455462,2.279624392438459,-1.1613103700783358,1.0177868321820625,396.1,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5575,5575,1.4944942442241422,-0.4386687575887553,-0.2638765603188314,0.1560094802176425,1800.05,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False
+5576,5576,1.4950729448027382,-0.4386687575887553,-1.2021028159764953,-1.159072721624015,92.25,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+5577,5577,1.4956516453813342,-0.4386687575887553,-0.2638765603188314,-1.4861828147588725,505.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+5578,5578,1.4962303459599302,-0.4386687575887553,-0.7125934651985837,-0.863511317674754,603,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,True
+5579,5579,1.496809046538526,-0.4386687575887553,-0.4270463439114685,1.1705489061333658,2090.25,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,False,True
+5580,5580,1.497387747117122,-0.4386687575887553,-0.7941783569949022,-1.321797539528665,332.5,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5581,5581,1.497966447695718,2.279624392438459,-1.0797254782820174,-0.6775400972122972,263.05,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5582,5582,1.498545148274314,2.279624392438459,-0.5086312357077871,-0.3587322907052286,1055.9,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+5583,5583,1.49912384885291,-0.4386687575887553,1.6125759509964963,-1.4911641867355452,1529.65,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5584,5584,1.499702549431506,2.279624392438459,0.062463006866443,1.1639070768311353,3343.15,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5585,5585,1.500281250010102,-0.4386687575887553,-1.2836877077728135,-0.6476518653522596,45.3,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5586,5586,1.500859950588698,-0.4386687575887553,0.7967270330333104,-1.4662573268521804,1022.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5587,5587,1.501438651167294,-0.4386687575887553,1.4901986133020184,-1.3234579968542224,1718.35,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+5588,5588,1.50201735174589,-0.4386687575887553,0.2664252363572394,-1.482861900107757,826,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5589,5589,1.502596052324486,-0.4386687575887553,1.3270288297093813,0.3320179567267532,4820.15,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+5590,5590,1.503174752903082,-0.4386687575887553,1.4494061674038592,-1.3134952529008768,1728.2,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5591,5591,1.503753453481678,-0.4386687575887553,-0.3046690062169906,0.6574675925360524,2088.05,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+5592,5592,1.504332154060274,-0.4386687575887553,-1.0797254782820174,0.6508257632338221,556.35,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5593,5593,1.50491085463887,2.279624392438459,1.286236383811222,0.1792558827754497,4481,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,True,True,False,False
+5594,5594,1.505489555217466,-0.4386687575887553,-1.038933032383858,0.1709535961476615,529.5,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5595,5595,1.5060682557960618,-0.4386687575887553,-0.0191218849298755,0.7072813123027818,2723.75,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5596,5596,1.5066469563746578,-0.4386687575887553,0.3480101281535581,-1.482861900107757,802.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5597,5597,1.5072256569532538,-0.4386687575887553,-1.2428952618746545,-0.6692378105845089,74.9,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5598,5598,1.5078043575318498,-0.4386687575887553,-0.3454614521151499,-0.4716433888431486,1288.75,True,False,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+5599,5599,1.5083830581104458,-0.4386687575887553,-1.2836877077728135,-1.5077687599911216,19.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False,False
+5600,5600,1.5089617586890418,-0.4386687575887553,0.8783119248296289,-0.687502841165643,2369.7,False,False,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,True,False,False,False,False,False
+5601,5601,1.5095404592676378,-0.4386687575887553,0.2664252363572394,-0.1644587836149836,2341.5,False,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+5602,5602,1.5101191598462338,-0.4386687575887553,-0.7533859110967429,0.5196496345147678,1072,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False
+5603,5603,1.5106978604248298,-0.4386687575887553,-1.038933032383858,0.1626513095198732,516.15,True,True,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,False,True,False,False
+5604,5604,1.5112765610034258,-0.4386687575887553,-0.3046690062169906,-1.5044478453400063,516.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False
+5605,5605,1.5118552615820218,-0.4386687575887553,0.470387465848036,0.93476396590418,4122.9,True,True,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+5606,5606,1.5124339621606178,-0.4386687575887553,1.163859046116744,1.1655675341566931,6241.35,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5607,5607,1.5130126627392138,-0.4386687575887553,1.6125759509964963,1.648760615893969,8375.05,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5608,5608,1.5135913633178095,-0.4386687575887553,0.4295950199498767,1.1456420462500012,4209.95,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+5609,5609,1.5141700638964055,-0.4386687575887553,1.041481708422266,1.426259334269244,6332.75,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5610,5610,1.5147487644750015,-0.4386687575887553,1.571783505098337,0.0663447846375294,4689.15,False,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False,False,False
+5611,5611,1.5153274650535975,-0.4386687575887553,-0.4270463439114685,1.0061636309031583,2162.6,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5612,5612,1.5159061656321935,2.279624392438459,0.062463006866443,0.6773930804427444,2874.45,True,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5613,5613,1.5164848662107897,2.279624392438459,0.7967270330333104,0.2705810356811204,3829.75,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5614,5614,1.5170635667893857,2.279624392438459,1.286236383811222,-0.6958051277934313,2751,False,False,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+5615,5615,1.5176422673679817,-0.4386687575887553,0.470387465848036,0.6790535377683019,3704.15,True,False,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,False,False
+5616,5616,1.5182209679465777,-0.4386687575887553,-0.7941783569949022,-0.6642564386078361,559.2,True,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5617,5617,1.5187996685251737,-0.4386687575887553,-0.3454614521151499,0.8550620142774127,2282.55,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+5618,5618,1.5193783691037697,-0.4386687575887553,1.5309910592001776,1.6587233598473148,7842.3,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5619,5619,1.5199570696823657,-0.4386687575887553,1.5309910592001776,0.4034176217257323,5289.8,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,True,True,False,False
+5620,5620,1.5205357702609616,2.279624392438459,-1.2836877077728135,0.6707512511405137,85,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False
+5621,5621,1.5211144708395576,-0.4386687575887553,1.6125759509964963,-1.4546341255732769,1493.75,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5622,5622,1.5216931714181536,-0.4386687575887553,-0.8757632487912208,0.3884735057957134,837.95,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5623,5623,1.5222718719967496,-0.4386687575887553,-0.8349708028930616,-0.1661192409405414,727.8,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False,True,False
+5624,5624,1.5228505725753456,-0.4386687575887553,1.6125759509964963,1.5209054018260295,7962.2,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5625,5625,1.5234292731539416,2.279624392438459,-0.9981405864856988,1.2137207965978647,780.5,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False
+5626,5626,1.5240079737325376,-0.4386687575887553,-0.7125934651985837,0.6807139950938595,1219.85,True,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+5627,5627,1.5245866743111336,-0.4386687575887553,-0.7941783569949022,-0.2923139976829226,764.55,False,False,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5628,5628,1.5251653748897296,-0.4386687575887553,1.4494061674038592,0.4914218599802874,5515.8,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,False,False
+5629,5629,1.5257440754683256,-0.4386687575887553,-0.631008573402265,0.5063659759103064,1345.65,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+5630,5630,1.5263227760469216,-0.4386687575887553,1.571783505098337,-1.306853423598646,1813.35,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5631,5631,1.5269014766255176,-0.4386687575887553,-1.0797254782820174,0.1427258216131811,435,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5632,5632,1.5274801772041136,-0.4386687575887553,-0.3454614521151499,-1.4978060160377755,452.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5633,5633,1.5280588777827095,-0.4386687575887553,-1.0797254782820174,0.8733270448585467,455.3,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5634,5634,1.5286375783613055,-0.4386687575887553,0.5927648035425139,-1.511089674642237,890.5,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5635,5635,1.5292162789399015,-0.4386687575887553,-1.1613103700783358,0.3602457312612335,302.35,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5636,5636,1.5297949795184975,2.279624392438459,-0.7941783569949022,0.96299174043866,1261,True,True,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False
+5637,5637,1.5303736800970935,-0.4386687575887553,-1.2021028159764953,0.323715670098965,233.65,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5638,5638,1.5309523806756895,-0.4386687575887553,-0.8349708028930616,-0.3670345773330168,648.65,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,True
+5639,5639,1.5315310812542855,-0.4386687575887553,-0.631008573402265,0.4997241466080757,1387.35,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,True,False,False
+5640,5640,1.5321097818328815,-0.4386687575887553,-0.5494236816059465,-0.219253875358386,1045.25,False,False,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False,True,False
+5641,5641,1.5326884824114777,-0.4386687575887553,0.7967270330333104,-1.4546341255732769,1107.2,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5642,5642,1.5332671829900737,-0.4386687575887553,-0.1414992226243534,0.8251737824173753,2623.65,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True
+5643,5643,1.5338458835686697,-0.4386687575887553,-1.2021028159764953,-0.6426704933755865,141.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5644,5644,1.5344245841472657,2.279624392438459,-1.2021028159764953,-0.9415528119759632,93.7,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+5645,5645,1.5350032847258614,-0.4386687575887553,-0.0191218849298755,0.6275793606760149,2633.3,True,False,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+5646,5646,1.5355819853044574,-0.4386687575887553,-1.2836877077728135,0.5329332931192287,80.85,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+5647,5647,1.5361606858830534,-0.4386687575887553,0.9191043707277884,1.3067064068290934,5743.05,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5648,5648,1.5367393864616494,-0.4386687575887553,-0.5086312357077871,1.1207351863666364,2031.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+5649,5649,1.5373180870402454,-0.4386687575887553,-0.4270463439114685,-1.489503729409987,433.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5650,5650,1.5378967876188414,2.279624392438459,1.1230666002185847,0.5362542077703443,4859.1,True,True,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5651,5651,1.5384754881974374,2.279624392438459,-0.223084114420672,0.7803414346273184,2467.75,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False
+5652,5652,1.5390541887760334,-0.4386687575887553,-1.2836877077728135,0.3170738407967343,74.35,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5653,5653,1.5396328893546294,-0.4386687575887553,-1.1613103700783358,0.953028996485314,362.2,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,False,True,False,True,False
+5654,5654,1.5402115899332254,-0.4386687575887553,-1.2021028159764953,0.6807139950938595,264.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5655,5655,1.5407902905118214,2.279624392438459,-0.8349708028930616,-1.1773377522051494,381.2,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5656,5656,1.5413689910904174,-0.4386687575887553,-0.631008573402265,-0.441755156983111,900.5,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True
+5657,5657,1.5419476916690134,-0.4386687575887553,0.6335572494406732,-1.4812014427821991,1027.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5658,5658,1.5425263922476091,-0.4386687575887553,-0.8349708028930616,0.4482499695157886,909.25,False,False,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5659,5659,1.5431050928262051,-0.4386687575887553,0.5111799117461953,-1.3334207408075684,1138.8,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5660,5660,1.543683793404801,-0.4386687575887553,-1.2836877077728135,-0.4517179009364568,51.2,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5661,5661,1.544262493983397,-0.4386687575887553,1.6125759509964963,0.6790535377683019,6083.1,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5662,5662,1.544841194561993,-0.4386687575887553,-0.1822916685225127,1.175530278110039,2688.45,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,False,False,True,False
+5663,5663,1.545419895140589,-0.4386687575887553,0.755934587135151,0.5379146650959018,4085.75,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5664,5664,1.545998595719185,-0.4386687575887553,-1.2836877077728135,-0.4948897914009558,49.9,False,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5665,5665,1.546577296297781,-0.4386687575887553,-0.9981405864856988,0.0231728941730306,564.35,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+5666,5666,1.547155996876377,-0.4386687575887553,0.4295950199498767,1.368143327874726,4532.3,False,False,True,True,False,False,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+5667,5667,1.547734697454973,-0.4386687575887553,-0.4270463439114685,0.6475048485827065,1855.65,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,False,True
+5668,5668,1.548313398033569,-0.4386687575887553,-0.5902161275041058,-1.472899156154411,357,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5669,5669,1.548892098612165,2.279624392438459,0.8783119248296289,0.0148706075452424,3529.95,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+5670,5670,1.549470799190761,-0.4386687575887553,-0.7941783569949022,0.5329332931192287,1008.7,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5671,5671,1.550049499769357,-0.4386687575887553,1.4901986133020184,0.684034909744975,5869.4,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5672,5672,1.550628200347953,-0.4386687575887553,1.3678212756075403,-0.2674071377995579,3708.4,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5673,5673,1.551206900926549,-0.4386687575887553,0.8375194789314696,-1.5193919612700253,990.45,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
+5674,5674,1.551785601505145,-0.4386687575887553,-1.2021028159764953,-1.5177315039444674,53.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5675,5675,1.552364302083741,-0.4386687575887553,-0.5086312357077871,-1.4978060160377755,406.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5676,5676,1.552943002662337,-0.4386687575887553,-1.2836877077728135,-1.5260337905722556,18.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5677,5677,1.553521703240933,-0.4386687575887553,0.2256327904590802,-0.0830963746626589,2354.8,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,True,True,False,True,False,False,True
+5678,5678,1.554100403819529,-0.4386687575887553,-0.7941783569949022,-1.477880528131084,275.4,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5679,5679,1.554679104398125,2.279624392438459,1.0006892625241068,0.8318156117196055,4925.35,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5680,5680,1.555257804976721,-0.4386687575887553,1.4086137215056995,-1.4944851013866605,1311.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5681,5681,1.555836505555317,2.279624392438459,-0.8757632487912208,-0.3055976562873838,580.8,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5682,5682,1.556415206133913,-0.4386687575887553,-0.7533859110967429,-0.4882479620987252,709.5,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5683,5683,1.556993906712509,-0.4386687575887553,-0.4678387898096278,0.5163287198636521,1747.2,True,False,True,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5684,5684,1.557572607291105,-0.4386687575887553,-1.2836877077728135,-1.4978060160377755,19.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5685,5685,1.558151307869701,-0.4386687575887553,1.0822741543204255,-1.321797539528665,1510.5,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5686,5686,1.558730008448297,-0.4386687575887553,0.4295950199498767,1.2153812539234228,4528,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5687,5687,1.559308709026893,-0.4386687575887553,-1.038933032383858,-0.8718136043025422,280,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True
+5688,5688,1.5598874096054889,-0.4386687575887553,0.9598968166259476,0.54621695172369,4620.4,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+5689,5689,1.5604661101840849,-0.4386687575887553,-0.7941783569949022,0.2838646942855813,931.55,True,False,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,True
+5690,5690,1.5610448107626809,-0.4386687575887553,-1.2021028159764953,-1.1673750082518035,90.05,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5691,5691,1.5616235113412769,-0.4386687575887553,-0.9981405864856988,0.37685030451681,645.8,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,True,True,False,False
+5692,5692,1.5622022119198729,-0.4386687575887553,-1.2836877077728135,0.1775954254498921,70.15,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5693,5693,1.5627809124984688,-0.4386687575887553,-1.1205179241801766,-1.0146129343005,163.55,False,True,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False
+5694,5694,1.5633596130770648,-0.4386687575887553,-0.5494236816059465,-1.3516857713887025,439.2,True,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False
+5695,5695,1.5639383136556608,-0.4386687575887553,-1.3244801536709732,-0.4068855531464005, ,False,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+5696,5696,1.5645170142342568,-0.4386687575887553,1.571783505098337,-1.4978060160377755,1415.85,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5697,5697,1.5650957148128528,-0.4386687575887553,-0.9573481405875396,-0.6443309507011442,418.8,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5698,5698,1.5656744153914488,-0.4386687575887553,-1.2836877077728135,0.2888460662622544,73.5,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+5699,5699,1.5662531159700448,-0.4386687575887553,-0.3454614521151499,-1.3317602834820108,571.75,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5700,5700,1.5668318165486408,-0.4386687575887553,-1.2021028159764953,-1.501126930688891,61.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5701,5701,1.5674105171272368,-0.4386687575887553,0.2664252363572394,1.2834600042712865,3994.45,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5702,5702,1.5679892177058328,-0.4386687575887553,1.4901986133020184,0.9463871671830834,6398.05,False,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,True,False,False,False
+5703,5703,1.5685679182844288,-0.4386687575887553,0.0216705609682837,-0.129589179778273,2033.85,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5704,5704,1.5691466188630248,-0.4386687575887553,-0.3454614521151499,-0.4533783582620146,1275.7,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5705,5705,1.5697253194416207,-0.4386687575887553,-0.6718010193004244,-1.48784327208443,275.7,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5706,5706,1.5703040200202167,-0.4386687575887553,0.2664252363572394,-1.496145558712218,757.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5707,5707,1.5708827205988127,-0.4386687575887553,0.1848403445609209,-1.4762200708055262,697.65,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+5708,5708,1.5714614211774087,-0.4386687575887553,1.571783505098337,0.8716665875329891,6293.75,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True
+5709,5709,1.5720401217560047,2.279624392438459,-0.1414992226243534,0.8401178983473937,2656.7,True,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False,False,False
+5710,5710,1.5726188223346007,-0.4386687575887553,1.4494061674038592,0.8932525327652387,6424.7,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5711,5711,1.5731975229131967,-0.4386687575887553,0.7967270330333104,1.2103998819467496,5301.1,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,True,False,False,False,False,False
+5712,5712,1.5737762234917927,-0.4386687575887553,-1.2021028159764953,-0.1511751250105225,170.5,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5713,5713,1.574354924070389,-0.4386687575887553,-1.2836877077728135,0.561161067653709,81.7,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5714,5714,1.574933624648985,-0.4386687575887553,1.6125759509964963,1.652081530545084,8306.05,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5715,5715,1.575512325227581,-0.4386687575887553,-0.2638765603188314,0.6358816473038031,2254.2,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5716,5716,1.5760910258061769,-0.4386687575887553,-1.2021028159764953,0.5213100918403253,232.35,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5717,5717,1.5766697263847729,-0.4386687575887553,-1.2021028159764953,-1.4712386988288533,76.95,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5718,5718,1.5772484269633686,-0.4386687575887553,1.0822741543204255,1.5458122617093946,6519.75,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5719,5719,1.5778271275419646,2.279624392438459,0.0216705609682837,1.3465573826424766,3465.05,False,False,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+5720,5720,1.5784058281205606,2.279624392438459,-0.2638765603188314,0.6939976536983209,2067,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5721,5721,1.5789845286991566,-0.4386687575887553,-0.1007067767261941,1.1821721074122695,2936.25,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+5722,5722,1.5795632292777526,-0.4386687575887553,-0.4270463439114685,0.4665150000969227,1600.25,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5723,5723,1.5801419298563486,-0.4386687575887553,1.6125759509964963,0.8284946970684903,6595.9,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5724,5724,1.5807206304349446,-0.4386687575887553,-1.038933032383858,-1.320137082203107,152.95,True,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,False
+5725,5725,1.5812993310135406,2.279624392438459,1.3678212756075403,1.5209054018260295,7210.85,False,True,True,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+5726,5726,1.5818780315921366,-0.4386687575887553,1.571783505098337,1.3531992119447074,7405.5,True,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,False
+5727,5727,1.5824567321707326,-0.4386687575887553,-0.9981405864856988,0.3469620726567722,576.7,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5728,5728,1.5830354327493286,-0.4386687575887553,-0.7125934651985837,1.2834600042712865,1539.8,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5729,5729,1.5836141333279246,-0.4386687575887553,1.5309910592001776,1.3731246998513993,7475.1,True,True,True,True,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5730,5730,1.5841928339065203,-0.4386687575887553,0.9191043707277884,0.6740721657916288,4657.95,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5731,5731,1.5847715344851163,-0.4386687575887553,-1.2836877077728135,-1.5193919612700253,19.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5732,5732,1.5853502350637123,-0.4386687575887553,1.2454439379130626,1.2485904004345758,6444.05,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5733,5733,1.5859289356423083,-0.4386687575887553,-0.91655569468938,-1.48784327208443,185.4,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False
+5734,5734,1.5865076362209043,2.279624392438459,-1.2021028159764953,0.3004692675411578,196.4,False,False,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5735,5735,1.5870863367995005,-0.4386687575887553,0.8783119248296289,-1.48784327208443,1149.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5736,5736,1.5876650373780965,-0.4386687575887553,1.6125759509964963,0.0796284432419908,4671.7,True,False,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5737,5737,1.5882437379566925,2.279624392438459,-0.1822916685225127,-1.2985511369708578,734.6,False,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5738,5738,1.5888224385352885,2.279624392438459,1.3270288297093813,0.6956581110238784,5688.45,True,True,True,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5739,5739,1.5894011391138845,-0.4386687575887553,1.5309910592001776,-1.4762200708055262,1458.1,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5740,5740,1.5899798396924802,-0.4386687575887553,0.9191043707277884,-0.4733038461687064,2832.75,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5741,5741,1.5905585402710762,-0.4386687575887553,1.4494061674038592,-1.4712386988288533,1424.9,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5742,5742,1.5911372408496722,-0.4386687575887553,0.5111799117461953,-1.514410589293352,903.7,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+5743,5743,1.5917159414282682,-0.4386687575887553,-0.9573481405875396,0.3336784140523108,708.2,False,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5744,5744,1.5922946420068642,-0.4386687575887553,1.6125759509964963,1.6836302197306796,8312.75,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5745,5745,1.5928733425854602,-0.4386687575887553,1.286236383811222,1.1406606742733283,6171.2,True,False,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,True,True,False,False
+5746,5746,1.5934520431640562,-0.4386687575887553,1.6125759509964963,0.6275793606760149,6096.9,False,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5747,5747,1.5940307437426522,2.279624392438459,0.5927648035425139,0.6690907938149562,4018.05,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,True,False,False,False
+5748,5748,1.5946094443212482,-0.4386687575887553,-1.2836877077728135,-1.4712386988288533,20.5,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5749,5749,1.5951881448998442,-0.4386687575887553,-0.5494236816059465,-1.467917784177738,414.95,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5750,5750,1.5957668454784402,-0.4386687575887553,-1.0797254782820174,-0.5197966512843206,270.8,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+5751,5751,1.5963455460570362,-0.4386687575887553,0.6335572494406732,-1.3433834847609143,1133.7,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5752,5752,1.596924246635632,-0.4386687575887553,-1.2836877077728135,-1.5044478453400063,19.5,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5753,5753,1.597502947214228,-0.4386687575887553,1.2454439379130626,0.3220552127734074,4674.55,True,True,True,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,False
+5754,5754,1.598081647792824,-0.4386687575887553,-0.9981405864856988,0.3386597860289839,632.95,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5755,5755,1.59866034837142,-0.4386687575887553,1.3270288297093813,1.311687778805766,6725.3,False,True,True,True,False,True,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5756,5756,1.599239048950016,-0.4386687575887553,0.4295950199498767,-1.48784327208443,817.95,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5757,5757,1.599817749528612,-0.4386687575887553,0.2256327904590802,-0.3421277174496521,2076.05,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5758,5758,1.600396450107208,-0.4386687575887553,-1.2836877077728135,-0.6526332373289325,45.15,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5759,5759,1.600975150685804,-0.4386687575887553,-1.2428952618746545,-1.477880528131084,40.25,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5760,5760,1.6015538512644,-0.4386687575887553,-1.1613103700783358,0.5163287198636521,307.4,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5761,5761,1.602132551842996,2.279624392438459,1.4901986133020184,1.4993194565937806,7634.25,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5762,5762,1.602711252421592,-0.4386687575887553,-1.2021028159764953,0.3203947554478499,221.1,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+5763,5763,1.603289953000188,-0.4386687575887553,1.5309910592001776,1.5076217432215688,7689.8,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5764,5764,1.603868653578784,-0.4386687575887553,-1.1613103700783358,-0.5131548219820898,219.65,True,False,True,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5765,5765,1.60444735415738,-0.4386687575887553,0.5519723576443546,1.2734972603179404,4594.65,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,True,False
+5766,5766,1.605026054735976,-0.4386687575887553,-1.2428952618746545,-0.6708982679100666,97.1,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+5767,5767,1.605604755314572,-0.4386687575887553,1.3270288297093813,0.1576699375432001,4459.15,True,True,True,True,False,True,False,False,False,True,False,True,False,False,False,False,False,False,False,True,False,True,True,False,False,True
+5768,5768,1.606183455893168,-0.4386687575887553,-0.5494236816059465,1.0626191799721187,1743.05,False,True,False,True,False,False,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5769,5769,1.606762156471764,-0.4386687575887553,-0.4678387898096278,-0.1046823198949083,1393.6,True,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,True
+5770,5770,1.60734085705036,-0.4386687575887553,0.6335572494406732,0.4681754574224807,3771.5,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5771,5771,1.607919557628956,2.279624392438459,-0.631008573402265,0.8085692091617988,1496.9,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,True,False,True,False
+5772,5772,1.608498258207552,2.279624392438459,1.286236383811222,-1.4861828147588725,1198.05,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5773,5773,1.609076958786148,-0.4386687575887553,1.3678212756075403,0.9081966486952576,6056.9,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,False,False,False
+5774,5774,1.609655659364744,-0.4386687575887553,1.5309910592001776,0.4499104268413462,5445.95,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False,False,False
+5775,5775,1.61023435994334,-0.4386687575887553,-0.1414992226243534,0.5080264332358639,2211.8,True,True,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+5776,5776,1.610813060521936,-0.4386687575887553,-1.2836877077728135,-0.0664918014070824,62.8,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,True
+5777,5777,1.611391761100532,-0.4386687575887553,0.5927648035425139,-1.4994664733633334,921.55,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5778,5778,1.611970461679128,-0.4386687575887553,1.571783505098337,-1.4579550402243922,1493.2,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,False
+5779,5779,1.612549162257724,-0.4386687575887553,0.3888025740517173,-1.4645968695266227,828.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5780,5780,1.61312786283632,2.279624392438459,1.2046514920149034,0.5030450612591912,4819.75,False,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5781,5781,1.613706563414916,-0.4386687575887553,0.9598968166259476,-0.6559541519800478,2560.1,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False
+5782,5782,1.614285263993512,-0.4386687575887553,1.5309910592001776,1.685290677056237,8127.6,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True,False,False
+5783,5783,1.614863964572108,-0.4386687575887553,0.4295950199498767,-1.3467043994120296,1077.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5784,5784,1.615442665150704,2.279624392438459,0.470387465848036,0.783662349278434,3912.9,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,True,True,False,False,False,False,True
+5785,5785,1.6160213657293,-0.4386687575887553,-0.223084114420672,-0.6293868347711253,1246.4,True,True,True,False,True,False,False,False,False,False,False,True,False,True,False,False,False,False,False,True,True,False,True,True,False,False
+5786,5786,1.616600066307896,-0.4386687575887553,-0.0599143308280348,1.2834600042712865,3066.45,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5787,5787,1.617178766886492,-0.4386687575887553,-0.7941783569949022,-1.496145558712218,265.75,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5788,5788,1.617757467465088,-0.4386687575887553,-0.2638765603188314,0.8633643009052009,2361.8,False,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5789,5789,1.618336168043684,-0.4386687575887553,1.0822741543204255,-1.5409779065022746,1057.85,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5790,5790,1.6189148686222798,-0.4386687575887553,0.755934587135151,0.99121951497314,4812.75,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5791,5791,1.6194935692008758,-0.4386687575887553,-1.2836877077728135,0.6591280498616103,84.65,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,False,True
+5792,5792,1.6200722697794718,-0.4386687575887553,0.6335572494406732,1.4146361329903403,5121.3,False,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,False,False
+5793,5793,1.6206509703580678,-0.4386687575887553,1.5309910592001776,0.527951921142556,5617.95,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True,False
+5794,5794,1.6212296709366638,-0.4386687575887553,-0.6718010193004244,-1.4845223574333144,296.15,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5795,5795,1.6218083715152598,2.279624392438459,1.4086137215056995,1.2651949736901522,6989.7,True,True,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,False
+5796,5796,1.6223870720938558,-0.4386687575887553,-0.1822916685225127,-1.1524308923217848,810.85,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+5797,5797,1.6229657726724518,-0.4386687575887553,-1.1613103700783358,0.0264938088241457,250.1,True,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False
+5798,5798,1.6235444732510478,-0.4386687575887553,1.6125759509964963,-1.511089674642237,1414.8,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5799,5799,1.6241231738296438,-0.4386687575887553,-0.3046690062169906,-0.8867577202325608,970.4,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,True,False,True,True,False,False
+5800,5800,1.6247018744082398,-0.4386687575887553,0.6335572494406732,1.0659400946232342,4473.45,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,False,False,True,True,False,False,False
+5801,5801,1.6252805749868358,-0.4386687575887553,1.6125759509964963,1.378106071828072,7565.35,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+5802,5802,1.6258592755654315,-0.4386687575887553,-1.2428952618746545,0.6939976536983209,169.8,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5803,5803,1.6264379761440275,-0.4386687575887553,0.9598968166259476,0.7172440562561281,4922.4,True,False,False,True,False,True,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5804,5804,1.6270166767226235,-0.4386687575887553,1.4901986133020184,-1.5177315039444674,1268.85,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5805,5805,1.6275953773012195,-0.4386687575887553,-0.9573481405875396,-0.659275066631163,431,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5806,5806,1.6281740778798155,-0.4386687575887553,0.1848403445609209,0.5063659759103064,3019.1,False,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,False,True,False,False,False,True,False
+5807,5807,1.6287527784584117,-0.4386687575887553,0.755934587135151,-0.2790303390784615,2928.5,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5808,5808,1.6293314790370077,-0.4386687575887553,1.5309910592001776,-1.316816167551992,1790.15,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5809,5809,1.6299101796156037,-0.4386687575887553,0.2256327904590802,1.2901018335735168,3988.5,False,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5810,5810,1.6304888801941997,-0.4386687575887553,-0.3862538980133093,0.8567224716029702,1943.2,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+5811,5811,1.6310675807727957,-0.4386687575887553,0.470387465848036,-1.48784327208443,860.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False
+5812,5812,1.6316462813513917,-0.4386687575887553,-1.1205179241801766,-1.472899156154411,106.9,True,False,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5813,5813,1.6322249819299877,2.279624392438459,1.4086137215056995,1.348217839968035,7035.6,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+5814,5814,1.6328036825085837,-0.4386687575887553,1.6125759509964963,-1.4645968695266227,1482.3,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5815,5815,1.6333823830871796,-0.4386687575887553,-1.038933032383858,0.971294027066448,633.45,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,True,False,True,False,False,True
+5816,5816,1.6339610836657756,-0.4386687575887553,0.8783119248296289,0.5030450612591912,4362.05,True,True,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,False,False
+5817,5817,1.6345397842443716,-0.4386687575887553,0.3480101281535581,0.5229705491658828,3263.9,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,False,True,False
+5818,5818,1.6351184848229674,-0.4386687575887553,1.2454439379130626,1.4594684807803968,6871.7,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5819,5819,1.6356971854015634,-0.4386687575887553,-1.2836877077728135,0.1858977120776804,70.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5820,5820,1.6362758859801594,-0.4386687575887553,1.0822741543204255,1.1522838755522318,5861.75,True,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5821,5821,1.6368545865587554,-0.4386687575887553,0.7151421412369917,1.4893567126404348,5551.15,False,False,False,True,False,True,True,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,True,False,True,False
+5822,5822,1.6374332871373514,-0.4386687575887553,-1.2021028159764953,1.0061636309031583,307.4,False,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5823,5823,1.6380119877159474,2.279624392438459,1.571783505098337,1.1423211315988862,7213.75,False,True,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,True,True,False,True,False
+5824,5824,1.6385906882945434,-0.4386687575887553,1.0006892625241068,-1.4662573268521804,1125.6,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5825,5825,1.6391693888731391,2.279624392438459,-0.7125934651985837,0.5113473478869796,1217.25,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5826,5826,1.6397480894517351,-0.4386687575887553,1.6125759509964963,-0.3105790282640567,4179.2,True,True,True,False,True,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,True,False,False
+5827,5827,1.640326790030331,2.279624392438459,0.3888025740517173,0.3104320114945041,3229.4,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,True,False,False
+5828,5828,1.640905490608927,-0.4386687575887553,1.6125759509964963,1.1091119850877331,7015.9,False,True,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+5829,5829,1.641484191187523,-0.4386687575887553,-0.5902161275041058,-1.3118347955753191,454.65,False,False,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5830,5830,1.6420628917661193,-0.4386687575887553,1.5309910592001776,0.0132101502196848,4543.15,False,True,True,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,True,True,False,False,False,False,False
+5831,5831,1.6426415923447153,-0.4386687575887553,-0.2638765603188314,0.6292398180015725,2070.6,True,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5832,5832,1.6432202929233113,2.279624392438459,1.286236383811222,-1.3002115942964156,1740.8,True,True,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5833,5833,1.6437989935019073,2.279624392438459,-0.9981405864856988,0.5196496345147678,583.45,True,True,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+5834,5834,1.6443776940805033,-0.4386687575887553,1.4494061674038592,1.6055887254294705,7856,True,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5835,5835,1.6449563946590993,2.279624392438459,-0.4270463439114685,0.8284946970684903,1938.9,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+5836,5836,1.6455350952376953,-0.4386687575887553,1.6125759509964963,0.6607885071871679,5893.9,False,True,True,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5837,5837,1.6461137958162912,-0.4386687575887553,-0.3862538980133093,-1.4745596134799688,478.75,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5838,5838,1.6466924963948872,-0.4386687575887553,-0.3454614521151499,-1.1856400388329378,688,True,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5839,5839,1.6472711969734832,-0.4386687575887553,-0.6718010193004244,0.9779358563686787,1483.25,True,False,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5840,5840,1.6478498975520792,-0.4386687575887553,1.2454439379130626,1.4428639075248204,6780.1,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+5841,5841,1.6484285981306752,-0.4386687575887553,1.6125759509964963,1.4162965903158982,7658.3,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+5842,5842,1.6490072987092712,-0.4386687575887553,-1.0797254782820174,0.6823744524194171,489.45,True,False,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5843,5843,1.6495859992878672,-0.4386687575887553,1.2046514920149034,0.9696335697408904,5757.2,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,True,False,True,False,False,False
+5844,5844,1.6501646998664632,-0.4386687575887553,-0.9573481405875396,-1.5193919612700253,157.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5845,5845,1.6507434004450592,-0.4386687575887553,1.571783505098337,-1.336741655458684,1719.15,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,True,False
+5846,5846,1.6513221010236552,-0.4386687575887553,-0.5902161275041058,-0.2840117110551344,969.85,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5847,5847,1.6519008016022512,2.279624392438459,-0.9573481405875396,0.3071110968433885,678.45,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5848,5848,1.6524795021808472,2.279624392438459,0.6335572494406732,1.7483880554274278,5438.9,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True,False
+5849,5849,1.6530582027594432,-0.4386687575887553,0.0216705609682837,-1.4944851013866605,641.35,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5850,5850,1.6536369033380391,-0.4386687575887553,-0.223084114420672,1.2319858271789992,2681.15,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,True,True,False,False
+5851,5851,1.6542156039166351,-0.4386687575887553,1.5309910592001776,1.311687778805766,7188.5,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5852,5852,1.6547943044952311,-0.4386687575887553,-0.631008573402265,-1.482861900107757,353.65,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5853,5853,1.6553730050738271,-0.4386687575887553,0.3480101281535581,-0.3022767416362684,2237.55,True,False,False,True,False,True,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False
+5854,5854,1.6559517056524231,2.279624392438459,-1.038933032383858,-0.5513453404699158,340.35,False,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5855,5855,1.656530406231019,-0.4386687575887553,-0.2638765603188314,0.5213100918403253,2088.8,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,False,True,False
+5856,5856,1.657109106809615,-0.4386687575887553,-0.91655569468938,-0.4367737850064381,524.5,True,False,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5857,5857,1.657687807388211,-0.4386687575887553,1.0006892625241068,-0.380318235937478,3090.05,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False
+5858,5858,1.658266507966807,-0.4386687575887553,0.1032554527646023,-0.1262682651271577,2130.45,True,True,False,True,False,False,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True
+5859,5859,1.658845208545403,-0.4386687575887553,-0.1822916685225127,0.5246310064914405,2244.95,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5860,5860,1.659423909123999,2.279624392438459,1.6125759509964963,1.4926776272915498,7932.5,True,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5861,5861,1.660002609702595,2.279624392438459,-0.223084114420672,0.664109421838283,2309.55,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False
+5862,5862,1.660581310281191,-0.4386687575887553,1.4086137215056995,-1.4612759548755074,1411.9,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,False,True
+5863,5863,1.661160010859787,-0.4386687575887553,-0.8757632487912208,-1.4762200708055262,215.25,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5864,5864,1.661738711438383,-0.4386687575887553,1.4901986133020184,1.3249714374102275,7220.35,True,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,True,True,False,True,False,False,False
+5865,5865,1.662317412016979,-0.4386687575887553,0.7967270330333104,1.1074515277621757,4993.4,False,True,True,True,False,True,True,False,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False
+5866,5866,1.662896112595575,-0.4386687575887553,0.7967270330333104,0.5511983237003631,4354.45,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,True,True,False,False
+5867,5867,1.663474813174171,-0.4386687575887553,-0.3454614521151499,-1.482861900107757,456.85,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5868,5868,1.664053513752767,-0.4386687575887553,-0.8349708028930616,-1.4861828147588725,264.55,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,False,True,False
+5869,5869,1.664632214331363,-0.4386687575887553,-1.2836877077728135,-0.6792005545378548,44.35,False,True,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5870,5870,1.665210914909959,-0.4386687575887553,-0.7125934651985837,-1.5094292173166792,278.85,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5871,5871,1.665789615488555,-0.4386687575887553,-0.9573481405875396,0.982917228345352,857.25,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False
+5872,5872,1.666368316067151,-0.4386687575887553,-0.5902161275041058,0.7986064652084525,1594.75,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False
+5873,5873,1.666947016645747,-0.4386687575887553,1.3678212756075403,-1.316816167551992,1683.6,False,False,False,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+5874,5874,1.667525717224343,-0.4386687575887553,0.5519723576443546,-0.262425765822885,2560.1,True,True,True,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False,False,True
+5875,5875,1.668104417802939,-0.4386687575887553,-1.2428952618746545,0.3187342981222923,139.4,False,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5876,5876,1.668683118381535,-0.4386687575887553,-0.631008573402265,0.7288672575350315,1410.25,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+5877,5877,1.669261818960131,-0.4386687575887553,0.5927648035425139,-0.8136975979080244,1794.8,True,True,True,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+5878,5878,1.669840519538727,2.279624392438459,1.2454439379130626,1.4511661941526086,6991.9,True,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+5879,5879,1.670419220117323,-0.4386687575887553,-1.2836877077728135,-1.477880528131084,20.3,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5880,5880,1.670997920695919,-0.4386687575887553,1.5309910592001776,0.0397774674286071,4891.5,False,False,True,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,True,False
+5881,5881,1.671576621274515,-0.4386687575887553,0.2256327904590802,-1.472899156154411,781.25,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5882,5882,1.6721553218531109,-0.4386687575887553,1.041481708422266,-1.3384021127842414,1497.9,False,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False
+5883,5883,1.6727340224317069,-0.4386687575887553,1.1230666002185847,-0.001733965710334,4039.5,False,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,False,False,False,True,False
+5884,5884,1.6733127230103029,-0.4386687575887553,1.4494061674038592,0.7753600626506458,6148.45,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5885,5885,1.6738914235888989,-0.4386687575887553,0.6335572494406732,-0.1395519237316189,2985.25,False,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,True,False,False,False
+5886,5886,1.6744701241674949,-0.4386687575887553,0.1032554527646023,1.398031559734764,3756.45,False,True,True,True,False,False,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False,True,False,True,False
+5887,5887,1.6750488247460908,-0.4386687575887553,1.571783505098337,0.5080264332358639,5585.4,True,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True
+5888,5888,1.6756275253246868,-0.4386687575887553,0.9191043707277884,-0.2657466804740003,3112.05,False,True,False,True,False,False,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True
+5889,5889,1.6762062259032828,-0.4386687575887553,0.3888025740517173,1.1788511927611542,4222.95,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,True,False
+5890,5890,1.6767849264818788,-0.4386687575887553,0.9598968166259476,1.067600551948792,5432.2,True,True,True,True,False,True,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,False,True,True,False,False
+5891,5891,1.6773636270604748,-0.4386687575887553,0.3072176822553988,-0.0913986612904472,2511.55,True,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,True,False,False,True,False,False
+5892,5892,1.6779423276390708,2.279624392438459,1.6125759509964963,0.664109421838283,6141.65,True,True,False,True,False,False,True,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,True,True,False,False
+5893,5893,1.6785210282176668,-0.4386687575887553,-0.0191218849298755,0.8716665875329891,2954.5,False,True,True,True,False,True,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,False,False,False
+5894,5894,1.6790997287962628,-0.4386687575887553,0.1032554527646023,0.6807139950938595,2917.5,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,False,True,False,False
+5895,5895,1.6796784293748588,-0.4386687575887553,1.041481708422266,1.2386276564812295,5885.4,False,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,False,True,True,False,False
+5896,5896,1.6802571299534548,-0.4386687575887553,0.5111799117461953,0.290506523587812,3349.1,False,False,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True
+5897,5897,1.6808358305320503,-0.4386687575887553,-0.5086312357077871,0.5844074702115162,1592.35,False,True,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5898,5898,1.6814145311106463,-0.4386687575887553,-1.2021028159764953,0.1593303948687576,207.4,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5899,5899,1.6819932316892423,-0.4386687575887553,1.4494061674038592,0.8052482945106831,6185.8,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5900,5900,1.6825719322678383,-0.4386687575887553,-0.9573481405875396,0.3270365847500806,703.55,False,False,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5901,5901,1.6831506328464343,2.279624392438459,0.1440478986627616,0.3353388713778688,2659.45,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False
+5902,5902,1.6837293334250305,-0.4386687575887553,0.1848403445609209,-0.8170185125591396,1478.85,False,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+5903,5903,1.6843080340036265,2.279624392438459,-1.2836877077728135,0.2008418280076989,70.85,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5904,5904,1.6848867345822225,-0.4386687575887553,1.6125759509964963,1.3166691507824393,7459,True,True,True,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,True,False,True,True,False,False
+5905,5905,1.6854654351608185,-0.4386687575887553,-1.2836877077728135,0.5113473478869796,80.2,False,False,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5906,5906,1.6860441357394145,-0.4386687575887553,0.9191043707277884,-0.3022767416362684,3131.8,False,True,True,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5907,5907,1.6866228363180105,-0.4386687575887553,-0.1822916685225127,-0.347109089426325,1426.45,True,True,False,True,False,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,False,False,False,False,True
+5908,5908,1.6872015368966065,-0.4386687575887553,0.7967270330333104,-0.2009888447772519,3038.55,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,False,False,False
+5909,5909,1.6877802374752024,2.279624392438459,-1.2836877077728135,-0.6908237558167584,44,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False
+5910,5910,1.6883589380537984,-0.4386687575887553,0.3888025740517173,0.5196496345147678,3375.9,True,True,False,True,False,True,False,False,False,True,False,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False
+5911,5911,1.6889376386323944,-0.4386687575887553,0.6743496953388325,1.0161263748565048,4613.95,False,True,True,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False
+5912,5912,1.6895163392109904,-0.4386687575887553,-0.2638765603188314,1.0310704907865234,2475.35,False,False,False,True,False,False,True,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,True,False,False,False
+5913,5913,1.6900950397895864,-0.4386687575887553,0.1032554527646023,-1.4978060160377755,730.4,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5914,5914,1.6906737403681824,2.279624392438459,-1.2836877077728135,-0.6493123226778171,45.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+5915,5915,1.6912524409467784,2.279624392438459,0.7967270330333104,1.4378825355481473,5839.3,False,False,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,False,False,True,False,False
+5916,5916,1.6918311415253744,-0.4386687575887553,1.6125759509964963,1.5225658591515878,8065.65,False,True,False,True,False,True,True,False,False,True,False,True,False,True,False,False,False,True,False,True,False,True,True,True,False,False
+5917,5917,1.6924098421039704,-0.4386687575887553,0.5111799117461953,0.6558071352104948,3713.95,True,True,False,True,False,True,True,False,False,True,False,False,False,True,False,False,False,False,False,False,False,False,True,False,False,True
+5918,5918,1.6929885426825664,-0.4386687575887553,0.3480101281535581,1.3249714374102275,4346.4,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5919,5919,1.6935672432611624,-0.4386687575887553,0.8783119248296289,0.7404904588139348,4735.2,True,False,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5920,5920,1.6941459438397584,2.279624392438459,-0.4270463439114685,-0.8219998845358127,880.2,True,True,True,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,True
+5921,5921,1.6947246444183544,-0.4386687575887553,1.6125759509964963,0.9032152767185846,6474.4,False,True,False,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5922,5922,1.6953033449969503,-0.4386687575887553,-0.7533859110967429,0.5196496345147678,1137.05,False,True,True,True,False,True,False,False,False,False,False,True,False,False,False,True,False,True,False,True,False,False,False,True,False,False
+5923,5923,1.6958820455755463,-0.4386687575887553,1.2454439379130626,-1.5127501319677945,1237.65,True,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5924,5924,1.6964607461541423,-0.4386687575887553,-1.038933032383858,-1.506108302665564,165.35,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5925,5925,1.6970394467327383,-0.4386687575887553,1.6125759509964963,1.4744125967104158,7878.3,True,False,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False
+5926,5926,1.6976181473113343,-0.4386687575887553,-1.038933032383858,-0.5347407672143393,340.25,True,True,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False
+5927,5927,1.6981968478899303,-0.4386687575887553,-1.2836877077728135,-0.6659168959333936,44.75,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5928,5928,1.6987755484685263,-0.4386687575887553,-0.6718010193004244,0.323715670098965,1170.5,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,True,True,False,False
+5929,5929,1.6993542490471223,-0.4386687575887553,-0.7533859110967429,-0.1661192409405414,824.85,False,False,True,True,False,False,False,False,False,False,False,False,False,True,False,False,False,True,False,False,False,False,True,True,False,False
+5930,5930,1.6999329496257185,-0.4386687575887553,-1.2836877077728135,0.1925395413799106,70.6,False,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5931,5931,1.7005116502043145,-0.4386687575887553,1.1230666002185847,-0.6758796398867394,2773.9,False,False,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,True,True,False,True,False,True,False
+5932,5932,1.7010903507829105,2.279624392438459,-1.2836877077728135,0.205823199984372,71,False,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5933,5933,1.7016690513615065,2.279624392438459,0.5111799117461953,0.3436411580056571,3480.35,True,True,False,True,False,True,False,False,False,True,False,False,False,True,False,True,False,False,False,True,False,True,False,True,False,False
+5934,5934,1.7022477519401022,-0.4386687575887553,-1.2836877077728135,-0.6343682067477983,45.7,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5935,5935,1.7028264525186982,-0.4386687575887553,1.6125759509964963,1.4760730540359734,8109.8,False,True,False,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False,True,False
+5936,5936,1.7034051530972942,-0.4386687575887553,-1.0797254782820174,-1.506108302665564,113.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5937,5937,1.7039838536758902,-0.4386687575887553,-1.2836877077728135,-0.3172208575662874,55.25,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5938,5938,1.7045625542544862,-0.4386687575887553,-0.5494236816059465,-0.2856721683806919,1093.4,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5939,5939,1.7051412548330822,-0.4386687575887553,-0.3454614521151499,-0.0150176243147954,1558.65,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,False,False,False,False,False,False,True,False,False,True,False
+5940,5940,1.7057199554116782,-0.4386687575887553,1.286236383811222,0.375189847191252,4818.8,True,True,False,True,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False,False,True,True,False,False,False
+5941,5941,1.7062986559902742,-0.4386687575887553,-0.631008573402265,0.868345672881874,1612.2,True,False,False,True,False,False,True,False,False,False,False,True,False,True,False,False,False,False,False,True,False,False,True,True,False,False
+5942,5942,1.7068773565688702,-0.4386687575887553,-0.9981405864856988,-0.6758796398867394,369.3,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5943,5943,1.7074560571474662,2.279624392438459,-0.3454614521151499,-1.477880528131084,459.95,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5944,5944,1.7080347577260622,-0.4386687575887553,-0.8757632487912208,-1.4795409854566417,208,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,True
+5945,5945,1.7086134583046582,-0.4386687575887553,0.3072176822553988,-0.2723885097762308,2379.1,False,True,False,True,False,True,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False
+5946,5946,1.7091921588832542,-0.4386687575887553,0.1440478986627616,-1.3184766248775497,930.95,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,True,False,False
+5947,5947,1.70977085946185,-0.4386687575887553,1.571783505098337,1.4362220782225898,7532.15,True,False,False,True,False,True,True,False,False,True,False,False,False,True,False,True,False,True,False,True,False,True,True,False,True,False
+5948,5948,1.710349560040446,-0.4386687575887553,-1.038933032383858,-1.5077687599911216,168.65,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,False,True
+5949,5949,1.710928260619042,-0.4386687575887553,-1.2021028159764953,0.4183617376557512,206.15,True,False,False,True,False,False,False,False,False,True,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5950,5950,1.711506961197638,-0.4386687575887553,0.2256327904590802,-1.4861828147588725,678.2,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,True
+5951,5951,1.712085661776234,-0.4386687575887553,-1.3244801536709732,-1.2968906796453, ,True,True,True,True,False,True,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5952,5952,1.71266436235483,-0.4386687575887553,-1.2836877077728135,0.3286970420756381,74.7,False,True,True,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5953,5953,1.713243062933426,-0.4386687575887553,-0.3046690062169906,0.2041627426588144,1767.35,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True
+5954,5954,1.713821763512022,-0.4386687575887553,1.4901986133020184,-1.4812014427821991,1376.5,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,False
+5955,5955,1.714400464090618,2.279624392438459,0.1440478986627616,0.901554819393027,3301.05,False,True,False,True,False,True,True,False,False,False,False,True,False,False,False,False,False,True,False,False,False,False,True,True,False,False
+5956,5956,1.714979164669214,-0.4386687575887553,1.2454439379130626,1.1589257048544626,6330.4,True,True,False,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,True,False,True,False,True,False,False
+5957,5957,1.71555786524781,-0.4386687575887553,-0.8349708028930616,1.037712320088754,1148.1,True,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5958,5958,1.716136565826406,-0.4386687575887553,-0.5494236816059465,-1.4812014427821991,387.4,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5959,5959,1.716715266405002,-0.4386687575887553,-0.5902161275041058,0.7670577760228575,1500.5,True,True,True,True,False,False,True,False,False,True,False,False,False,True,False,False,False,True,False,False,False,False,True,False,False,True
+5960,5960,1.717293966983598,-0.4386687575887553,-0.0191218849298755,0.4797986587013841,2619.15,True,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False,True,False
+5961,5961,1.717872667562194,-0.4386687575887553,0.9598968166259476,1.3465573826424766,5794.45,True,False,False,True,False,True,True,False,False,True,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,True
+5962,5962,1.71845136814079,-0.4386687575887553,-1.0797254782820174,-1.5044478453400063,146.3,False,True,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False
+5963,5963,1.719030068719386,-0.4386687575887553,-0.9573481405875396,-0.4650015595409182,463.6,True,False,False,False,True,False,False,False,False,True,False,False,False,True,False,True,False,False,False,True,True,False,False,False,False,True
+5964,5964,1.719608769297982,-0.4386687575887553,-0.0191218849298755,-0.948194641278194,1151.05,True,True,True,False,True,False,False,False,False,False,False,False,False,True,False,True,False,False,False,False,True,False,True,False,False,True
+5965,5965,1.720187469876578,2.279624392438459,1.041481708422266,1.1821721074122695,5749.8,False,True,False,True,False,True,True,False,False,False,False,False,False,False,False,True,False,True,False,True,False,False,True,False,False,False
+5966,5966,1.720766170455174,-0.4386687575887553,-0.9981405864856988,-0.1843842715216754,436.6,True,False,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,False
+5967,5967,1.72134487103377,-0.4386687575887553,-0.631008573402265,-7.350838477652846e-05,1175.6,True,True,False,True,False,False,False,False,False,True,False,True,False,False,False,False,False,False,False,True,True,False,False,False,False,True
+5968,5968,1.721923571612366,2.279624392438459,-0.223084114420672,0.190879084054353,1943.9,True,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False
+5969,5969,1.722502272190962,-0.4386687575887553,-0.7941783569949022,0.7022999403261091,1215.65,False,False,False,True,False,True,True,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True,False,True,False
+5970,5970,1.723080972769558,-0.4386687575887553,0.6743496953388325,-0.5031920780287441,2409.9,True,True,False,False,True,False,False,False,False,False,False,True,False,False,False,False,False,True,False,True,False,True,False,True,False,False
+5971,5971,1.723659673348154,-0.4386687575887553,-0.4678387898096278,-1.4596154975499498,435.25,False,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,True,True,False,False
+5972,5972,1.72423837392675,-0.4386687575887553,0.1440478986627616,-0.9780828731382316,1317.95,True,True,False,False,True,False,False,False,False,True,False,False,False,True,False,False,False,False,False,False,True,False,False,False,False,True
+5973,5973,1.724817074505346,2.279624392438459,-1.2836877077728135,0.3851525911445982,76.4,False,True,False,True,False,False,True,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5974,5974,1.725395775083942,-0.4386687575887553,0.3888025740517173,-1.48784327208443,833.55,False,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False,False,True
+5975,5975,1.725974475662538,-0.4386687575887553,-0.6718010193004244,0.4881009453291723,1264.2,False,False,True,True,False,True,True,False,False,False,False,False,False,False,False,True,False,False,False,False,True,False,True,True,False,False
+5976,5976,1.726553176241134,-0.4386687575887553,0.6743496953388325,1.4329011635714746,5293.2,False,True,True,True,False,True,True,False,False,False,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,False
+5977,5977,1.7271318768197297,2.279624392438459,1.286236383811222,1.2386276564812295,6538.45,True,True,False,True,False,True,True,False,False,False,False,False,False,True,False,True,False,True,False,True,False,True,False,False,True,False
+5978,5978,1.7277105773983257,-0.4386687575887553,-1.2428952618746545,-0.6493123226778171,74.2,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5979,5979,1.7282892779769217,-0.4386687575887553,1.6125759509964963,0.816871495789587,6376.55,True,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,False,False,True
+5980,5980,1.7288679785555177,-0.4386687575887553,-1.2836877077728135,-1.3184766248775497,25.1,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,True
+5981,5981,1.7294466791341137,-0.4386687575887553,-1.2836877077728135,1.0028427162520437,95,True,True,False,True,False,False,True,False,False,True,False,False,False,False,False,False,False,True,False,True,False,False,True,False,True,False
+5982,5982,1.7300253797127096,-0.4386687575887553,-0.3862538980133093,0.8733270448585467,2198.3,False,True,True,True,False,True,False,False,False,True,False,True,False,True,False,True,False,True,False,True,False,True,True,True,False,False
+5983,5983,1.7306040802913056,-0.4386687575887553,-0.8349708028930616,-1.449652753596604,306.05,True,True,True,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,False,False,True,False,True,False
+5984,5984,1.7311827808699016,2.279624392438459,-0.8349708028930616,1.1506234182266744,1200.15,True,False,False,True,False,True,True,False,False,False,False,False,False,True,False,False,False,True,False,True,False,False,True,False,True,False
+5985,5985,1.7317614814484976,-0.4386687575887553,-0.2638765603188314,-1.4944851013866605,457.3,True,False,False,True,False,False,False,True,True,False,True,False,True,False,True,False,True,False,True,False,True,False,False,True,False,False
diff --git a/db.sqlite3 b/db.sqlite3
new file mode 100644
index 0000000000000000000000000000000000000000..e45d1517da80f969f4766d074b09728ae47c98e0
GIT binary patch
literal 3166208
zcmeF)d#of`o*(pkyKZ$=KdQ2yQ#+5|uI`!MnW8tQ<NcVmy_@gM$oD%l#43nqJ|i+S
zUYQw|kZU|^TWjDCkS&1(%Rl^K86hypD`710)bbEEvern(HVFP;1(I!qfkiwdPUgK;
z_tv9(dWRi(rv1Is6_s(~#EIYeoD-38PQ={mb?WoTdFZYK&xjs!XK$UIpP&8O!-r>Q
z7k~Ne?AC4a=hoTTd2)7k_G{$N1^M&j=lscs&;Og0@%>-@TcnV)^UVK!%=X~&ug~8D
zTOa@d2tWV=5P$##AOHafKmY;|_`?=>|C{$nk?+0!-<@TCC-dhscIKn||MmTU=6>$p
z|9kJR+}qvb-~7Edf9uWRn{U7I*WdV!H`;G}NHXFF0uX=z1Rwwb2tWV=Kf3~d?7iD(
z@8`3o5jr$Yv%0;uV$bm--F8+^<mmBcwKi;)W_gMhD3*T62tVMs9|+R-1x_M6eD*Hc
z|C1;CGy2@0M{{HK><*0b1D5^1D2cqxa_`(e`{0vo=!D^X?T6%`pR*G!{D9@YFDL@f
zDwVg%QASxKj%Fl3s~fAx3G_H53wIubk?tFwqkG0)Upf9Xnmv2?tCA#!miS+Li<DG;
zQW8VzXB(uNn_#^^=o=^S=9h83v;>}(6fU13B{ZItKwrf&4c77IONGI3lEjtolR^ep
zh0w~)3ayMUS07%HXhkXABL(%I6eQm)=*aUWTzH9>1g7>TDd*Rplp|f0lNhTx@mU9<
zZrHZ&1i?DcJ<@c>)Cpfk#0#__irF_vVbv#viF)8{<9Xod*4mFq---?!C)AJK?WIL<
zGA9YS*GUnzCq)Q1>vaNJt*3Ke_v6)bUG1{1d5)tQ`PW_}WjtwXn!j1bQ=9cBdU-`?
znU(1LT~fl6wx+q8B{-fjU;UUa$0;nQD3v>;kSCp&oMM-q_qwlrnO;NAHD2K=uiifU
zq@2CUcsgkV$6F^)dG(|3snD14a=awda`pD@vj-$5+nf8O2u>%Sq-BD`shtfgBIl;=
zu8gT}&DL}4<&DiT3L_}l3sMwOzAB2nF6t^Qa@MYo#lAEeT971(CXdk{eDbu2FT5bI
zGA*&nXRi=bvd8Iy@WodUR-|Qxlg<g<C(qM;@sSut64-m0zi@UZW1VOIr_AqW{z@jv
z{MpREl(BwxFX)I20uX=z1Rwwb2tWV=5P$##An-FP@b;UxzI%S0fqXjqc<bHUw>~{T
zj_z;F$vwRH`mK-do)S;9ZEwDD>%+^{<802cZtpx>!3P(&xO019_|x^1si)K2$lZ5e
zxkcT*+Hjh;IL=wTe}3z;C%L`(G%${HAmMwjlQQpS=4Y9|pZPB`|4rtvX6Bhcp7~cZ
zfA-l!VGRNhfB*y_009U<00Izz00bZafiETS_Qm@joMr)@yn=K$bMgMyPbrr#A>DcJ
z;)8FVKY4NJ>hD*-b@9o!&u_jFapUvtdl&D&f0{-(&JbMOzj*(_Y3($9aO>TR_dhzV
zUcZX*%G(zYK6vdkCGg~hh~xYJcQdoI%-_rWt;~O(`S&uvmHEv~N)qq`0SG_<0uX=z
z1Rwwb2tWV=5P-lRSm3R@7iaH(aC{5k$@u^N9g_0(W6I_D|J_$F&OZ3&bL0PS-o7~d
z<l8sK{NatyZ(fiR-ao!Ea2)^NyG7O>9M?|c|94&?s~;U#ugCvypI@9k_~4oG|MB_%
z!+Vd<GXH=){r^uge<|}XXMQ8&Wk#8DhR=MIc`I{%{~z4{yZ8Ug`@envU%CGq_x=0-
z<o)t}_Wp<W@8A2s?){JVe)rygaPKeP`*WlK{6GK#5P$##AOHafKmY;|fWQ|EynAu}
z-SfN2+}S;SJ^bPO7w4az-@W=36;H;CA6}+fGxEas^{eE+_|C=oC+ByMzrNr}#t+`U
zIREzfol}vQL(6ZS4sz$2-+A%P%e1TFF7tikt&8)I&hH!xyG;1{sq|M*MO}?df8o80
z^GD~eUX^u~_~0_}s<5lXubtv}^;p_f%KKltIH%5UpNhLNj(zVJF3y?r+gC;2*zoS<
zhO1(4Y<TBnar;>Gjnua@7v~?IUtCt4jELVl1#t1C+9V}&newF4B<247i}Mf8FHTiH
z4xw@yV|zJ-4hxOG*=Dd~;Nq^m+sNw1%deCt@sY5lcRe6O5}xgLJseQ<I9+4(D1
zWnHJ=xlF$*@H+j~lj<wSQm+$lzjN{0ch65HKY50K@!rL2pPpY8`y}z!De<bzCyB4T
zb@AFK<OKlx>2EPOKL01b^dCPEfB*y_009U<00Izz00bZa0SJ7B1&+`EG5-GwH!!LO
z0SG_<0uX=z1Rwwb2tWV=5Fi40{*P_|0SG_<0uX=z1Rwwb2tWV=5cui~9LN9XcmB^a
z^4~x1KlgwCA9n%N9|92gM=0=m^wNXB{_8JIMj`}$Qh~qyA6L%rG#>x<pZR9i+<HMI
zGRazAd)CzO*ySOK_maGcW=ls9obNkoI!HPzi4Et6MteW*m5q48c8s!FF{;x|o7wmc
ztq`f&d}u9p*<5ekFZLR>GTTnMNZg2nPF!52zTXaY&hIbxfh|gLuoaJg$YN&9{4y8z
zT)&+JVV83He7n=;DS77V9jCw8H|9FiU}I~%*e?r$qb77Z4>ihL=DdEj=z1H)6a0DM
zFiBLQv{BkqzoR*`q)PP`X?I(4%hp)k7j-M$=~23q176A12fNuq@|JmXEKpQ?mJVx6
z`4AgaQ!Gy1d2iTk#>KYRZ|IfbNS4)UY2gi3b<qq3e!c6rTa{E6r+r1-HzU5zZslIk
z<oTYH__4f7-CflQtg&vF+tbBND0%%{Gu4eA$0h1;H5kNOA(8vr^*ptEav&S(n5WWl
zlb08|n778e@l=;BdYe|&l~|WsRiD!LE4wSqovy#9w|bASWyQUe6t{V^(wI`llGB5Y
zv6}9RTkhcQ)uo=URlc&Txq7=I^XyhwsLim#X&Udx^{Tp2sARZfHwj;zPc^3A;14r3
zNlN7ZXUggu^-!F0&Bk<AmD;_98kVL7p~>;=;^0c_YF8AfipSdfx;7s--Ss-Hr-uPm
zK2SZsQ|%NAvtA|cO(=F@=DO|XVwo?o+qI;01ZQ+`?U0{Zt6EiRnvoN8o0;h7dc8JQ
z8k4$ia#d<2H7ZJ9VX2n57%SFFHOJ<vvnn=blU{eg>WQqUqFaya^?l-W;zngYqSVH8
z%O4c2RNW`JQKx*6>-$)9lBHP>6W322o*glU?~a>=e5|uYD|I?jZWME6ai}nwp!aAc
zwAzWTi<6$d*_aex=C{K%QJi5dVfsR4qxB1iCB2n%t%a?+kv^?!Tv{}iYr!l<ok3Yz
z_3LA;GE<tpgK}^b$JU}z64sTP$kWY5VKxv`tq`=zTgPUTCfC-voxBzKNn7dX3ntfa
z%Q4MqZL>Yq7s<M^Z5IY}Nf=Fvah;wo8$w=NighClIc7O6Eya+QIG&FpZjx=KV}=$<
z8Hyma*r69FNvmFvC|%#$Qo5(rU8<DUvE?dU!n$c{Ykf}29TvOlwByy*-eOYPX{pZb
z8HsL4rp825z1>aP11h$pju+`&b`jG;uk4P3vFrN>K5m)15^2dkmMqKGbc*UJx?VfX
z<&EXWVN>KrdXgGS<k{Mu&QD{nSX4!(5;g=g7c}J7j>-3UXSkDOi7ATxwYnOHOSZ@P
z#a80a$K$D74u$cGF4FTJ6)9}l%38A3Wpe)BV64O?oo%2y-qPY%W2z+E)4DE=qjo=-
zsl(A&QVPX`TiFZLoDa7hFUTt!!BA(-ZZxX&TJGKoo4z~PF3iB*7RK8}*9hc>xI1j4
zwOKBEDqE=*`0hq^%iSs8>em{Eo?G(q)N5|E$)FPNHak%ra6u{zJ2Sr78t_z?9I$X$
zCp_IPXXh5b=r)!Iu2^il^;s^vlh-|2%E{JHtQ8n48l@#x){`KAu!m-@HxnAeebHX5
z4-LvOhXU{J#cV`AJC$G^FBV&C=<=Mu*8A&iz8e(>%4lutep@iBqPs1N<2_Z&C!=tw
z%QY<>E!GkrP=iSIX{VXh3PzI_xXQ-WtAV!3PY%+k8Eh&%uT3V#V(bm6oM$=tjgeLd
zm1U)u#9@~93xODyynL0BXS;fJxoc~ZSFjI7v8`<*yIBh69nw*yq*JX@t~ZlKMP0VD
zi%qxb^+s}SD=yhtr#XwOMRFx>_bqC$Fx8P;k*f8!u;Q1NBdhIPezjDWh2BK)+LMu0
zoYt#b*BNo!e!jaaR^3jLTXI=7FO19m4n6V)+Afp?CZ*P6BdK|oxfmMjt)MEM`Xnc=
zoQlRy{HfFw3v7_Db`Q&Cpe=YlozAp;;90H7KB`1Pdm4{=_3hGZEv<gQGP7c5&?<Fn
zPQRS%h(WDT%eB`nrD~Qple}>3^xH*1mqzqn6^eA8N;c!tW<Ki5W62t?`|Iv_z32IS
zP9AUts#()=LQAc%zM5SK{Z@S^anjHjkK{vb+ueq(lHkSdme$;lcFdmd414{wmoA$5
z{LV2NbYbOaoSe*6Czlh8a@wsPCVhXx=)3BwF&Iw{{(8&I`+IF$=86+8UbQRvhDx=D
zTD_dN(h*aNOJ!&54JKlh4e5;-sp)*Xu>DqJ+4st=DXlss(=(l2ae8+4%D;Pj|NlJm
zch1Ov_<;ZfAOHafKmY;|fB*y_009U<;O9`_+qW98{kX|}y#N1m*sus00uX=z1Rwwb
z2tWV=5P$##An*qi!1(_U2!`wsfB*y_009U<00Izz00bZafuBQx<NN;)GsUya|C9Os
z%>SDCdzs(M{P&r^o%x%Yzn=NeGXGKLuV#Kb^KWJTV&-4V{8r{)%=`<Pe>U@{GmkTW
zJQHWunR&*_{CZ}T>11l80Q^7z0uX=z1Rwwb2tWV=5P$##zUl(EZ=IjteRx`acv}AA
zY5Bo%dFNZF<u^~uZ=9B2KQ3SWh12rEY5BF&^8MrT_Is!0yQk$lr{&wn<;7d4W#+WJ
ze_Gx<E^obgTE1~wzJ6N1c3i%4_q4ooTE2Q(-oCi?+WEzCaqGBv<<_m&Uc>YMuX^W1
z{U87V2tWV=5P$##AOHafKmY<~XUFINXKz6Q0uX=z1Rwwb2tWV=5P$##AOL}{vH-^a
zU**<C-5>w~2tWV=5P$##AOHafKmY=l0vP|JCqMuK5P$##AOHafKmY;|fB*!(`T`jL
zfA!lKHG}{JAOHafKmY;|fB*y_009VK{Et2W0SG_<0uX=z1Rwwb2tWV=5cui~+`IF?
zpJmQ}=PdJ``+wuLzxnEacyIUSZ@&88?a{@bd*k<C`_;R}H~z@2|MdKKUTK~G^Jo9n
z*<*<Bh-n>Tf)kgw=l}0)O(K{^p$r6m|ZmKZ^`=<=6|upRRSo_U696T2G%}|HXW_
znC%xI_OrQq@!`kMZ~pk<_dcH6A3vP?ku!CIhs{?1VRKNgKWulajcj-FuvVNr%ntgk
zYLgVyC^q}Q{P5$oxp1sVKkgSf`{=a8b#mZrf{!02Mqtg1;Cn1hKYCg!$z)j3eC_M*
z%9wuqF!YSoiX8f3?1%HI@7PasKFn8&`5FoCnf!n3k3OUykwQqx{?ySuCk&0L^CXI^
z(2v{Kq&j}2M~97b3iE08j#cXxOT})nnJ@O9dfeRMisaG5!ZBa><W_A~`_*i{KDkOP
z7RXWJ&<UO`{R!U9BN%Zs(~nudbh%emj^-Yznr%eR@zYb8M~~G9cOI;>=a08@-*)y-
z%Re1N-#CFc4?|)c-uO(y)EU<_1(&rxe}`{e^_6O~P#lw{dJ_4UE&1bzt>zc)b`-dd
z?@0IP@vpvf=fRRXe;htnnQ5?&H{s=xN${uDV=WY(6KIRJ^w^(ouOqz7{_a%;2F+?`
zP<;48J-$?-&)4E|r(^6-8l1HKlXyrCe(?642UF$zv2k64%dOW{eZDDV-V!W@bx!fW
zkoldLG{Xy-o@?AECEf`Bg<W38|LI$I9{f59zVSuDUzSAhO@^f{(^Xy`_uF48?iULC
zaUnn1;p0a?q~ADQ`hN88>C*Rn>p#E#=2bjbm%isWU!9MCuuI>QF7V=B|NqYUr<ME?
z1)uU>MgL>2QjgyFrL*=Q=GWBY-TQYRJbo>E{=?6%d&~*tw7A*juc)5us0?q2rpU3+
zoxjiT{R=<lOnyH9(+kCQ1gC4>&7<AuXs6wuFXOpW{F#!-dH(KucOG=el}dQ7;-}^a
zZ(N}yK~Myqf4;wc?IowjDTL1};Q4qj^Bto+eL7t~f7rZx=YgV}|46z%B`&vKhaa9I
zc_H<+mz*9iWcrCtlBePQ;dW+n*}bmRvG!l0`0E|M<OxGgman~d!aSD0cISabzH=wf
zHU9H`=xIMR6u~iU#=PzY&u9Jm=k<r@Grmyf^Bv>)9d35yM~~ln_s)YB>9@>tp`Tjm
z`Wsd>7}l}n8v$Qtc<=MV{G9!t5AHJCvmq@q<RWrQIsf6euVXspyK%9&aYkJ?;_;lO
zEt_KnlfJ%!ys+zAS24fjKH!DC*C*~59Og!)UMS#LwaY}(C12>HkA66Q^Ui~8_WVb`
za(#xL8tnO2`~04A?<HsION+Sb<1d~UUvxKrD(TCeO~<TP$M`W{JTExB7}E=1nAiSa
z?ii2Sue|!;(@)PQC)jYinn#WvI@{RsE$6w_Th9<axAA+v;W@ud_I&hsa(?H*XP=$_
z&^VQOHCpoK)4(_mTf!F-UU{b6C&R1j9e$z~F*chU11LdwW&m}J_4BuqT~~95TpC{-
zH{kjIi`R9eKmY;|fB*y_009U<00Izz00h2j0{3o}&oXEK@a*+J^4edx`*-iY^XmUh
zp8k8U{M)xCxBmTC{>1rjzLG!thnZ<+`lQ~sI!`{4zsbIT`Nrzc$;Zd<ad#f{9-Ti{
zPV<acvo|4mY<zqM?d&)6z|oI0CAuM4A}fmAvsoTq&F)-1NPKqVOZUH=D10{KaSrIl
zvB;wYk-78W(WCPpe)r}q(^Xi{?)&;n=a;Us9t(a_nWb~Mo)zM6JafPKB%jR6J;_gM
zZM^v4{AQRhnL_#%_SFZiN9SiJ&8tZ?GHtm&t?SQ5t~1ZBzroP2J}7?pc{^Xvelkx#
z-hKQwb?3oHADut;uIElqQ>~{gr%#z@fvz|FL^E&CPOdS+O~=d0<VUyuxwChk?f%^N
zUwu&i=nE@$IX`?^v(x7fU;n)`_Ss^7+}fY~CqBFL;KL8k|J1jyF^&_mPr2^AgyP1G
z?Ta(8Uo<PcF~V@S4#-U6lQ%gSR(@t8a%F_k@r{$Ye{;5xykJ3k**w(4n9S#19^PE9
zS5MzxAX|^AKVF(-JRRZ-a*`~LXUtdEL9zn>OpwPwBExk*e)xP4WXthIi-b(3KELU7
zMOctt{nCk4a!_|3kh*_CV2>Vu=R4%V`lru4Sihd%)^EOVa(t%2y1XPh{N=-!>wNdG
zTJ+|N4A)yfx0D-CE3R`N&xhv@ORhw{Z{K-v`1JgTnd=8J*SoxM0BdbK$6D(&W0;&I
z7}w8WuJ?NND(IIye7Vl_C5!&jH6e}iBslV(z$YKyIX)Qp(fRe6a((F2`EtGb!As7X
z>#aZ0Rpfc*7tg$#&pxg$lQ(y|I_i&q#`3hz*JtT-?^`|FN!gnZ6CORTd_>+P;?5uc
z@ta?dHv`eh^8|fmn9fS~NZYS;Ni=QF=FC&Wza;XDmp1-OGJbK%&wP#E4CpBHG^XRz
zwo_Q7BUc~ZdBAb!KU8jhrQY20B{AH7w&`Dz<0oqV>-avmRW74``DXIO_Jf;GY_Gz4
z`i9@r$HA5$@{VbU&u947RkfbIYx(^BpTT~b?O65Wh5GcG!Q=0J>&^q6JVfr?>?u$4
zzIZnCrsc?v`Fv>K{4t^3Y_Q{X(Yh+<^Fw@YkB=Xnon8EiANN&??GS(f1b!L<kH03|
zdGOuuo<ClmzKKjDBty)#6?^1`<Y!hse)ikv*=^+F`_fl3zUY>n9L1flZoC}8+`Jcf
zgy;W1jpjy~5P$##AOHafKmY;|fB*y_0D+$^0gV5Dw%P;HKmY;|fB*y_009U<00Izz
z00e#-0vP}QG*nS01Rwwb2tWV=5P$##AOHafK;UOf0OS9kt@c1P5P$##AOHafKmY;|
zfB*y_0D+%|0LK464ONs00SG_<0uX=z1Rwwb2tWV=5ct^=xJSZy_y&KL`8%1vl=(9m
zGxLMYoA>|Q`~S}UKYu^C-@O0*`|sTQU+(?2d;jLW-?-Pm_w6_Tk2in!&42yPAHDfc
zz4>cze&db*?Tx?j#=r5#kKWKo0r-Ic1Rwwb2tWV=5P-l}RNy-gZ=aoi_p`gn+}S<-
zE#7&<e|SuI_~h4mfA2$*>r?J7`3Eu_@^48!Nj~PgOuEkbi<ddAnc+{L&3T#hH0Q@3
zker`TcMaQqra-d(G|$6tkv!l2^v)@|c(Ym?_S4udSHJU3lH<Fd-MNbFI?q*HSGm4%
znd>U5>s(hcT_*hE*GaCA9^E-cbe-iG&*j?3zd*KsLcMy5=IWoBdK%8v`Y$~oc^)yZ
zUd3}G*Hu7I@_p?x-&I66@?C{=mGba?lJDD}zIu%5My6v>SF4}CM{-co?Nd}&|5!wH
z*f>ukyGna_O#JL!l9~CH+gIT|m;EZlXLfk!a)+xppWERo)|)##dYkO<sc`!k@N>D3
zLEp^!t+z<l55IeH*}CLk;&>YJ@t@^*m?2xg{prP3sK=z^_Ny3AIqqNPxQgvbj;o-K
ztKYasa(wW~#W9#Cn~zZ(KmX#JWZOrNZk>*P`X{TN9{#lU@f&3OC)BO0<3G)D6~JYl
z*Dv#2MesDwRS2i`Z@otHeE8j4#~7YwI0kWA`QBZ!^;7PZQxw<#D$mnUu9JTG4$1kM
z^vYE{*BfrATqpkWtCzX2BD>yj%zYK!b>c7GCb=ImuN-5%PCaHl26~<Hor~LNuYH#}
z1xx;6Eb<HggTvEMNy5WZ%J*)OT%QV8f!@q_Wp|zPl~c~EAaCZp3h`;qkIzZYPd+;a
zcr)8Eyr+4N<Nvd_zM>auR0{$SfB*y_009U<00Izz00bZafs+8<|3^oF00bZa0SG_<
z0uX=z1Rwwb2z>Pgj^qFH%>Qsk{=*LhAOHafKmY;|fB*y_009U<00KX^0w3JUzQ)ol
zPthX9&<`2$2aNCon*P2h(u}P9+*S*LLjVF0fB*y_009U<00Izz00bcLr3H@v|NmQ=
z(OKrNk>CC|`qH~0BLpA-0SG_<0uX=z1Rwwb2tWV=XJ?<?x^?C}`IVpHXUFI7pV7i+
zEc01=W%#}m=sm{>teIZymA}7Vh5N!Q7iW*}eVIK9^TY|ld2}euLo1kjbKi*OYyVUV
zeSYg~`jSHE&qA8!IfbHGhWz0ek=p6Z_cykS#)1F@AOHafKmY;|fB*y_009U<00Izz
z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<
z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb
z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##
zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|
zfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<
z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa
z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z
z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=
z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHaf
zKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_
z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz
z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<
z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb
z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##
zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|
zfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<
z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa
z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z
z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=
z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHaf
zKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_
z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz
z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<
z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb
z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##
zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|
zfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<
z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa
z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z
z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=
z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHaf
zKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_
z009U<00Izz00bZa0SNrG1UA#Exi!>sV}00o#mRQLDLIXiNmD6h3bl^66BbVMpmEKi
zU(vEcUz%(N(Oex0OWkYaOY$T!>D;0|WCwCd71Xg8l}d_vs7V#4t9R9&=ceJ1mutOV
z*XoOd`C#f*(+a<mYB?<#^>@pN(&)l|XccE`KVjp+a4ZgMjahg|nj^E(lZ~b5R<^d+
z<b8F~8Xv-<KN9S4JXQ-!xl}K8YrV3t-tG*mmLK}cJZOonjnu9bmg$O1yTgVxWzB%5
z78Nayd!0?-bn=eY?@a1TYi<<#>?Ec%PGz>^T6XIlI<<AUED5zu5^N7$yJ>goy`JpT
z%|%UE8-D1xYH6tq>%pPiX9m%zzW3x|EtHdq-N?;lEor6+H_moLf2~rpHmx!%Y8hvJ
zN^rw5r_Po-Q+K_+*w?(qq(auIRh{#~ZC({<X}g>{l}*zd_v6DvX^M$a)OWs4YSJ(d
zX}=~%gIytP$J_k4#;Z&}KN9IfoYQixz9MX7Cho<ge#2gO<Qxi0&fTlJD#%QB%+IN$
zKWfbUvX-0oCstZ;r_E^Q=VWW;^jpXE**KExUNE=$e$unWJ{xScY_DG&><n?*PY>f#
zv!YTm!}i6c7aL=5=~aaVojQI~i>e1zvFO+^RdqYrrt&gKjrQ=M=VPB5GI7P7iKOkO
z;i07Pp-@+aZ8+(ddOe0&(J>=fb!p$-jhMVLToogg=j*$@BZtal69kgmWhV3>+g&L1
zhO7D2W!NZD;Y3{0<KlkV&?=>EFKvv&bz!B~vopI_&oace=EoyO7?+mOq+TxXXSI=N
zO68)e?R#W>Bdy{srI_n@L6L4G1gq6n*_&(_Pu977wmvC1!piDVb%*h-1EtnV{yO1H
zl6-KEpPQu2lCWlc$H-~DI%Vv<Mtk1c8|J9qtn=!$S@9Y<Wv|LLM`n8hXG~^|dZO8f
zs5a=CV~-p4)AC^Lu}Lc%hT5z*t{XC+Kg_&x)t;xzu<lhixmDPh$Q5Qj=O^pkx?nL2
zXFSuYb+N4Ri^*s(S4hA)(dy;v`yM%A22qz;)yT3tt=na7GC$PA-eEaj?^k(iIcPDS
zyrb*e&1kc2XyK|+YRntrFmHIH@gOLT^PBx>#`Y$(r`EQIMp`IO_ntW18G{NxSr~P;
zm$oMJRduuy^pe-q`sJ>`442#4%q)y*+d^r<CvC5^&+X#jYBy_IomyS(9URgYyOFiw
zN=s_DY7IiI@7F0==q>6^ekKpZ)y8quk<g!ehtZ)(t8BM34*T=+e$W}sYP!OC(s-{d
zg5tbeGpf5-iHqrs$|_n=V)oWy=xiD#dYu%8hrA+JyuH;J&uT)>NlQE1&au^GD9}o0
zSE`1GrMwnbNx88RR}075OeX!FKOL!aWmw*Yn=QGVwbeM}=J|cM5&B+Eu!hTUT=ROP
zrcf&d(P+G6N7?nVbf_ldA-y-|_FzyD^-0vN#kHOhC8`|eN|MvtXp_FN%8y8=*f~*e
zAY~_^SFf(ti8ZPQGfOK_ZXERaT|Y06{07Z0=eE+wN90mx7L##VcSeeC^DDXM&vpZY
znGXhLQI|#<l~?rK*w)>hzDncPOmFwQl$g+Zpi$<2+}!C4C1xq%Fj&UiL6n_TNpd19
z^-J<-X7^>i%~Q!imVC{x6b`bw(VZq6wuE|xp$@E2D=>_1vNKg{4t0-pD0wrrwOG^j
zeNxcny<-Y&TjOM@s3hwKo4N-tvG;U0-BJ3AW9@dM+ji}0d#@LERNJywvfk`8+LD_W
z*L$jN+llMOq8m;flacn6(B#}j*3~0tHTFbZ=#LYTQOglaMNC7g3pIbk?^{Xh5SS9x
z7Wbr*`~JXTMLUri+(uU;GdZMNQ`Q&MIMAE@am;Mlq3D!3$9Fl#lExh0Y*%>2NqD!&
zHbXs$<EE+UMQ2R8K@jF5i>teXEu+WVy(Dh;=3X?TwvwhZ#obJ(B&Cb4W@jfZH*cHW
zXs55&wr@u*y&~vC)0O(0pvCB$CgY~A%WF}kEl9TQv_}E!D=qs#N0#lIF1?pHBTN;)
z-5(}y)0fSZ>bGj9@75DxwG$}4&guKsfZ-@Z?~^uKFk@Y@DgxuW6-98%ZCURx`GjNk
z14{^fU8Dr28RX)9-0*yN+?1CLBgt+><Xm40CCc#`Ne|omWtxhPukTlpMFoB{pmt+b
z7wiQkEft+j;;3WlT1%m&b|K|ua<ux!AZ=png=RM8sYR4d3Ibo1b2+Y=RC2mgs7@>H
zZpXJ~%SxBExU62!Rd#L1&u$i6_OPZnoh|gI%D7hFc|w?@b~;tA<X9)j6%SgN%jvFO
z$pt$l<hpD+r^@33&llx(t3V6>Hd4y9SaZyTQ@nXg=((;QS9`6tKjV}7d?&@JA1RVb
zE#jsuQw@`gTcXV$6kk`&zMiEesld7wCY2qRo6#eW*Y#vH&}+?BUW+AV+voYn?aM1A
zsg|tvMrbb%JH=;sB^26pGG-@UGu=&Hj^65VvqeSY%0Y4~Dr>d-vga>2Sy5emwW0cz
zPz+suQ*<pi*&HZQE~hT1ZHGy!P~?AEHz`rkZg;$6h>C_owT7H@U|ipI3-eHMf;nlY
z4P_3-ikzgf92#|Lqlg7XSDXqj$Nf2}FD=H!J=gZ~V)-C2oU_!-(50L7g7OP{DOnt3
zt-a(;H;Bq<n``B^agDXcL%|tWB#u5bHLh@IMf#AnJ5;zQr@d{Zc6+?umHU<$>w&mX
z^iWX*oeg}Knaj$4sPIZm&aQ<>$5LC=ZND^|`H{&8vt~>=>oV<2%z#zGWhGJk9_Nk}
zX_-2#T~jD>9hjO@FB*Gk6xt(R=Eq~MUP){|u1BoY+*`V7FPiK@aZRq-BCM-)AF~SO
zn~ai7omk)OG$#q`D~U}#iu8e8GoXn_$do)+SW^UwmPzkvk1Mj6q^V$&TLDVfE3$5l
zSDTq)kGqOH_VfueSE9Nun^M&EeZA@F{`wH`x|`G^W;&2sT);|{w`*3SWZC8psUmYT
z!{dTQ+iWIDM+vE(Mk{eYsc0)VO=U&jiS{bdHVmt?c4E#H)h_CRD^6C2kdcE0Rgi6e
z+io+0TW`AuiffwjrX;)iq@5-)?<|a#%ScYX7AtZ$T5!HD%L67j*i4t~;;WpU6>56L
z)f!2GE9y$9JC(%ZY<|2Y&SooJ3Zoe(n!Myn4L9=26h*o0niF-(*&pnE6!ZFcuj}kQ
z)|0SJG2}`ROSbC^wA`S%rmibWSJww>BZ-7Vs#?R)wGSMd=>0$y<ye}EF|)RJ9V)1e
zh1B+2rAl3vbX`yu+=f#UO(gBm-tYBRJy0ZBXT_~96=FUK97ea>7R52LeMq#pT&e3i
zId=|p%QBU~=Y(P-A0NLB`sB2rgFxIR!E(>J_H3TmyIeB%lpzU$FZ8*!tZyBC-_vKT
zS?8F8ty^v-)ZOtxAhL|om4@Cr3Z{}{MLr!m!I*V-Y`@7n0Z+S)$ltk65W8)Kw|!@%
zt_BUt=`Z)2q_7l{jkw|TRyyU|3zn{g2X4)Cl<06Rp%&CNJ@Rd)Wwi%>PM4gD$Ge;^
znJv<9+otG*aw{d@(=BQ`C4Gk%4&zFC7?#~QYAsqr$5q-=bE?x;m**048VTk~;bYy>
zgH*RSkz0{yIpG3{5nJR-!6t@tnGHs!UDY*KuQ7Y0lIoPE_(M@?rJksG{jjgMOkT)S
zH73~UV^_&KEup&|xT&KtTt)3mT`7skUDAO*^z{an#+)vyc3>ro95r&I%7%_B64jDK
zW1TE0c}eaP#)|J+W70Lo!ro0t;~uDX{lIVapk|D8o<O%tzQjq6)Y$H6#gdlOadgla
zqt%qT1!GxUMWNg=OBs!YF1Jfw(AUNJv{{e3x+Iiye#{92J<?j#@DTSBy0S}Fk?scW
zp(|LiK&r9OTy9}6_6}9)wmG@wYozNbb81ZXilqLQQzVyZkF~yHDM>LJaaPKwY&52t
z?R4nR6FM3<=L>4M&;yBz6uM)urf5#(_QDU!E7!Ht{Z66`W*-J3)vO$J-Q-r=#9mId
zoijEW-l;2$TN9#gDwFP=ty581UsIKeo*n`r8i}E<QyXQhl5?^mO1k7WDhJwKBpl07
ztzbb1w%dvO8=JNCy5-aHVKni_tiOmfj(kzH+pE3ft9zSV_?TE!D4ihdt|BY4&FvX`
zEU@H$jc_N6_Ec*3$iUOpP02f?PRO?yHtr7V1;+N7LO^`m3$^J`qAlsNOSjDGVD|$i
z%-J;kgW0ynD&_i+8Q5$vPgZ(74~=bwsgl9gs$iSWW>v4oU3pZ_vNX$6v`8`ZLq_}o
zBm97-zb}e3BP(Q1VJoxgDA=}KgQMKC@9Hg8Pos(+m&n(_Y$K#*E8!d=8B^MRL0P&c
zDGsZ|NvO0EW$ap^V=Wu)_J}Uel9nKvzM?Y=Hxg{wJakz>8T7fZ>q&xUa%DG^?6$A9
zDr?1U(-G_M$e1E&BzD|dQCww6*^6W@Fx!PRbUP8bdD&XrM4!x@$&P7PWY25p<Z56>
zQXoko)ij%;>RQQAraI&+f!P|2sRjN1C=%Q#ok<&wZ8@f2X@+8j4N})TP{oZz3AJ&1
zzGN!#m~og$uCSCzi6e3;Raq&G>gBaCWaOmf2WrbDU;f2ZA^VW-Ku#Hkb;g_|b=RD&
zN=iaGW0zTYvTjU!oUKWu+sp$>Zr9^basp17QNwAxm~{g3O_hy@#nqth7rIGzH?C_#
z&2E~TPGTtqS01q;xycR8PLXEKkRO-Ffxos_l3glB=~f<X?O~TI4mWgGoDI{x77c=q
zO%IqQ-DB-Iu!{=Uo!B+<Z6-=VLM@ygx9-^O3Y!du+=vRc{E%(9&GK+7MV>vhsd2a;
zj+}0Z5xBS)PN@MG^TuvU?u%8rL~&6kFzT_f?!?qwq_<&jGl}CO$4#_uJnRhjbjg{=
zOL9lR=QKMq;=s=@?Tw!sGQ!H(*T{uftkw;Y-4+h4I9*M~6UrB>>oC>^gB8;mEaE^a
zti5r`VVK-RD+i5fug**l?cuhVjApJ?j`ySHK^cuAYDCS2Q74i|^g%HAW|SvGu5Nu5
zG~<0$tgp6vR<23Im`ucMn-W{uvfW9vA2H^#TX)Ijw4~CNI5M^+bu{j>GP}#|YijEC
zqe_x%S4(0dYpPul4xOYGJA8xTr8ZY5x3n#LV>_BXiCTF@+gkl)MfT;DZr9qqI6qA2
zP_FsWSl){CxaSE=zp~<&L3ZQFOL5cf^u+9j^u}Jj$a+a>wFxEF+gL$ur4H6LS{co@
zyW*(h?PagD+J)QP%57|g;pnj4)na<JUPZ;tYGsjeH8b+I%kFS)c!z;An)T-Sm7#W4
zwS_V$Z5M;S;JMqlR28=!dDUoaX2Z6#S?`-Q&FeLsA(?BN_i}@+xT>@^!urtY?YyxO
za@9!fE_#mayTf{G)9zN+0aNg`g*_dvcNKC=v8{8{adGCXszSBhbL~NU)#Miob!Jy<
z0-0}1mP>n8SXITmW)3RG^f2EXvIl>(X>%&IYD{MRTC-B6JCZR=WJ)44Tbkc;7HV$6
zY3qE|6gPuL7?fwN*08hnx}8Oq+lIyBr0Fg4xrIMjw`HTYlv~TKkfRraYTPjtW?LAS
zS6yRD=Ym1G)0}S)vr=Q$$&LD<-LY7`-xF!KPv#xF<lCC}+h(%x+d@dKRobLxaUtUD
zwHYdQ+bK(-*)cUkY>zwUM$%fQwiOG<&#V-3Dr>WQzFVErtNKn$o8;T3GYn~M;Y5-r
z4as<7*RM8K<uGkeDsnlScGlCZxlhG{RGyHP_C%W%gu-m%&Ef{>3uUz<cMb=CP~JDF
z8J$~lt!katas|6!Ox#>MOV>QHG}lXo`s6q@q#NV0H(94?eywFE`?Qo}CuVLmJ*eKG
z(P{KHc24Y9*W-?{I*2*Ctaak4JX_Iqt3hqF9GBMDqn)-n9CA_FE-PD|oQay-8j|zF
z@mAZ7HmJwxWD+e)Y-2O$mNpy5dPLholbro|MyVCIyJ42xkms9)LXA|Qco@~YxoTfs
zcd|xq&lXC#<+!qL3?^#MDfph+8BEe`6zPiGT6r8VS}D0pDOTImq+8Gm`nIwgO`9{D
zF4O6F5-cm#Ms+&MMV0)zWK9-LV_M(O2DwRVI>}{gh1@pR(RLJDV{-L=VNHiN8CJNi
zL~B*f(W?>f+LPhlRjbx?GM0CPL948<@+~vBr&Vt5uRPia<3lCaCTDn--YCUJO&{eq
zvrQ`OhLdJ37IM1+y(Z(6T$C1)N^Dd(GcUIUEf|~au{2I(noM?TQ(6<2tum$MX6<O6
zbeyFusM&VUX%+M?nfNH@nOx9d)atYyJLQ7X-S&19dnxCOnp@9#({yPL!hEIF&gJ~Y
zVL8oGD#y3FWfFhC&e_wE=yOXcx80V-u`ms`Hd8PXdzzhEio7YfZKKN;cJ*bI46hp1
zV6kn|79%J%QiZ8gTx2VoT9gw){!pPR{nmP>j@KQbDlVjm%zLce{Gr@Sm+YQx`1Afw
z3zy-hVcDB{p&yPW>Y~B*hLrCu<G$z*4o<1n-3<JIG@sHld9iG!Dqkd>!Sbj5NigVX
zMR8<uDw%REn`F`<*(r>lU9|;@+*UT}K@uc+n~8X7wu?lgWBR?o>`$eM)|Ndgb%#}T
z)8NRwvAX1ZwaHo=HSVjaHY^C6fhRPl)?N+!o}>wCv)T3YJ!8NhQhOCi^|<Z!orAe|
zqs?NZm{K@%$If!d<t0Zcb4|sJM|Ec|r4r3edK71>amUsbK?x;sN7BY3<;V&r>wesd
zlt>7Ywp(xv=^&-tP^2p6EUs<kFr9ZBezOz@%lfd;YA<&(vsRTdRm`caPFPpxS}e!K
zCEY6dm0maG=bfVOr3-D}SX%wCrXRX$Yvq&4+frlYS<7las!?T|F?VL#k(cx#*{<lc
z)!+ARZ7(OG*Rka#w@H?c)*u7aT5HLc$rMzorUE$+H|>@gkThvSzSYzwnX=y=7Ined
zG^ggQ-bkIaoGWN8zMu(?+6qm(w(s}1?6z0;hwb5Vxs94?f9jL*v*2iLGRN2Tmx2&l
zNzs$+*|NEH%8o$N8(nf6Gz$l7ySWQ;YPm4c=$bDcTAh4<tI_nj+vMWhz+(G7XGzxr
zc}cFPakDBl%p%w6XXBPtYiUezB{X;2M3uC7YZg;uBQ8y@)=fRK|B_;@VKMHHQfIU5
zO&Hqi>{Y>zm$P9r+^TB7&{O9<quz47!iG#MFJ;Z&E|>fKnDx9_x9>~6O)(sh@6=VX
zt+fW4URTt4C^}=d-zd91p_q!E><6CS;g-9yZMNK{PHtv6uM?_lLnvE`Ix32D&+xXp
zbRYKoVmI8h`kk_ISn91EZ4FzMg_&jZ;d~{Nc1yOSo;5klhnB}#>*Yuz72h=0nprC@
z_uZ8|tNOm>FKe_gUy`r-{#;t9g|f!vM|~!p3k$8a)9SU!k`tEnT4}g(cR=PM4%N9e
zwidP3^3V`sq2tuk`hYyCaJ2kXC>GK(UnrLgt3_^AH4oWs+36JW+uhh|Y&yMsyTc8$
z1C^P!a@m|88ntP;*qi2O`C@h#$YnVfuk^5%=BAT_!cFO+-tD#L663YCL4RbM(_z*W
z+#tVikZ;~HneJHa3!FFJ_L;Vu+wXRiwkjAoSw67M*>u7;$pfN3+Ziq0sNKyqW=g}1
z3e_2<hC4f3?(E4JrQMbDE7qQRgXU^6ta8<Mu{~NCowUqUOLV)rFehv|x5)0MmHd>i
zR%-ibP@7haeJIn7LU!ja8?(h^!mbMIdLy?ZSLa-koy3K8aNw(xayKi?<tWS4x(j1c
zo)?Dubu(@D7weI#4XRXS;tg}{E>H7v$u8LS-J}{9vI{bVr7KZo(s$N|FtJKbq0^CS
z(zf6)JTfTo*1JQo>{sl*wj0vT;bJw=cbk?m%ULsCb&5mIb83oEF?Q0Tw@Gu(kS-SK
z%4$r${yL6SX8YZ#*(-1zrY5jCdCHQxx=L;>&6>qDEcFZ4luX^zq#jKs$Ap$wh$p;}
z>n`H7wrd+DsW6=g)q>F(l52QlnCs?JddHWA>0UNBjb@H8)cT!KySd46ot8eOJLbyN
zbL%W`RQd}uH<-ForL|8d?dp{8kb&TKS}bWjao1Z{ru)OLouBQd6wfl1L5)nJ?{>vv
ztIV(WIn!blGE|$<TrZw#wjt!{*=(ck`khK)6s{Nh-n3nxi&@Jlj7eJ#2W@>t24RDs
z$QH=+v}MO-442ebU(<12&n>2w+se*rq*-aFF65f~b?8Jna!=D~S3`cvW>c@Vm@Af@
zX9laK>wEgnt+ulbZyHQVSJIo@RN74<tyVZx%W@-HEGB%MPswvGt5i*L)vQyf<a+gE
zz5H}A5%Rfip++W9o8~m+O{!8Wvi(`s%7rCz!!RvZ_cT3g6sa6}#wk~JS!$kj3&p9M
ztJa^I6|;@<Hmm0ou|Ve!HN92ZDzkRIG%=}KV=Hl!_R!m|l&0NddUer|XHI>pZewdw
z5Qi?kY?<UC)z<FT!!S@Inznp?E2ue(E!&%=QE4Sx+7{V#EH*W#*Vd=9JYI=yZ6-GI
z9lvSPn|@>1ECzF*pPQ;RV9Mk<dUvQ!mgFI=YN&j}Xp?>|w2J$dyU|DFu3pPFjLNp@
zRnn1A6TRkip>As?H#huMr?(y~SL8YPwq@kk<E2!$cZ#R8v9!>Xo+0hZo$(^+y2_M1
z%2S-`p|3QfMPn!x=Z--hj4!Rd*VrWLWJ}5mS1mIB4|cX1=7&l^m4YI3*iz)-7_*pC
zrn)ejtE4%j<(^mTiCVTW$dNm>L9RC4wAAH#I1D>;nmp6wa^5Vz><0(U>6-^*x9O?F
zeQT?(`a`W@=1Y4q4h!9xG1-*Wg+{*YXT?o+RW9;7uiRj^ywT7~{H!rjgJEa67`x`c
zvbLiNx$ma)bbs5d53RVlJ{`MMT?_`6pDz|B74I-%`=f)gsmN+?-x_UZv*m78jiN&;
zvW#Yr*2T?iJGk7o$u09s&vToT;x_MXnw`=%8+D4??5Z;$4=l2yb)L!g*7E_~C*{uj
z{rq+@Ih5+kv{zBre6vzo^HHI=o~#N*o}AuG+VU1t+8WL0snBD+S(dJj=C$rtTWhU)
zXJ0F-oo*|yPP@&#y3Q{<t6Y(<lfhcl>boV%pcT_CZykk+^Xx1jW4W@pPi%7@ZH!@|
z(dw=m)5ff{Ap^DIrn(~2KIHN>TF&WZZ&`C|6Mjt_<zbnoB7@$M8}`l3xWZa(K4|o3
zqB)twr&u<gx>z@qlAoWKy<)jenyoiG<vC1ReXCN;)f#Gd)@s;3m5|Sy#b#b@5>j=(
zZ;n(l9B74Up3HLZCsX=K9Bi`J%B{UfZhO^UuGKx(l~=t<V>jp*xj8vbtyY<vURrGp
z_mR^XCTmB@WzELc%{KUwpAF@rKV8a$G`pXUtbEG%OvldlMW$Bvc1y0v@*Y<_EWJrh
zo%cI^!<g`sdA(UG+KpKC=kw}PC~_^YRj%gKUC+t)Q^qwLJGL;0*PF}wu0y5h^GmA8
zO+C4oPCYA|o{mNG&-=^1buhhtwo)#YqDHE&stvm2O~YN$>nsmNw&%^uwS1cGY59J&
zKNby|(MVg*$%t=ckc(D#)h~HryzUZ*YPf6AMQ`j+I&m}_1@6Gvj+kg&8}iX68C$`r
z&XZ6olJ^%#+zm2mkTyJRnl?sGtuZ%uee!f_z20pOo7sGR@Y3Np%I4{Iqt((#Y$w;r
zfYpNhBI{90GLNw)cL9T9-^r7G%au}2<<)knS#0!6{v;F!ht2Vr72op8)`5xFjq!CK
z9!R_WZZyx+o!%lpnDl3dNwM!%%Fp)O;M8YM?KE2#N6BKeD7RaCb+_R*vq~^h5^Ed>
zERz`0Y&|yVbia=_!F(JATq#*{^MG3g9+&#GknRR@o@<PRImt7vIl2C>?x+U2-&m5Y
zq?O3a72%;5l#*<C>Kb%M%X5pZS=MI5VSl%)H+I@?$sD)WjCHA<jrdY*gh@{*bf#hZ
zxW3xv7Hdn+`_re#YK*jb+9=zzG^|;(zR&cf)^4y=g|y^N!Zhbk212x(r}A_~o|o0t
zWk{wD>g}#3)*I`3HqMu(o#+&slJm2cp7*N*A<wl&`SM_vc50fcQOvSDnWcl8p$_(%
zRd1F{dtq1G<h+H!D|BN}i4$_QBWc+s853H&UYI{DN4<PX?m=^Dt~O(GTz?nXt!(>P
z_tktg8BlqSCi7k?J+f6Z&sRseW5QUq@*Fo3TkBmqbx(0lH`7wPn8;z2^VgP=_xS<U
z+vn42d6uKAwP|;(XuHj_)SbqS(rg-?E@S!J`s6epk;^P)&3Z~BigGKG*4xZ4PmgKY
z;gmdgI#sUymUT-ovRY>~S%vAS7z{%4=1rPU8G6&P`|Wz-boRDPCi>dyEK*kM+^S>e
z^Xu&J6uz7%U0s`{alcR`v+nKeMi5J@U=lfLuIYKCPZUY{Ca+Ca?&>n0tG1kvs^y6~
znO(NcsV}glR$<VH3YF4oB1@-s>B*$SKW+c%h#c>k_*;u`>lhVhX8C15JK%ae=^HiI
zOS)!xVTjGiWG3u4hf=E(rKM;W#--I|xyO9RKC~uZ!d;48FC#K_wF%43>aZDX<yjnQ
zcD-3_?xJ|*r=#6wS2}(^ma!?Vs-ckcmIHajJ#BY$c93gh)!dL5d0NH)kE-`tc2!x@
zMxTfXJmL}~gcZUGb3@>T@LurrC&%2~yU)KOrlg^TQ&Ci9=4Z;})=^p&*tR)+bj$wr
z%M5;#5WpRRAMxM*3+?|)Ge%8cyqoE1H$M~qkv+m9Rr62O>1MO5i4xH=v@QAfjKJ?u
zfXmhmOZ#_!2j{APgP#lMPqcLZlc4(J6QR0te^zTL&E!%_J-O_BOJ=*KcXqw>&-b-B
zFmuh$+r#Nm=~a7tOK+^VmRZ*w%nM%3efm|;r0w|L$~K{`yj8#ke-(b8>!;(o%14L}
zm9#|GtkIJ+Zq=nRT(XQ5U}kFtH1w+)>Y<*N@s6QGq+rYfsdJ|}*HB!@?JD%&XgOB<
zy)w$_{*|jG<G*?8hx(^<Szn{W`!D#K?P<Kxng5>t9g=T6s<#JgN+B~&U*m#m%kT?a
zq0??rbrus1+md|C`z?v_Z65q>M~m9D%pc^^KEH20OU>-h%BFpS)_3UkegzG12m=p&
zyx(cinq6&7^|{Tqfl)r+uE9G>r<?mM0@_lp;N5l3ZBZ&Ux?{*N85q`$+iv9AJsNUx
z%D&HIVdlz}imZwj=}B+;6*ySukVJJN%suFM=%4{SpE{@8Tr|iAH#RNDBvw>G;rQ!@
zFk47Kr@F0%Ejnk7qK{1dMB$Kd|Lp^$w2R*N>C`83gcN31*GFe`U4B_3BE2dY-u{ih
zT|Ge3{h$5@LuH1YdT{x603}O;4sKhUyrzgPvB3V3kzq3Al1R`8Hi!IAzv+bD^D4ir
z&r#3(Q#dW(g|Q2Fd?;=F8y`Qet$W?_xgtICC#_PgF&QTAKVvzJ>s-$N8^8WD_MM-<
z@r(B)*k}Kss_yxNR;$h@S#-NfGTBKRs>F5YNPO8nrbKeBEtS6Eno2OH==}IRxed)V
zhj|af`sSx0w}mNuI|A+bPEGJAsZIRb)2C0QVc8rU--;02WUYW^LH!Q3HD@CA9}0RJ
zHwg1E?=j@L-nBE#?LVj;<E<9>$VdZ)@i^Z&|2{S-^^@x^jn?`WreF*Gz4s9AG4L3t
z4K@(MH2rM>Nax)@)><St>1}P3)LQE#4fSxm-@uUa-vU1PyIKhJ%@1n)=C=@<{vE^6
zI^F|j#F$ixAv@e;{2SNX`ZHAdU4Z=`&LN<8t-&c6(>g!nQP{_ve<@5#d67-zT*K7x
z_-n7Q<)i^ZV1BAY#kT~U^D6<f@4%<kp~_pyo-!Lt0^z$iFJf+E_>^p0?gtN%+3R;y
z+`=I<-=x16v+&$5-%3t7xYyO+?<d!UpR61j!FpQ)&Hd;2oz|#cl!TKb{a;&6^%#t{
z#@KByFZ}$A3O$#d13-<xZQ8*N?_ULuIS8ZmP6XyJ@*-@s(Kgk$lbaq?$xRNdiIxIx
zqon?CTR4CDcYa@(YQUm*ej;<vd7gN*4DU=}8b7O18&kBMf8X?dO#k{*aQ|j2<Uq$-
z05K^q+hL}FzY0`N8j8(q{??;1j{EkF$2vj~^0foKXx{grc)2V7`p!!b<uqF&1<)pE
z_d?=6o#{BO%peY+sL#ghQEuhxuOxd*zUXc;BL;Zr>P9>8@r*AKpSm6s%*~jioX0j3
z(SCUgm?Yw|Mtpg#`zSiI&DXh~Uk{QQI)Xu>>snvL&|lM;mgR}-^M)~<|D4zsVS@Pf
zjOQ=0u|d9~*Q=CYz|dgPERK^+##v%@))m2k@?|sYTI9I#^05nBh#$%9BUP3_>9{7O
zTYnfq0Ab6fi}gmt1vLW9s2j+tQ;1K|*g)u5jI;8N5H|wIG4BAXB*gE&L)}&Kfo}(d
z!PsZm;ENC?(-arNq!Eh;zh+}QB!8DS^L^3FzE;}}BhQIM%FnnI-|=?lY>q)yK0_4h
zVvv3wb?nAGbTL1WiQU)=Df1t)us<Ao(NnPxTT!B=+~jMq7wq<9wh;(x*DGfvV!f5P
z-ylekF|8AyIq(pp@`2sX^z|$Ja-d4{s_}wM-@tm>F?{_M05=3QhPZw1Q_T29un5`l
zOx@T5ZbAReh>m1h74EN}r9Jb+w<0E>22Q3s+pgOgv-$pX!+bMdTN&M+TCB&}^=ttw
zkDqk@3kzU>1%B}gmQ4mOWB?cyi6c|T;@ca+ciPzYICb;&wrNEgD?n>n<YxkLu_;mY
z8X@tR5!Z@z0S?4Ks&C62xFq{+B6>=ORPF^m1xPgJ3r~Xs85-<ja|_!`ig2m;f^12K
z{C^2+#yU=q4W7EFx>$xTM*DhS&fj+#X%yDhf0_@u0in|An^xdFZ>bgFGAPamf>&D5
zeA(kBQqrJ2<C(maNJUVw?&r|8o1aweNR8Hk%&g99BE6$7-_jH8<M-1rhIvv<b^F0a
z_|9t|G1S`*1Y>z#JCAY{$bDZp?p4Raapw^ImU5Ly?q^~sH`6eLS5e!88WxYO{WMU4
zwmIa<io7C{FVwhKuPU|<heJfxIJ#n~zn@E`)sMyQPg#6i_zjr5ob#A%RdHNJj)w73
zJW%%~(Q5l;WnLAj63y-{jvpo|cbe=FbN6uZJK7jS>32+Z6uOH@bj_m)ojmO2laLaJ
z3XiS(G&cF~J8q(c3Fl7qYoxUQc*|`#4kEX6k9i!TQ1~_hbI!feg{>koF?zc%ylrz!
z{L}*JJAN0}P}bQ}I?yWodZy)?I-tGkMg45c%r&Wy=T3D|;5acj9d$k{@s=0^LJfRM
zBz6w>h#6@6mobC_kV`AFnn&Xsj7mfnBvj)24^zXv&H4qpGS+dARg*FxMvY{CHQ&%V
zIZorxRY=1+6g=RSG43sok_GdO^Oc%!c}mAF{cCUZg~kp51F`zQ_j<VxuL-WfsgQtu
z{@oV>Md7}DOV@(?@?=$B7Kt8h?%As-9m~GmjB&{M|J*B`K5Na>?~s<fA7^l4PW|TE
z8uQOk@b$N@9BR0_OT)Fw=vRP<X^^fP9F#pegEU+SjSJ1>4xlkuHVKHV%sl`tREI>Z
zGnA_iD5`KgCBDSRVg9;M4zGh>#QooP=FRZ9h$GCTa{K2YTU}ud{8js!kW<6<zKIz%
z@chzE_fQm?Ouavsd&=91Zrk^|>ja%k)M0}2+M>isoS%8XC>qB4-*sv_SLrqN()d^7
zW&FE-2*UG#3m>?FA3k*@RF7KFBHjW5Y0m9+yb3_nuYu@%6HZBxILPxo&f`$)XTk0M
z&pG~b|5~2}s|F-F3>6?Yf9i08(vf7PwNO2mzkT@fv~ItEI;=yyM3ED@m(g%%%Do`u
zP-{$t|2WYwjJt8Nhw6XCNfG>)V0`({qYxA>7{Wox_~P@aK9$rx9>SyYd+pyo#)}gl
z@552m@vNYBd;htA7f}fWP=eEK25Jh8elJAIqEpHs);MnJsgq>efEH$HLM<ke?yhs=
z+Bl@0UN-IQQMAzdy2pvGq%-A7;ksOXWla2PPV{P0fbm?$myB+fd-tm!RD}a5P}^rC
z=#?Fcx)mh>O!{Zk_5=UnjF7KG!{ut_Zihrt^x=xlv%Y@CR|EuLzzJb$HW<?vedZzF
z@9F`+{CgOY_MK+Z+XJms43+=X_wZp<Cw~e|`=B+Ovslp)l_Ok4@vfi-4muJMg*sks
zEqu!v|9fuk{+1d6H!`+?ouY?m%JQL9lP2xt(Okj-!v_i_*FK8jiR<z%|BQ8n2e{Iy
zxB%2`!ZDRS(XUoqq<gSP6h7c;r{Thl4v5ElG{4hNrhjLfXDWopXx-_35{E*#<%|DC
zc)tENzvvSXZW3<UnlDOC4y)<^?DTu5GRC+hw<Q+Bcppm;J``y9tCJViNX^i^&|gNC
z4Cg+smRT?(Fn!d%p*fr*r4>ZeT<KbwC5Qh(Aiw*sVk$=d`z~H=BQ#0#hyDslJ`9Pk
zI6zNx4l1nYLxRWj!E=YrBY*9|Dc&dMYe(h`@3ZsYT0Eewf6YVVjvqXu5*H4CFP<n=
zp;F!WkLv|Dr`{RgcPnBgB<=#N;%lNfdIK7Yms*$Yu5U~{;ZE|1VteO@hf$bIaRHMa
z&wyJ+@xkCi+}MBL(ei^+1U|NOhA%^S$%U_V=Pb(lc@LpF?gC#~ipX2AE!>j-d5I61
z1g^V|^TnZ`5u6A<14HE->Ihdl5B%|jBvwKcjY}8dCrgJ+|MwjKcDh+M7e6HPp()A%
z&+N?#hN0jQPXF<R0x#JKfD-<(`T8xCpZt?-H8ao>n>TN~1X|^^J;Iz+;2FIOu@ykX
ze1~Vb)(Uzbf^r+}UoceB2a4sDPH=@IWse89f8gf>ie?3;fKZtN;yir_9RX<`Xmkud
zAA1^UaDR7<<0?gFxqXosZuuP~&noXD{Qv#_Pw@A1q19^MdaxC22roAG*VZA7HUIa5
zKjNr*v~mSk${qh&72rsL<1E-riM-4E-!=}l|J$$n@YQ6*9{tEG9XEd%4e8VBJOB#3
zCe$PUt}T?vzh;J)L!!Ao<Eg4N1j6zUNOOWiAn$_rycr^&A9}}ShYYo7T0$RuwJlIK
zbIGt1m?|&?s*;V*=^A&Qd)@i4((im}=?R}&dS*#)5Ug1Vk<!m=^9k{H*9hx@^LV9U
zpPa7*4t<o>ev=wa{3wghk85bcDd%a!dFs&rKI<Ew{oghGt9+6Y!EH7-iX%X!kZq$x
z-}HT7`bAP?`Hi8pt<Rj6I2E|HJPN<Vuw;ukj!Hr~6G8V;t5S+m<h+s>Zmpz$FSI69
z1t}0=V1-=u<mW-p`Et+)J_nl6`}O<@>%8hgf54N8{cDG+Xod3c8hn91WQV6M-TgQ)
zfa;K{!?CT&I{xk}xx7E1x5;kbYR{h3N!n#Zm*E433Q{Ndg4D0Sen$WGvw!!);+d*^
z3USve7KcWYu}KF6nryX36L;shgZodvVK}&nw=Cb(IEpEP?&Chz5GS4pZ#B)^AvgTZ
z(rZ4mbT3P}B9t#~D<t)4S?O^e63&6XgH#|OFa@#-!eQfYhu(jj&-YE;UqGXUM}RLZ
z{jlDv?H!puT>z;HcsD3871NMx{(F9;(D>I@jpbP|-zpLX2j)p7QK0AE?)L+PDK6CP
z1@i$|M738uqj-1hfO9KhXoZV_-0zC<KLbe_iY&`P&H4Bqx?=rr-xiMGcVbX=!z2d>
zM$%h4&o%K`xvn?wMibB4a0sE=)Y{B|fWu6>)KXT^3Gq)RM{oRl=A`nNse7sP<bA&b
zAMx)69)vd{>^3l#Ravm*Q$-}jPmUo_w@csO33m^<&%OnMUw`>fLbL|}EupW)f8#(>
z5n&7WA$$XVI@qjGE)F{dTxboMTJZ*_*7b*M1P@bZYq@(?b9{cBBWa-%p0YsQ6o{uz
z@u-wc6@Nyde*e83hADlH#k_xx=H=nX&+rw^&_XUebcrzcE6c4(x|AS7(;^`OX;*Hl
z+?t$`N#F07il)#gFnP=&)EO7%cxJP8e7?%Vo)Q3p9Y=5s2rv`DeRdl#AYESsi0Azb
z4F~pb)7rFs%g8+6W1^WQpDM3*^;hV%PO8qux9iiV%*N%;(04RFNXs^K?0?5hpkpk$
zVyh6LjMZUuQgbZzy~(i#`12s8iwrHffj|`EM_+1`rMiE~252!^7u_#q67R3x7Cw#A
zy)ktn|E|Yc5@2&RfB{=S+iu*K5GAhegbOGVbvIAw5MM_7EyL$&kL2+KQd{X`tU#LX
zBq=gZ^()i^aLup^FrAl)eScj|WyW*4DMsyM>hLoj|M`8~e}11;pS)eU_ijDO_q+3z
z1;`K2+Ts4S86#7#zu#)tiSf71zt2;u0O)vAC*H8M9>%lx?{ng-vDlL6U?62)p{Q(A
zu6#xnqz<(Dt-oP|{^3kNdvVh`bzIGf9MQC+T7AA;a$#$XmJQ#hf9<8NKVwuuW7(Pm
z1nzy_JiK5?mZuc^7(MMRU`QNbWq<9HIDf}-qcj?wSGWCPXPs-DQ71m7#~%c_^9HH*
z|1ZYKazE5Bwag;`fBM4;e{QSG=~oEs;GzFvT1g{)LN3{a*9X#)eKc6L9}Lth?gR>W
z8(@cy_QErT`iF5|QooLznRcm8zsDCwD)gqdhk*ep8qw(Y3V1>HV*_hn{0?eM^X@}_
z&x!qOk{_vU(bsDQ$>BV|aUDqOtBu~VclkUv-Y32de-|xDf$NBt{XicDV9XZZorHd;
zbVJ$-%&ZVQ+V(4aG(_u-zte|vRXh3-oGS{Z^+JJC<_xT@PAe9gEySX1mbIX^1CEF@
ztH+vT6`$^q|F1&?MRQ3_!|SeS*f5>R>6C5YOy?{I>+?syt+sf3)Q|8@N_wmBHn?{Z
z4D`w5%)$(GtaEF9`#t%<n$>8hhwr9HDVE>_F4_Ud`?uZbz2CL4jl>yF(klv@_v7A#
z_1l+?(tCO@Tfcjklwp3WarZkgJf8YuAD4th?b{Li<@a;dPEIy1VD700(gzjw4*C6B
zejn#+WbYbarO3mthoqS{?}bfz_@uBz-+J@Is7r9KVno>Pbj26bf|?q}lfQ#rP2fA+
zFgF3`UB=>@uJCFXA#yLH@rp}(_R1aWeAOJ++D*K>JsX3!Tnd0IbSLmpTLZx;Y>-Y(
z+4`M??K_G(P~*&P=W9vUPO_A)TzhfuOV-i{X)qsqe*Er?{rEk$cMlY*zQ9f2Gw40L
zWc5z)-|pM%3SRs!gB71<Ux3u<J4BO{wm#KuYd=O46m3kYqQ10r2Z9#aCB=3-NDj(1
z^VoOMxTTrT_*>NX;?^aNPx;&Uw_nCYkLmC86ir*Y{B6^ibTpeO`nL_$uhCqjq)-2S
z-e#ENvu`>Rj?^!R6vbO$G=0`msn`b@<S{88u|BBTacOUXL(YP%O{`vJm=o#nt>tfV
zJ8mGsd{rAcxcj330y`thn4Bia0hlU`f1Fu7AEFCbimnsC0WlQ5VJsjhBZsnmGK;<M
z*|0U`A`j_(`T%5uDAK_V*$M%i@Vo8@B&zb$<_@qMQ1E9~x8<j>J&WgZF?@N+A-zd~
z;UHGRj*Np?DG(0s$k+^0RUVZNgL7r1Rb-nGU>~_{L@YbJyD#5={G)+>&r#7GE^`4<
zIe!n$uZ;;J1_e0or9Z3tpv<WDGh|-oFNh(a2B6v^+j2l<@~xM33BaGuCXk1;-0#qU
zO!ifl<lz&ccK40%Z}>dDXli*!wNC3EaKKH%46^OaljR>3Onfhg|M_IXy@78@1Pa?h
zN@QWhJNR(;l}Vh=Gx^bQi@Xt{B^*VZ@tlEv0`B|m9=*|r<b!j>YKE2*mhX{}nh3Mg
zQ5zl)+LTuLqQ@CUQ*~l@g<H`C+T)Oafv^yKWZ|zPoS>}Y3ini;!w*zIXwd}80!PYB
zARgivGThJk+(;fs?X_GHjk0l*aD~_MVAp*TDe3!ygbFR*25xDZEghO~X;0!|-Qfvr
z9_?d3R33i#II7FXzt>ttd!(jJoU&W3!F#-I%}i@8RoK;fr7cy&!aGBf2%L#NC0tV=
zz_>ojS9w9+R2vG>@s*+7_@Xv|jitO4vFBzP$al8Sn>T4$5W5T+u%8%~kt>fZ=KN4x
z%x!yB=D`Rg&fU0$sr16R@p%n3#J_VPBB#rVL?i0vk;8T0c)@LlM#H~3#eMkSdZNNz
zmVc_%JqtHNqH}PCohQ;J>tFI<;*<%=!uR+|7ev(^dC$$FvT3y8>&CrssOtHj$3(rL
z!1ez6q9okiI@}ovK$|__+RqPlJdO$~WI4S@Dg#&8iiT`9TE6?8H~22&dFNwAz^p)_
z-*BhKXB-rc)PlDz%}S&YwMOeB0dN}Vb}Ub~da38?PO7Hz4DKNA9mHB(D}lPVLij%9
z*Wdeki0`cDR-Tp4MYv?GGh~d_El}!^T+VGg!q&Sxa*%Qgv9a>|=Uh(o!9YXkhZI1S
zHq>h~3=BF8^^?Qr?|lmm@`rpbhtoylvGLBXyp{0>QaoC+zinp2v%CC)#4?VI$yo0C
zu_}Od?YByOjs;GX{No_WGQKY$q?$P?Uj{HJ?DOV^`~~~-po2f2kOxln1j7f^pj}cU
zs=~V#xs@NbX^HKgei;q5LoMQv74ARHGty;<8^2i^#qpYqyS)>NHQ9$RPy*F?#gY`F
z;vyk-A$*sZ>ECx11r-?)|91b+c1EL+j!KIZ^pAdc^<bD$Xt(1!tz~Fr>~l5!<&Gn>
z?9$6yNYL%ng_M)#ZOg0jU}y^A<G=pL+fKW=)_6(FP;k3tSy`F$yuhD8xW6m1N;sC)
zmX0<-Ij}#gotwfTG!mh;%y9dw&8gX_RJr%}*`gBK6eO{Oyj}^-q^^OSd*dK$sbqO9
zZ<Sir6+OW=nmFl$qq+5<EJFQvP=z$<`kO*}cW|9xuHBU%HkyB)GXLOl4+`XOAjR7U
z$3kkv42m+C<Mz?AxJ&k5NiAMlSoS?9o;)vphy{qXx|1JD!STCcXuJf32|+XA`=_36
zTvc-v4(X~a_J7B!%zXPQ3?jn!v_n4xRUGGmR2s8cK6NpOg2NGl26drf0NMa#VTUlH
z(v2L9M+V+9>XhAcIs6=QMLDf=_09Xd$G+xp5Szb@t*x4aq_u?0jNu&#^JjSSH!`9{
z4mH*e27hH7o*y`_A+`BngcmT;n!JBLdGmuWD5Jp4S@#uj(70A`Fkb@ze(i~PN8fjj
z0!mG)vhY?UdP-eCY9M6U2feoZQUEz;la8Wpw+&)1s(meKcDqp^z;_=Ob)$vN>|LDD
z`0aLEpMdXQIEq0V@$XYhY~VYG{0X{AcLl257)<bY;TK&!R)P}QuBJs|6dYP`kjwK4
zt`#2KAMg}-baInUVPX~b29g+_deGgY`Je9ux!UD&7y}ubry&8w**1Mf8~P4x!wr)s
z2@Un`!I8tmLR>kd7b3bJDxwn&4huCWV7_;py1&EwAkvwtyuzP%Jgo;h_;78-C8OUz
zxwee<9xmWI$f#=1ag>)B2ZzVqUTg`)>?6iJiTe+BaRZluun>y69-^DB82GE{fTsDg
zDDLh@N+-;xA!&|$K<=52hj-ivHsD?H%39kAxJOn;#2t)Awkfh-iuLALo`vWTFf7aP
zUC8G{HhQ|EbrCKQ8;U=j!EJ=P^{>Zna1H;tF2GNC9zM&^b#Jd*X<06Qa~+m{rr1*h
za&QA=e|*AS*ZC$pr9QUHq4<|hJPr6?4XBB5*Kse`z(C(QWZ&02dOeNj`ndNGT&o>>
z0&;JnsAO>g*4Fck30-MQMEQ=Q#%<5A2Oc<34=bZcwPjok0U!Yjh+1k5Ot)O0y}WPu
ziPEQS+_C+J-Ekn(T%H>~qw;AzKY!cF2grplPYiiJ{ll16IP8D7dq=_3_Tak(zLWg`
zPQ~jYgP_!%D@wSgmZBrg0$fMs4H3Ms8Yp_4fY-R9cH?aOaV<Z)@apb^+w?dMjTvn{
zJXOj=|HHVJV%)lD0a4VrYgWc^>Z`B}0x%%gih(!(%ZlP}Uy6nYQBHy>9J|asFO#SI
zN78T2EV6&N5&D85?<+3cQ}KV@;sW{mG6M>*D|uo5oo55w4Xm|jz}b?1Zk7x9C($p}
ztqTl3o(8}-{>XhX*S7&H^B<+W19p|^Cu9v&p+Wr8PYU2(WHHqJhj{+Gp0ppj)%nTY
zBiBwaQh0eV23!go1750M#0~J${VY+yKpj9TDsKcVvRl=MP`~n7ZKlz_>d&L4yT9LN
z4TIGo_A@s}Ne|U`wA!oFzIlj!JSf!vwV$I!y|P^5Q$(AF{ynNYp?DR=e!7-c7weWk
zpW+iZcOD9XDL3bUt3ChQK7aRwLt@rAo&UWb4xAUt1~880P0{?{If&-sB3*3lyIlWk
z+yA{Ef5-dpJ$4VkV`KL9*B@e-ca}dqkNP-hRUj$U4PD1NQ5JiuqV5tNw8iwwpOf6^
zfG=8r9XFqr{||O7*UU&lUa0?JqY)K7$2fh1CEMeT4&nEexaHvLoe#ES2NYL+N?m;*
zqz8Htw6pewvGza5-v5pb{%F@7u*CtMMZgxH|BEdG=F3y3j?20vDi><NJ{82^j`eHU
z6r>t7l0^CbI_xEGIueHEf0*!(2AoiS62mZ%*$HFKKb#l``m!F(;V|&0!-L<@<Dtti
zH+E5aE%&$Mau3hCF~&(WgMv3QXAR$QfO^>Zp=;PzlP3j;mO}yf=<D?ay9qeH%x|Q1
z_w2Q{?B8uIIe2=YfV2peAe`o5a(W{RI0WH}3LN+UUOxbptSG5fV-?w9ZJgZ?;i$kc
z@TnVcnF4>J|G`w1y9CwekG`;a_2y|Xq>}A@9CXt2@4}`hf&hLFfN1|L3(YtN^8c;e
zzPnqdGAk^v1Xs3qre5$!#Qyvuy5nxd1pU0b)_46ydaO$ZL4ef(%i=Fo=EE1Gg06<f
zio*nWDA|6P!4kFOA~Qbk4P+Z6VgJgfbVCC03ZRlaQRbmsQ?w*{1k5V}$r_0r3aAi8
zSOgZv>j%<k$!Z^i5IS^8r8oOx8*1IeU-6sDR@YUr`aWc*t-ut;I{dMS-Sx=cKwdnv
z$i}}h@?qayX#j06HMfrt$`egIcAo`?199YZ!y=n(6gZOEF<cmii)eTs#YE?;==B+a
zmp`(LAWn7@vdYbM@zVH)j~i;fVRFg0^kv7Rp=@qHr7u5WxabpsanbPZg9w;Mg~)tN
zNbo1)P43r`?<(p1fJ*aCtFpU&s`Ix)BZ!VO-^}ufGcz`RX94t1AZx76eD|=8jG)@j
z$biK6a(WbdZxYQ+J%8<~J$74qvg5Y0&h|i?auTsYS1VIOZ|zoXzV@Sxeuz7sW|?o0
z|G<1M`qbEEz8M0UTqrP&wvUuQRtELL8zf(B0zvzQ0JGG`8-j_RK)Rqt{&EM;to28g
z0uJWVW`PkpJx~btdl^hj2Hy%qC%?*#`^RjB6!Jvs7UY<|1g>kPc&0%P(kJ?5Q|2ca
zKNnj(Ja9b09)g~kH21#QFt0s6f{0Azhb(W@{8~&f8Z+bBrnu)`(FP(XJ@_z;k4R?_
zTKRa{l!qOgEIb}RjTI$Bh?{Kbo&0`VVi)Cae;i<)fyon_-CrcR&B(GqT|(dDoT4Og
zGDm!85d_$fz)F(UshKClg^8+NK>-YYmKPSw!XEGRc_NAT3i#KBvFt9-;0gv$g9M(B
z#T*koJ6T<@D7S!&+la8!wJfN3@#2ehyamatxXz8UEb%Mt@0#Lc+s8V9faTib{!B2n
zaN`UU+odIG_WS;Uq2JU^3&RjI=$A)*e*PxC*N~B8y<6%RV2Wa)xc`xe<j3{^|2=#r
zf3t1LfSttCH8G4$p0REh1`T<wDQ7c^F?npo3z5Vz=sn{wu8CyF17=0Eop1=oDv=vb
zVaA2*)Oc?`PpUQB@r4spjBaDPVjjp(z@UVz%WsR~BDpC&6P7w~p5A3!Ex)eB;$4RF
z^w_fT-cOJF4irOha(nt;8gcRZg1Tmr%$TYByGv0<P<`0GVL3Xo&l2W)y4jc&7p<YS
z@i-01e4lAH0G)RH6jtoFqT@0Ievfr;yvM0vemJyW%c@t(@e?E1LRXoWI}Kar(Y)LO
z7Ui)H-QPB-K+azZ98aEdfammU^}j>9Ixld{^w$WyP4;qe<uSmP=zJtki<y%^#~2(8
zIcpMon(~a)9{}^_Rw>j^oqcbEnwdk38ioJ*vBdbcg>sF*lge63-rvh<!aX~l5{3ej
zRl&rn@cE+Hb}jREzFoZpR{^@F#vL3>Wv*iT?c#&AqS?oxVM-N5QQP4Fx5pt1B}bi`
zsYKqxG%WqJ7hx3m;TvV|Z9^3J^bv_VaK+nN=g)lv->X8Sl*A79$)-DYAn(uzpk!6)
zKC-+Rpq5Y+Sf!#7zQ!=Uxjju9SNHz2F)<qY3gHg!XAOKEbO9W5{JxfbT8+Sdw|!pt
zQ}l~VGkQo{EB?UF=Atq`jZ=_&L%6lqblpQt1zuha_pNst^v+?tH`SYYXz%8RfZr>L
zW-kU1=U;=~(gz5Jc|3Q1bPoi<B)<4f+%}JKfui@0uU`c|R*M-B@%6!P@L4ZycDOUI
zm?CYK5I@*&zHK@XuxvbBs2BxhcHYX@?F}>e_m-EScKR#^lM;E3oQwNtwha*-lCeW%
zRp(}{mRlQX#YNCozk<!?$u2-#II9TLfw)kD(w*JV8Dvlj81gaRuU{WM^ZPR>W5K2j
z%SA0M=?RI?7<&srkqhrdeUSPZmdh774!3Z5CNYHcF3NT{WDC|YFQ513rk`kGUFV7`
zaR80aZbtm$#W!-j^YT&H)514pr#&nC*^l6@^px_@mpbQL`uqN^%iSNQ-=yWi?Y=)F
zD|^-N{N2>2dS`2|wp*|5H%>*!Mh7~4(AVLnX+Nz{bFwGu?B>EV^=_HohY7k-fRf)2
z&OkahHL|ry1x@xP_>s$~8P*g|>ve@Xw>tO^G*b;+xkzpz8~n{0!vS5+6p!D#wLGtI
z-7ppKx=Uixx&XC!3JTN6_ma0xkK7LsoV<1KGw@6p(8j!9)As~vn(_wmKqq~+x4ENV
zDO5n1NPvOelZFKRIXv0FdWrKxEQ*a>lMc$)4Oxj-a$QJ^y%_zx4@L%Vs8QZp?JKwL
zA3Dg`m%K~ng(E2Vaz%?i-XgpJ=PE5o(o(g8nxTk>6m?eb?qnV61Ndqr`A1QZ%V7eL
zk*hT`y}15i7tT(cR+x7z5s8Hh__zSuJtr&;U-?fpC#K3Nbbq*wS_3gv{ef=_W4g6;
zw%G|mH7#VS;UPBxY(Y2>x}T1Y8ryqTYCfvjQzu&Lgi2a=0-R&ra5MsL_i{(jl^OF}
zuXh+Tz`IsZZysvEyN)$>05+-G-}VLYno~P+Hlr1Y<im~{80K9e5QB9Y#xl?pLVkh5
zq<D|MW46FWf&*8*<bdFPqHMvXGK27=*cM%rXf54+w-zqj!zkW>ZEMvAE=im?byRlC
za|6<_N}ib?APo*ifl8^zE&Ltn&zTZ_x%AV578EndSOB&J-pco|v|m$A=fbGkjdF#B
z3nS5Yp26N=a72c03O3q_HmNf@NENlYpH|BCuSlS<3VZNR=UH_3{GlcH1XX^MlPf(t
z-=B{M``nw)rhAIs{5A%+g89DHJpMTl$EU;$mr&M`)5Yb<W<3RJ@f|3&;$p;SjY*`k
zII4MLp2EMsv2GK*4JucQ*^Jl&1OaUu$xGE)!FXqR$kml{yYj2nYUKr>9he7*%CmV0
zuBh<XSB&qKX{D+Wy?}7~eX1J3o}EqrCb;UOxfn|`HS}?w;hdw_^VQRGIeJ?}8Qw;j
z;EwEdum5i2Ozte|sx|_9wI5RR1NfOtG<a}h!K5?Xt{;>ZhUOlp2-x##>exa70feim
zh$`R}u`B@94{6hQjnCY*k}mt`a0z!|UQCfh{S~`Q7lH1Kc=p9c85c#2n`^K+_;Ovl
zn>{i%Me||=o?AgZm8hL)5c8qHC~4XXyCCFYrY$04EPnM#1C%Wa%m%^#3Hv^NnGggE
zQbM+R(nqfyfr$=c>{MoZJ5RwArEYK0(Ypbo-fR>4un2Hj9U~q5A4jKQN(}@5kWd_f
zR}%kwcl;pGC&#%G3U8YYFC51?sr+=jl$|b6Mdw+uXa&RcsHzqPr7GZGmjVU(zR7UC
zBX-bApX_Bkt)pB9tK;{<OIOv1&2CHAO0b{O<c|dG5fnatuanwHg8v13TTt94Uf(!i
z8CKzv<L~fPNvE?y_m;uR2p~@NtYMtj-tFV>Z@Y!Q{k<s7Ztw87Vi(LfgFk>mDv0An
zV6rBKzM23hIPBnW#~3=x`}_Oh`Pc-wwYI@f;f!!R=?n+dGFePMo#D(x=`?)u_xJ8V
z3R96FjsT5ExIDOVLmW4<mtnVhctCA9sN=vJ=xGqAL+VJ<j)wU`SNQD0(tSfIr_aQ$
zB4Wq;C^O)@s^JceorOS_KEvCq%#RQJYAMt5c@2uQ55E|FhRRzyQU-6D`{(69Y#X2?
z*6zL&LAyYff&BhX)%rE{paYV*Sp`#~4E%sxin~Ou&Lc@xB?WZussggbf^5I2c4~s7
zD__;0$P1D{ZL20J17E14`I;t<3LC*%yTod_H7ld40=GChtrCtsQX&v|6kEfi1`wID
z9L)@V#|RMR5or?l{sdk1G-5#3oF3Cpt@gpIV04|9ZgZ{hh|zK0XG^t_8h{ak8ZX=9
zP#BA$)O1Set~Gz!n!X(XKic(DtH`WLN{Y0!3qT=BgHC={=g7G^@PON3-W*A8=L-(a
zgYWAlcH1(lFBkwlbcADc5@y$Z)T-)J%R3K>fFmBkrTkr2?r&$Mr8cnMU(*ka)7~J3
z_P%&3WHYctZ6sHpQ$Y7EZ0q<y1W-Y$Zo&SJ1Af%e`>D0gu0h+d+6@d*WU4oiy3ie0
zt#97YK2iyvR4s#k<wI|MH*L@^+UWhdX9Dx5I!OvMolfucFxP9jW<rDP=N~Q)h4#Xk
z{^9cB@P_<<&%Pw}1J-A%JhSgY%pS93n(tEk%oF+T3+1us-PrgH)i%kiBAviNFrFr=
zGCz&P2<S;f*QS1!naK`&0KOWfS<ZOq?w)%VZXlbR555xbZF-t?xr0V;_JiY0osW%0
z<qPSiw5ogX!G-Z?Qst}#uZ@spW}*xt8k?!BrxX6GF1xzFXkRdkdDuAT#cfw4;Q0f;
zr;_D#RWcN_v;-7D&A|me4lwe53NQu(JGdV_9<kJH-@3T`3=o6fLpK-7kx`hhnRWpk
zV)%5Kbnm>bbW!zT#-_#m?vKMil69a#Ex4*8j(8XgvWIt^YGU)AoR_Z#NPpmSj${~^
zZ1IrBnd)sd86XAK#ICL{_YA%oj;BPWYRh0BG>E>v)AB$zbH_{k^-957c`Zg6=`QEf
zB1TDnTH^M@e)|1M#FL`x3%SOxaA;^b0B=Chlth+3DW~VH-$?KFpytC`O3?{?y@9jb
zVd;wNK0H7aK0R>E^n2Ip&KH_}l{`A#WxboT<pLKtyseHMBm|AI9i$v|`&ox95fe)D
z_7(duk)C_Xw;*!ni{bk6avC(v<n082QCKNG+P<@|Pu3muMq64<O$SH)-TaaeA#nag
zZ>(G&x_UxEyzW3%AlP^9YDvdtA1-L()_thoh58PrYVN5~$-WUy>(jH%rU^p)u_-FX
z34Y*p&VmROKqXS}KHn3bWOhYwAgsdBom^YS{G=-yL5NIc!D<g14rVq5!L{RCu!{tp
zH-x0m*+H2c)YvBi;z2Y5zq1M7Uh}tBz+Zb$TK`7ZXwsuFjiC}{x>F7^G=+1FW(9X}
zu=xEo{Oh@lD07^<{w(!$;J*_1mg3o$FWe*miruY6W8+1-47hvzc>UHe^Pt*~isHOG
zWRGQipHl$I+06CTr4JL9H7Vrv1)~V7=_Q76f<D!CAAC|%6?<>!T})0l{PO7=0R8=E
z=ftcn-_bo)+r)phvPk6BCABQgx|7Z#GktAwFYiAsvPZLJ&48rJ@5^r(Y<bkQ%3!fi
zQm?DUvOQSqOWMxqmTE=7O0YzP(sV5W;TcQy^9iZe*nGjmu6D=rYUz9((Z%t|oVKa7
z^+X+F^-Z6_jPSXEq6KQRq@0W-Rx~4<=}_8E4&<QEA`Nd?pWdQp!Em4tv<>}kYdVOV
z9`f!sbOaXC(JEc$&af|+fe<Qk>>jjak;f#8{;dyFDlX&mIO?}{c297)$|qG=zlhB!
zIuyQi57bpaNZQv28>z792)3FHC71g%h@8@#-t0P3IqoLU&P_Q&73tu4G84jZauh3V
zOf^uTx~ww#J$}(d+@O4E&jaX9h5XOdVjOX*xS;NHMl*^ee&+@dd|mWV3^rCd_H*}d
z8)AO49S|CTh(EbVa?%#0D^LW$iW~#3YQwYgR6BPtweL45nrg~w)EkDnC;JAf>!+V)
z9{JVjUSj)*xus?jn2ZK-2O-p)Yy00VW)-HZkM#M3dIVJf2jl9&D-jKM)4mj-SL)sL
zUY}y_eB1CPwXiaZ2_ecH@$?hA$LDrO!WrsaPz904HxZQdH|`?hOx8svY*>^e_8|yq
zb7cP<WEp)y)kVC7V^z(V^qk!Q0R{}EI+2vl3s~>wh9Gfuyq4IDt~tlrH<mN>?*<Y-
zJlhfghg}%2krKRe{j};*MZ92w3??cF$DptZ)#_0<8uop^wNJ1?S<pC$2yloi2|6j$
zOxOuaj~%|nki67G1W8s*^zrB$tkmtex7}?mmTg|ZMBSZ{@M41z;*1#FxDfEHkG~eI
z=`mrn<vsGLVUsT;PN9B_O7NVER}~C(n!IFvRqr-k$NaU-CnR4P#v>Byh2UXMt!55O
zh^WLbeh)DuuC50@F7$p*#49eD$L3RkH;a5Is);!7<i3LH9)|6bbw1#0<dWl`veD$7
z+yHKCc||gqW%RL(d~?VcX-K5vA#r*?-umg8l{0Hpxx2314LsE60wLTYr0{MHZ1sGy
z>lDV@%MQjBsE}B@ig_L&vKsREz;f)2?!WPlS+RW3#CN=M6Y3WX*UvNx6tc361}W}~
zx^K3MO4lGjna8UM!+VGD%j4yMBPK$2q4^=wojURre7%t^Wx#UMuYk7MGdzE7ckqSY
z<Jm0oJ^<!d$NEVK;|iuUAi8%UzeMm70a-yeZyKP+cyvFXbFgV>8Ph!-zkZ*<q)5*Q
zp169n+d7E5-_V2^<5Qp6=l*_;M;yt77K2+T?%ho+BIp@&VUY=Zig7<6O)zVtq5sBd
z(%(qhydyq;?4bM<VhkjnuVMEW9yq4l>3*p&ZGl{uw}H5Tzi*TpA|L=C(81nbU5VEv
zc&5b3xL(e!h{QKI__1}IDpgg0M&sd9j{)sW?1`xuQL%)C`rHQze-DGi8iaj);t+J7
zj~m?8DhK2LbYNd>H$4kj4FT!zw^}T786bk!t$yb8DuS~wSev{h??-sQt)K73pvg=P
zYa#%BCa6Jb@qWMDZjDL?5>f*y#6kB<pzsOC_gaYn#IBmzlgE&IZ_N}}CMa2gnORI>
z2y6RhPk=xfp|KDVmc%|v_2Vk>^a{IKUa6Fr3iCr##urKHiIqV2`Q-k5MXh5-Gmr&>
zmUYHFu%U5G0LXtko)E%g{zB<ICQ2MEjDLH99{v>vpM5rC`nlfHO(!-mgE)z3hdg(C
zV&^%<H3g%j%51LrgKC=~pEsCuUSkM$b$NlYDGBPm6vMz*^0uq|S_1tx0XO8|bWM^E
zE{Jl^g5waje03ceV?D=MsQl7k|CN&X?N9z_BIyf=W!k09cf=}!oZJmE&AW?d2E=73
z6G|8_yx`~_ICj1F0Zlc5>*EeCICfLjIBkKlg~bjOBf|2_EMWf$5@uE>>1bQ%=x-H;
zp<kq~Ez}b*qk;hKdi#Ar)&Xqh_gz&NU}Nnb>9SS)`*b)>2H6cS=?Y9N#d1$~gibD&
zF2GXwR<7_bck!OFh(%<wcwNcti=DuPrfA_6bUjdX-&}mrwI0y$8x{vGMM_K1=jt9b
z<0WN}J#TZsQ!sCDAGQfD;34{?@fLBW1}B7)!km(2I<l)7LWc@};dw}7?mHbAUx#@2
z_px-pIWjYZcTf(L++Y#}D|#OoTX+xUo*Wh*n2$<t1lI7)H?0?snb@#T^NZc{l~*L@
z4<P{m;nysfW`9Z7MtWUt$ivCY7OW>Q4WExUFX?SsN)Ki55klY?LBEV*yjm=0_k1L`
zl6W1DAb@3|IIJC<<WwW~v$YcD+jl4ej$*gY=4-Eef1Z1KWWaRLOr|ad^C15h<$~ru
zu~a}{Zl>alop!0{F9*&dilAqI)+IPIfT!LT58lKwuc6vuoh^qANFsP5kqmNsHlyzt
zOSJ5k67;st^*I1u|E{7y3_iaR-3q#V!~7LpZHT4dd<VnG(tq*XBm>a!yDKbeRDqjO
z{)Gb8yuv)4LRB1zJ^WYlXt~Ax$r=xz2GBaHgWWBt5N!MB1?UKLR!ji*uj}hL39gd;
z^T%Th%YGlq;s8npD{g=kqIP^0{GeTbdW@+A8mjB}&{x0O2G1P|{QY2MZ#S4_gm-j_
zbbKHa7dq1|eSU6q(m&ha7Ux-xOFBxzx&(y}k}b6<zSyycB}txGgqi3X=8x4{SoFpw
z7nr>KmY076$$J3*R<IB;#odvcBWH^E^^uh3*1Jd`D$bYAr0ml*XL8ZyE$Ho1WPA!G
zg>8*_TvQ3s2WwmYSbPysf#jp-U2Q`n1D%%DZT;09u{4A>(3_HD#fW&G08g?=n*N+1
z&$H*^9EC!KOy`uic=rqkrM6dE#kVhMwsCEBT)lmIy2O`T$B|bF#h<N%7;Oa}om8-r
zv9KhZ8L~!5KYsW^48}(htvEuhWARFbXl^UL=tmzCn5N9x2wswb6vF}oBha$3a$db+
zGm0#Ut^MX8u(U@8H2B*W?Ducm7nV-}sp85!&1VnnsY-%{5%R}|rpuFL=E6+v3k!f&
zmjm7S(>>oy7SmsPw_q^E_MCvJ5QggBcL8GQZZif(NE2Hov}eUNm~*c{*w#ys#7;XJ
z7{|-&7$CVnU<C*fN@S`t&fdX7g>n7TDKN`IvPfVtrw}z}SX;%T(GG*fBjg82v(5E9
zMDH2qF-So^wC93&0qIvL4}!q^zD=+c!c7-S@GCFokS(8E|A3N99>l!DE?<{UsXzSx
zV4!s2x7}OZ5H~)*U++?&@aD4z@b|Yp?U3Kf3psGe<y3?4@Ae{ioOf3Mt%`^pn@*z>
zNIZ9A-2&V*f64$W9+*EWfT_QJK9}<1X)05>atp<nggF+sfqMN?=t|>EC-INxt`z8`
z?O+bbT;PMgfsG8T=flR;_I4tDQa`=F&*ivPUORjAn%|_)x@&}Spf4^4h5^WfnQ3kJ
zl0otSuZ<*)5tut7UBVW<zf-2LAlK(cy?(Iz$yU6;6B#WV4hTr^Umzo3(d(7ZmA;of
zGRp4{ECvWsHhN*Xy#g!3+6j6z{NHC7s~eb<l2+<`m&{EF3hURW0DQ8L0s_|pW`JN1
zXU3(AKu}qxr$5fHqRqYBaFgGTT87Fp>IiIM*zb=~(P4iFRNep82ELpW{^K3FumYR-
zeZdq0)~L$$Vr$M@U*FzMv8R#*Hcuf6_}Ay84CXE7grm01OZwgQoS4$U+};ziV*o<U
zng?t2#JWtCRdJ<{{3oOy;^#?UQq@AoJvn^w(IjAzfp34iS~G@h>B6>`3vMa-7-ckC
z*+|x@&)5X=+3MZN9PK>XhEUnwnQ!83tL$K($2|z$5UgSDxT>2i&w)~qPfT$CBT=xm
z^e^F-9QQ09a4=w{q6FzF6D{}ndwVhPpSJ9;m{?(8dtu^)<+W2}Avjh@GdTYjB_t8~
zn~GT)TsX@8T0^^y`dxlfRE)&inoD@QB6`FzKnry~RD45xH?I%|@@2iucad3*eFs<`
zwjXH?7TSU(uyTsY5)TaS0d^FLxSBXJ2IIH>2{wXd%wR37%=6SSwg(UCn}w8sK?*j3
z^st-_-JwXVG1xxi5Tk`m2YLS+g&0tcx0yW2XXfQUins<DMtf4vU@aCPo#lCoUED}N
zKQg=bYJ{;dtW&1G;~BZ&9|P9iOjwY%*Cujo!Adgf9w^KFDmySh4Pm{V-<J?1>`NxN
zyY7Ivqp2M9?)JBKkex~dV0B=47}@oPOY+)^(=8jH&!&fmqcg!?I&qNQCZXqie?DCj
z<$AB4ut*OM5od)_b0P-$33yIi#p;>NU^zVzWwXNePCWXb6HLj4MF4XwVmw^kc>*RA
zgXOe!;@0>1R9NIe?MN?B`2R=Mo9(!Yb-}t%ghbz5+O)=|a|iea(PO|EW5B>U55FVV
zU)s`EDV3E~Ub$?V$sA)ueDU2+d9YtyWIZ?;>|s~6R@me^C)8xS%XFpVJr8#y8GRM`
z9_pm*bmv)GGusKs5fp*<Ieq_@FGR+f@?|pD?}p-9Mb`0beVXHy%63DJ){j}VRc2Ua
z;Xam({{<w|QxDnomwZS17tA<t&80@gI)5oM4u?%|C3<>Z2Y06GivG<>_rf?)VGvL(
z;hcK@brSk@dP(l`<M^gKueo$1CAwoi*}U&4Ev3VtJ8~>x%%i1&EOkP9-TdMY6ye^N
z+~kQQwu_p)r4!-vH+Qa}^*B-e48}H;)jv8dBF^S6Qabx|D6!+IVl!iy3)Zcut@i?Y
z`8eV?Xc&tSPDEPN^jV`tG0v1OOAfDqhpg6T6~uHxudzr!A}$AMl1t&+5L*l&&~-~R
zs~)@eZxqr&Xzq4viN@}W#1nHE8ngZK{91p0ZJ4;<4-=p@7t^?+4v`OT`|Ed%kTYPj
zVibpb@hR@Vgp9n;o0Jpo4Fe~6Ygg<>_fR4&fmUTIk?qcHkCuMza<je^Se<+pO;CEg
zU4vo%?q83Iig>=Ceco7EaD#@|JwK6)BanF+W_G7)QDu{C#5);>2P*?KfiAiuibdjs
zN62+}#Ruv*2=CVAm!gINqGe+U?#~cQNriclUZ~+g`K+wnJs0zv_CQrWV}cWy`z`U%
zLsy2q)YGnB#5F*)!XpJ?;DiJYOAt~!CL|g$CNxvuRvVA&yxwBJ>(1SPyK|>+W?ksa
z)SW?HE2J^F_F${fd2!`@8Pp_C3a|B4`vdew2ufPWy#`>X2B}W1@$f>aFeggi?u0#l
z?l!BJ+s!KJ`fzf}N3lB=J0-=`l<-hKf}*~B({4gcmnq;-uEk%r-rbH0G6VYSG|?w#
zAUe0~ObI7klIfK=JHl641GJj+!krM5gx1JWM7)+Q41KCXH4qTfx=~QwMM4`%>IMuI
z*G`>@&ZRFdPs~AdDFo$;cNHvJN(3k3<BkLyY5^abmfGh<NSQ9CWdzXn#)k+c$C1=b
z+Xjp#+7N1jJuOjv)xIN&iPsmpmASJk?oYx60W2d%WV#xfNbYhD+s)Spk6e~AzvG=l
zE`|0)+z{0APj53uIO&8vsN-}$r(&}f$vzZVLX3CG9ai)`OJC{CRwXV=WHW!AqNG~V
z6Jl&7{((S>Iagphi(10|)V<(K-CL@sjB&EUwW?pu^>^cjUE|M~v0t7p#`nihg$TZw
zjpUu7KU|sY#6V1S%SdJtll}bNeh+0RwDj%Bpy#lF;ur6McO}5G8ZoaC==#(m2}WB|
zitmE>;%1-P+wkocS*hmg_860ETz2}J-1xkrLgaqgW{>30@cKJ@3=r~#aN3aY)xL-t
zv4>DEb42i-M9n@B1;o8Gu#S`7MiIqZjgq0VIQ~XMoU540hk*+91QQmCa2VSVv;civ
zcNVRK^R4gxnF*ivC{XLsS3Bm?COsO8=YTvGRdoKoHk<d`z*Tx35Bpa|iSLB_4jE`u
zYg#n8#-unKyU!1)QC}R>@yMp3<8(HQtO_j&zb(pV@&NyX6TDY9e+(NLA$N4Nc5g^9
z?tBkzRoA?}9P_P@+gl2s4i#LGR{Eq~OCgjIEN7Qrw7hGmhOlL3Z(|k__cvL1GS$<=
zhbqp-B8(Ff8QRs=nMLxsFB+sgQ{H*?s2N!KrYDO2Ld2%L?@{C$V4-GbcFr8Xj;1SQ
zZsGmxWH#A$<}n_BaeXJV_$8dImbNbb-ZW`x+>RSJglD2Xf3eMJN@5kF-kFC)yIYB6
z7{Ya*2$<1N1eAzRhw(}KwV@x2ZWc4#5z^4zI7YCjAWdF-;+yE^BUfi^$oo%Zyffn(
zh9{Y{z6vS|-9_#fREjsTTr*AN|6(<c0`#1phZd#AH7e+Ci5~u!me|DZp3J0>kR2f*
zjbk}54-0au!+0yBo+@Gpiq~JR=u`5@CtFAb9RYC*1yjPAsbgPuhjbgxfoc~W!{92i
z(DB|s3dJD2Av(^c>rC_5ix7l#>xHCZl751AKV5$rvZfB=?U6&6vV4JZ$wkU30<y3%
z&2BHJ{IKs_ci^AA1RecFie-*736P78+I-azdu0O`p5c+BAwzz#^CRDPNYBs+`3@#V
zh;+gH#QPr}!CiMEOfc$*Z0W<)9G?cP2uT`UaZ-YA(0w}qY*qG<hp0smE~p`jLUy$F
z#-~P%ZX((;Xk0dw-#wbq)5kQ?38-NC#UARA6i#7hk_0N)`ZWw(=1!bJ5@A)(kLN93
zOb~u0NkPIPAa?KJE*#Ec#9WaFgp@;fdMrhES@6cS8GIz<K{7&r4Wx2$DGK_8?=Z-(
z21pLQ8&a3UU$fj~9FNiXK4kuU#C-0lz7R92&krO?<|cCW+J!L+kjBV#(f8~<ekR{Y
zW!g&;ovc?+Q=Z^XahRsR*A+Ws>X+%2CcIVSC&Xf1^P|hm`7EB!1Y*(MNQ^uFH;FHk
zjJ7BWZ#%}q(^D*#@nQ`FdyVpz)q!k7cVEoYH-a+N;{GUE%%+Th#r2$8^I{CU{W7^(
zChFH=hyN(89GlO;V{p>)j2Ofue<A%)2)z~>WUQWlQtK;uj)Va6h)zv>!<9EX3VjNq
zgO*9l%H{QljnsN;rNYqehH!*-IvvUG$#?F?eL9XheO%-|;3`kED#G|yya1qqdLMVC
zjj)c&m*k88s>PNcxs-ib*r7YT2#0`hG&2MnvM7Nz>AbUR?6UXK={H9N)}dK)E+RHj
z1<Zx7J_-e$2P~-;n{5gd1^FiDgcRW&NTpZ9wmnI^{&g1FMIFAF7qS?1)0m|^7`V$X
zdn#?i`}>g{2E;R8M2zvecGeR2am}pvm|sPyGZiZm580Sup1YcxeTM8^PRuw*6F<;?
zTf8N~x<aoE>&j_O111~t20d1X>)q3G+nCl=qod?&%zN#IxN?@rops`+uY(XKB28Qw
zp!_L1rACVzMadu9I}{6xb2kU#Lsmcfy!JfbHePcAz;5)PXxc22<YvHDe~<pdNZx6O
zHZoT{f9a=fX(GTuIjx>V!NR@WAGW{#@JC=>es~weS}GKc`hQ9PP!;j<%y!pvP9M+J
z{2UMI7aPB=Bu<T$k{0Eb^t`olrtU`TeiUmF{4%NHn*2O0qI$9-kWR8}=l9M|UQnxK
zm+q`84I4N+t;x(1-5&B7R?5EodObPr+oL!>HXX@lAc!kFOrlsv6P})ZdH?%<N9;@b
zhQc*FyspT+fw*X3JAE&+7A9^o`?G`U6X{ECJ-j*=ORW?v#nkDIUQOfmAiM$s!2Nny
zcZUu1Cv?o|KD_Rm#1qb#M9TN6D6_r3x)|r_)bt6d%0tpFL?GqO+P|SRJ48Qw_1fzj
zQQqZGKMtq`JT$m<Ue(pq%R#wQ_)x!q8u*R&;T~m`_v#Tc4C4{0S=g<0GOGdiUXrg^
z2T)OEDtVNJdPjL*_9y;4C#__w+|nJ%1~2X8SkE)U4-stE*_PM;rbU&vW7!0gUESh$
znOZm>qWtwV0f~Y)DJ+#Lle<j_6&&iWc78~1b^HtaJHQwhoDS(hy(T0xPL`~VC)VoO
zuQ#OQZ>p}W@ii<}f#}MTO|pKdO5IGU-h74&VwpWwsX_C&l+4-besJ4=P{?4If|ms)
z3(UReI2R7nuKlfBiLYmZS`i~~44V0erIk-RX&sFrt6`~<rXE%X%OAtMj85JIM%HSq
z$&|M0!Csi2$^httdiV*yQFR^K`)-L^tFp4*1nu2wyOPi()eP~lh5Os9uT=^U#^r!h
zwF7;jeO(Jn@monf=WJt#K^kgELu_n51OUQPF4_l!*|XkVNW<u$Y)W_hGxP3_Mx1J7
zj7`50$L##?n2~dN#Ou^;hilA#rx%&Q4Q|-VcocSfkE?BV)yFn;dUi$}++1ZAumu!O
zo(HSJ;XT=?Tx6U#Z#sLbQNDW@q8Dp_Z|q0FmWO~uKkMaopS?g<<da*bZ^e7gc<jJ&
zib6{@+Jh-aw*%nb7ozD?RyFze`Pe-HpM0>j-(IWir90&rf5-3jJQyloBX2MuE#J@e
zI1ZwxZPi<ezt<i>U>U)U>FEnZciHfsaG8En^CZ@g!o7A!4&}?D&bX4s^x{lIdN59&
zdK!*@@Bec~<nZO3gjfHLzq8WumD$?Ue&E0{w|#5kkQ16rtp`KKdpNGhapTidb>RFq
zt2p4koZb*9bgT3xQH~vjB3ZTgnC>4!vVoGIC&>qxi66u@h1(!wd1beJtQ%|UgQY^I
zw@?dt{upzH>yWFJ0mA{HRWBgy1*|*xX6zNo+H;FR{3BbyhF{qWFj^)MeUH=kxa9jA
z+d<iX6PXV$=v*BpDaqZ!3HAEO8_&;;TCPHVdSJU{B6a;spDen+!)iiiGaWey%C_%D
zm`{-5B6ZYrw@m1^5K4BWe%M`f$fS(~(3=q-q{Py7Uew=gURt}6g4cW;H)?5&s8ymH
zHhSn6oT*6~oA-4O?IwYq5R!uvgwVltDcI-8t!v6>5ixc7PBJyaf#c^@V<k;TM#NTA
zE{Cj911>t;!H>o5U%6r*J7zC_&vwp^6-_(O$;i`=w$E`s%F^lc-qA(yr2dY<yHhav
z;VH1a7SH(H8H82E$}^EPwavWmWvu1oM5fAWJ(wPDX09)8-BoO0UWh&fV&Km}2#wD7
zg+fp%rq8u4STV?1iC`*>f&u%aBlR3vbS}aC!(1?ZLX=*g=&=0HB?IR4LzZM#ctN_0
z12rFWqQP`zm?3Zc1wq{HKI^r(L)4SSF3{%jO#-xL*E#*i-oN;VvPpf*Psp#S_cxlx
z4L5d3oXjuL1PG7++TIcQIYCS6a6gCMM!?6uY4QQy>c&~nnVmj#Ao1(tL>`1Dz+m>c
z+%n4eip3=L9iIqP;R+A2D<6|8tb9R<&_al(zMvtlZD`2$k>8mJ#ED7`&UqC8biH?z
zPa?H|XcYltTGw_1x8J27d(ih15bzAdK;T0c1ES^I-&Hz=2w}1Ug@=*Ygv{%uf5p1b
z@2HL2Q%1I~@yrG8X1poNlkCH?vg}oUTt22tUsqrl?BtS~G?Jdd=6nd?xKZLCCv1XR
zB*66EBF9Ts|4pP3BuNJ8={k`mpHQth-wS_3zWZCc|Clv-5bWT`DP+dks|g&5IqY2z
z@8@XM-jt115d-NPOEd$`Pr$yS#MXKER%@-F0D__ta`~KFJA0xv0R`tE*#<w9O;~q-
zW<F4VXD9bH1Z@N53^SbYS_HHuNq@*Q<~gSj0}V$BzdFjc+xF-L1k3(0nCEyYdBKWC
zr>8JuvtL7TfgDxf>)6InZ9-zK6xx)1|E$!eB$qg$PNDo^$+r-!=w*w<>qL9m`=aHf
z1I1!Ke2@)D^38SW+t1UqrccikH>2}IJ7>_cfUJiLs=U~c>Md6YE1&(PDf6+rzdvjT
zv*I!*M8m8RkEBuT928%}&oMD|Grxbud%Ds2G1y1GAKhsdZ!<0ne>nnoa)<8ZTPTRX
zy6)2pBj%Daqy%RE(D}U1(F|Qz_cgLR92y+*>0&_u$q3=QNijWOWxpp*kC6+EZz2-W
zVfb)f12;j@oG16WL&l;mAy`rJr>)in-)YPCSdo^AbiLg!vMU=Z@$@(8dvPY-z7Fy5
zS4n-?j>!vLyCcgzxNC#Dl~&H<uc5&vs`B?tjaVb+`d0q3=Uw^bwgNuhLoc4QDN2TU
zRK|hgj)nUX9}mn!E45Tfki746^@4u|i?Sj;fDBs(Df@-YDZz*#Yn#)`zi!4lhf)t-
zS8x)jj=iS+{S}x-#)?p+p<&m<xhb4buLjEY76^gl{V2VS6?4ycAG@mY=o$tbd+zfm
z*mgiLhtvftsm|70DfvX4Fw~c3zN-tL8#o5^Mf#z4+h#+es?pWCQrrf80A!F^E}_^K
zYG)WezR%pG$)U9^5PRo>kOPFQ!!Ae7MrXBmEmc@at`BL&)#He((+uG8xpsPH3yIwi
zpYx}4W1(0nep;X{R4AT+5AGM-O+5TKE|#Dj{ASe$!}*)*PSv~{W6MKm03V>tqNXv(
zA{uSvc6!fDgkUCWoQKzvj1!GQzzo3HD?A!54I=qrq9N#DM!7Gqh2_?|5IOG7d^qYh
z`%~tG*1LxV_`4X!L|pSzfX<Io_{5KxjrUT1xeUA$fq{AIV}G4-%idJo647iTf_Tbs
z9O;^fg0E1F2ObMW66)O3_~rZ)ol9f&VINDV3p<zr`_-BUlF_diwh9MOqcH}4FYnHZ
zem|u8H5=hH4?!VcQlX!Meb9d+9{0d0>0%xMrBA=|ACS=Q?az6hPg9>#1urlP^*jxl
zaK0)E9l9+sPlfXI8yyeZ2ciojxola1U63Gpj(h^4<7|!0B}f22&BAB{#sz@D^QLSu
zPszAu2qrd>Uq9R?$ba2Mtwk+(B{*j6G`8nN_=_)Eh4b<ZZZ_IBb4SHhbTJe!n4x+O
zepXtb<wEt`!=$#>ri16^6o<DFJo?rqV13&@>X^S-*M%bkoC*I_DCem|!Q4=}am5Ar
zJxO++XJ1R|&eZatqhKR4w~6#O(*ZTfffBJ@vlLE@;3DL-3nm+JUGI>VVH4at6kMgR
zbnoO%sY$a4-u~+(X{YE3j8TkqYNP#>=>v`$0#--o%zvlt%`yair@{WV9gfDR5?z8+
zV~2F8U;M{<Q6oZqeS3ZeINR3?GXh*cm3Ci^$EtphuizLalQ#;{>=GN}mc;8_)Yn*b
zuh|p@#PZe+d%KVCFE`FL=ia3g6J<hBZ9p~*Cm-S=J03o#0&ThLF&>zDQ`Rc*?A7q`
zv6R^0kW4oRf``%{Sz`>RL�_wnfALHJd-4?0-ZuW-q>HN`)T*RX{U1p%Ux_9~@HA
z9`lHXbmB$11MlaQ_3b`DmwtXE`nM2WFEO}-h3Ds3rGrid;`jOT*hzVD6ImQ)p25uf
z#=V!r%oaABx?MDM7}t*wDI@U-(F@adji71FIz+}xgZ+vZ_udiOI2BQLb3T**4q9DC
zGVU>Y5PC;n>RUJzV&w#JUD-vnEX3{Qf6B~BxF#ZAFJXF}6Qm++d#Q4nac&<3VMt>p
zd|WWI%z=JNUs$^gMCu*$`IHI7aBV9D0FeE&T|P4(J}?Y5zBPx<10HV-t`<p+(k$nE
z>&#&OJBpto!1#uJfzV#7k)?FfFFCozL(`FLJygP_<esm@(g`kt3ssM-s6IVT=lNhC
zY1rh8Z#%G$(Awpw|JSqgeQvMG4*e=y408PYIjAyIrJEr3G3okr3$hLo!wscJ5$M&e
z`1k$O?kH^xF@*eIjZkKprtj8z^M23jcbuQwUtP~>|LUNV|5t;`h#3081U~LQ1pLI<
zgyeflz5MTIYyU)TcAJv=_D$9@@eZhYk|$T;eLeBJs~UOgGiowZqyK*1GBr6&%mqpg
zh%ZyrrPtVmZ9zwB`2_pp0THJyK1ijmW}879`1d|7-HQ|TA_$q4qb6Eh5ubNF&N3(W
zn5JfTh$NQ}zWc`!QS7gaz8$Y-hYVcw9PU+rh*2lLk%7s{>K@)pJM0d?4F}=nak%#Z
z7dKT%5t{P9+DL>gm!JM#?_3o6J(fBU(8`A%#1jbWq(cth)9{xZ_rfMo4Am3dNH8|l
zxxc3qPF7IC-VE~GcW@jW<VF5Frs1U&Wc7>Bhd-Ajhu<i5GII=(o%NlUzjFuB^mIWf
z_-u2H)?O<Tm9Pa#SL=V@{e!_G-G;FdWY8SJQQenonb*Gw!9#)tXO-GQyDEx5;btGo
zBHjGmuRbJ}nIHXqU@P&R)=6*xK6`z>u#eO2{FK5QZxhyDlO9X;K(E43xF32DJKFP}
z$r%tO`=lQqc4Gp@W{H-(?DCuq!yU-gF*p#e4%MgZp+7->b)2C(MEfR7o3f4-n{*D!
zLfpR>baR$p4vj>$>vyCXdSMXXKtDcS?5~G(O>cRlr@`XnJaG9R3<XhTe+6mPbc+KK
zjP&(l-v!_ktBP5cq26sv`rPl%oXRg1B3CacuJ`!&XX-(LRwB^Al8!I+SDYQV9rjwz
zAMWo!JZN2}0v7RlUMZAt_co=2JBeVG8y!BFxHj&eoAh9V>+z=SR-HV{;~L4xKm(=)
z9Bsj)&v5r6%c2J~<XGc(c1TbA*T;Yg_4h==lZ!m0AMt%E|E{;65I{7mLvvMSxpwr-
z&)<2*IXN8C)Hr>AHkB7A(vWq2b`ZZoI~0q|6n{tJ+FoZ_`1`A0*#0E5C4Hru-}qn@
zS>t^`9q&-&{lJS~li%;20z|n_c8#h1-+R`1>(K1U>U)X<lA8nF|B5h#IWyk-`#>f=
zjJ)a3Mn6c62{h?!RjKrU*C+{phug^yaMua_BI~ins63p@_{uewzWqNxFKxl}*knig
zo+kp2cpivU)<?+Q#=O+W=YQ+V-)Bbe;yfT1$Od}d+7B0^>_t|G9rw29-`>A9XT$n+
z6pXbmx4aqF`8NR_m>uHBa$~%IuUE}DU{%*}v9REmdBbJG&80$q{_oFXEx1?-`X&Dz
z<9E9IJH{4{LF;zAYKRF^H`U9)&Nr1Ohtq9saD83cbNIfspXQ>!s>3JHo;}u#gHO&C
z?4{-f3hoSQn5tJVPFsb`dpd@byuAC9|7pgPd?qJTzjRxP0l%XvuN&?sgpmAYU_AK!
zkw7cwP^#$7_~qIBTmKaAIesD;>!GgD26+TA^$mH^jSX&Rq>#RY(9gg>iVx6yeqCpi
zvF2JzhI4fLcYFu&U<}{K5i;Qg1Y%T8%JxN&x6HCUdPu{&N4nheX#D*-+*da(IKIV$
zdV+jTy>oPh8A!FuO-j8D@ed!l(4NQcCU&6@h=Qd(;}B`kzssrrs>TW09`k$q`~Eb)
zboRb~itll+9}vx1o<EDo-tL&1P--6Qiyb#Py5#UKngiJ_C8E5)Dm>S0_f)ULx6rkh
zzgHYAY3*YJslirs)^pt#TDi~UUJ>o<K&|%<=`=T<hD8nPiJSKB&O5<5fCc*kTlsK?
z9!=S8xSl4zt<GVfX_W^?P7DC$Wj~(T^@#rU@8Eg5M_hNAI?88y0(7so4&dA3UR3!>
zqeyi1k}wL+=hALMtHa3F*gW!r-r1mgtG@0GW2pYtZMi$)TFac_cF{$+v7v$_CkF}5
z=)Kl+<<`4&Sw08%vjb2Xps?rLK$X#yyHCPZ3EGIOY~cB2HdR_y>gZfpQ$@3=`Z2pe
z3z!xse#e>`fGImpr8On1Xtmpic!uti-{i!eW15H4yT9+wC8<b=s_s<#P~mrCnU$Y*
zsQs-I+kVG|d)UA_q*Pbm=U!Y4Tr;=RdWk<$9E8yEpug<}l7DA|0JisR#~oyIr^otw
zQ1^KL>v*FI&mFegLBlne1ZSVY@rsdlNoQc}SdC|AFH`x;vLc1jD{_^)?j@CfRm6cB
z)#hg}Px`s8f7{NNP=t0j)SaE0`^J6J%g$$gNu6AEhrV?8<Q`b2uW?>C<(#NLn@7?2
z_sl<C5Jp6tt~;B5Keikp8~c1Pw#?H{H!*Ou^=QO+T#+|mZN32slSTb2y^p2jjmExx
zdS5`Z4;T}kZPb3>pPBw|oeuuiy}#%7sr?+VsSRhTREb=p)a#=vupGq)jZl$FR=t1N
zwxlESB%WBZ7v-TT<3WZ=P>cTle~D}3zx|L}O5vTVz5yQADz3Uxf@MeNO=^!L9HN!a
z|E*#5-VE^(;XbW$q-33tKtBu$wm!;Gep;<gFMs<Y1)_WHkBADN?ofO4a~ER$DY3oz
z!E$zgU|*yR?<zlx>VLoEZy!-2eq)Xg3bjZde0~Y->Yp2cJAVJSFGBy@B9*tj!<y28
zdI@`j7MsQi@3%QwyhpVKv^mB_rn~q1--o*>x1&ofaQJDf7T=e{c2sfw;n{{{mVawV
zO1gZs`}{pC{?^<N&yvHx=M<hh|JF3n&o~WiEcw|;cVAV#zAu1ptyFw&?3tPtE$aXF
zT<VQ||NV{~OvX5VPaxsh+s(!r|3~pDEzAP`7PVyo?5njy=!f=?UT*%@z@>lUyRQE2
zZ$6c89zjv@=7;PxwskYM>il^&?-=WkLo&-$?Y)q!n>c*C0j$Hw_f#zIB>xoBOP|lL
zcQ`n5>VUm<a6)zn&JVoieTmr8>cEA6XTerta6{DTHNPE6>@y=g505vhHnhk390BZ>
zLZ3VQj$|$NvS*Oa35XlxG+f?31Jj9I<cCh~o3v8G+si)h+2d}zA$|qZ)ct{T47^4?
zly0}L9!=?;+HX)Eu2s{%eRHos9e+D>??<Z=(ty^@rJg3!mA&`+kPpE@bY1g!+XJuO
zeQSls9!WmfcvyvqUTNER%j23mH9yO%U>RA==<v(2p8en>_`7bk>)qGhdyD%!(cVQo
zea%we(PvM@v$MSpDi@YPRUFz6_ItvB*f4o)Sj^E*-lQ7Md;9OTN^`53s=?Yk%&m<E
z=+Uct@<Dyev;1cK{i<R%QxzCxDBq7+96VfKCfTDEHG%u&TdN9-dr$m!c>mrGDqIjA
z&-VKfRH?3b6MLSfwb{S*A6c{ZLpK_$M7}eHYYTg27F10BlBu{(ltTi;DtZ0<?aOfQ
z-pBr^{GGqo5ovQrEa(%gjO<r1$58t{;TyaYEOSS~?)#^!4}~+8dbi}bAkFfcKtPXk
zMPfcXu<)a29_EQA1-_0!KDGI|Usgoe{1JXL6)ZW-(OSHIg&@Di`^M+N1#_uXo;f@f
z-ndcfj8VcaKD_h4d-lMy$PGf+Kx|+_{O|bWrn~pDGxm>ve?EOz|L&CqRkaL?n#QZz
z&rkjREyC{sjGw$>W@h31q!sz*FwZ)_gY-IJ`N;pRd8kV)68Dqn87I_K=fC67_67Jk
zE@_ID-(r?})=|6p%V`>zn`oC8=Zo!yKKOsH^Tc$|+Mm<kUgd!E2VxT^rvGZezrEug
z>%tD9n|oa2e6OE9?9BqTobS$_B0Zb?H@kAa7g@kwt^HQjP88evcG?HnQ}b38_Ip|%
z4~UzuvaspOL!w)1xavoZGFe=Y{pD-A=Jngj*q|8t9_HVt`0%mD>B&u|_myyb-+;W;
zw%W&a{N&0>39p!`0veK@eq&W%2(`*tOK}>Ne`7v}JpqUP;rG|k;{p5MD<W48E^<Y(
zbH1zA^<X8zO+8_+7zDfqM!9<})u*t-^J>{w_wBC^MTv}g+~0Ly5?4e{;{wsI@6WG<
z8tlX_j*0{RyFUh;TH345@8P<?5SRDk>>vzTonCuH5QivY3VAbkt&YB*#w>32*+Bf$
z`Bj1I^7c3)<o@I~d--pzd|!~|^SkH$soquB7sUd3iu!+p_r%&Mv<~yZPC<Z^>{RE#
zf#o^;4Hp404WSoXPhY<Mjn-<kEkhE3D4S*CUD<FIB4@$b^ltm7`6^XB&-co!d_>M;
z2jQ7JIva7{T&}Z4B>@07&me^+vf~>*-y<U2OJ6=d-_M(?U0hQh-oxQ`R}o5aZarif
zG)I587?u7`wFN;g*?2pj9(cO-TPa_9w>qlw<)<3QUCXh^0kqrF<Y3eeWo~C+%6?C`
zC4NF!r5bW|N0P(tc-y_@M(wq1hui)r1JWTs>$*OcP9tltc-I~^koR}3tZg8~?A`nK
zC1Q#6EU0^v&U04+dA^)YmRB;-UN3k(4Y{>q@?^K*rl3~&K(ra}y7wQR^U!-#cq^-8
zdnz4>Bl0_+gi}EHyH+)3Ij!EO5<~?M>z^fFyYd=r{XcJ)yy@cT?Ya-`s^{ItJvyV8
zpB(jikUnmqozp1xVdq&NZ~0XRJ@C>-IW^VUL$z?T@^gdFY3G;G*e>6Xci)<_OoQ9*
zY=+lkfOpoGBuKcs-kuO0uWB7OH2O~w9!Z+l>a8@{@lgrhSG-%>^4N~SU||DrRCNnm
zW5gXC<lEsK=8a+=;-BBPvW{WHz9moA?uJ0a^G!M4tn#R-Re8PubISeH`=^xT_44yR
zl;eh_dY{X*vE(Cr0IU9F-EVjz?A-HrUr^_FmX_;I?LFS;G_riiBi(uyenbW=KG*pJ
zT73VwR7b_$t?mBy_ol!lRluKW`L~*qC+B|sN<P`>|Mz?F-_L*F_hs>hdCwzVx2Mzh
zcW1n52)#~gySa$bv3R>X@;ExB#DCu={tESme#3&O>f3zzNe40=FB=8uRd?+_Pp&xQ
z5{e_7)1!9m^XI+Uj_(Ycf@FWo?oL4c-|sLyzT31ykdk%302guj?&U@~zP0dg4-Jn_
z58H5~zm;_6E%rn}m!%A}XSJ6W1k&H9zwSQY_g=rrP!Yt?vnV(A*Y(uxwo?>WKdd<y
z`{x6CMqGHkG^vzBM1w7H7G3Kdm*+1D%x3w5ji-58Pq#L6!MJjor7x3qJco`2Opzjg
zrvn;DM3R>D)j2w^H^5DM>U>F)nlwsYZ}|BM8rd)5YQS?6<(1sG%^vm~2kno?edB)B
z!M6w0V=!F(HmKfoDZAmjD-oMH97`$xIw}3KObs%aH?-eQTq`{gU~%$Y^)|WrMys4#
z%}?y{5c7bmmvz1GbtS{Z;WsW`lE(d>ZA<KNtjhJG9gESIdFI9B`PcVaZ&smvOb(%?
zw{2+cSviE9eTxw)F?P?>_1?2)8&{=u5d2`ZjH?X6L-~W_r^}9YDq9NBJ7mfJ={e%x
z?GAtDPDf3o`DZJ4@~5WD2tdnst$$D-_WN$VJ@hRvnn6De_fLZqeC*0P{MA9~jj5H+
zc)u@qMU>wiAPS`17?*y2p3ZmR0WGja&L#7{G!}RHXkk|$9^tKT4IZ%Qzdq?nsg(Xm
zI<mES)AM(#M%}}1rDf_JW1p<gt0nKcXdQ<XF#j9zlCdAeF^F3(a1cj!y5QJf78EAq
zHPbIgK>dT^p^^y5EL!E&b*I|KzT#+ri~pD3K0&)<0`UMXm8P7&)*kzyPk{%=+^@Fz
z#=ZbT6aiM%ANzwwA59K$LoC=c_}D<7Xhve(pGQkV@VOQPW@7*-823Ll$+wfOAnNdn
z2&Zkgp1tVO9|F@0qZ=OdJ8MOYNWuMp3rdSi<cc|Cvp*a;Tl}G}cC8)uA05S>{NwpW
z$Jjf)<in^Vj2izQw`R$CIF1zm`YmVYPY(nb=AQ=WSfRH1`;2srCJD~X-P(CWX8j(I
zGQo#x_UHapl{Y^FucKioXqRGBfA7w*KR2i=2WqD#@9wUt=-HLa+a4b|sEd%pfk=uz
z&>IcGCZ+$?pu-Bt{<<IbV~5w=KiwDmJPY;cdiN+CN7Ad0I9bHQx&8Hh(V1-N824h=
zG7Yxy0#dbbX8pUW45p+Y+6koZ_Y8VE3PP)w8AXS%S`@#ZKmFA`9Q?bFQd#5uLzzpz
z-La9<SH7=l=ztJE^)V?eh}VBT_4|Ft^8=;<=&f|-`k+f>Zi?t<QP4||Dv4-B2N{un
zeMo+z;#V0d$W%-pcG0$DSbaI~SdF{<^LR2@fqrKF(e=iD_IF4cd^O@L-g?jgNBL+3
zHDj{*?*mc+cbZRX{Y51&+5^P-nYP;R@}Nr9U)$H;oM4phCetD(?mpc^>iHV0L9-Bk
z_V_x#<BR_Dr{@0QM-(c-$jdNZAO+*Udwix!j;@!otc0~E4d-^GTu3r7u?tP~VCrwe
zVh=u`?c#?H=}_)dQ*Y|=DgE8^QJ}A%XNUFX*^}Yp`#oIRXWQC0^e~?cwT`9ouP03w
z>C%qZzkag2(`1<CmVF5e0KLn1zDVpsL_1m03+t|e`EH_nh9B;%c%Oy4gLMX|{%2ok
z^vQmE&{Ps}pY;6SnuGT@HwV{9SM>IG^Rz1n^f4<v{;XDv930g_p9BGb&ENmWCHp*z
z%=N{;gXVdl%3CT|<*bFZ|MZA^sGwK<GpGGs;}W(^cRd0H!o;~j4T0VojluJu;IIr9
z8GCcpEfMi2M`iesj}?BNO95G$7UA_7>s?uU+AHUx6#Bb|^c|6JD*uze{;q@Xw6n?N
z1Iy!w49aYCxVktX%*dnTyb^&f<2nvn@C`%iP$E$@J=dN7CHKvvF%C7DqB<A_%1!uN
zxcVn+_AWA{_Fb;r`vS$?j5QB^B9;L@+lOJX?q$XK+iOc91dj*9?^(fb{>phSMdZof
zYq{ayYp-QjS=HVg#47!kb^5KB+pgUH{+_zGWgV@Bsrm^F0g2lCZ$5+m&HZ-xdk&%R
zhaAnVuWlC$BOmo~(f)eVwEK=n=o<g(a!2N0(f`&T`|!MAjA)&u^4eJJcjp}@JV{9h
z0;SeKxsB-&ax!oZ?$*VlKB=>Dif=~3kU|Gbd@fD(s<QGyf(h}3ttvUZQyI{s9}=dV
zeL&j(dOXPvv4r$|!!RE`o6}rX@8w^u1g^2i>V^jmpjMRZzuLh9i{@{=$Um3A^$xjc
zNEf#WIBDgCP0`Yxm+XgQA)FmJD*mm}t;cd7SL6PAT<GzHM0&FR+9_$kvC^lJ(UZa3
zIUrX7y}YANGQ-pQ^8h1V%GRHILIn;M>mzzqQ}Fj?28Xv8hKExc9t!sP*9WT9v-YY6
zkI2yWk4@S#{?@wrl;c@+-R*)Wa_nB!R4Gsy`B($+xqRcikCVR|6xzdvZ!UnK#s}m0
z!Pg+Sy$K1zRxJ>rr8sV0XjKv|OW)ff#NRWblsx9;9Jar{@wCgXjGTDZ_t>T8`o8D8
z=k-L6uj0VUcPBLkGsAHGHK~NUN2;uXjBoKw<BaT|Y;5r|h4z9OmPK{09<O>Lt&{i;
zZ`^q|Z%+qh@)-}~KtJ|%b@Sf6fu66GhU>>a@6@WzG(0}zv$Q?L<|ZCROcX3O*f+N6
zQ#g29u1>ygBF!vw{`G~ZLi=Xlq}8CLe5nYr&@O<0C(G~0vp3dXfGIrM)j6jwF?z?@
zr;T^0rZea>%VJ>&W4U_N992@Poi>>WPw2&rn>SkycuVzy{0k?XEiY%Ra~|P~u`c+2
z$^UBT>018vG0Rn3Nr0pdjOk@Gj=6o+^wY7g!~(O^6|FqX3yztdzbqR<5b|#Zf%OoD
z%C?}lK>hV7cQL|%%=4eVoBDU%$cFdF;r93)Q%%nyYmtvAEgqinhY61*1cq{z{S&!N
zOYtRg#Z|Y!UPA-wAX)Kx?=|JE6naMrBYyrM99>1DIF&zd>Aj^sZX63UWaymFe?1NE
zorVPJ&~4lOPL?biwatak{cp`Dr+i;o<?otq9Q0@Z`p+g4&OUm5_QhGLmwT-fMFAH0
z-`avsD`r-!VM#J>Cp}qLAZ`M3sg5WJ&{M|y#H?)(bjx4gHib_pF1NqF_!;{rU@b9c
zMPc!*7QpUh-d7v1NIO&${^R{!+;jiTp4KLwl}tDO`qKaU%;K<2CGJt;;*raLGq$Tb
zPd*x3boSTRA(!!Rmx@;I_vk;C&vORJ=P6yr>-&m%nTGxU`I$Vgo=o~Fg+xw#_UD`!
zxt>s75AoOGogI>O`CHGVFXoWX=s8yYGrKA_sD!r>_5c4DApqQ*4xw;8+cta1{NMNx
zf6+dXSx4R?BV7V@M*#G@cSqVoO5=6hdHkWY9=pTpm@S={@8J9S-t^w*E&dz|tElWu
z4$1O%`Sn}TrGKw<LEfeKxNz5QWf0otqoJb6dqMok%m)>&)K#Id-JUHv>&k&7lrG%8
zgohWOMe8Z=<oix;cJlKfiF4Ox+37P!$W}TmVyAorC!pT~Tq02SOFJ{L{NCQ6c-!{T
za(K1k7NIj@Cc#`wLzDY&bTfhMI*wj+dtPoqLYXJiYo`4JV#e18tQEUb+w=2qrVj^@
zZ}Q~nxsk~Q00}GG&YaS0y<gDb`{7YB><kW?9jkkR^O`aA^Hu;epylgD;&k7<V69PW
z<{sReu|8q8bj-vTDjkEp1G;`3_DA7<N{Pu8)f~hy%g*=4_%@g92(u_GtSi!V`P@J<
zUbLR1tP0|5H}aeEE)hudl?``5bw#a|UA&AF^Q$}|XOA=C`RsNb?*kdS`du9>Gih4q
zes~Y?7q9)ge^g8M;cu_I{n^`2n^)}k{`l6978?(8)6D$p`8{g%ar+#|3W~h+!JRbi
z40PRI;)8c`(k|6<4-gEYByWG%*N?O=QYt_0i3uV<-VjaBu`wdKA$ks|%QwTEY!h|?
zNI+NA-lBqF@$9z(Vs`csdxiuGiYQa<{5x?9q`F)0+;(VWJnQ>Isb5~S04Xaeu(;(H
zGnK63<>)nF;hg{naU^^smriP4a*M5xiejL$(+*Kcw-W%uy`j{tW$nBBK{zD|<qPi{
zaj~!K;&LN9ecbq+fqb>+Bngj{KsxF!RUDIPq?rpDPW6S-Q-9D^DHsoI=qaNIaRKV<
zD@MjQRedI>^B8U+Lq3p{qr3v<CLBx%!FuiM?A`pwyhciY3YOpbX(Q^93g&l9#lz#r
z%H)H8kPBNsnIlgjv~8GQqPWXo4{%`;JtFtaAQkHw-1ow+O3LxNultNPtCz&9Pe*i&
zP@5jsL$r%6KJ>EcQ|c}aBx>{H1yEr0kh3FKbMY18ESUmFs?KAjJ7-O;G2e{8Oz6ZR
zfa`*Y4zg!oDs{di3Xz?1Kkn4iLI-g3E~LpbWAdC2mltCobEVbQ@8^S&#UxkE<89CI
zulYnK>02f}I_o+f9-{=Dq{;`#5qZ;{89zdbS%&<{|K44CK+me|6GnK?G=_qiHs(@x
zeUH;N{^&LVW9?-e)xc43!Y01U+~5a7W>{sHsQ{!Tdl&i5f4$usTyfoa{Y#O(We*`H
zp|3<9oxby7EWMs7k<-|eTw-~MlNj0XX9bqJfV+TcNsF0a+&5^RXL#W4iJM12>3?-n
zcnH7DB{R44qB4s55|m8Go*CQ?(@&Ts^YjBNXE#+D#gW5?1mkEwMQ%CUXCtvPL4^g^
zB#aF4O&YKKkbiBnBgd=j!+kyCVk1nBd8O&qW#b>5oS6rX^uas!Psv@oH*ZijdnHfF
zNc8US)B}JQ0o4AT1<{8n6#^E2VmlRk=kwVVP7>#&cN|p#q{rQTUKoJist#6^mt+uF
z=uf{w5Hn1QIfN9Uj-j>Kn+BTwHA!!9KYx1H)DSSNMjmN~xy;6;_(8|cmw-xp!u<Ch
z3J`ZPGujaiG-<8%uFNTEf8fv8hglNzc$k=M1FkdrmDhn;@^)Tp5O-#ScN<MRL=Z+p
z;3bs^t`j}F6$BoP*4gTXoV>&PECHRimqO###hC{!D8!E2umml4k_2iIxzi6e0oUvP
zy_ck3weRTvC5I2g-|OAam3sx!H^#g65p9Mn-{bA7AOSU3inPy_G+(3n2aAHUE?ZuQ
z>908xH|X<n;gfyqOR>0bhQ6)U`i`8N_WJn%vjVu7aHb6*WyYbB>RDSLJN8beZB*3J
z<(l_V6EctohJ<L-HaH6d$Q*>(*c5bkNFr7cR{yZ=*d}Qv&c6_nCrCp@*2<E$zw;q^
zg6?-5l7T-F(Z-OwM&4`m4G^6qM}~o`)$sb2JJkVdE#<`ZVG%P#(!vG0US?&08YGFz
z)LY16=?$jJfl&!gU~;a28VadKDf;5(*hC9V{2X9XaCrZs;gG(W@jDR<ZanK@W@BVt
z=?}sj5{`Ah(<nvlFpnT}v)*0QdC*De{66<g?zTyMXGU^lU`le+v;Vy;=^$skC$Yli
zakqdiYkqSAzZWB4?s@m|#N?Fu9dje_aTGx!0S%JS5pB8vC`51i{KUsef?bvFzr+D1
zYWL%1Lo*eSdVZO%8ml`Pczp1ZGMW!@zu??*`G-ivi|r#G&bqixUqmNyvx$2u0v9*`
zjYxj?rGK?Fcn7o~M&j7jT2}-zk#ooIOLC6GOH!M8)x0zi;^lo8Kex!Rv&MgkwFz0J
z%YCxZ?mfUO^s5x>^ClJ@q|L#hcs1^e2+9sE+B59pP%BXcbrdwh-c~|rug8-{xIKTN
z7ZdCL1}04A=1bv4!+Ll^hAV)NcpCFzJSKo2eY}>L>ScOE8S3VvL?i=1*YNt-?fo?-
zOJIKpcOLG!3*`1#6o@N`KH)?qJ7Idt5RElKl#hx3?F@<XeL<#qwM3S16Ci{|;JlRW
zXpGjqEh6MZ=A&2^bl>fTk_t+07Ct2Jl1J0Jx4;lN?xwbzkdYF&C+<mG!ju=zsd*h6
z3wnAWm`>3zshub?)l)^pE-gi0;|EVi#61+_Ii#Y_{=B<ywXgXL#aVhkrz*8#)8{1(
z2pJn9?Rcc9GNgS)F3CrwK@o1NPgnt{r#expRR!$eM4_ZB>i`1|n$M-&q?cr!c5}A8
zKDY5TAg3Jx>BXJ0K8UaXc;FLnIk>)kEUnRRJj++vPigQu{L{7PFu)K<lTL)qP$el5
z<+KyS-<(2+o6}Z*YI9Ln8T#W0d1odRtDB^Ei(|BZnEX$sNHx*g+^)@p!d(K=ky8g2
z`joQ>_H&GK-5MXMa4SwRLf&7eL4W3`019mVQ;>&kaJJkyKCN79fS!V}|CG*aC&)J!
z$5doGZ(NXIe1%o47LssClo3t}*LYFk9X4+3p{<?C`d{X`F6j(_<YoWPHk+pHnYrsP
zWLQbf3f(cbhJITYh?1lr>$@Ol$i76m!7KdAKX_pbBVusvz>3VtBoZN^>E$5og+Axr
zw{EV+1kAK)K8wvXNL^t8OH^Aw+~<>kZlH7#c}AHr7|UU$9zk~)UcEmQ-}Ele$4?K%
z(Ty2vTb=|>$xC-<j0x;5kMkT(2KIWvW#FOV2VL3FC;C3acLC`m<4C}3urZQekc5{#
z+}5SND?by=E+(LPdjH@@*T?lkRkj$(1#1I1)gfc*2t8Zg!v7J5c{d+`cxqO6Dp<sK
z6)eHdFt590;b0_>P>=;{*0?R*ek8M00uDIegPP60Olp?cyy#eVCcxFZFEg<oKJwqr
z#&|)^c02yTDGScMK4OH^2#;$YPa#V%4S%0ocP{>1=puTm5|ZKDntvqKdUa%EM<BM4
z3%X5`n)^2tlj<z|#nRBzX{A<2nlG{KY#nUv0<_`|{2$JcIGK#j%*Sr#ZM|d)jOoo=
zk4)ePrkTD7J}?E1WJ@#1O|P_hF(KPF#S#c#h}Q+`7t;6XB4Oskc1e#5-Q~N*&1Olp
zq08^R2!cR({Oi4+48|vOA7tci=UMwAOZ>|t-FrTqnB7AsFwgoEC=yYDc)J4TJSj*Q
zW*SH5Q48xU>J0m+Akm#>&K%-8#Wv1oUbs*J2pmv!TV^c0FVsj22H83!k-Lxm-ZGPH
zS{Bv58l#^Hr)u4ER)X1Vy-ETcVwWeUI>0H_oZjCqLbYv2B@-r7OaDq3IX)ExinYav
zx$;RFJ?YS+<t$IB2!`LnBDDu`aF-0Qn}qRT^&c4v*pBNGVNpW(5-wZrF6-rmc-9$-
z=b9E!jlz_}V>+6EXU$8J&@BbvH@Y4mwqe!#Ap6dMcDm*fKteg4v;nJ5@zyy}W-u6N
zyJKj<?TK$Cu*y=>cTuDn5aNa>J1<KXQ7xuoL*6&0z}psvg2(dG5`A&pTft>{pz9<I
zK$&Z$*8$({c>J9>oA=kJKrWA;c@ZcNDUXn`288`faOGQ~E#BCr5K|70AGT=gdL^e8
zgdJr5T+VmBw?4cUA;xJqzRnw@J(!h$J#J4Uf^%2jqTg3mHG6M*WxfJQ?cyKn&&;?N
zC-P?>G!GlH?@TGO@In3m|F6!8QoQ4Bp>Dc9F(tQ__v~WQ;hbj!rY#V<5Q1nxJ)WZ{
zDN#ZZC%5DyJjJ0u|F~JErN$8IMmuJV*e@sOEKH=j!a2C;#D{JmYb8faYrOReT>x&p
zZJA!dbDmxC_`R*=)A|tT$EzkIk)OT8c*uhVant$g2iEAhXpI#_!v3hoiu|%qjR*WK
zsPwJaBQz$=F=5atWmvy=xWDv!y$S2?xg8sG_hqzZaJ3W94pf>k%@_2cV=9Axk$%pW
z^u{T$KfQ3h0FYKv5Gg#LM0{oyoghN4*2`VR<N#BOp7QDMAAo63ZhhA(;)?w#ZZiOo
zEEto+-C3Pqchp<e2{^cFvsg^)vu6AtV!F2P{Tl6L`?uu@!3I^tIDuqml{4^16^)PS
zGLx@1x*ON^n$JoxQUWfC6|Gcwcb}U8RBi@!boM%mCcLWG{li7y5`Z^*J1lHcPr)+j
zGJjNl99M&VAx<MS>r+$g1Mb@&VU+=>{u2s#vcpV*bh-0)6P|6hZh>k-oOWPaNDL;k
zM&p)!>I(wB4(xj#CONjHvOzt-oJ`wAiq|q9J_a2Zs~~?qoWct;Lwghw?YcRdj@vn_
zG1Mdic&ie`tc^C$L?Sa_fk|*FEUd)8AUpz1wO|*1yCZmn-uB2+3s;32&)VDo*V@d5
zdtI$7G|-2vrW|az&Y8>Vn|c{(H<Vv+mblaokVrGo<-oay)A!~OrA|l3^SCu9b<ytr
zD>TpBx8V`4`;hDT(~?XcH#;w45}`9n!(|`uaJRFQuL4{$G7FI*t{_?b%25lsJBA)I
z)i+c<RNNy%XX>w$_oJ5hH$;EG3&MozjPSE})Ex#<cJBbtn?OYE-iq;loe+|I*Qk@j
zOECo#?r0Mlf8K*l|1+ZaddU|q+mT7meMH9$jOo1i4c)oK`2?o%ZdWFScHrJ8;1&T-
zjyB6Vb+}pcY?nm!6LH!IbJjEBcR$hQVJ;n2^S2{G&+OsGrgNncigTNk`|(<afz)cE
z%4^Pdef@5L=9Bu&KEzKX8rqwB{y=yB<(sI>Kh22z^LBd$rv><)lk2-7f_K;OH1~U;
zdoM>>Z5vZQTx9lzmWS-0e&5-u`<d$}b5$H<)o42UQb!TJDsJ_5vFI!gNwKR*lw?rd
zv*G!$8P|+cvbpS<5r6>w^9ESxY6TutEW4YzQ+Incnn78aYrt!}$bASfwmD|PsNyfb
z%H?-rVxstlGn?FBk@SKa_l2Cq8fdgd+=_8jB8<z$QK5%>_nMihC$q1(ggXkmjzpSi
zp=;t%1Pox9Eyyaf^lFIq?WiK)V0D0?iK^bKdHuNt0IYJsN8osil0Pc`+b7v77dy$z
zSnl$0-MC23ERAJ9h<%)Qr+`SlxAqrw>fr3IBCwiF@)bOQh7b7UXY~`x?pe*B2PncJ
z?^Pd=)Mw#$AgHM3Qq4Ww`A=%Hd+@PO%yIlNzvI(F;;x{aM0a+GS6Q3_cMWp1`o{%H
zH~4?MmNw1mtO<=M7vXLM^|oKokEkciK6WBbf^}OAaaC53dO?4_DB%ulk1S)@i_Vi6
z;IW!u9eFTcf{TqDi>?DGl6KGDJ4`ntp8Ly7@I$wmg|V|B^_{EE`9Bn$*|Mrw7Dd0v
z2wK5MP&!4BMiE{NI_acQdLpXHKhJp{Dk`%o^5(tgcwq0f<{X3IFDw<^#(meOO>BHO
zphySrIE2L)9M5BRn|!RJ+ucQ`z28opBPsq+lYY^eXymY#W-?`8KAtxqb_|g3m?T5z
zd7#si4p6Q=cHE>}t^^NA{g$_`#qjE7KjB8(@@jqtl6`+9+JX0BTzjQFi!AOJA5v(U
z**mlJkYyq2;B>M2J)U<;3z3iqTHNA(7o6W5eF?9I<LkqI3RmJ@7d(KCm|Yz_+l?ca
zeqXP;1!<swAhdjti{6WS`qoICuSKBAT_J5RUi*rfju3H>*9!sSEdA?_J`z(PR-A*}
zyVL=ii;w+ECb;OOUh{4d@r>y6=!6#Ce96}A4F9^dg-*wNQ`v8xiGtemJDWEsb(FX}
z>R(7}zB?(oI@3zWj7=;+wi-ELr!#lqn>kZpO1${;Q^(a@%*4w=pNWAw>=}eyJ?BS)
zVWvC+AH}QrBg=+=Ly-FxCDG^n;f)U!KVIO?LJOuXT%G!p9{${4lZLDDYPP{N?@7or
z?mdP{BAQ;7E^4IM-)C#U^6Zj7j2t(Nvou|c8%~K_iy8&|EN6P0H|aKunt)`D7?zw0
zLoSnAh#lg>vj{lW95~`tfsD<OI-X0bKGXMa^!`1+6};Xz{(zeNy&o-tE0J2O)tz@c
zr%6|<g>z<<<4eSOMy2_SJ*wbdC<VqJ$?<960F)h0v!(C)w{h)|#rN#MJEJ_h!@v7z
z2l(+hRrr9t=XMU^4*!eP@)*g2AUp4v3O5Wyh!|A0H7#eIWU9Hk&#&$ibE46{QntEh
zB^M8g`$KQnv;OjEjvue)Tf~I<JCX5GghWae4kdGm90A#fy>#$zwOA6zd-v2DLO;o~
zFl02C@xy4E#Ajo4cKYDB<5i!?^<~$b1O9TFs6@gC1v8cJB5{bDj9Ly~VthL`@vK&^
zKCB-lq2gH<*c)%i?8&f6R>0?cJ1CStYaNj32j<Yi5O7SkNqDBe9ZxFw0ldHQO@Mib
z-T@mN9+!pzHq7HL@vuF;F{KZ3zwUqSa$I8ckKXIL)|*gKFObg>D7nWU$4?$5&4OFy
zy*{*psxia{kbGsY(uWJ+pomF817I9J-ycc3S@R+AESyA#v6DZ^fnTy;j_C(k?tsEh
z_&!wS$=H8~7o+N9fG5WS!B7#80Mz|P&&>VZL)BaT&hadIn(4YcM(U%(Bn++1jvv`4
zpohh?<7r6Q*8*dS+__Nzo>z#OAFhn_+E_*2tqcDH+J(Vm3e0szxggH*YR<qa?L}-B
zpTl>&E)!^f=byG6!Y^tn8VMTjYmd_}jc)qu{7yjhj&5*WgdzR0|7Ks`OpSq=zb%hH
zVlSN^lAe^Y)!6?K#OK`YLY2*j{82yu6jFptVzIt2U3~EAWmU)D5j@15w05cd`iu%^
zwDI35t$U6n$*+d}yM0n=zg2l|v@*cc-ep^s{eaI`m4u(k^O?&tT9}Sx!c+_q`EY+;
zRe)kboXc^o&+QM)s&Y>VCo;b5ck?ue;(QOR`g7A>tcyL@o!lJH09{D9NiU85CH3r&
z4qSp@QT(E${dVDQl^?^~KdpbIKwt+7o11<=7{VO=?Y%C>`SDIx1BK7Apq+>xcH?93
zK;Yv@NyYxEq#5WO=MBirB})~!W0;ab@Zt@8XMY^G<5MIVq)XzC;NvWmP<<wl&^C@s
zwc<5*udwf;sP?dImDZmx*;~H-_A$S)eZaGO{GK6c{Y5V&r17tQ1&^hLBw1SucA6vP
z(bTGbmev<KhHeFxMSTlAH#>2~yz|@PW`*t=WmdU+G}X?&U0t4aCbZl2EmJXCnde>R
z`!5oa1*F#5myUbqsTm2drmg*C7iWI&zmAv~u%pc236;i2C{{AhuAov-*G&dG7LpnL
z#M`%(3SYHCD!H+&rOLRp>by3AH7qgKznJbCyCKm4K!CpM``#wirrzRP155^F*Zy<E
zU}8Xf@5z6;QIm`I=wOaDmy>XwXVwUl$ZW>+<9+_<zv@rkvqoz2SsD1i$p%LKfl0(C
zvTvwI%pR{EDMn%v^@4l#qYO;^tP;Ev|9bqmmGB*i<K9>hK2T<=e_G|$@9sf0HP$|%
z!P{L%xg1GurOaKpz*mG2=R9F+FsazwG}AkLBFXvp&4|5W0<FHjjlK#~d^r4W>*<D(
zuHQ`b;>Py?)5+Tci09$@>LVKH+SZx7BMxRXYPGD$We1x?9|ffB48d*c@VNI!u&R<0
zwTr-;WKAsnd2JI!#xotw92t<%zm$}#zrdltn?S4zBBux+z`6bI1cWB-*V0|gky|kC
z_m9)~W)GIX0EX#EAp!mZN6UNqHd?UN6BCJRx}e@8_9sOJ*q5+*aJcu567F_hCPOl%
z#xHrC(|kCfqUL`@4bU`!3^8fB0n}W!=51XsH!SYtO0jETm~qlp4)gg<DI2YWurnVx
zlM>_dmE)Cv7R4J*#%vPg6RrU{<PY;q92c&-JykE*EQr#3?9rlHJBYHpRy=c(nw_04
z%{>Cj=XXG=>##pax9Je68^lqDiMI3skD4b4j=n~nex`OK*rRbnXJfuypOSd+Olv)k
z`wOogaR2{LaYVGOOSAJsIJ>j%GS6AlX0)$FX%>Y{v~Wn@LEy=mlXr3GeRAfwPrC<(
zfA(MbJbieiCz0K<I7Wly<Muop@H0w%KKA$>=P4W;|HPzva#PV)+O^!iiflsL-01hV
z$#%nUki(7RF;4Ys=(*d_2lquPU|+L8B=zX_IvcIJqr81ZUVdND6pKe(xx`g!qGG-t
z^o8{z=Obr|{AZNBx_4pXKzFAK8wR1|+5HJI%=ex5oEop_&$<~n@L^IP+G+!t>TDP^
z&g$KnrWKC3xX7rn=Z2*PJd7UgtUoU22*3Nv;R?C`ngBO~NNYSd7=a~$1WWA|hlBRX
z51d9w$Xa_?hi4DF;Ewfp|6w!|)<bf|V>^u6jT;`gO->NFc2SPG(`6LFVcBb6+UVgn
zyI~Osm@xNCzOkr~Zw6=2{V6HPv}Zv+yOHNhChmz*U4`N2GniU}%i<5t&;Dd5XA-+z
zj$(r*41qsL-OlNj0d0A6fBVf|NCqeFVZ?hGVu2e;Oa0%e^Dhi*+rn?R{In8&Q*k(^
z#tX{{R_{auMwp{a!9-Ru2`3XWU|?AYHWd@6Hc!p+Zhu~5oMayd7rZ7qVC)s84EEh3
z7XALEGJDpeonzk`Z28_a0pZ_~K65He2jW7o2jLe5vSrvnMjSk=xbIH$`ScZT@p3+7
zkFRXLa-GV*n)kNZuO26Ar<}Wq8;Omvn9rQ=Pp#WDP~+BSKsNU9F-TL*cVF+8i~J5r
zlj3z6R<3^EXo@cc?M9+|K<_sv?h!fG=|V6u;&q4&8wrdTmWGmAG8ZgKDSpiJ_Co{K
zKc4ojTGCmZIMzpWF%Q}f%uRiMKcXHq+74FNcH1wgJ1Cxfi|~Es$x5QRB)SPEw**o9
z0~wh+U1EgXDtBACUOn7icBxv!vxD*u=Idj9kBz3%pIB4o93Cz&JG^wF`T7)<jl#EB
zKY5$XACrMw#PzNBpj^X=+u_Rbi1<Fpcxi)&38=9}2DN8yV%MM=B}gyCC^b^qWj}{F
z;hy*L;wFtV=S~N&+yvQ~k&RaD1xUHBr_%gfN8)?(FG&8c+elSKeS%Trr%4rnGTCZ`
zM+*(kK7;OMjh1VfZ0y5tzBj3T6)+l06+nY8%I%JL^{cxzY?kwb<9{C$^E+Nap*`hp
z$@S#3ShJRIqPDDbP@9Yt-cLZ4CMRwhcR;`4U@9OiDC$t4k~qDh@>bCgIp~w4qv3m#
z^j78~{+h&$vS%0Lv*g1ytb3#|R~HRY)<Ny(vVz$M9HZw^NRBOoXQat8&c9H-<G^D0
zQlQk?29auTtf9ZmoO*w6zlr|C<_I90*di?4NX{&1)ew7sZ{H_E+}oSbH;)z$JvVY>
zT=(v-eGbXTc%TZ<ou9$elAFglx<2{}vk%gGG}^`N?y_5A%!h=2wube^G=H*4ppCx1
zBxvmlm=+yh3RyQwD+E$g?^Jd@nZ1F-y|&W_@$^f@<y9O~NPvCN7iTRIb2@z)nBZc-
zLOX;CrOuY|Lp*wBFT|<5<k1{HNAtcSg0mG^{O;x`ey#39(P3^v47#|FlAo)ZOsnFY
zxWAMUvQWfs`0bdk@~X7lI8ZwN{=!FEWuDgf(4-NT0BEV3+?n^6ls3>rPSwBu+~~GK
zzIn#R+V@cE>2E`fVo$&5r>d%`cIC5wvG+Gs(cCGYNFK!|$7}KFHsD*thASgvqC^(H
zn>S=^*Biqp)9d0`>ik--1Ul8YroCQ;tuAbF0`<HU9$ES05k@vXI<N2A?`<4VFl(HB
zzf|-=uuuGFc(j8@{RreN)*V#v2u*ys!JA)xsK&!$)}WOoAz<@#2kVLVJwPMg9_^5>
zDTcUwQ@HMH6l5mP#5^eJjASwCusdyeD5d%7fe6Cz+tq}MqkfF7>aHVE_onXC2QLpx
zYNh0cUz?Ke{!x$IXXL_#8r#H`vyR6m2o0vO40z5@zJ3cLK^ikXc#5Q$QuH<Yj3!C3
zLfUI*XM*^fqa-nkdJ|Ql3z-h&Pl?oM(ordWTTzWg$`${B<q+wuQzTNKm#=h56-o$I
zrLPCHD)Rn!SKnb}+(l7e_FtHuNRIMOiPsNkquQ@eLhek1iY|*9=}IIDeORqe1&nxL
zm(p5c-18e3MDCa^^%h1yB3FL50qD~#YK(q6b(8&lxfv=@`0$VD@07;Sk;_GQ!|A5v
z=ZyM{XEIex$|J~U#LtQ$`1!+3jbnIcPT2QuH2R}C5uSYb;9wXqegXh%=L1ah-y#mB
zyb2K;WG5F;+(9i>VCgRgLKfDQ2>ZhxWw-?5;ER7ST4TP@_6&|e&|a5ElMHkR<`ra-
zXgx@WQ>paEm%qCBOJ%vZ3>ht?H68@4Q12&a!K*H8EWzOtv^#ab7Ae|)ro>Xu1XWWv
zV-2g0QT^FqNt9LyWPnK%yD5BXTw}l_RU`MpI^Dzis3$r4pr%9J1WZ8%a6h8!81kz^
zQH55e&EuKQ&w-H3wx=TEY4o<3Mg9E27N9V^_d9gmzZ(Q|mBNFa@Y1ck%jNGPkwJT_
z)$(pWFij>Y4!wuQ*sK0t^>XpV2Nl6d$>gfPXHKi??X$R&)(v%em23OQ^Ff!inP3>5
zL6;dZhsr%g;XOXLlRC}F8}_LSH9As;@72Qh-f*sjFyYJV__);(Lzpf59q_)QgIBT_
z=91SOy<1|1u}qx)>U4f(9;w#7#OEGS)#TGzw;a-tZ5W2xG#NsDXT!CIVl$&!)r~Uk
zE(mvC*|K@QDqT8fa@s?R3(9Y@wUU_paBoXaR4A>i>SSN+`N?b3QKw>u+d(#;-RgvY
zG{(fyITFn2d5)D=D>jm^R!VllH=-oq!rmI13^H82SX`ZX<6tTG#oVmzae1O~m|aR#
zLc4^d#>Dt)((JPt%wI622$<|&0TOt?N;?`$XU@l7*pru2Zpo*{u>dEe=cL>S1s4^Q
zC6t_{&1|2MN>lWL*;oX+d<$}U#~>RGH>!2QcvzOoH-M4wh%#QEt@VAPSg-nL@x50_
z`Uza17DcYc9jdt-<RRAIVANEiJZIFHk?MFQ_OsXT6JLMIx4lQKXXfXG@Vz1p08ecy
zQqP$;O>s$afjP=FEl2peM6`N8JSAGlJrJkc^=JGVpk2?{VlgbMhb;9HL-F#q@k}{1
zUX-vkr=FW^wxcHEtvprOZ$xW*H9a9%e0)}OBgnXesV|3th`XM%%T>P+=?U9q`j!m8
zY8YCr#PqhgsGx34f*@kLgr^JH3H-S;%H1h1kJ9t=IS>@F-|Uc^6ILuOT!n=wOToMt
zrH?$T!P@TiFgyye=Ie$TwIipFRwa|ZpP1tq8$GTXDEVop7~TR@UTR&>&&L?y!hCl+
zUMp^<Isjt%ESa?n&`{}KeO_`hP>mjDI2_ll2b08(b{xH33{Gc#qqR`y&F}nBwP)du
z%qbc~UTm2TzbKVM>Wx36$DOWKg8TD>izIKqS<j=u@6Kb-$jpq~O4I=WwvPMiOmVvX
z&Jkcb#@zd10Y42o){_<kI&-<l>d|?PKdOjqa{^Q&A~hq_)<Sa-hcrG9#+;87)w>|y
zMlA4D+D@iIm7!W6?w!5N9uq?!ulh8jFaeqxnSfp+Im|WY<Ig~-n;JlKTcSHthSAUn
zk%8RZ`R|v)v}KHiMH06*YV{~aH9$Kxt$=wtx)cbB2l&~?(IjP$J@?ciWcKp|QkX|7
z?D*3j4%%LD4oAIoW}DjUBSGER+WW0(jGVv5=d*WXi#wxA`)H$)glR1Z?`*Kc>na7!
znt1@bR1n$Rk;xUoOQzJ=<6eC`C#FuNY<DgSw`3}D`DD+Mk>n#49PlDjcjrSe_pfE2
zJ}(yB2s1~lhR=*RWAZ4cEB+USg!8gvOkP1R33mERdKi12o=#7J-JQ~_H(|DNB`4FT
z>2i0m_NODwxJru&tdM$JZ%BdE_;J4Puf&e8-BS*bq|j&<X8g<a80Cx5HgcD44Ud>F
z@63EEUgZyv9@rS|VIU^XP9e7yHY(qAme%Uy<)(ZWIH_j6Z^;M=vU)Ey3<{k>_f<Oz
z3ot9ksT_DEZB^;J71OCRTUHiT=ZuKik*EdYIN**&l50MbGH7Mapjlt--Z9eWcUIrg
z6N^3JbJZa-mJW3)kj95?;7|&NW^X^A?d>A$^&*c+8C{9tt%<n*|5q!mO^ny&(_2+6
zf4yL4Z`M%wO0A8jUHk!I*}L`wQ|-Buji9j)WE6!oXo(cDm=Z=uU^rTqSE&S8?c_$F
ze}XT=k@?0)FC?tV_<jNdcM1=a8ES(2kdA8YQZwP`rPM#)muYm&<N1t~;m?RE9f=qF
zYr-sW!fFp|xXog2yz5AV{ywkYVVW@Gq{&kkFx3dqxk3{F;1u%HueyZDT5sqihy)T;
zmSUz;erRVCge^YCo&UUU#Zx#6Pk4ss`{r>~Dzra#4^k}rh35c1wp&A^<t+34NH~@a
zfEQDX-C@5QflTW$Aeccyc3z$)f&oILOF)a9xs`=Qd_EyEIUmQn)5iM;rqv9~Ws)Uz
zf_&tH+iH6LRUJT9rGb|oCW99`-gzwY?H$6Rihx{xbhRAZm!72AwrO{tKVSP5aAJzn
zvBV{lN3R+hrG3r9bN*BAFCYa^0e|+yB-Za~ABGPfD1qJgn(H*T2Tk`{XEmLFwyPC+
z!74@TcN8NTZG-+!nC3ErCrQF-Aexi&^1rK;(iJx);yNxgAT~r<SLZ&;)uXnB-wU}m
zS83|Z=ly^iRT-bBM!r(olKgm^fi3$YBFo09Ojc1RL)0?;WH}Uw-EHYUF;)C|vUp#f
z(?_tu`jml@D8JiwPIuxZ_-?@6oSaO5h{>5>i!0RTY6^-*+LbnYXB%$}{6|%8{^b&p
zMsO&*7xQ}42yLhrd*d#JrP!%ocst`n@VOweB1o1FI7r?EPU|P8QD9{D=(Cg#TIyu3
zF3BKaB(?`-9=ExzDinJac24TUXjg|hv%6&#_qfAxTctxW9z}*Udbkd}J8@S;Pwg_-
zLQ_n>lW$GWSUrF+;m+MZm{GTWiSUmaUmt3v;zDPwKK#yKz6>>d;;sSrJUq<D>7v+6
z)(V9X;xz!`+hueFn#(1eXXU-|62Dn`Ev`pHI7uj<`)+4+&2#01h51?yzhC*sEqxnk
zKvM`DUq1xs#>@+Tkw2nYrJocHDpYYky-Mc%=mCgG3O~xc?B1Tn%sFumR(eJsUIoA}
zcg5pEAR~->G*Fi9qf~bl8hs=^NC$wSsh^rT2@H3~vwFmHL=y{Lq?6rty~w+BFujv1
zQx*0c65302eG(EYnwVY!`4et`{=}`{3p!C_c^V4UFG`<gw-)$5(k-AVr1n59+6AY=
zscPR+KF0buZj2nZ=V}3IlgTxeL$br$axmtoLxB9n!=S|Bseh}hCQcM#e}Bs3z5wJ6
zoH!w#P{U=f-4nW&V}tC;d7=PEa;j`a+kn37Q5a0JHI7Cl7uMZuawcZ@&pgPOuPJ&Y
zDvPQ}UDte4kGW>!cj^w_tFd069AA(VT59b1cfGYo4Snb2NCK$;&2?2VFoC>S9c$l$
z%WjRO>kQ$~XWnM+j5L_D$#H!5(2=TH4)uURNfGdWD{s$xR!xuOOMNm6f=U=%)uVa6
z>J`H9^zcld&`|tdC~5v$*rY*3!1PGBD(67HE~jOFaeq{G-J|QpTla8o%^;A$@=&l8
zU+2e7a$h|}L<v`KkOB?$xW6mdYr)$m4TRU7W*EWX*!&TE?5)@suo#-&OD-{auiOUY
zO{=2Gz1wC)gi}Gn>hAQ+e?aSC+zTV^A`1tFol@loWv?FHcgy#s`IMD8vQEW^+dTy1
z)@N+$>aB`$(1-WvENRCg6cU-xV6>gHJ+*id%@BZRb35!M$bH7dEA6R|UyjWpon&6h
z((naeov_8P%Y6aoRl^H@l*5Wq$RMhFz{w<YI!B+x58^!CXFh0H`$Lwd#)Y1r=z?^|
zBju~l&$*ey>lvZT6tmquFHRpj1m7>-<<VEP;#6c|A&TPngdkky6hrSv4UQCOIA<(f
zW%hL;Z=lVB=S-=x(g4%)l=2Y=lO3kZmrG#f)I2?=<BC~>^F$efM0O@^@qqh12q2yf
z7`eFzXP$N95x@6mGt?j0={_j#&hFn;z%<TOCxH2wq&GW`2$j1C`iy?T(i{h$JBI4l
zMizz7voCHdDu!ZzHSUeN*q18!E3dp%=M?zo&s_xe4ApT*3Q|`U6#mms!u&`Qvm?$k
z8|)(-D71S}>~gg$dGOKBpx>FS^R$|G$n03N<tTo6We-QWSnw&n)Jane(tdSkMFAp6
zVO2(xn)B_!G&9eQ2r)1P^VWwKWbgLKKu@RB5__)V(@Vimz%HmU*xl97T>R;ibZgf9
zp26?w189VffmIh>E*Qu7^SHCx{Z>-NtP-xV4cAeN-poupev8_V*h7JL0!LT))>RH$
zh|mDY(Icz3JRiKJOWIK>3uVV~lJv$pS;ck(ZIAiN+~0w7qnSpI$w2z*tFgZY;eZbG
zn1YL!=-W~xbv-ohxfOjRlXF#a=Nqu77QOpr@tF>R#QnCVs5B~bV%fz-ujVNJ)IiIa
z)A^dcd#9ssfpX{YzT!6wjJ{O@u8Yu%Kh69B)}>)U#Pjd&F`k*XD7;<&tfssM#rAD@
z&aHN52Q?)6O>A#v_CfIh@kJGgiXsQ1ddok=r?mXjiD-7aJUiOBGheX^pd0%Hk_~Zq
z;mRHUX8uMpxM4OD_H#siy?n1T`6NFa)jaJLD}Ia~6Ij1={e#cMnJ(mb=1hw|p{8mY
zqh_jObl)MDevA!T)E2T*314B*Tb1*D=^?4@7>QP@q9!9zttSo_X7^G)!BB8>hxDYm
z*6*|~!t?!JDggf#TON_Pxf<%bk<yO7Z`pd5>4g3C&DkM2<ckEm?E)$c+|&G4mR3hE
z0Jf^kAA?I?p8@G#y`{msP~JT<|MG`Fxxs7oJ~Gtd7SkbOYgmc)5Jak71O=uaR}Wsw
zOiX8_{xHvSKpMuQrat=^OU>g`LpY)m^H6`qOY||gjlZSOXRI#yBF|xCV$3TXs8(qP
z2Q>$W+f#n|Ep{V$0&G?k)$8+fzxgAlFMI_dVKl=M{mZbAlI_xnX|ra}*9HW{D4w7p
zPe@d~h8MB_W+;yyzo%fXWiC;x)vVS6?b<7{Y=`Jr?p2rsAtzHaTGX>MEwue)-uUYK
z@KtO;G4YijyHa|8E>Yr|lYusz06BXf%!%-9_Y!bIkB04LvUk@WNiVsgV#hi~Z})06
zpfsQ7!eHBPja5)FzA`=gk>9btooz#0zmrM+Fe>F=w{K8xF?v9w7zcN1*wS;Bs$UNF
z<ijWY;Li*?n0{2y)SSj}JGu1KSFiR5&3A2kdf(*{Q>IRWZ5@Og1(0wY5#xe9h;Gni
zcU76{WA!<0b2Wg0_IRhHn$RaL;ZM{vh)KbztCD*>G2^GFw=x^o;Vj7;qOHU5RN7_F
z-m874*_fV9j|HWfvubmhhK>oTU*T~m80c-7>0<CpH9HLeC|K@m@z0gR<2crwhMXAP
zO;YO3j~<re^O^2}a|`a?s=W;id@0nYUnwT!(eOEfQh$n?q;1Eucy?bZLSm0hwa(Qb
z3u)EJryx4or7YbZNlcUXJw&>q@j(O#t<n2orpUonm}{Yh-)k0x{1MJb7lehPE4(@C
zAITQ>tgAZr2ae@+v;<3vp(0hY?m!Nt*m|7!+^wx%p^tu!(?6EAx-cXWLBs<gNiCxJ
zDY{9DaYs%@yU!gAV<?)v>UlpQS)Wd!XkuP{G%VCHa0L#5x%UtHIq}d-|Ja9n@Qr$D
z`{nGOH}U_@GXuc5?=U)_UYI05ega#c007ZP?GkVW`(UJrX7ub5S<W3eniEJ(5NUzC
z0}h{md^mpy*;BhAWVmwY%(0)c#r4`{_+F?~c!xB2F^9pse}fM1F?X-aZ#R(OyxCK=
z25io@1!OP`jk1*3y0-F3DQ<|UQfIWOLWxy!+ey-LFB9y1_n)N<vWs8h=>Yx$?PO<)
zKR-n!iB4F&(2T!MLDSg>`i@6BSZ9qCN8p$m(!)MJq}fWxUdN=a;dY;eM;Psz64QWn
zT-v{XUP{~sd2j7{^=GAoF_7IMpsCjne4JwLW8>nSXZ6Q_qObFyJ}Y3BE$?~WuGZYs
z^_L}xOH|jt#QOCNP54W%RzMsa)~nd^n05C*GbO3J&Am0LH&COUIz4V6bXO&Q_e!oy
zb}vs3-sw-eI<_%W=v&zw#>1P9mV@=?79m9cWXQFdk7vm|o5nj+kohE2>)x<C8ql%#
zw3FRXzaD6B=LBvO+4=>2wf2enwKaS1ZA<?6|NqO22hUu>?jx~JP1w);_0d*btvTL&
z&X#p#H*&qQjjOSC&_9sl{3-=c!j$J~>cd3pD|_F=JD2ckv1yvH9*R1g{GYjX+GZ%N
zSe|;eN!2A1UXDMFjf$$&cRZHKtvoMV@vSNf48LditIh7&*#yrqQeQ{f!GeFtR?7ug
zG+JT+6$aeY3Db^Jz?X+5<^wLO3?60%Ud1`KqDDAkn|ei}WGU<j1rq8eQwnRGDaR0x
z_2qUMx8Qx<kAisoR1&XwV3&!qjuB}Ns4**k7__!x3`FyOccHIYan6eum7Hfj^f43D
zi)*EMp4N2j6um!i&mJ1BNI`|LqXEl1@>w|}qOHg<o)143v#hPOOpM5ZZx)Yu3LSH6
z9}D6QCtgEcE$s?`b(NHMBG%u_W58vLdka4BVUchTH+mf#a7jWQOGGYUWWP|d_xJH(
zC&?ctu-$h4U58`R5jHP47LP=#OEOX72i*sMS&hhe6xqqr_wV@iC+T}9yIaJ4j**{3
zsm|QmQFbg2M!|ab@%bn3UGJIA@3u#NR(C4UclqhMtNDn*WZzxN{Kp_9xxJ5IxXb}5
zlr!`dD%p{(O3hZ|fw6z0ru->H)9q{O(K9x^g03@ivs+p;4v3oG5aDhhTVZ$n>qm6#
z!Gu(Iw@c8udF5$$+~VnloMD_!oX57O(}pt<p<=IAYq7WuzVN0e0vpbb)WaD}zM>Q*
z%btgcZV2=oC+^wM+>Ut@(Jeg@d#VzDZ~v#J(JeaccF3^k)J-$~dV&1N-TDh`%1B17
zxPK5g?&(Zv^*SoCpPsQtOd?qMD7_j<{yrhUoOW^S<OsqvKT=ext^OuXEu&FWt>1g+
z0024LH>+C$EcCAXfRhc!<9{v-1a;ip2F^Gm#w-{DK7N>}9r*7k4PBD_S?2uZGAq@u
zC`JS^p2eES<uy}h2t`)NKJAxKLVy%JU#=3u5g504=91EjS?}UgecX`m<Dz%<B0}rg
zeU*s?hRKVDn#~TJUcqj0Ujw?Nkz1GAbro;Z=b^s0r-&`<X}mSgU!{Cn(f~sT>ac=7
zynkNR!}rc^{je6QWS9vE8{r-XMfsih(r)A~-vq3|Z5qGqoj{>@zuP-c=kW`(7xAc`
zanW<j-sL&lvL6<)+d<g?>pY>o)iQa(_X1yPyo}h)hgUg>1L5YgU;M=WjfsDH9Pa@y
z3$9*&-KThYJ-_!IWR}<mk#u#AZ+PXr?{<fF88XS-Q=dRD93jDpI6IsmgyS&5<1m6K
z$M}LsL&?yT7tl49vZJ?6Fb5Wr((hjO^hsHAk`y+b3HIs)pUEt-u7*!CxfA_|4W-wB
z=1IsSd&8m0kTcFGruxFQ`)ss#O(&2D^Fj*LQ#eG7s{hfFbzd|mu^1ms>Xx+GeXe(A
zE4bg)2E4NL*DwI9D?VYEF4EyOPfG!fIDag>M?%KMWAb(L-a1>Imwo%^!vh8*VOe8p
z{KNi6{Yc!bF49_eD^SsE6@cy~$H06z-1wX9yXGvo;kQpKg%WB3YTx}d?REG15=!Ro
zvj?<?E_*mbDD5(?_7twhuFKBte%Su_VlNVRo|pV%d-_l7Oxm}Otxu3Q@1AA~(X`n*
z{iC_k?T>E#h6BmF$_+qzdfD5ZPD_-&BarB9@5*j98isn7;w?12y)%p1BCw7~tGq=I
zb82gUjS)lIe=>UyWaE5RjR2wge!0ZnTo#j;<@cX4j49AT?EKiW)QqG3k6XneCD;Ad
zx1?$vcI7_ifGQ%mN`1b4Q2A4|t1SfKS9IZ&EYi-bF8$K>e&=t;Z~V;rcHqp!F6c%~
zxcw(OM+|7{U$+bJrhKMjSQ|B93xz~{>_F1nv{&$D>AF(6oP?xPNUB^kk@2w5EEJ&?
zvdM%~6%lMql@EpU5eU}FnA*OC58K(I;PLgf;Ng6FMfQfh>F;s>uGsE;vH3ic{Kb_`
zkveMB``h*2PBHtz=s(?zulk{1?kasfpt^IK|CS0K5L?LEq_I801kleIM{2K!Xe-_j
zosqfw*5pU@E_w`G+gp;=KUnZ9z$1qD-wsmj2S{%^KZSX5IXuq-B-1JLXhmRcjFY9{
z=y0newo?hD9joV03YJP2e!`wPVu3JLdBBkAR@~j_LYjX1^7g}{zZsNWh{F%33v{4A
zVH09^4<a=pM?)1A5C3|=fBn@{V(Xq;M1xGltHnOUmHF7>p1(x41KT%j7TAXfQ;?XB
z79B<T<8lH7gt^<Cb%Tx1K9~qoJ6)n;io1~mObHPY|K^&b4lc7^$t^g@M1Lc@qWcMV
z;x;b@WPD6{(0qS9?JrIU*x`{iBcrv6++5Q@99@M-Q1z#FRqdh}iKpPR47MPkHb!*Z
z#lJ2%yI^vMbVxw&#ABbAHZDG4>Uy<z$cE^%_YOMBG4g^cxF#K_F4>)4+tyDmdy5Yy
zHoph=(D=k#M_?1icIFFSOeVdZ74v(8CCH1%A^g}KZSKy%kaNHKYrFztn9AD_Ckfh;
zv{V*-VQHB03-8*__aJ2~M`B((<ns3RJPB?&($cGIPd6u;uXi#y=5e>kW_3H!*S0{%
z*d(~aD~#d)^J4owb_&A*0`#nue&N6Xy&cA4N0u|vCn}LJ=1e|R%zn7hs<&h=E$(q_
z2S_t&JTuna+i@XA4-OCObH9QMV{p9oW2$Z|M=BWHMNC#S2kCiyQRMBNy!>KEG4E!4
zP4-)lZ_bP0znjxEU!nhP*+3zXaR%UPvkCI!L4BB%#xEcj4o!e_qOLSiuDy~ZASiN3
z8I_vGpPDs%h|BKQ6uUc39zp6t4p%%L>BmnOUxJV}EHfT0o;gFPVef8Bds~$~NDmEk
zK(oUQA@jy@xd*;jB^gKORRGLQ_<fEaKQF%Io1;#jbtyuINHcqS#P~YjDR^I$JI`R(
zG*8uOR!xaJ%&mG+B0JPByH`EIsLT+6^^$Rx{OsVyiv%B<PtG~mA?kdJ-j+yq6Ey4`
z>LtrCFV){iTfUv#Gqtb4Bp`3s$1kYg2SiUK0LxP1zWZ>)x^db85aI*sfQ;(N-)}v?
z+9X*j?YH+yPx_r-_Z2h}M;?E@cewP<FzDqCu1bb+WX0v|_JycWUM24s0MCx1d7WO{
z?gX2HF5Lsy0Nn^AAkbYfr$(G}k?6UX0Q1mt+^w!hBE@6E;UEVakFIDQ2w3UvgD_RP
z!cz6+F`ABvxzlHzS0B^sPkrY}D;V~}N<Pa~`>Z=3g5C*^jIO3GNA-7mpcZT_GRgop
zi5=U4EkE71D#u$}$7qGFrd2-~_si>&iGQh^(9dcAzGDWzYv_vC7eoKqA_(vfbbc2|
zt4HVJn}#Ip%~Nl_m5Ss}q4zEiY!1W<_JMOhMn$(5AwAHsbDe9+ByKP4#xxT1s$2tF
zf)zmHxS;z;7L=YLG9?_?#5g*txrvFV%YciEH!;LSmc!aHhT8Cbx{F(+uFeJE`FVG|
zJP{~9;DTh}NxS{r?nZ5vMw9w3E#4*{j1?G!@w^TfZal1H)<Nv|u0~3tFVUYAa*0Au
zt5#4km<4Gre9|rcA{UNuus#AHg5>0b9`I5wj*D)3b~&Sx8(mAu*M9Vu6XKO;?^gVF
zCLvH)9K~4?XcLBZPPSnY+ZP`MA*e9A*(Px%ILa!XuPA<ABs?{hx3wLsBE3CdA{@tO
z)in>pQL$${)9N!(%ihy@e%%0Xb&$zA!SEyG%a3vbK}rYn;Oy)y%NXO=OVvAuC-sl?
zbg?*K#&fEI?fl(@AX<D;>OKSG1bO*BH{atG)h#YG(=8A7_alsgWp^nqd+Qs&KN~!=
z)h~P`hv;*x0TD2m-bo7C96@{g+89P;AXOe}gDCRm5%<Y#`X=Ob@_mk`b^3Hb(-x_<
z>C0MAQ}y7q@&(C|WgZ$VHWqV1D&!nIM=8_!%H*MT5ihr&<Rq*GSaJ8+zUu3B7?D?H
zVy9RSKh@p8-i?0P@z7+vH)Nv2q(~LSlMi-w!<%Y7G|1!sF?;q3m>h`FzQng~GT=ti
zIoEyG@ek)?UcR`sW(9G1nFx?>)1GXO_x<G%zL@>KMA7XHd_#C;i;Y2kCOF^(UhO97
z?aCtvWzLVSs}^nlx17Fdbj3u*J`~7Z!yLjReWu{+`MoDG_sDQdCCsuo!8@%EI1oNx
zgzpyqwNNa24r7a*m-f9`3-15_C;J|I&*D(J+Kw`Y`{fJD%`-yt(NM(2uUd3Z5+npJ
z_tH>m(z0OKlnRUr&!I7_A!JS82GnFumH@VT<LS<3BA_%iu{NC#G#16-J#WvUD9Tfl
zqTGQ@OQ!Yyr5jEr%~1p5Y+0QpuljbvkFtjl7*+qQS(P$>r%>tfwCMuOZ0EYp4^~D9
zxz3MOCFwH97utQp?CYw)VI{WssiX7dPWo?uVH}t681QoT?WDvmTvWQ^yG_jy%}2Ph
z5fB4!G0rFD2&cl^1ZizU9r>*9FWOOTM@@?0N5p4ui4mSV)<4l64|I`5qB);^P&mJH
zd%cH8l}FY(4`t)x<5-Aikg#knd?cjp5xX$w-CQ{W6u#el?$mvlGB7eI@eoI(B9U-m
z31+@R^a!}k_3f)uF)5q`)hi-T5Tw`#n3M(*8{9FgGSbw~hi~?Q^pkLWSF>}}aJq+P
ziRk!nAvy@1o{7WQWc1;oC|5vW4HMTt{D!NE?PVFJyQU=r*Xr%$lCDiJCJK1#i}qV8
z2~}#sUfDk5ET~4X9K2B;8tRF?9K*}I98+^SO0;haqIY~;L&ZR0<-W&OGq+k#u<yh{
zWjMbtuMUrE*n>K-5_6C3wtU8+jpku-^WDt7lFgxK%F{=6#abc~>8q%ImWC0))fdJ5
z2JC_Uk*9vu5sJCH1XwLbDHV(?_k;;_gs6*<hfC+<_j=vGCC4HLq3W&`1_#njELbF2
zzwBQG?@rBoH?06<S%#8E(%@O7d8WMkXTi(9ZJRB2W1648`ln#p!c&Z-;VU@i)#-BB
z#7!c8$7f9l98KY)nuuQP`Cb0*6h~^8QIYie2w?FsaxWHfCoBQ&zL~<*+=W8<e4G!_
zmk7qB3N)xkT6~Ocb$jA{b&C~k5|l^SmKi=g7}hO)Wkd^MIxW|KV=9c|bvqu}^UGP$
z+z)<kb{$T7n>TNqD)HKr9>~Su)p;|$lhWl4b^KlDU5(-XK#8)nQ04xDxL#dt!4IMv
z`9?V(5LezbX5kN^yGJ1+tG|}5_3Yb}7$aWIm*<FT?_D=VlEb~iIwYX`>`>U5_p7bP
zqpzEar9&8v%+*#X%MO1I?NL{1i!bCiNw8b{fqD+5N<HU{w)OFoJ_gbPe{Xq8F)uUp
zx+ak6faGB1pC$ejj?gpb@P<^@ThImEFWmD}=I>QJQjQzz>P>$}m^glL><Jd-6V`ef
z7Dae5Ga@|JY^wZROXDs(3}C6p%`Un)B$5dNqtMO6Qi@dXYkUAS$7v5x=9+xCnh}5R
z-^7RZRnj8;(r$pl=jMlX-O$wbPdqIg`}=lda0tUzn!OPj?Dg?paPs)X{rpV$Dt5ll
zxQdvizGYyoYB?enVQ$Cb?<FaBB^1u@V@AEIdmGBLRx0v*fy(tf+>Mt7kKSKWNzWvB
zmvopeYP$Bn!*@?K7IUrI9B)(eOY4?_66JhEK3$oz?CBPEQ2r$9;N<e!gMCiawQlJo
zjGc8Atmk7yu)eBL#qKg>axzQzoAihnt`pBgx%m3>);&yqKc#rNnxf-J+NT-vHZAX0
z>eainB1K36>Zj$*-h`$;mA~}zD<195E~C;XYvZS5<SS=y<>r87mQlCx<+fJ-Rh2f_
zBUZG!WlmJJ9xVD>RCRQW$og+PF8UYJ$DchV?a34wu#GiqK=j*Lfla<DG1(e>X~uxt
zdi+XEEwHyUeMjHIWX<G{*L$9TS<Fm|j-ta=p%5ZB%Y?Bm+9TI?VC;w$>{yK<*+VNI
z&%F6Se77*puAqg?X>gB+Y=1JM_8!qeQa6cbn?}<f)kn*d8iArUaWV5H`0X<>vo5}?
zO6>1;G0(f?_aP(c6aTJ{v2l*3{g?#r=He5^)}^thEWJ0xft4>uFC77^eJOIFcO7)O
zS{G7$*k)>T%16}M=W9@GduB%%c(<Moc+9ZcAz!a&>KVV8(~WF{L#u;n_c*jaQrhha
z%^6kuN*%Q54sjDbpjO1B@#mTD`g^h*ntOGh(rY6)kC3_k-WU0v47!Gx{E>ULwrZWA
z79`$-z%|9N2Hn{?>4Xn&Gbv0a(jL3her&}z|M;XXGCTez!OS9W;yM4bo!P%u)yV^_
zS1c0Fg;L80b+(tMY{!JRakTr?53m<i%5!)PkMOWJm<Lv<2O@;hd9WT~$|5vwoL-+p
z+IC+?n}0XS`|*=;R^A;A!cRJC9Q>n}&_WkIf>Acd0}N%LCtMsG2lF+d_W>NrVOKBb
zB7-&+FXo@T8}Rme#aH^>MyawFz3FY4NGIiD`cg`n&nPpeMe=_A2^$B}rpfDx(y(`|
zpP{~<6$OeHXi0=3J=W@h$Fl#Xxt=<2{)=Me^XCABqzgmEG&M8(dNt*^2aeRat>9`G
z!PgkwDqf%d=kflASaHRdugrZmT)teu!Y+E}&Y!t0f12Ap&x!oKjzI`q<70hdzQ-MY
zKNaV}X)2ZZ%Tk#MKf{Eqf>{cN`VwCWv#>Qcu*fAr!TGv*uY<t`Fs*?4keXXDB%a1<
zui&b_C{E-_Dt@A!{jEck+NQ_;jRK6`J=6f*VecvDekc(^H<U>esGkx89_C?mF*UHi
zXJGa({_rgkDna1Y0dAIyz@c-T_ZdOX9C5ZDQScwNEY&@E@wcxh6XxD~Vct!5%;!g|
zhtd0-A*Am6?dndX-GtU!;CAHp=k#%@{qQv1aWy|&8uqjPQRWcGchw_BWw${+h1f4c
z0a$z=LlPVuH06L{-PaFlq_X=>F^T+%!`bsku^~aW0C~NG?`=p_hZH#(KEAG#8%J6J
zlU^@Jn$txNYnAiO+0<f|v<iW<hExtR9xE3h^el6RtV5)(Ry(lCj;i06{Mc5~mwgl3
zp|rhvdbiTs`cnNK7RqA>=~VLz{cHBwQmuSTnMj5L6Y8gFz1}*x`=$XI`?`E?7~Cgf
zV!bQwW`bv7K!crPtuu})h@dZa2cnEae%SE>qX~2zaB3&FxZfqH>^p$h%zHh$D7m5q
zJS{AhA04%lpQU0%_a_tZNjOu@wY<3(7k}ypR&br`C6uoVN9~LOe)zr&G~1Q^_|vtU
z<=Ubm-3JYmWAA-_Z+v5M+;cl0o~zzT-+U1u<XO^7Z2@W_zD3*$Z{qh>Y7K74+?_hM
zuf)S=7JBSPTUt_qer3N%!($GCJvgz&_!Bfh5cD(=J174#qb-%ujg_&g13R1lMq=QZ
z=Ck>hqnu&{)}M+qD%26l$pyGWmg+p#xBz6A_uh;ur~CwT+^Z|XxjXUZQv~Datk|8E
z0E`b!c3~A?H3d(K*7wNI!}V5ThiyaHbk2U|9i7?2M(x&qCByJ|B`DQS$<t-QucYuF
z0Q_^q7FO?~T}~?^P^>E3!Vt4}B+2?Z8)o^|Jd5^qMO0}z|Cqsz6{b7oSVRjTpL8h1
ztgI54hwCTG>z=~Vx$Db^gyjRb+1PufVjUh(XRld?wI^=~U&V6iJfw8kt4?_j^**}a
z-1@tDtNF?N_!_wwQ53?$XZlzKzv$PG%fAt}*Pl(*G0x)(EI6E6T46463d_RFO!Fgp
zy)_>B8ctY4Zsqfv?)U4n$(`Tb|07(4xh{C8E08SCu9hc`38hRv#qSnTN($&xi)0|w
zq#yhF<iSS&QwAZo+-hx2Wf4)MINa?^eI&`RsOzp{bb}#IWU(!TepwrScyL|EO#Uq2
z4;48A#c=K)M|>cWhkJlz6P%7Wc4_zz!&KSuppyA6YxZrsmX~1QMnkg{Y40}ivN~VL
zpHb%eF<WlpnLf|S1qK_Gmv~$ra4@`M(>-2<*M-@9^ot?wCN8~-U5X_Porxx?V&&jp
zF(4+FhuA&vF3Y5)W>At}!w>t0DC9ix1l`CXi5?MbhM(e<IP30GGI_I;?8il0@Wc?+
z`-!rZcH&S$C3<G>L>#{(&n4^3$ch<5MSdkVV}^x)ef;vA%j3O8+3Yz@_DxYrx&gz3
zw&+j(lb&!V#t(sX-wfO~U&m}Flf^zBz|ZqN{IpxKC}L^ie^gF-u}d6SO3Yk?2(H$R
zLC8>I%mO^DqvjcwWM~~h!Wequ5$HZY@D%w$^i)K4rcL~{JAmt{jTd#ZFWU223R<!+
ztoLJ;><MfXjdvCaNC9vl9{F{=?8@eQN@RMqb6mIPRS3#R>Cl3UMj>-gJNp~UnV<f)
z{Lt?$@uT7X{||I@b0m-p3Ai4^X;jKBI<&oV)L92H*$;h9t!E+ZWd62G)>_TZ^6giY
zfpUI2-&<m$Ab7$^6b4;J7)5d-Cz+te`(aUjF~!Dj%w|tcixrvlc>owXtZ=BsuKU(t
zED~Sr=d-@+zFLE3B4!N4b|%q-gn0DINyT6pECvRv#B6Nue(s7wZbBe^sr9QRp)CQo
zQ*o0ML@?D$ssoyNr9b6H8m_xk%`n8cW7s4P|C53=%U_}+ICPgD%C0NvzBaHk2mktN
zcl$#gSxKqyiVhJ;D4oIXuf4j!0QeXmL{w1_J}&uFaYa>ECHs$vv64d0IFbLD@CVj>
z-M>|9MXq!+5$4Q^en~{9C|xKH0g)qnOJ}y-y~>d5R<6i7?U5ZCeyqwp@M^m}4~qYe
zOT7^EpT-mC9jol<XHd=QQTWK$P?&5u?Z?m20sU}~(&YOqpYj%8jup(g<BRTouPdJX
zh+5Vwq!wH>#@}7gQeuBR683wxAEyV&qjW**@ypAz=jTdYwa(zzXsnv=!}vL5HVnLB
z%zqPJU^vd1>@moLB$&Zg@_ITRj-}qWam%NxzwmHi=FIyg3qLMg2SZ3-8o9exyG8X%
z%e~l5Tw|p2eZ+2OXRwcumkE4USD8zSaL1DeH%mCIQEVQx^mtp_@%NW60@P$ewDkCi
z1mb>Pz4_Z>c!W|$zbLu0$6woSEp(4NMvDS5*tjOkf}0@Stv@)xWvCjiZ|Zw?z40%x
zSBk>&5Dk$&<L5;%U<Jl-FZxQ6cC;DrT_5AotPs7|f7TmK5vJLd_U;hg{QEl=E~l5s
z=wL$~*B%an;6ym{iI>}=XwNJ^FOt)4N8el%DxYs&PxZ5R+#&g?iNSvN4FaEt)8co$
zOC;6H@C;fq=Sb(Loz)Kq=82|VPEb%yDRc%~|HIetc12l_fGlCFJLBD6Rr9#hd`(q$
z$L>4^cF#?z2IUKVc+K>2Jsj^eHi~BIIe1Z5a7JF4N6>`s@!Qw-z6?m0ydWbx@wHKA
z_kg(Y%rbqI=X0ECWJ=^(!B6R`+ehrC57iL>q94qz)6Q$Mv^%$H3dh3{upYI^zfy;Y
z>uC>eWf|=*8dss|3V>hDjm-E99S$E+Kcv>`stmofL-r4G#p*11*YCw@^~paD(&K$=
zpJz0=%Z+~9Z#(ra--}&%EYtJ~z1@}@Xl~WJR1#t*Vib9uzxC@1$zw^N*KEzH6z}ZE
zaCxQ5rcaa=AS5q1ZLWSh@p9l>$L*FYvZ${LQM$L;v&8P)TmZgez)pHerCgFW{}$9o
z0iA2K;X1S?yMLKFvnFNLvkU(stB~14MFAN_WRMdIlu4OqIn4JZzdNf_Imp4Tr1s9x
zZ+8pNbKh%Sm)BL!%`)M3OfNaKG@yQ+&mV{&a*cj67a6E73FrPDB4fo6BdL4dff8TV
z76rt_0l7>FWzx9;BBw4$S?Dj)N+LPA(JSqZyO+$8+;`z2z&3SpQv|d)!hxK@rFx$7
z49tOZabFJbVO~*eNPa>wH>4RxK=7sd#EU+dVDbDG;Yql8Y5Y7N>Ds@%sAsB>A8TaA
zB0>eI`szep6+%k51`7N8+1?TlB{#i<Z#;TJj=FO^sFHq}`mm}K;A-6RRk3o^9-ucz
zw{{9ac1|yeioNXmC@4qeJKm>YIqMUza8omwyvyxz|7wdjy1TJ9C%(O{M-B|U8>b*;
zG;+@KS-|wYNXOS=a;L%awc9QgLsVXeIgxCe9Cyvy2-L>TYoqipRtn2Iv%616H>ZW9
z+bbCL=z=rgSop{EOCrrgsP*L_et7lW+pj<ifw|J>9nLDPbuynR7mFem<nH|~l~%(n
zWvK#kTus=%e{=ieU;F!`Y4~rMgiR8=Ioa>r_~7raBKAdxo?rTImfC99<lS()a6>v+
z?zPO)DLMJxgK|lq*7bZ?E}<B`2TZB^`f!WhB~&j7yTjelKS~Jd?2kSz>n}GG6+V6D
zaWl3>MR?o+UK}nt|A1@KIAe_)wSUU>8l89Njd|7dXsn#DJffGhJH-q}!H+eFF3Jf{
zly|TIgx0*zEC%27^6)M%_2}>a)b2itYrb#|<6rCPg4O?!^y=J$gMbjy1#)%?GlqLu
z)U))|kCoUvJVsR9C)Rs`Y;!1nmAS}HdUKU$&ed!>2M{S4Ru<UIyw;rFf)!Ul=srtZ
z^QpDgm7xXzTlsVsqbsmYH8#V;!&(gB_1MGRUX62lyS(0GtP&f-rKbs5;b%q|7h-Yq
zUG?I3hdtOb<PLSL15fbm#%19U06)}I<<0!<&dTz^u%a#w4o@n>f_zhOdyR&<f+GXD
zxcN<%GmGwhv0sAKm(hyL$NBbr-f8Su@WH_%u`;P6y&H4sZJkpY#vB1n1!;QeVJoZw
z|Ji|A`^kp5nlaVp%)@7#ryh`r@er)fq!gvQ`|%@aFD?n#F4i#apVa1bBlEbw$fMof
zgkOr&U^#$ozyJqW7q~YcYQrMqudpL|?ej$CUT}=o2fph!-aR86vFb<b)BnH#_%mEF
z<Q9$C(N}}$n)io9`{>NYMp6HC+H20=o)0XcxeQ+32*&BsWuNcJwdbGT6~p^!)yvKN
zJmT?leA1js`i6GPMi#P$d)n4~Czx<XqK6jMFxY4~@|-Rl9v_1o^+VkP3bVJU!)SUx
ziX7km?wE5f=op7McIgMK8fk6BLo)qzzhnAM`7Sixtncvz$Ug6LSK6)$r1HrhQc0p^
z`hXzs7z5CXm?cR8%$=wEr;M~k%~335S}wW0$2S8yDkRX3h$H5HexnHOTd?8RX6J9_
zroTb!PTO>wxs~3%dS!|}JGMS_MT1NY_oHtk@udL%UV@PtMEwZlnLYxe#U9nqn{}_?
z2b<ZBJ|V4Yy?*YOSp(tzb6zX3MtTageDaH>fchbdOrE9pjPO~$QEY`IGkdVQ<g>q=
zSbP9|^VeTKwYu)?Sf^9@vW~xV{U>ux3#_VpTD;Hv`}Zk8@nIxk(>9IhbZ+m2?+rx3
zBv6GTy`&JGpSVFGsaq_Y*L_zuV!xDEtSfplW<~`#_oJyqOrk#$+B%nKKHEJH{E>gL
z#Hnd8R6^31$f|YL_7^cP^QgFZqIZF4)Z0q;_?+HZ{9+PNIoAaIa+Ww07nD*i(c_SI
zw9Z={p|a=px=)EDM1Y582dOCTtQP<zWqsdtwyoSaarZoWm{HRn)SxvEdq+lez+9Yp
zTplEmTy4MdZSV|y@2e)5QG6MHgGq#Z?b6bOczDt8;p=A200;Hb^Vv$7%|P-RskZk@
z9vm;(z2=s!W&;B`jMvLdY)Y)KosU=6+>$fGwtJhGpI!U9HCKGFvh<i-1Bv-o!vx9f
zJE#EnN@C8W{B7M$51oF?Zw?k{!{si{`|F6*6JA#J_V|kp1~>Y035DqKsjjtK(xYOZ
z?ub<);=GAM_c<Ya?v(9hQ*r49^&v^wXG$_@*~|(zeh=g28B|BLYzb%TPYqI(eW49V
zJy(!6xwlg-Bu5%<M=YsByG#9mI^HZ4gDmb6FT%1x4Xh+T*f$VwH_`p(uU&d+9;uEI
zP*x_ZGZ4!D`kR%z$DqR2vxK{7$PEu(e2`gwlz=eVDq_;U^x;e-3-;Q}M>U`Lg*hq6
zJ_9o1lb`4we|B1&^S`HbVu825t$y(Hf6)fGCY)8Ud>&Y?BlZeqEH_eq_1}9+rX;Hf
z73EP5EBf+Y|BU`8mkwQ?Uo3{7<b#CrB5zO=6F&(eS}WPW?-@c<NAn7@5$fRH9qzgA
zjv`>RY+EQW_xf3BFO2y4km-wDek5<9l5(FobSJldoe`mHGj}<J4LA<O6qGx8-(&1n
zGsA8Gm>|4QVnbZnxfg}=Jvq1M+p4N&&1O9g^5(-;jp&(U-{%Wibo}#77kbVw$Fr6F
z{rhXaoc617JX+Z`xzxw+<dVeY7=Io~-QTum{#f{?yQ?^qcrB#fS;ae5J3cbf31Mmt
z1g$tTNUWeTpQ{Od<G_&|r4xS#ER3I=!kbW~XAu8b2c0@$!x-en3iILhg^tQZ3Vv+J
zrS3kXaOg821BKEOtFz0ymazPAL^N)xjIOjp<i)vu6-|bq_=7y9t#)*TAFp9^gT&V-
zD`qw4PZ#NaJddTFN@5=HWnO|Zqd#HFvx`$t%12l85S?-Yh~h%FI+9rIuFe$t)%<Of
za3fqgcfQhx1X()}E(ZI^-#3=oCWIg7@oFFxX|5H23LnQv+n$d@`D_Z)<MnobcJL*$
zjs3^}|Az(JO32Nh%c(m;Som}V!Nr67d^p84qdE8HYRjdO2>=9N>ZU}#cPRI2hR8j<
zDSWuKPI4oz*X?Sjx9D+?9`7ezG~V_6Q>ROFt#>^ATb(4gFQmH-cD*QXpx?3)vX}?N
zEd}iF1qYJk6n_S9NjyOkki@e7=kMVg1Ws3CoGj-m1|B>(PL}X{a6=UJKRlu8qlB*?
zDVioS1PAH1=#j3Scp+a6X~4Lp)szYnyyiN|%e4sz&_MM27vFUcp{~6;)Xp=>MDtZ&
z-GT&#o3J*{_)^9By;Ab^#nk=zez~U=1oXG+CiDtkG|v$hF70$c8B^8nys9VCkAVjc
zLHu_)h{A6dVzd7)e<Qw)G}iPS_Y;l;zK<}zEGt$|hBR|BfOtljvX48sGYZ~I?j-St
z03s=0QBDOC+Y>81%y=)l3vf2q;{lE4Uc_kWaunYRq1cwzwKBqayQMic^p&j@!JKt5
zd_p{EYkNco5H*?Q?69Y#*G@}w?Rp*W`HP-@><$ib8Z&}Zn;6;MP60PDl2UI0bsONm
zIL~_iv0MD6ziDNgFo9$Qho*i;&z~uJo&m&|!#Tv?j}gCtO?RjKwBy*|713ZTB-L$M
z2AA?uTz@aE++!GR-64>pJK&J)>$_H~^K;$j&O>&B_x*7|nqjZ%&YV8(=waU-^K+6j
z#7SB1^63uSak{6wME@{H0X2CKH&Y3jwC&?~8620>&Ut2;K#HRy)pWLU#7U#`UA#lb
zQsI;HNxmMKvKdz=aJYcFdZHT#jT%|SSh-g6B!N~S7uAA6&wh*R&e|2@nBg-*mE&G)
z%E%D=G5O3l8!^e}9<<_%Ktgud?6y<I0FR-6fal8|>AFh}uQwYrP_2!S0S}O*51*4#
z?NfKK6(Y9B3&VWR2iu)BNqM}FDW76OC4FzYcpHbuutNH969eUCNI2#qRyCb#*MyyU
z%d_jV%P^^}GAW3307&WGZ(MYvEJLUK_HyXD7wdK8fJ2W`@6J8^RgbQe<BFCVUmh4|
z`q@&K4+}1VRgc$CL}#d>tUJS|pOR<zm&I3l?_MK8dH0@Yh*mG&6wixy1Z#-L^+7nl
z)9kP5xezx8d+P1E9(7G$2>Kb=U%AV%k~?=zM>FZmB(5mWYC2S40-D!ULuE*`L8sva
zV=oydZ%lGl^=-2b6KizHS+uT@OW#r57+{DIK-_gLdhlE;?jPWX-R@_+%@(FuI|QIk
z!wg?b7JT)d;&ZPa&cj#UFG!cv$_7?TvmA2ldK$5PpKC&w+vNskU9#w(S3G|nkoeqy
zhFvv<fzOo5Jdojk+V?UsN8*`ix0lPK@wqqlYVq9TZfBR~^sJTl-Q5qSu++LrZjbj+
zp7n=@`QZ1BTIT~(qs#4#xK5!-C+iu_(Gtk~=dg>Y-TAnF=5y9;(>_Dxe>m^76}khn
z<GB|5AuSg!ITKs$6-*%ViZ1)1spS3cM46C6BJ2J9*(3e%r=!_WRwlgV`Tcpa`r%lx
z)2T@$#Bb!aP#3Llk@svB2#j1wIjTbDT8;U(hjDrbT|$!U9)2NnpueBiJ@kh1LrnPm
z2BG`G?PIEiDh=}6+s&m>yt86XD@<&d=69kxH}>-J*QQ`BgU2gS{YEr;YQG}NpljJ%
z-STdaexQygTLfPSx<NFbFSq-Md9(dp9_lo$cL!Kp2e48z##PTJo$ofaJQf1g=jPpU
zAVwV$;#e3me$nhSCpw=ZpquP>Nq>pG8~Z9K*4}~4$|j5|IekFJE>T?Pq0n$TB`+xw
zJ_K!+F#OU^zv!1ES|~rKG<RF1cPDQ;@kgK}jc+JF@0+?RWpx!*_vuw1&>z=4c2a9V
zs_w#GCbaILIM6C)B8*y-^RM;V`OqTVKCJRV1|6ydA57eKU_?HZBETJo_Z0Z>Wf+c_
ziglgVUYm7?auC*ay%JwIK+CvZq5r&}%GX0RcJU{qI~fq%{z=*l)5{o&o*+@-HsGkA
zsYU?m_%XiG$Gp);zy>Z#^5ADi8rK&}umgEMJ)A@EB8QTFF5MMGkw!%*hVVn}cEi8m
zrsk%NA9jz1pAn8KFunK^?2p6`r984fxsW7fQuB{m#M8PrPOs{7Vul#~qO*C+rW+9*
zo%eA5p{0<Xi2E9)eoOdw0&>h|vG3Y|8e*8r_jl!8uN`e+iQ!NTS}FWiELy#O+&dYp
zESyXE2-;J2`U544+pZG02=yzso#CcW#iHJ4??<_NB=U*fUETU-;EJVxzdwmKn@5G#
z;n|``mW5h1is>MjI@0AH-7gqpd+GymAD4}PO1h2bu6vS~@7S$cT|NMX+0u^!#3BhJ
z<y{sa{c|@$_OxApPf>p49g~~2(w&d<FMp;{A_d~So>|JNe$ODouiU}dS;96!i>n20
zf0M*+X7oYoJPM+n>gLza`C@1fr`{cums1q$gzZ=6H9-qM$xP<X&cDN2OY=^m@E<eN
zs&}`CSYT+W%R6-F=hx$IFB4^?)9oI=!9&{`ipbpH5;A5~x6vO3d=Qyi?acJiy*Tk@
zeI3yvFAyxx<J+M<971m#^5<yph-9Sl`}GAsPqR9qHca;C}tyM8%T$--NnZ`H~J_
zWls%H-HT_$m~pj%AcYjyklIiMe+6Q>ofgZI&gdL8+ySTO_Yc_rfh#X`X;E#3rWtv5
zpw<1&V%tCphl=27ekI?d+A_!DkQvwSOPkO5HGg29=di^dYAu176ymy@BkmP@AD|`s
zWS)*6=ow7d5A#`$5t0hI%ts_-!31b}?NOfi%VmLZ0j(MI<K5++ll3_Y^X3DrTZhK{
zerPHrI`Z&4dWSD#h$MwY=Y0W$cmvBh8Xi0gL7%|(=iK~cKcqZf+F6hbw{<qY_`Vq8
zwBD|;ZG|e@r>`;Vp5E1&9s7?~7xRd~opYd~qqWYYBCDNVRbDp9ng`3Fj?C-Ij6!(u
znOA7pL-wV&28uM!@?uQ~Mst-5fV}TdS^TM-v2n`j+H`X@g8Xda61(Q0`dYmIwRA<!
z%=}aGLLuLQB>Ls-ZUy>WG#&4SNaM=te2M*X(2LFOyb$e)d*0m^*Pkz;$B<+Ni_FO$
ze%_H|0-KE1UFf)vUazM1_xhHv^j#F(6{%&)8}E>4wJd%Gvh&_L)EhUT-3kJGLvx!(
zo*<=pZsp;!PE<E#6Ar7e((G<MFfx`b_8*Bl#e^s~EBL@HirbZBqWYURUmXuACqE#j
zC!M&TK?jlc{-LRRssZ!pbmP0Aex37;e2|q*5o3VvYExo1VRm%t3}tQdftZVXcUzD9
z&JOiHI)8-z?kr&|h<Y&+IU`VJyX(~O+BeL1F1@#J4a%}VD}<(I;-=5dRMS0c^wFfI
zi^G3e&ssF^LBeRCMV(>12#R$RyPM0o)-GQql-zmlCF%UcKCJ2L8d|5(YssgFpi%C5
zm*a8PD|L5j#2Xz_=}td^P$6|VO^ZyaUUc{otwRt%Xa)D?X8Sa}33W+_yJ3Ct?ft>+
z;(f#Gr$<%JUrLw3L11cfm8NnBPhJwAEL^d79!R0MX3pnGTAx)hh^J9IcoRZ0or(|n
z$35J^Z`(evp}!!Jfj9UW`pgOL85OawEA#2mub`%Cm9#?GtL-2hwE;->uG}pwOUZL;
z*X1)nO^mY(9NpZt_unxg`DA@*`rDDX(2v`Oj@Ve|Cc5Jo@ON<V9SNdfjNk%Sn!=xa
zlm;Ukr!(eD?e$ydULd#KiOT`(v!}A@6V8_EVt}Xo^s)0tVQ&@8{_q6-M(zLso^-e7
zvpWKxGC+^U(ZG^eQzXiM`w3V<bw6->K6vz({kWCFgxYj1>E%HbMz`(qN4-2SK4q@Y
zvj7$I(NGldHS!9|NRj{G#mX-!P(S`a<UHCA&rACS;p{t4qD&;aOxT+Dvb&nOR$Sh6
zxgO8`m<yle>k@h5e2MGloeehZwKNMk#>q5nTl|#Ho&#~t2KN-tf4KyD(wcO+5Tyfz
zfq2paE{ioikRl}%7R~nbS!~FYi9$OA;SPExg!a-~;z#u9Ye`x7<7TJnfZ9!wltFP*
zi*1@gXnX;`6ctZ-6IJz$v>DNP2Ev)2Tc)L)*Ls?Yyak87xM62DEwj+WFI>5B)>of8
zetYd|oT0O8s={jW!sT+uG4bi65#~M<_XRc?{ja;ZH#5&}SRKE|1}cFJ_y7O16UcGr
zsOksh*Sk;r;C(gQ#(Nx<x0*?F-!c<)$s<@-HUn}4WZID<?nJ%-BPe9kDh^#yO|SbY
zQ0l}x97eV0i#Fs8LVF($^l)&MeFwEm;sn6XXCHdyd<Yr^t0<RV`XF{#s?0gU3%T0p
zdn`G=5UctqhqsiU(8CjoQZaV<<KtsZ48D{(N^$R#R!2tzC*DP=E5NkXB*0u>V=)`_
zLG_W&0><;(Ayw--%Ur_@9JSpcy8+wUjv-j@W;LArUKMiqppM{U+3r-$;74jl{}2M&
zjrQV;pPg2njEL+6aqk5=`O=IeB+vE-725~E<jMKb(g%1s>iPV$j^PQuGMpTx-MLcf
zkok^l3K#loa;r$m(>wicsl4c~;)L|yD?BXf!m#&nKU$ToKYj?G)`ET%Pw%7L>p@R+
z!iInvc`Ro)*lylon^X8-BdVg&kL`Acu_JeTXheRf)&Iu7_t0y19#$K{Ilsxx1*83i
zCr*Rhq1d6kpI0g%MTzw<*$sJ)fq;;)RoD$DFu&JL_jcft=1$hp2Se!>V9SGHQQ^J`
zKRvECY$OM3mfEWb>rApY5Tn1*iNp1cVPi|gUp}C6hA9Wm_sFH|I-mLIaHSy>O+EVa
zHbbOIu6QO4PuD&0d_+EodZJ#HUF^TPB0k;rx7+I3*ybTN>D1f*NR${f`$d0!9Lx0l
zP$-$jT^BHO=EGw#gj76y5}GO6j)W|cDIdXgw-kUm#+BJ1DL_>%7IUYrXSBQ;&HK$?
zi>`gn9}IA)p@g|d4$jETslNoLe~5#|<oEGD#(8+0zU%{#m<hb2?{*6Y6yRBwegbOl
z-LdNOH^8TI-iB}_#@RhSajSZu8~XA>wUXF<fJMKXBFrHZ@e%AQdZ93<vtsg~darlk
zW+CR=eYzRXRVSQMeHfv=)}`9H`78A`mHS{6?Hnwi1;6Z<vd7@Yy_mL<k8!NCcrP7K
z2UtlVt6}6qI9bq&FtkhcopuFW_#8fZf+7`@F|%wr3t~Ha?Q-%^JyhTQJGX%|sAI0U
zP$zE%D0xu!VmhaeB5u%32olp&r}2JqH`3s9Fi;^u-u-}o;NA|fl<QT+Hu7g2CY<=l
zIP2CT`TX@ZiqAS^p4JJEn%cl2;#5w#-2|Lrr7Hd)xR>to7XGXp-vd(@A_ngbYhLdh
zn~R>;wU~k}$(q^8?y$Vi*(-1RcD&4YE;v1=OLe%ZoX>v?{YE^TuUn=cfvpau;v`jZ
zVM*70uhAFiwEKA;ma8(7jh&Ci)_<!i()*8`kLZ{WC{DDQ7`)%|eP3{mY|fAU){Pf6
zOd)NAG%8LBCp>ZqxObjGfzwtpuBZD3soWxwZfj~;kCSOJ+hyAJ_oLRvNB?;ebU0+J
zV0q|;^HUV&@EOcvpZfA$stM<mw0Ziye4E<Fm9ZsL19hRVd+IsV;`OC8+UT{g#WV=)
zH<t&tw=2>+c&aL@?DsH)A+UyhAwX>XZA9aZvf-l2cW9OzpBIl`yLxY!abY-2eo;z#
z-kx&`7ElzUA*)qK#NW^TwW<A7Y^qE+eED7Y?(TJg!9FNH>@L;tx<di;eKOxILrk5r
zdGCkCcjh~pUiVPdF>Z?;Nien59E3M*#~|U;9uHTuA($AMZgT7|4~LOi?MdOc)cVY!
zPV_~eIWMo}w{wV>=W|DiA&+bU4YtWbZQ*>DneRSBFh<8}Ka7uF-D56#{)MP7%c%mb
zAx$5j=3YJv!uQqD+F0#Y!lGnYW<m0@^W?nyJLQpwzcFOZLH6VEFJlcv+^M;Zv*i&H
z?t+Sf{uMrKHhNHqg*+(azf-AH(69D{tLx0y-#9UIy7$D~K8Z;Hx5l|nO^&#(;<Jgb
zj^L;twN91m7&q+pK7(Ieeo?a>CGp3&;4gPrEZ&X)Qg_))6V3o82@gf4-2qTs1G^C*
zJln<$LEuL^GVr~_iTHU#sXwSUbrlHnyxw$_q}z$`H60mjDOS#@FETXByFvzC`dv9C
zwjyZhdfu|rswewNdHoH0a#xzK%z<I{G~f!waCb<R{5|Z+RR;@gzu$S-OJgnMx9gW;
zyF2cro^%+T?vj8fId#<>AI%(EfG@c5)O(c((nXHHKD_nWn1^gwuTR)uzYoV^es2z;
za-2Yk_mMt#R-#VBwHVk)Bf<+_par2c>f@q*uMNy8BmnhAprutIyVv=ySHwnQgPxBz
zk~tTw%2S{u^SAfT8}V{fk6)2cSF2^uil^udLd$tgT)J|_<Xz?2CfIWD`0^8dBHb=)
z7m7)qpAj{!gk0z{z;5`I9zW*Fi|he@!rN<OuinX-O6OREZF_yICZ6fd6(#7%Fg}LC
zFyLGn@aTR0Yu;;()9-6<)IXg*M=S_v;SJ)wdKS?@^$l3o<-mm<CSEt=fQIj_4pC_8
zR(NKf`JKMJ`KKPA7w(0QHP;G<N&m4*gRuSDyYtn0xSget=Y#kCkvspm`V9Bw6rZ;h
zb2<k6?P9Ip4{H$*c?d4wO)w6@9lO*v8naDk900M4^DjFwY6oz~JK&9a6M6!u?VSfq
zF=oIao@a3`%0B;d837geroM;Cb6c5bqG$HiK6~36c@Bu0ZX2`@s2_5%MV~<DzRb@E
z5hQ7N%_j^{_lH|Y?P>i(rp#{-#2ggif)riKXD_P1ZdfvRr@~tJdtcAwC!YpLtHD2n
zLQy>z(%5)&vNbPTGz@kmgFmyMN?YA+%_F($DMt*bLXnqbiJ#Bg{yuTf-7_GQ?1BC7
zKJ#_)AqV{1PpOX_W{^9JM*YdY5w4Xq#41t#yY-zkIh4)7k>o}*p`193T^k<4+dU#j
z)snEcEQZkJBJ6I+1d3b43Pw_QNIYHYwZD@c;t6Lk^7%xVH}`f1Loq(h5AHOA9;DI<
z48>yn{C*u^q#F|zV)gUXwAVGdO%~vac1q$I!Zy3kM+|93hDc*4<8zmwTw!*2vy64X
zm?|=Bu_!smuy~OPEVNxs{Z)|YlH+Rhe;dGWGl-LD=?h5w%gPQfq#TboZ6d*2O01J!
z!u3u&>-k}I3Vp;w_-Vz5%e^!$?Xf>tyVr}pK2Okp)!Y41#Qk3Pwv#4ZOQkqTNOdQ(
zexnEfvOY`xdFQ`W_IvWx)rT1BoM4yq<s_at%b(U*szkH(@&T6x!T)TY!%QXH@p#5=
z9MB~D($rmKI}AK4Z>Mb)t+Y7fxu~{mVq;ls<qEm%uL|9|wW1Z(d!bI>T(Zbd5aG`F
z8V+DlB)uKH>W_2JK!|+p<Hlu<RPuz2_<Pp7Z*bweyubGSC1(lSJ-se6j~JB+VC~t=
z%k0aGk(WQ@E-o4F@|_J;T^$s~(;R3F$DB5Cl9_A|>gN`yAg^o6!#+Ub#!0^qxbP;J
z<(-9J7FY#9$1#k(bvG#8@jXUQ1W3Ag+$9tLaEe^}yW8FPkxhUjEq>sXJVbXWo-4X<
zl*LM~%ln|MzT$eS!0a7wUyXnsc`H;0F+6l)OWS+@aqHnr61`Za*=wdAo!|&a{nmdh
z`=!M*eJXQu5<(fBujC7WO5R6D36{DSnN!U3Ju#$a2~JH_m_^=&SAE8B{(=l|yep0i
zJh>0tj%$En{mZb}ja;Y2<&2r&lW6xqdA|JxjHOu`MUlS1?)q#+b^NF|Pg(p1jac<;
z7fd^XpBO)-QTRIwJ|I!xpZHBEu}ZI!@8-BXBRm1(OBkT3z@hMpn=~yF81>q6bweNw
z0~L`es3BqAzFP+Pa?1?|NITkRj4{+^X8ceMJmvSRDhhFOOKuTwfAyfcEcy@6AM*XZ
zpKt8OaNg%O(G^U)#OV<Wmy@VJH5R@u_>p$5V*HHbCJUAvPUct$g*uNv)CeP-1(Gj+
zw6MUsN@sx|c1IcvbJaPGjtq{=^|4mp<J!aJm*cg7ulJ^H+ok&v{HmmN*+DdW1@3Pp
z9w(hWxJYHT!)X%_j7&A7RrZ?$Mrox`oPFc<i)dc*7nOp3rd}hQ)pS#mf>sw4ha6r*
zOjlv=?1B+@`&0JyttK5P;Vvvs>gIzs&_$|YUda1!yN%&?HFZplB~@o|>)GL}zkyct
z$E6N~gqW=0Y;OemOTLnM2$;b-9Uh2fS7ISOw{^fdyYx=Hq!+Z$7Bcbmz5mWJrdcOw
zlL?hB<d%A<I{Hs_nr@(qkIa0jvnN4^Z{~)M_@+=6xuoIgumAu5wIZ4OJ>ZSLFcc5N
zYXK#p%5O&s!U0Q2`F(twA|+|o;5MG{@SySif+mBw0pS(cP(0<S8_txy&`_y5hxXi+
zzdOoNS=4lqa$C0eNJ`lU<jqwv{LBwsA#zCoZduHUWsF@nBVVQW)@Q_1Q5mhon=XI7
zjc0OKrzoZ9!u{O1;HUoFoApJe55T9Z-H8?!q1T(UB2K8`|LLK621#Yn$C$JaOcoMt
zseF0gtI^S(FajFR6XejVNe=wmP~C;jx-rkz<;Ez-9;V92{^CNcgyo*QaUi3TRvMJy
zwM3LNh@)Y@>tt%k*Qa?$@3?b)cNoiXKb;8DM&O>?eU<X;eE>-qGnH=2v=zB7{eE0Y
z=4QTh9}i8%WrIF?W%3Ky)o|pDgmdN5b@;K&UH_8!{eue5JI9VvI$`=fHrTrwn@4V*
zz6v)SzN$7+@PZ(v3uB1J{1W$hXNz$@huQZag){`a)auG3KgXVtQx1{w(dGo~^xd6S
zfH%LvQN2=NzrH-yAe0*D_>X<f-=wn}cCfGEI>3*JQ2@d;z}WYc;d=Gb!Lu#irDT<n
zfn10gTT})@`~|;{c)AkMV{)$`kM0b0u)TIm&yvP@Vr6#9PYfPdq|M=14|fNSPq&+i
zNF@SF%pTohioaF&Y!~^!zKG$A>A0Fc@=OPnfWxG$jspaEVVW(p6n$7C&Hmb<ctfxL
z>b&zM2)mt!Yq#@q9+s*)&S<14%P2sLmREsuQNs0E{E&QJnc&yC5-(_)EA2u`!_?fJ
z-(+YmDpSdYJjy1$l^Jv3`>!wfOpK3WVoeVW_3CQyA~J4_7bLBJPHy9Ze)w*Hcv3ug
zEfLgDfb}HT6v<S@?WUsd<ox)BrXuJ`1z|(<V?%g5yz+Fv5q&()9b^a>0WooG1cXES
z<iZVrQ2w6ypz?ZC)ZPJC4Ni1fvVxz^hO=f!?nWX75iVqCe%wFGg+hY)<t|sctZBS+
z_%I5R9Fg3Oi97SAmwHn6a$7V@@)j$u^Vd(0PTTqH>90j~Bsf7odHe34Ti)C>_N0w?
zi*(reD2L?XW@o6-e}B|Lm9r@m=DA0CrqIXyTNu2Z=ibd9@AT*s!Z2WE`%@5;>t&_f
zKSp3bU)l=K;K?Bj-z?GW<LP@96UV2#B5Qp$&WnG$@Db2ku94Q}8yZY=pY9Pxo#G$K
z9DICY;<1P*x4RG9yzcLZ+XDq`^**j1ON+8x>GwkStno0NnDdDeuh|h|&waaY{4S*!
zA)J5s)!4>q*T<G$)Dc8hPmrzUA#t||t6xjb_O<=rzan6SYE#rjQ8-n#aTh^sHerlH
zun+|Y)EWA_@Ok|D#{=jt@pm1yi%`Fd&t~Vx-SzS$aUgAZt65V0cnaS2U?EL;JRXZH
zX@n2TU`#eYX5hD1m98J2p1?#5!8&fDJ-<KJgHj60298pt=E-p<r^oQmR$|<78aCVo
zzkbgYbAYF1BI-eW4FdP{$Sx)emS;+w(kIE=zp<@65=bo-uKNkVlJIVgpVQLRnd&jC
z+>&H^c+2`tjPHmc?ry)qj}ETd(?VV8)?<^Whqoth*c_f_fkmf8Havu*5D6LbWXa>O
zAB@RyUzXASh51#{mxvaY(S+NJYFWOt=x8jB*Me)*#acJ9(<Ms2uXS<t_n7yvg(0By
zRAb`nk-Om3O@)1GSK^?U<?RUHwCVKaU38Oa{Qy<U=?-xD-|8?%fKnf)#SW_;$1%a#
z%}-BUf{aA~DktalE7^nocuEDx!R9BTq?)qosY(_7+Uq|NAr`fMlJTWmTF(ugDQ23N
zX~oG-D(3B~5AxTnO}|4pHVWG+4vfp@+T$UuE>#sKWD7M3V<{a3=cEZ3#&dtyGzF!A
z{+0zBLF?ZY%0DaO`c{*<sX$wLauHrFllXP;n!A2Ae5ZMhL@uAuH~p5(<*h#5`z$}>
z?_>XK-Qy1xd`d|U-u}$$Sq8knPfCHZ))?VRyg?kt94U6;bZV;{GBBDsJ|RB*0+}MI
zl3T7J&Lo;?k=?B8--Jo3E9X8f??SwGC9rDWfwT4#E<t1Leh%d4xqYt@X*Zq3ky`Y6
zrMwiSD4+q?63MZURMh=e&d9w`Iqvs1X$$XGcvj21+4J99ZPxsLPiSP6bkXhXr}3>s
z8qG5p=s#}n?M3$T{jhWvskJG{tyuVKPR*h*hhW1c)cJ-Y3GQ_Vqn#QN*2<a)zg~y%
z?7`qNK$3y-ls@Uji_kb>2e}wn3xW*(2A6Hj7wi0nBx1w_uZeu#Q|#k`JuPJ$4il>C
z544<FDZ5uGW8cT9#pU?cNA3mpU*Fu5O4gF~MSfvPM@K+?ixNMOm&0p+A@|&k&u90d
z1qC+pCAS9zsKbtbg5q4A#7rmE((+EWhpFT1VP^a}cZ=gs2EpieeWv%4P7hZO<hsA{
zww*AmfcDzm_-oGUZ-5UaX*{<p-{d_Zo6(O)>OhQ7s6<+nWpU4a`*F@5f*DkkAdNFE
zrB$^q%L`x>95?1y3R^B_;@6I5Pay36=Pr<b-K(D;+>XL@R-O*A7N4c<<-=puB&6k8
zd0cSQ&u{V@TE43HscDPtqV>N*R6;piyKTOWbg87k-gpsVPc0zhk9hd}wm5TJPz@pO
z^&X)shezj(FKUFFcy!JOuA+CsTT$$0Cu69|@v-|=IjN8sH23;rc-HqP_`L1<;wLWh
zn)fpklk#||b0}gCp_G1*Vl-cu`H}1^e8>-Fd;3k#$hey?(m9~*$Hz*##KrdVutNN{
zy=d1*tFep|$Z$2?DH7`x6AL-Zjrv~0neu{UPe1O%Fzl5SPPSqQ-YT%(R!R;w;!NE}
z0@n>m5w(ZJn6N*E6Dsg;T-TYs!00uXWUtYd6UR2;Jg^46T!<0;UYdxyHc;>8r@I8*
zA`#a-3sO~fY1O#nrWe4j1Y+T5<J@3)atHge3Tf~APoz-Dh8`}jRu+}319oOC*Tee*
z2o)L6=#;YiOO<OKi@xf8J^4tIZ~ZZXC4D@8$i(>73KUB)>p&y&8z_iQ*wg8QVVw<L
zn2u{MHQ42Sp%wch4E!~e$lv~FobUZzc{_re+v!V>5l<3(r+uWd>1%#Md-5MA#eGaa
zg23XPJt`7F*h4_)YEa$ZE7@G1+ue@QT6}WtB_WRv>3u3=`Z59X;6XgBxOp?3dH^uw
z=yhLw9?jeOB-|LA>8XUT@k12k2e;O^dr_l~r-9;eFU_tWIP!50k7LbF>cEm3%jDYi
zsGsoB4S)*II}P7@I_u8{rc$VbZUVhLeSOAr4%NW^(woq0FxQxOE@Pz$)%F!e1sXHR
zKR(j<nAQDtU)+|%{*osQ(eK6|3_NL8EwtMHPF7io9oBZ}H)_)P;gF|K-x0#c|56|g
z1w7X;R60|zW=m+*4sW;aw^2xUtN`QA${YrD<orM)a6XH;&o8-$6tNvQ(Ka5Qt3GVp
zwd|I99VJihUba4e8?I(gQEpk2fGcRuQD+XyR(5O_(Jlr3b2{)T2O3NYo`Kv!d~m7W
zkhDR1QDSCcixKhyb^=@3C^MRNhd!AHJgzbEhf8M9gSQgv`jJ9t6@L*xOIiR)9?c#9
zE-4Hh$Z+SvTo1w)wso6Pkk^yJy(2r8W|mxj_uz0y#PYKnuSA%byESsnQ3gm8sjz+#
zAlXQ?<rE7+sl5%ICic{h3jF{$us0rHA;0fcNx@cxKkDt>@ul}_sPX9r&-(}4U^2UC
z`Rzhi?sy&`=_9|c@VMr5MZ3=7Sf08Ti=56rzylKMEKt&eu`jfKm+bJN4*n9P6S5iN
zCoDGj3Xy6Ti8@*C?Owf-i^mpmD%%2kd>LpAJR&N30Ue!Oxl8RsY2a9-EdP}GMfDt>
z8K_{R|IhxwW)gKwN|NHV9NAa%GES-vL2V~F)#V}+p3p2<aszhxD-6UkkPWILDd
zhR6o-MMUX@_j{dk!lR!928Yc{!j7UPw0iq<KLm)J#An|16IZ&n&x$ty^Y57@)lZGI
zQK;{$3H{@u%z2iMptO=uS8J`>@a3ETao!e01uX7Wsv`IHS!l;SpT)j!RVs%6V0)BA
z9*$Dk1SYuHY9&D~PDHG6Oo{ww$;P{4r*nrbya;6WUcxDZ?RK%;&)@RxeoBo+SFUDM
z-woVvcn<))dCw!!bes~^j|}!rKEnO~pN5YfTf=;k+iJ}TD6%R+$PoT<{mwLh*9U#4
zQM}0k`>0`{b%SddA*68LMQ%W{yKGc~zX~q-OByOPzWRGA`W^lOji`RGdfrGkLG@b5
zl)bKCP-DTfe@A6&#*xHaujL(Ub+$hZ&*8uy#<;EbI7*M&o;+kk)2}wOb(Y${Jzx@p
zI{gWZbL+YcjxJ_)sjGE=b1qTuzrIp4Sj2_84a?qHh=cz7qg|nR2hHxs@>9A>7S_1U
zPTK;s-&GQX)Ec-+ANWz1CYbl0#w0(O;htRp=AyKgEDW6afS}xLn@wX4lQdsLO@TVI
z7*IE#@A_DmrV4)nrLHkjre+^5$QGm)Tn}J;X~UV6?^hnj`HZj1lNEq7rYa&?-YOqy
zv$mm02(d+Gu53&=3ySVz8>JA6KHYa3a%$H&17PN!$M}OhRsVM!UJa+&SdpVlOCg2~
zBq$-jVwsD^?ujn%QvQN{ou0LGcd}21F3B3pn<q`_4+0OY6)e20sWoI&VV{<cO8=QV
zQ-zMW>94em^AhUTvj0-v`^_Vn0T<Zn35nEeJiOm(pZ?4S%?yD8b`hNVR^3f8SO63n
z`|5BH%Hj^J*S9?O@c;aNx1;eH(a*w{X&dQvJKTuaP^_z#{BSin{79%}b|}Nz^+1uY
zyX;+m7~@mfPEt;)W$qNE)y7j--9KM;Xs>Qo9mFOw_22Ucszvug2y$bE-NB__hj)CW
zGkm+AzSpJ!hgS=)YdcEILoY#?=^8VFd7b%3ipuJw0>_|`0`VZ6W7n0${rr@nD`L*8
zQfs;k0jE2DJvuNE*T*mU!5o~1d6f;Q1uDlxzE;VE@mU=e{P4DTu`1le{VB&;p4S_j
z8EpEPcGtW$tU~0Pvqby+^;QYFuA}pNO@B4Xo=J^SSnWC|#l3YO>kYy*0I%`pK(OxU
z)bW9?gx&YWN%xRYBOxwx6zbVCl6UiV7AyCvzM7YMsBPrOy<|zO(WvsN=IU1qtrTq>
zD~r001hh92zRlnCelJhc3%%~K?k|PXlx`iMZ=JXFny{u2yndrCuX8ZBBG}`-!3oT)
zL^RYF>tVpW`pw;xUEdbNtw%`#aP6#4LJJcarjri(L%cjyptI|$<s;uf^x+f9V?+Kh
z+dB2f{Y!h2clJJ^iZ9*1PzTvBW>|1v)6FTtnRy_Z{Y4v{=(8NQA6d;>tQX(B(z7Hx
z=EOcis@WKdpVhNRTs^PrB`Hk#PZA8_tkvG|bMjxf<56N&RKQSZ3~E=%<HcyneV`wY
z-2tR8cxZvllo5v*BY=S4uCEq3{~DTuyQ?mBk)E%6@#0rK1A!flKf*-AcY~TR0^Y<S
zLnnGyS%b06idV{;#Z-GC&nAy6qhIz6{7U)Mt%Y#v9LS0ycGw^%cy+otcY0$EunlM;
zWUq6>u1B%g1S<SAXJMGSxF7akLgr3~H=4T0n_zEOV%z`Qji~uQ=wW%Oa&)qYG&^qf
z5H~|nJ8}?#vMs@g+kDH%s}i4w=~L$r6TA=HJnwNQ8U;jIuqI`Gbos+j>+8MC99k28
z-L%w?uJh}1j_*h(EY}}Jm+y%4BIqTHjOvXO8Cr?_n*HUr*Ux`;+*@QGLrX(7E5Tm8
z{nTf9-ffc7Oevl2ce!;D&+Uu(eeRjLLtUPtHaotNib|i%i2i*hlPAW{uO1zG+L8C9
zkqj)p4?Ed`9Owi4)%EML`|CTL1nq#&pdJ18{TtFp%f+<hT^g^=z5kTu#-UX*Q{j#o
z$)4W<uuZUL9pY)Ntu*E>EK_C9F093T4NV_XqcG=oY@o1aHL_A2pNHW~j^YC{C3XQW
z;=8kt_1YqEKA?ujuc#bX+8rk`Ta=aKwO5j^c(1Ij#!VUO^XT~ZzI@xQKY<4(;!_cu
z-g=dd1&iE5xeQ1)$R;$}gdXZQvZRa~@|Nf)88QF0L2IWA<tdSafx6jJ34}zAmP~s;
z+Ba8+=*ar8&jOw~&0azCL}wW(Qi2Y}3RTDBcK<{KI6nRMWIsC7(e{J)Zha{3)m1NU
zv8gVYI9lFG*b?S)IvjpXL6Vky^fE-LP)gVseyRAPi@|hR_%Uqn%V)BeX*skC+8?m)
z*0v*(v6fh`{k~}j-DgS_%CH#Ux@4d}?R~RZ%FZ3cJp6}If%;=@^1Dai=V%<HmS^tJ
zMgL;%;WoPAJ*osTJxtK2!k>{Vva?5FTx5uj{I{Fk`{iuB-r0V!TREmxNG3VI^PasP
zRqr-F;Im?5yhlHjG31X|sn;jlS%$n!kk{;1{2;30a~N10(vtm0WZkbeer5yNp6B`1
zIyDG~SFCHbk2lZN-k6f)I?(sm@bd`b#A@sNTc^`_s#GspnHuaY`#rfD+R@G4bbajq
z&)0PjDWJ&(?b|)m-G2XC5WAeVRRUY?6395<bGvrGBeDPUo=3K)a~WkQJRSQ(-r6A@
zLqWN!UMIInTYS-H$D@IUNjwhb+hG7MlrexZd2N`ZbbABlf_?L=3gSj9e;&eZtbBxD
zNtO(@acK)oh>7Kfm%eSlnmp&mMl#<uZwJ;@%8?VWuTtwce$M?!K-G;_87`Na4oLs2
zHZbS>6_goJ55)JF@KexFx7x}@rUXWUj0^gXXPY~XJFgz>DMb?nEt^R!V8-JQIE(&a
z2JR53ud9tdi2;l`Ahjj7w#?+4-r}x66eeNzyO$5iLw)NL`HC6qHhCoVS>I#Ew_*k-
zZ#Y0@=juIzEH}4)j9%j`=<!9~8%LtIJMPh5D4#n@%K0*-`|V;0X#3Y>)@^hwh6!v4
zm3S$UdwHhQi;RosgcfcPXXjhiZc_U4gA1rt#WBtA<bethV^Hb_OmDGxEl+pMJl=C3
z`aKe7hR%OmiHI7&Xp{bDZ}d;NpTc4KeMMd~4-)5^m31Z_hd<HFXw#PI3>13%cr&EQ
zNP^AUfT=*fpEv#3d4!RLFJb!qGHX*f`h}~Q@u*}4iuzxLv>%S{kA0vd7@$}blfodu
z$Bxlm)K46ZX25@k8p|%d3x=~%tvX4D{;#bLf%`$nX}EzdG|BoX;%6q<jcE(KzwR}X
zK#4jyZIbyAcUJ<yeLz3HwuZ`NknDt5!we4cZOBa&7l9xW&t%Z`l=$*j%(8`z$GqFQ
zAcRdxx?Ln}`!%Y0BW*0p2na%aKAx&G>D=9}JG~ldgOBDa;3j8Ay(3w6K-hsI*!$;l
z)&=meoVBM*KYC0@D>(;y*bRD`@qi7Vzhdk@GsigP>9EuH!f!m?4#p&LgM>_5LD2q6
z0kM6Qwzu%D<<3-2t-@9K&?yO4T7rhUcF<}tn-%ejIqoN$lqiV2@7jNly14vm=~;t*
zWZfnwmVta+Q{8@4+eiLlW78ocbo)JDzpQ=sHKGI;E?OMH3%+~<`|+_VOmhMi?pE#x
zsml8Hv^|KMVxDyG8GJt9I6;o`=XB`Z9dXmtJfsOiZAi7_aWA}8z@vkQ$GmdMKS7n4
z2GZm1yMQq>(z<VhqNq?6$XtHmPmgBW$))D{2j!!<!@C#1nW)l)<<o7drrMN2HsxZ!
z<P3W^C`*pQEYDRL2b0GzfHQ4cD-@_gcxDUUQB*Y1kVY;8GkSkZy7n^CfMTfUWtoHk
z9dXt9%}5U+M5=96pC(}zrwuiScIj&pf8MXC31}2)r-cW`qQeKlPb`l}qg`MFa@3jj
z#d)~Fcfb0}8<R=J_uQYgw@A-A#DG@IrqO@LDLAq>AkRUKQg;UbTv?U+ZJiem@_^b2
zy-U*r%&f28#g$pd^udbOkMyzksSst{XAN;Xig|`;l$)0c=T|0PNK81TG5<Z<@fP?4
zwbXyf(EBgjeVoS!nuy)V_l9Pg#X$i93jb)u4~pj!+;HF7%lW-@^$i^kilc&kmLu0y
z(Rljk(j<RS=XS&a8PFGBSx0@>o2bG+*QQ)OiV<%nVzGI|&-?2O>b3Ldu~GsJ$A#`a
zezAG+0uR?%6iAUTCK0yEj<5i|KNUypxg){>p(bQj^n2de;;9Yf&Ky_eLNtuZc(BLY
z+ZlV~Ons^VYiFFY;AHb-os}Yz@<fG=m#S0sx&nauKDsB9IG2%pBQ^hcskKGS>C9b~
zk53&Z32C$6bJw(rv*|C}!`8{(_0#~-mI%AGJ9v#)RR|Ip?Jio4OVw`$e^4jb;@AyY
zUR~WVG27$*|F7dh_!tbC<#OmSFEg&!st4wu0IeLO#J7VLa9DQ=yUdvvrYfdq>AaOt
zxWO^PJja?L!zBF_GI%;QkoohT&t)uy0bwG3KKp!&f>bG&E2!-c?Rv+AUdG3**!(73
zA|50;h|%v?oL!^an?Wv$<Cic@uqk!&OAkQg<!U!;!2I%ea1K7%(~<|_%-`yyW1_S<
zoreu<Ji>ur1OM}53ufEJCu0?q>2x~)Wc!^LjE3)iyOj1~+N$C`kl#;77Rs$1@oFNX
zm#pyWB|kD7CSxnPTy|Fe-Q3e0R(Me&@n{oYs%r$JXKYU}KQ}XS2gaA4&ED&u)8NTF
zexKt#@bu>o^FSpBd;2@iBY!z-<xTIab1(G!&sTyF@ccQSp-U8zZfSbDGQ{wj;lE$#
z;t-y$8_6<{#PA0xKGtYnOrafFZNqfGGnqzeCue<#PG&fm+;?aA49SNxm~i3k!{m%X
zA)-0g-?<L2pNB5<6(?AJrZ8yLADq9A0R4PX8;>(|ST5nDx!^O_h!G~~mNQJtTmjVs
z8N~XHl=<G5sfg}gE_t0u2TiWix6Jkog2R7a_CtDyFCjE*&Dep8CFe6hLT4`V2!H_L
zzS`GHcwU(@>`$RZ{9=*%+Ziu%k=W07O@-CVJ&{VXJ-`+2Kfi^apN3XH=tDZs+q477
z!2pYtI2G)`zP;xIv~A1{vqQOe@XAh{m^lE$-j87{LIR8dBB9Dlb+W;1oe1Oy54*!o
zI~VVc-18u;-NQRZ2?ji1es}X(nxA~6HWG*4`@p<+g)|ffeLuNxuNAnj>A+(4{;<0c
zhQo?Epx*VqQQ+tBY0tfrnb%W()HV)!*_E!6lZ~Q%B=O;A#g~ud;u>DffDCKpfoBJI
zHJMGFdJdZQVAVm>l-#EuAVXOhv$bUT@B9r}(P6nGWsTa&$h&YN$6SQmB<>ZqR5#ze
z?Uo;+Ij)pCr^}SHfxTWUwi=70VJ%1B=$^;s-xQtMlCo$PMW2WW2AM9AQ9wXuy)h63
z8I(yyc!3`3rEBL!M|4zI|CN<#!uOrC_gZ>|rJ;Qwa)b{LfX9XXRVPJ<F1$_$<NpSG
zo~yu}y@*fW80}m(Zc9EzoOIYf&fo6WKXG=zTwyJNoszvB;)83s)mw1DATo|UIgZb3
z9iPm}4w~LwW6KsM!yX-x*0bD;Z;C$`{wyi=83RTN_%*YZKAi<j1Mzx5JjnUliGbFD
zmHXv-fdZ)t8tIaKknX$m9Af>`J@#R3-6zZI$6xQM_S=I4AamamW!@URi#pLxFgEWB
z(F)*1fE(2tcX-zBUmgDHDc=$Sh_KSaCc!HzF~UCl7~up~3+C4-H2W95cFQu?k0SDT
zCzrVesjb)X_(?<xEuGOZAY&ooh%SzbAQRp8r$l<}JZY4!$BS7(E*$wgpE`qx9SwQ>
zLt8@O6z-|;$NZ+7^9#gg#;Fuu`{YY`cC-#-0^AL@#2a?W;W&ND`=veLeo9&o$!^6R
z$h9^?q4m}$^=0=a)E6eq)&5#x3qo>EkRf@m@7t;A=fnM&N?B!)9X7Ma@}?hGp0Pb#
zTsoR^P3yKpehn73HN4xS*c7;-uH=^$((Y$0I#(MS+^%$S;$Mf6S5Nb=R}7}z0S)Cc
z#kG<qt>bHFA)Vd(DswKeKbD6`=waRYM)06e=swDUO~{Asd#qoC>~Ghi?p)x8CP9rv
z)8TA+dP36W-mcl9F7;<8n}l%Ep)-k_g_kB<SG#iW+1QAkUnqyx<+QuD*~_fnUqtlx
z!ws1Pr4E;YhY2kYHNRyM#m}#ZhwKtRm9cU!oohCZbb08GDYZ@@+)>PfNuzJdH6)$h
zw&(1p>xdlx5>rqk1nhGjjn!Rbkc`h`aw`tsALMh1sBoBS1~{d}cQe}aH_sxy&uGvH
z6h;yA3&KZl%NEg5;+Eaj;4XQhQG$UdIWqvk{ROz7xyWt){nw0UEVwK;6tc41d3~B<
zCgkT`ksp%Lb>KbtboYuL$}fC_L3fjXO*N+DX`AtLQ+7EekWt}0g-I4%n04?JR1xnQ
zUaK)g+1g{Z5c@-yZL8M~uQW-#R1U5c{o+oC6Z$B->3nbaN~vOBrRiRI!x_(v4}_g2
ze^peh#>~KY<=@l(!x+l5F_OXdsC7Lz8~xSJq=WHEf$=G!1hz@I`1NfLN&aK^^~Kf2
z&3asXrpqGZB_Rb)pAXj8@3~$=t6)X!h=6YX1>;wa#~#<3v#`T8VFw7|kjvs*cPrj)
zlFIx}$`7pb!F~qY4BNwlOXt|7$2<a<{r3>f+uK{2U+5QF@Em7rCaoe^9B{g+Lwp)i
z%*p~BPunF)3iOk~zOYE_>_WDswOo8y3v>Hx?a1=GCAw2*wWe`gWG7ZH+0<&`QKbCp
zvnU1T)^s0FHJ?n|LV#Co<l`@^&d&4X5GrW+2X|m>grS#nZk#Ds!r%C!Av%rjzr=1W
z>)ZFsEG)a(KK}Z&<g^FUsXD*&M;c7~A|apk=TqU|O}*Y|#cq>`cGk+bC)+#X(_wm8
zK*RW*<}&Eam9P{>{XJe4*>!N!35A&~y$j%p1Z~f_DfI)^&!TX14@CxiFnKf^iF;*I
zhmt(D-LHu)hofjbz%>i>1~{YNz>ydHZB^k8*c!>lc{YKT>9bp!+~xWaV+S&(pz&S{
z9!!EQ#uiL$&V})!!}rIJD@0VKm(*c05DbmgKJkb#eUJ4W@%Ss}ei0s9LXgv&ryY&e
zn*EqgvXeGfl94lT2+8d7{_0E)E!Js<p8k&IhGqQG-?khT`F^UV{swmS${k^KnpWNw
zqMx2J%j%W+qe0)|;|054wBuhBaoG01sP@%DlQ3gsu|Ft<4Z~ixiz@V-0S*qNcOV>}
z*<(Hw-FdNB+j~|Ox9d+NcygmtxEZV&(=Boz>2bJf^OIlZTk~FI43Jr~j+{x2>fmt@
zWeA5(dG=t{1H#TJ1jN%wAOb@>H?{_FU);s!VT8kIJqA122OvxT9{b};E7zShHfs3U
zy5rdeC;K+wJ-(3H<BQ*k_P+Ad5BTwiZcf3My2}%+Y^=!uys1c>{>?oCxpdM7fLk<-
z{1TvrZw>-4m&GXQV^;51^Ksrmu8}1{m&t4!j)CbTk}=Ho32%DC)Mnu_U9PIh9yza9
z_2N}%fb0T|zZ1CZ>3zTbdF(|6@RAlw&^;y3a;qSeSS(!B9m$1$*T;_W-{I2?7pehr
z^>9EqO4U%_ed#wQ?r)f6Vd{WCfG>tm$v!^I*>yMPxZUpc`%?n8^L^&(PRx91wyh)Y
zSJRxzd*>D7P|yKQ?JL=_;=SJZzEMqfpUHH3DP<mf%Bptr!}}Vm4Ecc0*YSZ%$5<=b
zVp-@hK#PCXr{Tlboov!K%#5#VYGl4VCB3vgXkF>sKb}tcomltt()7D`T3tWFeLAnO
zta>pj`Q!}hvbzby^Rko#an6cR5xN}ts_C^y(zcG7TebUz_b>Efr@ibo$9Md$P3e)H
zLb9B0u-#t!<AWZ67H4u5Pd6c;m9f0L;;xvEZxLY1$lQW^O+0%i5swx5?(^um1I+o@
zGJCfdMPcipvW*8AG%kCPVl&vDJ~Z5+-}<>^;ru!~9#=>lkKIkU&#D^61YZFQXz<P-
zI_qlL<SxnCL9O8>-)gJ%$KA~oW$?j;hvj$zomsB{TD1VpA6p}DxCBc3eI-iv2>|&K
znQgj#Udx^c%+xauk3KUe^hgqN;LIE>4#HZZ<z3#Ecvqg^@BY=J?fOnSAv#oVm;IwR
zGCl90&1l40R(%z7|A?S_#--|b4mf?UuG|ZH_ZdGlE%h(M9Xn`UMwxs6D>=6lZ-;p7
zNtp;93@Bj=>Wi0;@-Ch`2C|r&R%T41;2d@G_~EeDgV@H$b{csHBZAo!hr2a+@$)H<
zn2S_hp0J<H_f$oJ^<!Uxn|#gg7ghVlPB9x~YdtUHqf=i6D9PXsU)?6i=<~^su53zL
z<4?4H8lij}<F0*PTmLES8_faR+V=D=XL&Hl&*VyCn}$8sD^pyR8l3pZyw>&{j26{|
z-(HdUg$lxNc|6M$Yr;Pi=p}@9hPn1sWP1`m6D)2BKfQjO&tZO(m&Mu!!K{B6Xg&@P
z{fO6>(451YMGGg4RVa5`Zp_;`o#Uo#!B58u$s-2%?g1~?ySv`fMZqzECVqZ5@!Nkg
z{0fWAws=*9_K<fR-URl29ooHybhmzoq<!p{<W%8lj=Gn=P4bINLP*;RJScGg|BrG*
z#PGNtb^;IUn3guKt^p`XYpRxH<@^-xWVaVo6a;ZuA|D=N3Dxb6Hc3bLll$imC`Wf6
z&cxy?_C;Ceu8}qV<*Awjn18C{ycP*u`PMnYzH-w*a0!A@tu&Lj2X!09?EYZXt_k;;
zVzt>Rpp!lY<v{drB@XD5qBo6lIJcLDp}lR4L$!vI{S&WW+X3q%6g&rtD+=~xDQS1y
z3nkifh<av^&re*p`XWyQGuu}f71Qrq9{5?asi47?VK$=E=Uzh@eLM6(zXJ%9>}e=2
z$bxNdJ%2`YMa@wVmtjAZXuoIK%amDE#1eEv^B-ci2)7;@p67H|G7OjCpGxw5*zB!+
zk{!*AdYwZy`)JeE<7D~Eh*44Ru3d(X$&w#5=cs+OPhdETRt<B^And+1M9=!Uz`QB^
zgKAya4vq(m-Cko*E{{}YzGv_6#bb9FlvYRH<;Ik=QMBg$=!t;bdp%~^#J(C4o8=4X
z+Xoc5EA}g!2!x~xVB;`6sAQel&Gf1pi<N7Hv~+6L!T?>9TT=H8%}6iy<qghEuHr4n
ziju?ig;4_1o85Rn(y8n4M}6-y^yYK85?|jxh50=y^Y%M^NRl^CG8*B-<4|dQStjR3
zrw(u8qoSiWZKwMPRqql$_$Np-%y&2gG;jnJ;DR5D@X*{5I~1EJ>x@LN(+?v(fGt2h
z9uc}|cS-D1r8TC?J$^6DeUwzRT<CAjmKw|Z$XSHF%&VWT$XXz=%)@wzKAaL{!*l>$
zc^Yyjo*sc)J?r4CcoF3tl&qIazh~y#q3v#$<iOYU8;<F^<Zd`e?8}pO_jM#0E)t?)
z_XcOLZIqyl9xrFxlV8K+c|*qCiJ*B0N96hQD?a0FUWnPAIU8BQ0;;PQSN3u*ra4%6
zD!%XD#l4W)8zd9)E|`@2z}vgjO1mDA*y<8p=#!Nm&1d<P+L5&am7wQg`9KN$W|itC
zH|rWo)h%PzMCv9>tgJny59t++*8RM0$~bs6zidnuA6Ki_$o9jEXwe_d_jLaxTsa2R
zw+33>eYjd2vMOJdSw=R8>x}09)2M%(Y#Q%qJi@i|j1E|*f2MY^rgnE4C^f~73)+&8
zYTK)drRm?{BlqP*|4oDy=f|u8X$X|7+}G9nnAYFjrzE-bb@iEgCEYAyAhNIJoDRn2
zowYMpVho)Kz-bG&^21zj3UP0d7?Y+}TucsAv8hjDusWZ7RI{0#3H!Di)-W6>4cNrw
zfD2L3OJ=23pW9pcJRlc}v&~5-9@8yj)L(g!UGR!XztR32Ty^8Olh+CCOxmmS6f)K8
z?{UdcXjPgGvQ2D)z}F>Caa$gYHhbS@s`s;^x!)NNNU6jjCRXo4Ai=NKgL2nJq#iER
zgUsP7V<1}TkxDzNa1|1DWWwGYd?WY$0*%}8#;HMXVOY+9>2Aq=$1rAoIMry^@!IiZ
z@{eG}Iab2*dO<$oQjO7lSCQk4dn$|g?Kh9XQ6Rs>QdX}z)ZWXaMTevhzxM9NLZbR2
zZl)@M&`&0Y!qZI-0JnQp%hBi#2b@Nmwd4BgHs0>}{F?1*{V~#kR{XzVltxC5e&%2n
zOyei4e|T|Yu78+s4krm==raCX<;`|Qja?`}6md6z8c-z+t_zw3)|KRsSSX|FVD>;s
z(1<{Yk>c}18&s{=GBj(EQ?aUW8`_aI?3%?Et&qM`>cpOVo#fk|%_I<*YbW=+JEoOj
z)>txUZw2g7>p9T9Q+az=<A9FxJqIS3hDCe6TeFJZN)<=f0h#FupX>EO)Qh12N>A`E
z(4p)I#H#x4pU1<3*?(auHq;5bK-b6vo(tyS4?7r#CWX|Yn7l~-sk@W~v+8I?G|YBh
z<NNQZ{Yq;tB&dBxg|>VsnYGH5&cTIy=mSB1=YFtwwG;ql+INL4<fu2rCgCvcSM$`i
z49I1$XdKZy>H%vMNuYmxzYcrh+nYxD3!R^Fm|jBc9Ejd}KM*z|%=GxCo`rHg0op?B
zMEAQpk&O1aZaj6Z#mS?K`++G+e3($-Xw=uAv`4V+d!?-JWv%Zg_Hg8WbSwS@IVR)<
z#;kb%5>7XN$8N{kAasl&13)cMUngvw{>qY&%TLdG+0J8L$@9a_qLh`i&<Ve%DZo5r
zwvReWKNqsPfN4kP!k$|ZM!JR`fGy*l-M5#vg*X_%`Q|0!$*{ek_%%mDNyIl#P8&&A
ziB@;~xp<b;XO;PemQw%9U4J6cc*s0&UHP^L)XVVRN=POG@#TevJ(uvRnLQv@ePj>E
zGsa+UE<YpPz8EG9p~l}yvmKA~sLl;0z)%5SPXGsDrj5KNUBem-Gp>L7P~pnDP#J=2
z<<;vRAualBQb-&1K5=K|NwiH#(SJuy$M?r;_>8Mq*4oGgQHYPf+$;WxHHBZ*xDHSg
z$H^L*d@eh_S%`NM2G(@_iqpH_-<M*u9|Lh@-lMxr)UqXgU*E2EebMb>6CVfsRF-^>
z+tW-y`R2X60D-*iFLasihXDZ=r49OS@21H+zP<2%udmILVz1yp4LELxAxM>7{N=1x
zgl4Kc9bY%&KmrrZLLFeOH8#TIh=(NWd<6c3Lj)wfmv0TBhGFk6@_?8m_?L&T_u+$v
zxLi(?s-0MA{RY5Y_PL~<(Mf0TbQRTybHzLbPLWP8TBJJsD>|TleLk1#cPPrA5uQA{
zFLM^ODqntSSGQ+d<c?N@Q~T;|#PobjbQSUokV?t}w41UI=^H!gLLyZx(@-SyM89p*
zG9drYpG9r-JF&e{{|&me86K3mryHstN0Vt5?Ib;;UY&p`VDXQIccuc}RjcL$0Z3kl
zr2evNo;Yg>1*mdJgrF*=;%;4o_#NG8y=Dkp+hyn_Qo5Kk+VCd0PIsL~zZ&+6{RgTN
zC@ji&lAj_<KkeN>KfI~%_H|A$tzh^K7_bDW%-|^zZq*3+ln!#tP0bujNpB^bd?Rn&
z@2=(=K(X=1rcvo{i)yUtjw8VW$-6y9Zb%T@c$E`<9o`~-cn{9j<{){X`TXd-QD!dC
zCrYHja#-(;-S>J<R|`gOrssg13W*CG!*TtdMeL7u2EkGc6cL+t-l-G$Xc1<3@`lYI
zLGau_Bpd596JNyY4$rgn4FC`x-_T~2t+{XSxPRm=BtYv)ZQ0=YJr%{R6g`FbRe)*1
zJGk}eZ6ZVh<Xy4nmdCx+T;oTR*9*?{-d|>o366f0oi9HUQwLwLK`mo<M}oXdlE0D7
z_4egqE8007j+JZ$z4|%h``&7?!`*oVKjz2BnWgT}*1h=cD}M+P&Lr)Zr_lt9Lo(Qb
zR)a@nIi34ZTV1#Z0SghEMA0rsQ&H~JF}j#=Gm@Wx@t4ziq-qOUsZYM*yt=A`*Y&@x
zEg0<Bc_5{0vkpTG7DV3x%HQjsXD;(UU*Eg-nIq{h`j#GFB<D{IQ8w4SU(3&a4@72_
zJ;4ctz4idf(Y%1BRy-=X&qsK31mjlIK={1|(e0)Sg9w&4Gzs?;1A6khbHznRD@0Wq
z9C8mGEw#J%rz!!<;R<1iR3}6@etRk5pThTOw?O(!Yh?#dEnOh$5qnZE38}ms+7!Pk
zoB7}=rBjXXH^}*6t3s^{x~gM6d8;0GF6+Mu_5O94H{)prO2hG0L3}FNOz?;5N@df;
z7n);*J$;n+i8%|Bzu|+m^FiI6zuBWZ4PDE@VtJL_{360@GGNBW<ShE;2`Cj%y!%vJ
zJsT{k1P?*I{f$|+*0XKa{fpJ!wXx1?2uuIw>2Lar=Gbrka(;{xz>Vf3pK9Q@Fr)_p
z-TSpMSf*R*VD{t7MXi+my#G5|@3MFH`B|^1HZ!efJDWQ4<O;bh0`ERxoinxFpUuxw
z)UxFYoS=*EROs#(;bPu=<Kkm)srZ7zJZIs&zJc5wra68mv2%GY6dI4!&QBg2Dj1xh
zwD#*B4MA)Wzt`o7pW2GU&Qpvm{_uQm_t*_xKXv8JiSNhT<#0;{-k5``Q3otCqMPDg
zKl5Iv9!8hftL)5-1c6I>`)I{joqj0PebUU_-Fx;k3k+<-8{y^4LZKPjpxLP_JAdK6
zYPrAek5cr+9-vBA%lb=zzI4$I-p`NmxY!t0&Z-42o5xHP^Y*O3xtxgXbUhcblE@a)
zBn%D))l*|}(7xk;;q+$Y?Bex>3@RLFRW?sjm6h&JdgK28U%b-KflD(2I&p)uufnq-
zs)rQupcSl8yI4dCT_<1ke}`P)-<NQVf5v25%4M~Kk7nuIAy?TQ&A4x5ldH;x0$6-~
zIop1J6#54+NZi4xjy_t-QJ(0boet;%?VcXIjLw`O8;8v!GD0k>vPp;h{%sNCj^^Az
z<tF@A=39V4fk@QpwnO)GXQ;!6H~gK0*5`18f9S-ycZ+;8T=Fiy@Y5j-Q&OQkIp^?r
z-oJiqzynsgyB!p~qW}tJ#XvL=!z<m>S{d_aKD`md<Tuw}5jDBJe5OL4m>i$4%cksh
z`YbQERb~V?agGPEYJ+l9&9`$wI!v#jYW{`Po^Tr18WQV@4(GwGDCG>Npz89n4zi@e
zI-A4wOa!=AMz*C>hw=QSnv^<s6rfi6WYaT=JMFq~<;KErwBdMRmi!}GFpo))QydT0
z?Vxj(4f4|Z3--I2#FOZCp&jS<KK*`kbOhDDq;BkA<7ey;jWf4MLa@(>lNYBdj$&Q#
z8i9wDNBFfW8A8SxPSiSMuS{*Q($f)wIsUUTxLL&qm(rg|X?<9&E8bW{m~;O8eD3mj
zV6RGT*u8W(k>rv}<t?zk->zl7`|rUVUGGqBC#<R;(zB4v6jQ9fR%Bd7?@Kd-yRYv{
z*e(}B?CZ~4vJ;c%lGjz)XB{nu*uE(-7Ty?Fy)D;8JAAL7jC!pdDfcrZa?`d^^>GpI
z{-e9R!3?$v7nR_5XgCNAWnWYl%5NBVjEx9)yfOkqf}^nWkFRgEnMh5)j~goIdF&=1
zA6Mtc=smT}`U&ZDIvEWeP)X&pVt#JXz|s9um24M#i0V{Wo|e3uAT@Wh^LPER5@~ni
zf4*2~ahsP5*cREWqlWTD)v2fQpaK}YAEgM4$%h9*!t11YpcV)-54FNBZiUViM0C<B
zga&U??d>l6C3XDo0{T>K<DDbO0<m={5i?hGX6qzSFr@EqockLrRB+s{TqU#l5Jmru
zUNll{++cBnFXFx@2Y0de-Qk71vLaxei>5uNf-vDA(|L~mrd4Vr=y$cef@dY@m(M{u
zo&fvasf34T;vv|UFb2iC=#ujMVS%;<!@e+#7!&HjVY%aEq&Pn{SIMz-+(wH;M`#Y~
zb-5g!n2Ausd0xR8#Zvu+VpJGA=1%iE?+D<KiH279c5|7Peh{uN(g$e@d9WLRM0GUT
z@`r|<xiLt)+8F`gE?B=2)608)?c~@dmU-eMdn9_Z<$DJT2@?0#Wf%Sch&j0mN@9&j
zUKQ>_Ua`7ZJz;;ery7Yrlks}*(<wfNWFcNmz#bF3a(9x2=3ADLbGtuCyqX{7375E0
zF25<_qk=-@=UQnC(ZFc2Z2HsZ4FUb>c|IyTmVA_qaxU`7okK$WPFyTrU45u#T|VJW
z<8h(kaknEg%v<u>#4Hz#?+F9ml?#s9suvTG)2y+ld!8_m2AIa?e)0^*dJz5D$IkR%
z5aW)({m<JIIA5&O<V-d&G3$jaPk__hJv9!MeZ9Zx4A!40ZMs%ZDVl@(#SY5M<KH^f
zkuoW}G&K6b@!@UW;yq!KD&Da0DKwWiM1#j4Nw@UY(ot!N`$=h0yxr_qqK88ZTf_Sj
zClen=n@_lVmyOsRk~1L3r>u}rED_*q4S#rklO?YvIPf7?N=N!nqEqPJ$%IVL<DsT&
z1yvyFc4{JC)o&lxIzmv5b2Qa@w?CA{FpIC-C8gY-1*aNIL1%rmFQ4v|2V0>799u|`
z+r{VWo<g!9db={scc+VJDO@NE{?9|zng1eLuc-vFwEH#BNR@2gXDVxpNpx0D@$G@Q
z2C_J--*Rp-Vx_kC7Z@V_wKrcXH5;ayG1tfm&9B<+oPf!im_tNS<j}xe7<a^ddw_!P
z)CXB&K0IL>T+Rd_dVAyk{a!7!OYWSm!3EsXuQRbQ-BCKNKQH>^Vft)sV^M`8Z>?(B
z&zQ|FZUTCMWal;+Y0fjp!6r{oq`DtIsjOOlhmhEffStRsK?WTjp!WvRRw6O(n_%ps
zzfHs*_%rNRj9)!_h7ueg$pC4v(y>Gfyzs`cc=y*&U&mnM$MU_T4O$33v8sw%P#*Uy
zX)Sp@_q%g8tC)pH+Fpy#3)TY|Ea9i=$ZN6w(85z*Xx~VKjJbua%-R!Bs|T2l2{jmp
zDm#x;FA%H1zCAJ6k-8%*&-@eMSoyj+!LPDhq-b}<=@^60w3ljJL8=IvokiBA^|jsl
zQC%ihRBjJeruXTsLiGj*&g_?dnKuu4WW0$xTC=adcuA*xEYVDZa#U0>0rw;A8;OS|
z@N<BCJsz0H5w_jytae3M1K6tDR&<toNtQxU&97<qNQGsAI>irUpcL2vjU(5UpF&`>
zp^$P88YGCx#i4%=z%&=d_$g+Ei)^kL2w@?oDI2;jaP$^d5`gs*PtWo;uyuL-_ruOv
z+M-KI<C2a7qvL%Vq>lv}Rnpk+j*pH0$#iI5pViKl!Z}Ne1rVOh+bU`KfY0y{?kCJc
zXaY5=2SqkGenk7rax@+>qCzSS5d|UOTBYVjq>Ci!kXOS)B+Q@4Pmh=UZ5EIB{w_kR
zcRhLi4QDFDXA$i-8OlML?Xlq5hIep9RLFb+*w9d7bT^ng=p$!=<4&w`RKh-W7gwZJ
z0o3w_vz#lb2<KDph~&9^DER;C_eTR|kf>Y6cx`p&y9naKH2kt2&qvV$Yn%dn4IUdQ
z_(N6o3%QpscEL!{BuSrW`DtzbCob@Xqe9^Og3@hxIKfJ?k$Lky8wYBQ`zxg+XsK!2
z&N~~jg8fg0s;Rg@rTDOBT#cd|&i2P1%|N`S^{UE^*)hS+XV5SDqRv{uMVd?TH~FKD
zju3B!<wsmlAqF_B0wH(@-xQG!MzQP<p{GKpH;Um~0w8bi5DQR$3R5Ym-kt?~K^S5-
z#Ut54QcCvab`rSxnC%YIp56HI)I59lY|-}?=bt%4Z5&NLBYTv*bmb*MUpV!wOc+^I
zKN@W+9@5!UI7;V3mPSk=ly&5uMG>EnT*rYR?RSMPwI{%}FAwFrlsstnA%`(xyI(M<
zT57mt%EXI&ppG0EG33RV=-m5o;47#2nLX@p?;DnV7xqfBx6W+!N<XLJxWhKlTHOhu
zEe$**?aAz1$Mq4>#B`<#G5X*f<BXUAq5k1`?^lfQj#tnJZqcW0p5K77wYR_Z&WcK9
zM%?`DQqu(-RO8dR+>B6oG#8#qOgDU~c*Oy8da!62h+jo`ke!ZhIUdO_8GZS&KD?{D
z`XoUq-X_SQQez800n9)`t~BqdI6M{cbB}MRbZ&bxnBFYGTjW@XUtpfuRdG)Fxg!r4
zF({%ILI3kO-sd9~_y7g}C_cbUc!{e5;4AYs-*m_9%?qDkQEf~S9!Ep{iceALI-&7X
zPZ>U4N`9@f8T3zLI$Wu;$gyA6?)f?p1hR%zHyeC+30KUbfNYP)$P27{OjbmM^n;jk
zeei+3$@LJAgm-0)^PDX->ubh_zu$SvUcI#^%6|s@6N?MY*l3?E_n6%a5*F8x5NQOK
zT~zrgwr8-OXXp9aFt5`CZx7LQ1HJiD>8K$(o~Q3k(z0#>e8hoG_m}&LM8B!M(!AlW
zXa^{$su!@fdl77!M$Mrg%pg9B?uc^^cwZgk76O8BFSu@bQDunMjlNUQzYENu<t=CU
zhI6@1KiP-Dz4}mYa9UWqD2cEpx%|@n+O+FC@*ag=V7w{a@ac@HM@{i<(OeVSTP(}U
zGxqF!o0su<!w8{tq(#-NeK6kltuoO1ITB}O&pimOAFo8;GOGd22EsF~i5kNrOz%I7
zuki7szU7zt77YF~VKtv}*H3{%vwcPr#Iz~%P$|A}xaVn~)&}??d6Ay;X#Vb)jB*<M
zfcQ5mYet&c$fm+Cur#u9(U}?Rd|q<XC$j!_{6ob2@pa2rk$WmaNtW3^Ap;)-s56<d
zp};4}$)5${S~l;7?dP{2I<(kEj{zP$0cXR2@YB6iD;kxAE)YOj$&>wRG`Lr4t=ZBT
z>RqW1V#|;9wDRUoTav5a$u@u0_vp&J1kh#PGy7|>kIcW7SRL$y0I+`8@s2!D7`HJ&
z25dp4QjY<3Qh3vwe#sNzjTy^K<OK8;#mORYggayo-OXvFe81s=Iw+h+G+Hr_+D!*o
zZwGQLAhs9(-97Nh{@efm&oB2CB<ClaCFOH|Z4p9xCwWU>&LI|bYcg4%Z$-(>P#eh=
z_wdUazDX^3Yr${@nD*f+rM-`GVx)F26btZ%g?BG)>v{uX|KQyh?ymqg1Ur<+AIDqM
zzBX1?57o6VPrtKu2SukwLt!GP0p(;oA#*@<8S25%uh+1-!=uUqpa5<?)MP7Z_28uK
zf-NBY8qC4Yy_}Tjd$!u7wNoL{(<xS_)sI~!8kq*~Z0myhdiV}{C|dAN^~|6C+wY3Z
z{OXZS0XyrQQ``TR@AtttCd`4XgM$V3MOlg2{T8#QJ*K(d>!Nyp#Hfq&d1#*Fga7$b
z;<JFFy!uwO;r$rO4-~o>i#}D;78n?DZ<+lm&cYA|n5j*O$|w3Ku=lc{7N~}$GS9(L
zuWnyOGwxAkZPbGJHuI{qd0n00ViR9FDQ%T<Qj@8DtJ7RRp#nSgAkyX#UV9CDBHb;R
zZE=EV#%zN##`;w61iE;J6&L)ZFM-4u&>?uQ-K1RCj~d5_0@;T|rvW+*y2F;{4oH2T
z*3A<8BB3`+#@nDI?SWgv%XK;$8Q~a!a00%CZDviVI<C%cLxcGJ_#FoQ3yc{h-$e*p
zwD-eH3p#k8qU+<H7i#C?Wp?h50(daYJ^Ex`vihTPrcEup9&^LY`(Fi5o74nh`4#kX
zD09zPOAJ$=JH#wT$_pU-v$tm`r<#$ur~6lwaZC9<?)D5fbh?I9b+l}`=w~D+?#cZ(
zpEH2}7RFE?Cb(jIz#Qxw8XCy-hkg%R%gvTyhunjBVJa8&dY_-&H9tQ4v`04Rc=V+q
z*U3w^N|{i`9ngm|AK(qvSkibbtlQ~oFI!%B<t}C3t8>!2wQa72`~dyNR6*mkRSkW$
zRv<Mx=G1`HFoFjpsl?!UT5wLdr|E3Ztb9D|5q-q4XMf3l>y8>N5a;SgD*ywQ&B;!6
z83aj4Wn{)Q?1%M_LW6z(k|<?w>`BMB!DzaK)|(6N8D*XaNCDbJ_}jE>N4FcD_RsRe
zI!0A`lWk*rI7^2skoT`mPw0Jd{gwN(s8F@~=}RH(CyO%D*16NHFP%|w`v%r~qu$<Q
z_qhvDS1WMkyv=4iwD0v`L+CvFhl?M@i2C`$sStsw-e@zF@7Xb^=pUg=gM)Q(ays5u
z<lDWIVD=U35-*{?vuA+sFkAov=xE3B%C>0@`uQPPWB_^P<n<-lcLA7sHrnhLh37rb
zP$Q5d58^oa*T5rMoE@MfN)P#VLc)EUuJj$^`Nlh${W6N}CO&QxxqW^cuf~c-ABW4I
zR^6+<47Ik85X}a|E}LW9kjg?B$a6PI!0)u*`#WPBrQNjSr%y5CrhgxpkUr#n_hqL1
zD~exL-}G}#d>RKgFwDAG;1*`)P~h5(uZ{Lw+Mx>PbY%~0hUct2gd`PY`FV%j5sBR1
z-ku3?#lg};rL@&PKb`mN?B+eNei;ad{32dB(7*JS^0sjf@EW>3UMfv4<Q+ERi#IMW
zx|!t115bK+3#UhQ>_3)l2<>S{y+J^vGG@MJ>L=-+^GjIV_yL3=mmA_W*Iy2RK@a5A
zo$TuaEEe(mel;a*j~~^xK9MU!kks2O8acbuV`wkCAwu(?<^}=H(uH#<-g@{To)YdY
zUkGh?-t-}nHLLN%ThmQYb0Yv1>a`QCFX<4)kxehLDcYyxS3AC_*#ud!AdU#u?w2?B
zZnn7#lHSiZ7!|MMBOm<cpfV5!y@@fSF6VPfUbAuurTM(M<Xf;(cK>Wgy~G;osh8>}
zFJ_@GbmM7l>bZzY1;0L@gHEb8dh+1CB=avmJmS0mLvw_d?APdA`r0^2vf;_ON(Nu=
z-6b6(9-eL-9GGu@o*q87z;uV0A{{h;EA9w@zvEvE`g3hev&tstbvAGu!Z<-4aZ6|0
z__QHQR2QXCEw$-@zYc)7b)~x0>;jDOpIc3J-|)S={f1lOt<j}M`lt>*7r?6J&UxO{
z7!|H4wYl;B*4gE9yW^w!rjpNc4FovKK<znfjfj_%A?DuJt%%5D(m)8~XTil_*pW+i
zpNprfT}g^6Me+6}h<SOINwx;9lYJ(fx$n`HF(1uB$)p_4Z)5oYBDtI|%soF`3ielR
zV0u2bpqXtyCi?wXvR8(Suiuxb#Gx~W0}ej^K;JHbJ>`X@=eJWm^jj%i*U6^{N!FYd
zkggj3%g6q8o|H>4iCti11NUUpr1>SZ^<%*%aF8_4WV;wv0ppTq`~|?ldhU_w<!vX}
zWSsM`x_V7TkQ2>v2U};+65vEf?W&`~Icn+!z!rXFvi@M-k{>>1TN-I=GgX8%%kNGx
zKfI>Dn=xB+paCy?70}-@pLd0mK#sFc?JbUt$NK!rfX6pB;FK5^TztwO(^%->%83^F
zWtVjH$}CQM$L7a4InO=;6;PXscqH?kwagb=Yi)<pclHa#2dfUg$WiG9N9VbTxy4@6
zF4v^M5}!#z{;u^`;GsFyO7EeVozJ>^d49<<aE;7@8Q^%;I2#WV1fUMj_DL@b@U-A{
zoDlN4e|Nhf6`miShNOqro;%RKUAS&|i@GM{*ZCdNlNRXm;rdHhoMSw2noS|2zN;Bx
zy9N9p+n(b0^Z3T~!j$`KtzZY;Y^9kUL?5IKyL$`WxE_+vyiE^<w{LNkZRK&`&1Bzn
z*H;%<N$}BE3*F#Lhk_z|4?tPEDd<=7+r`*ThZi+;-(LW~b|Bce9w`c~zs;w?BFM~T
z5OhofjF<bajFMWKGGkQ0<Nx-t(`}dWv)iL~URLFGMx*1>^U25o{d1=^4IYD7;xqxT
zoni_)T*PXxeG}m)CU)&-dP{NBp!a<X@pfgJO+VaT@5>7e_rvGTBV$>|^p>mWWekxG
z9|Z%X(LrZyVQEQQ>rJZ5d+n301NoK%V5I^`lUuHTEJJl<ka43t*rCo@bLU&e5957m
zG_ysgo)!?p)QwAd4{oleA9c}}g~>j7!ht9Fd%kyN535%o79Fv5?@J`!$~}xjvl>vs
zT{}o6ZMV|l`TKmGFjZhLyAvq8I6im8vv@Cqi^rUPd!*YRHRk!s30jfmvbP#Rm7?B)
zR0V@9w9~5>R(prjibEJ0SO>;9^Jh&Q+wzoUHU)K4Y>PX~FUfv6SD!IH@6GvkGwuMT
zqHK6#J&x)wN=vNLPd>Q2E>yXjH15P?vyK%`l{78x9zv^|2UTj{9@m4_ZfZwB%0uJ)
zGrwPs_aItkHc(X97mDzOUl|4cyS^H73hocc?IA~?wXqbY9iI4md`Ky{F|IYe<b;>a
zhASVj#S(B~6nZJrpR=-;9)m#!&xS1NympG$>jL$l)S&#=#N-i$klPpM48J`f+R(o)
z!Ha!7aJ)Mqm`jH(bI!RBf#?xczY#R^?}6jLrx4c!;(Ryf&gh^@cf@Z5<8>Av#!i^)
zXT*k3iC}d)2}k-u*No_LHzLig+Qon~bJerT$Y<EEfc!dWf5$k7e2j(Vhqew*fG!wx
znChqeDxe&3B@Sg{k*E4OyH>{=Qg^Kj`lV6x{qiery1=}&_i@tZ*PZ_0obv#;@xXtK
zZ|^*hUD<CheE3lJE%@YdBiHNzTr03?Tn+@Imc(wk9H7O!U-<T9hKd-oZNwg8YOI>8
za@!|GhNH+_82!nT@3h%C!>|IF{6LvZWMl~Bm(5|A$T(3b1t{~vP<v`P-8FHNqCNJV
z=2`Gf&HGA3uCGdd`f)zdFlXjRRBeaZ&NVJm`JQH_a50&imSG;KDP%O1(ksE!*P*0~
z_41ncaGXylZ*?DGE{0!xR`Ue39HWY<!28>GpGC8<spb-%RQa>>j(USw@M(ON>{C34
zu6F^s<9FBVefrx`-L%JitbMJ$&z;Iws|K+YiEU?HC`)2=%r~iv$L)SQ!9PaPIX2OE
z->VbY-yVaN?^$(YMAw5ZJ!|rK?AC}hNOrOJ>a1Yp%;(ADa@Sg?$kk(rvXyl`Ib6C^
z<MTVrUX1kyIiqe*9}I2SW9JmZE80VQe7*AH_52CZ4Ax_G6Ud*+TW8_BOGx$YPG8`v
zhEBZ0DPuE0^TF84$<i_cC-J#&G9M}twO14Cjc;K=#+zh3m&exhk21l)5-JwWI8yHy
z;>13)WbfgnX%^T_ZC)QV3YMeYHZHMsUEV_5jd1R2LczS7Gsu4MA2M`IX&0L2pY<1-
zt4na-SoQmXdQ#ir{{R1H`7RT*FH^?5k~_*W^^?@SKH8NS{M+G;ysZ3qnWz`16dgp=
zvmt!(u=#aj`d30QoS3c@_;l9kTR8m`YG1Q_=A<m+_ANZ@pK3P6aPW-VD+({oXz5i>
zk+;)nuyR1&>i+kQUa*uk>>=v6YzX{h0umse_ZMpkQ}umY3Wt~Y6Zts(qGWc{9Nf$<
zInHr<Ts-`mS^cW5iHiDIrk{~(mM`~TghL0@6~7%y)Y!cG353$@ShbSdyb9j(KIR%3
zAi78IxPGqR^8kdSWA6)*Mh0!NkatSz@bdeteCz!Yd-@{wQ+4yH7}jPvBa6zn*vhR!
z^$i)#=NE5)TzDlSBS{x`KDpvE@Q|HXG?45pg(q?04hQ-uoDqiV%cP^j=PB)}bMt)9
zQ-Npf>38MAYkR>Y_lIXNHUF@U`z0$Tl>n9073o+ndHSsEs@Fw@D7i-oMIBGmxI37@
zvENpV(~s^J;Vqg_VCGPvububgr})A7T|d}XHO?R>9m-Og>6YXjCnW5M^nuTY(P@ki
z%~u>NwwHVKeBQ6q$J{W*d&c)nUK;gwI0xw@uuVH#zl@6<1AjirZ?q=9#c=;b>liyu
zZ>-#ma&5gsvO^=zMF7?*Uis`g{2ueO$ktIV(zK#D*iy_Q=3G=BVwUj?knV4O^fR>j
ze#A;S#xDVwboRv6I(ceQTW^E-K_Xg&)sJ<azv`pzJdX`Iy1L#_){p7VdeQIZ)QCpJ
zDlF2h(*6#gjMCc`*)d8k{8C#I5_K>cFmv2iDsFKxTE{1=ZHB0Of(6BRJ4c3x%}+kp
z9|5f@w9;SM1Pd-~q{Sowy-H*bG~uu)+VOo)M_14)<kyKIucF{k9s@__n5stxEwZI%
zROfPd3(?+073fs2uTY`D{n<I`WBZ7=n<Ff5<#r~%34gh6Q~V4&*TQW3iaz`D(o7T(
zP#Ul%PJ9QK-`_I&P14i!cnjwShcs}*OhxDD&C+dK6#+ft=s^8gY4vr`Eua;dFVl_{
zl-8_y3bvLvxHY@|y~AwL&l(g#j7-Ms)6|2|otj!?A#<Z%lfJdAD~7USM;wA}B$;DG
zrqLft09uMse*Hnb+RkweHdRozLNh}S4d<up#wh#h<Tsg<aCg|HD?0wgZD=mNJ}N3K
zWLuPEz{HgAT@!q(J1`8>d6j4d+O~??HxK0?ET7wnecbNh#VKVadtWd$MBLl0`y-H+
zpYihAq0@TrSpABRdp`xBk!8Bvf`RCi&V8}uM1F^MV(jIhD+x=|oICmpz-xzE%k8DH
z3aPgtVGo~Gqjgc=4?o9i_ILT@@ztN;vu$l$r}?kWClE9!=JO69PSsRaEK7jNPM3;}
z!?%`35u4t2Nf>X#@A4;@eCK%uicM7^V`SdM5(GX`Y8sFNsAhK$uBWH@i+kMoV`+@c
z{Z}|Ohns{#ZAVQjnBSX5sB&F*Do26u5slH8>TH|*k<SE2vd-?Z;c(K%B)M69m{=Nk
z6GNL)2-`bHDZNPzSULIfRs9x&<aU59^(f#%%hreIP0sjteFvc0HMU3W#2T#>za$o7
z5ahQ8(7%`vZtF@1kj1Qv?KSt8O@^=qrUygAeK~w%uabtCdTk=d^?Xk6%>#i+kt3pD
zNDFs5xqRbF#B1(6cHJHQ-PNty-)bm+USfWQbf-%PDHT!99HV=3?7Pi9QwD|aKMm-}
z)4XIs=PEp6nS-KRfptll@mhg}SvS(PK)b#Kjxq-&U!$<?@e|DPpD%VilSt_2^PN2Q
z=3=6CPB0Q*TR31sDb)vuSGResx$B<-i_LRxo_^1!-(c-x4&J5y!<L?2TiCj*18XB=
zX6kLnv+P6CQ-s|V;d7qzVSga@GVWYO(CJUeOi!e$9rg%x{Yc#`TUYox+=}1t;#56^
z`A!9u?X16;227+F8>}vOwBD8g`k6Q!c5zg4>n4(nd7_-a-7VSEJT%eOKA`sM_B$*N
z4Sjt%`H1Chwhue)u3G@L9}dQCTZ$`c#~;3G+`|v&SJB6%K#KB<ciZ1-)fntG$doAm
zehv#l6O2V~Pke|F@&ukT0Xh8B?uk*`_5l+*8AV!*ce>%MrQ(|eVHYrw^N%g(NZqta
zb%Y<IHO=p|)pvxJctZK9{S%hK3L$}aS1LsE0Y@IlrIWaB<hOwE1=(7S9j?>Ql=R=A
zde74s)1TdjLiF|n$vwz=Wxsh*wV~_E3V?VQ4ztfW{5(QswF=Ow2onit%<e={%gvXA
zXZ-~DxnpdH{Ym$JP|)taWj#El?l|l071wSzzThs`y?PQeYllTdj66Y8esIuYlrg;c
zL$%W0RO^n*u<jOatr9LA<2<*QVVoK&K#@)OW=Iy$LuR|)IfYV<Ml-0g5XqZ-)rG3~
z&1l5QJ`Y5l!KS?Cm#*<I;|c5-5F$Q1KwDNV&RThXtX6`;CW0{9G+OJi-233Szwls}
zZ-cu@KfsuG!>9^!xVtC5Rsw+hSuf0q{S>eVWx?Jx`SWqv4p4-nuXTN&+~gc$_p>#o
z7phzCc~W&$lpChzGHJ!sDFMgs1rp#@JrTq=eLXf|+yLD?pFW>Gf&$jr=fw+oFrHk!
zmzPN2ddWLdh~!tT%kL!ji(ilm0&&#aigbRr9Zp^rK#Ew@LfOjs;wUH*KGCh_KWZtu
zk?BL@j`95uQSi{w{{Fsp4{v{MyHxW_iG6;yK!9Qv<#=WjWA1EebG_{t2Qp9c@xvD3
zA*>%STuXpLK9BoRsi%wO@p$!~F|MLnFL(+qQPpS?^cpP6yYqsML?x5AyEAZ6j+%J(
zOm*#v%Tz!bXi*w(#dUD4J_TM?rIk`%A-$4~FP1WPoTsSBad(i8>h;J<BAei?aC?TQ
z&rcTXBQvWn>1!bz{O%uP>+d)XMfUqofyH#zu{<TT&KHe!Djza&e-N^5-1izSeY3H6
zM36pt$g~I6f#*7(qxS)CD8G+&`4GJyMC;GC;bR2~W}J$eq8_jockfXCUHv_XP&a&<
zk{xpCxZSDkTo9y%W;Xs}D?C>lrcb0EfaI3u;ZE5Y^zZs%JU-$iUzkjg8!>Eti#|SG
zd(Q~T5`Fa0<jGT#Y1vJexIkoRu2fK-fzN3q;bmIu$BLYt$?|za4{g}58y;^Y8BmPw
zD=HU_*ljJZvy91G=M}$k`-!i=)28ro_zU+1qGmeawL=U73NyyJs~;EfPgQ=Z^qWKE
z-p@RST%g@)W_`R@6J*D)&&-}WU*5e{Q&q<uPUWimq5>u|eFup3C@q~~1s6p)g1xk%
z;zp=canb#nS1)xJ!8?nutDm}LhtDhn4yL*O{M$Ux6aX5=-;Mz<qE&sLi-``y;8mEm
zgBEmy;~*Y3Ckn*iqF=xo+6mL?`8vP)kmD}CcR5t2yGYQ8(-Ox&zi-t}8WyLgLM80r
zDwJNZuLmYP@z$PHg|taIlPw@`UUrI{w%@#Z<_)KH%$RWDdpN&-a4sRn{2M=*Qu7>M
zjU@kY4s)@lc(KneXA#vzd8@o86fX5I!xjTgFWm%ld8!Z*GSu#eWC~T&iQ3#GU!L1S
z94qLOPls2kd1?zQoeVZm%Uaxq?<r;U)9;hR($Y8QCFv&x0jLUC$B+sWKn=(O`sj6R
zabAW%9*_<K{qy1ys4n{m=?mm%^{YL{?W`rUs37ql-(piI+3SefCkREs_5{Cny3b?x
zJaPp>=x1dITsu7tIuJ@WU{dtC`@Yp6InA<s<wPs{e1p^vM70`JJ^$X{G4X!cAXwm!
z7FjtLpO%mOtqAfSahj(@yo%oK!!c=w=j_r$bs3!)O7OH#J>PrHO7d<iv+oP7%vs@l
z@}Uq{v=$)=L&Nm9lbS@H(dqRuA3e~uhc;U0BMd+_qz+q%>P-9R6%Rc2NIf@%B3%B9
z9veBJm^d_p#q?g{vN0kIgF9l;1wHGVGQyjVuGXiLVFfse-^{f2a58t#*KyFrnwEBk
z?;t%6T%ykM!~(7DfjjsTR}BUxE{91_>N13_CX5*O)xE_ezdn~IG$@e4QcUsL-S+(Y
zaNHM<hxx!<2gK#o5E5fRg+%){2zD&%$zVSHi+BG9i4IuK6dg65oIk&Lw{5glefT8V
zQlavl;NA((#xXA<%(-teh$@nIyBnX}FHHiNwC-vwy$qP6zpqER;kMABfjvGql#cuV
zKeU89b_nI|+lY2}N}b|s8RXMxh`^c`Zqrzu4?YVdr2^xz?HGjbO7wSjr;+w{;;g&D
zgZ-s+^^^lO+w*bKI*mv4AMCu19fgSdAjtRVhY`BBQxpan2sU>R(+iSf9M^AC6&`Hj
z0r5G@Y+vn2b32?R2$L}}=-*|0c-@fqPScf`J>Ergo`iE&RTce7BLm<uCC2&p5*{=s
zwMtUkJNC}LPtL($uE*Wcm5THuTkTnCFpPNbG4t{z@wS(M>w={*kU~Gu@JiTJztj)m
z1EKIxV_eDlmM2~-BMp7MEEN;sc%}G0lZTDT!LFXasQQp8Mo_%<akSL)(9pe)6&b{F
zM}hY{in4?2_XvXL(u^i`53fe`2m+oDpPv?W+0;>L81=Z%$wOW{&6C4(?Ui)fx-&=#
z;RvV*+DXOXmhEP1-Dq0UY4s4=VeS>)@&ni{67wbF?}U{7dbU5&sfAnDxYK|z#Ff$d
zxv9Hf8GFqb33^x_k#i>TE-0Rf!C&I#oV&%^-N-Y4QIglfJCATjYS--XDe6NZB+nJj
zJ;0^vkgF%7dP%oUZ<lf_JqsLfu3`W`q8pe3fulH@x0c9udvW%kteYTzf~Nej_Z-f3
zI(>3o<h>)7swg)w)C5Md_V|ob=Q#bHy2N3?T@b30z-@1(&$OrL)!uCI$cM%Hy<OD4
zz5Hh*GX^}s&kjo{|49A{jp<;9@RuQZ%dg<(TjCI%Xy<XgK0|we?>yT)_U52S?*2>B
znJue|Wl{8th@cgGRHRWFkydyykVcRm1d(s3CO<jndAd~*Rhc(DN7#F<ImfsXH|iKn
z)9KJfsrTtkv5EjgyCn7b{(}5V3@;sXgB{TS;v$FNrW(N07lP+wQc8Vr@{C_MC37AY
z(d1k`GX81RlFKx4ent&cyX)ns%N%)KVxwFjaUKCY=IisEwnG8(9PsI2w&O_g!sC$q
zgx0P1EsJ?*zx$0r?pwH-v$<@bvLd@X;wiF9@z^h=FatIs;t|!5`4WGAD~qYXNA0dx
z6e5=^^rR4Mz9YH(a{Ga`qK!rIs+sYf%ETM6-jREPVrFn)nb%)q?cQrS-ya6@LyFWE
zUwYv3u;7|8$#0<!u#Oam%6Ho6A1CnPOs1&-y8HBgXkqrch|k0`)No#3_>7QEA3o=6
zCDI5@Vpv|)*~IymcvSF9ZN|mP50<MiBG&FA!sx$~j~r~wTn-G{GQ7%{t>jtIN2Nmy
zag|cu=eh=@j=(9!Yp<aZ4(d8V_~fYPK%%5<9!460?iVUu6}nJjX0p8lgq?kV9i4ie
zav8nwl%hUP-yeR>uScFG9`dhtR=qcCksGC|o(zQ$e`VhiDgiQnQ`vcb_~*Q2kYD4R
zWVqPUVRx{9SFoRkw72ARf1eJm6L0?gmBK;3b1nxT?9!XRSPcf!;%rmo>`^b#h(HE=
zyda+Ba*Te<0@xB@2v!*+X-Eu9(3*~ngI~s{`$YUO(H80eAdcm~xvq$jn}6oAu+#h+
zqog25j)g-XFt<@fYf|2@SLURCHGYLOFK*%8+klMhmDegBx&v8v3)Pg^j6^HDebUo_
z4|qGj+N+{1z}Nb*A;ZwFm})%m(7x`?TU_T(?&~7REb<lThNwvQVV4~bBlBFAOndPP
zAJRO}Z{1(F{VR7sJ(~H>PUq-t+Obp8$~A`%U2e!%uJ4$WfuphcU0*Tz@ew|eh)mm^
z6+3{`B!G!d%0J#BhSCLCAX*a}wywU*0CS68gr9Ie*KM3b@L_Dpx8?K`FbBJvPM+5u
zb@k9*FJjrUa9X%qheGM4=mLRw;ClKEjo^6xR4KAue*-3U435=-4kJiQG^M`MF03}g
z?GV==BYYdNnSKC;j**P=1@RgP1so0I`{>$(9=|(1_oJkqecKtNR?s(*@|;<>NPoR<
zbkf&lB)>AVI&*0%T-M$|Ej+^14*8j&E33{z<_W{uky&PRi46RpPwhqX9?H_eu#5G_
za||mNs`4EibJd|EVE?4G3~d(q+XhmJ6C|R?^1D3lNJYA)?})RRlmvE=y;;~j#OU%K
zOCXuw0{hb!Bsbjp7z-bB44OiDXX*&xo0lhzluTQ*hi^v{zfieCbd(ZVEWrKO=;s9q
zp?!I?+fUAqqv4O1v(#G5Upp@ifdJxUs3{}))G+ee=xHg!`@Rj2{9A2n>bvacs79}9
zfA@;#^jLPW_?yClbczWP+8up}enpfBm+A3rLqCo-w`YR!`~hU@G#G3VD6lL;1r()M
zg`6I^Jq*mp+b>T4Ea+@{1iFf%FAlO~&-H9==CvJv&<Pmch5A##lJc|#ofZE!<?-B6
z)$~AY(WmN~iEn(}7V+DIBew#x+=m}e+h2yXaqK-YoSXN-H0VKumrACPK$<sp51gyr
z-tdd>O^<5Dk8lc!4AY}}x7{7!kH%sxs`a{@oL9IK_imxPdD%G+Z7pxc1%z@IlgeWq
z$#|oIAnF*n9bDts`rbG5iCBMe>|WuX`-$CNSIBDb&V5`58~O*Ywmo*eN#wxjI*AQ)
z0&g}fWaH!G7*!ilmqZk3IhY#~b{>2Ad@tN>M4<T5Mc-NmQ%3Dp_mMdSd}=Wm6oh~%
z<knp@J@Q%<>#{3Q5GK;Y%?m}Tkp6;2e3+J$B91P$;>**A9Q*sVFg}*Su6v0iNNwJ7
z>X}gSM2wyDuI+)iDNY_g73MDrB_-I=Xfjn2vO!o_t*;|2y=PoYYm9IhMrcpLqi{Z|
zRi60k@e+hM@29VJuk1xxznS%$X?a&HJ(6Z*eYm+%-6q@f=t5pFjELLY$7O%|{YL9d
zMwR)(R!3qlKJUGo_yis{?Gppq=|b1P?qYn^`KUOj_fJHfmljaQpgHTI^L*+!{{KV|
zz;|ZZ%VAe^qkW_q1;nS=b;Ikc?H3p;Bh+W({Pbe;d$rdd=Q%k%95CPy)X{l8nV(P?
zeh6@@ol3eFqoXhEfW1WR!O_(~X^dZXywv63$Orb<cmQYy+j!oI)s{g$5IrjoSm!CR
zA%`T>>FfO*r`z1G5|eFVKHb`sn^TD_3r|r!tt4_`d~e+gE>e5x_cY$JAI}NL(7!$>
zdY8D;B#1}O^@gyo00n({m$#c-CuU~Eyn{U;n|JI{q!RxW9%TTBnSOuM-uL_$^sm_f
zl5?I@*}^d3!TPc`pQT6lVKRuy_dzjD^4foH9qIt8mx$YBVZ*r^r*XP2FT70F@j%#W
z443fre2ZQZ-Y!>VTHH-$+d4W+LLU#&qb9dI+-Zb1<R4JgHxk*^_fKb&-y5bAHJ-`x
z2ka(UgG*#Ffep5wzbkj!N?fBX{F@A{$E4id&$aUXVQk+5<9Bx|HKZfF5VlOe*w@vf
zHptc=#rZ;#IT++GB58Ecyc+Ed(CX9ujk_<;o%`0e#buK+)AIYl>{@%6xdMNc;izaP
z8LOf!C}vUeVHv8a<(uF&v_B{^POc({D)orr4F--k(bXHC2m3u&fq8|RWc9v@3nmQ`
z#1>j>2qgLT158f{IpJ>DV&%}j<e|z05_*-GW7(vWs0?)g?SpNvL#xpr;w2nuY*t_8
zcTYASDQ|MHzWwB93@pz(co-~*LT+DK28$ln&D#dNXzodC_mUtg_?SB;9KsN4UJ2&l
zS9{aZ73m&Q6WbGCIoV<(#aOgEr%>?5N8XqepKo!#%iuTTQYp`{b4O(~hke?oy8wB)
zcW@l7FiFXuw0rBSOm@pA=n8HOPW9Z+jl3M+U2wc0vxWpt6k{cFN0iZIupGHr(^ybJ
zcq<gH)y)3(9>x_9<jHFy)4-e7crnh0X>efs$ObPs+{M)ZB8Dr2MDP8k`He;wQpxNL
z-J(=kkK4Xp)4T+;3AY!%KT_SDIEQ7kzdiNeqV(}0TQ<Y;+^v1z>h^c1?uQ{p`e$?=
zJbWj)+Lj_!X6~_rY}D1ass;KFvpP|G*c^AW&=o^3(+y}wJ4<~kAq6~62P&0t!mBBS
zqi8o>m3(zBH&qFjd!Opiawr@oF#VmyF4<PBc6DEReKCGV9~qek{NZW$VopWzwOamn
z5rWlX(i8haR^ZdR*?x(Dq_dYN{V+)nU8FVtVWuEk8l~vrPRTq7O%?_AjWA>7-{gVy
zb-0`X<bH$4f9S7ZDk1v7eB5e>&6}*5OPq}Z1KvYlq>>!pSpUS^Fvma5DOL`T(X#y+
zZBplxMBht0=*^%ny$}w*V(e$sdX-@ghURWBH{AdKqfDll{DL#U*j_ZcYv~2`Wj@u{
zk29tF7aT6g98h(-JeM{DW#NOU_U~|6;q<z@KInJ2xow87?<#OFehuZngyMqL-(_d=
z`kp$78M{x>OA+qv`RkVFjF-KA_%5!JWug6VACW8ahXdMS`SXHq(@<_IHifM0cp2HS
zDfW!4xG`Vu?Oiz>H($_HEmvK?V}mA<7vE|2-*sclT$H@i#;xXoSKbzUY0iXLEpy}3
zWPM$%e(LJ*s@7_!R$2GxmSd)%4qt}vV=(%EUX+-mY@_?ZwaIT#vBC>>yJq80A>;#b
zvpeA&k@|i<bYw>8@exF_#U=MvH@;uo4syLQ$;$iZ6Y2#E`B;<_>b)mluJIx;HT#wp
zr|glI2azl@_;)`>^aZ{Vo*t&Bhu#T(WiJT(yjnGV2`g35q`joGH&b5}8C9wSL2K(-
z#6O1k4DZ|hYd&+v7ZDxq-LK0&SPCRFZWgV~;yYz52kdJZytUhFZb|~Kg`v&7D-vr`
z_FLSdj3!`-P-FR*Q+VwlL_=H%rL*s+qt4SsX4gBEP>`J7dnI*KZ(&WeuzO3+d7sWG
zmUz#zr7dWBaEm#XE#04m6v0(bK<_K9DCKoVU^G#nq4vGoX(c0m(5HR%<t^mdpTFZ7
z{{o6_prT9mN6jwwDH@CiE~e|HC}ipQ<G8(g^+W3J5_~uBmvsjV)&BRpy~z9=ipmub
z!=n2gPyTy71|=mTKws+}UQ5|lTe@)Ju*$;@QW#;BRD9T^Z_gpLS!V&deZYo=c%Jnn
z?>Ye|t`PG-b}!#F#Ox^T$if8-(iKTamTWl21fH7m@)DuMWq*@^cG^^CvZpr&!T}K|
z75{z2#?9DAzYAPt*ZCuUmlpB7PF%Dn%C_43O#%dY;5iIqPU80(1`i&%(^om0G;=SD
z87k@Gd4<4!4ugZ1Zrjm#BJy9l=h<tI6N^9r4g8JY*d;FPVE{fm!bidlE$_y-3O*U9
zO(MFl^azeo6c`+M=fBq!y+5}nX56@+I2RX}(919mQu71{YmVIag|yQ^vh-25eWGob
zgS@wKjb?i>^_>a$1!)@QDp54PW}_TV#IJXw>b60P^#S<wJ0J_qckrMsC_%#2(!+t-
zP>p5M;zKL!b=HA3$@5tHtu*T1d_R5q_mc0yaXXauov1cosUB=qJZS<Ch6Ww8WAM<v
z7&PPtzMjk9a<<iUV|4B%0)_OU2>L$8OT^nTxH7NdLD=S_hhq-%_C+#UKHoalyBCDq
zj({$dyXB6Hp>t54=WEO4cr&MZ_7_#7UR?ZwYh$Xr`ku5d33i6vjn;G?y4-Zg^rE3F
z1cMnI*k_Q~)ed04VZTpx7Yxyqf0&NCJjc{ZHiA}~O?~o|bSg#5W8{-W#fS29AACK|
z7T~|1mYb#eRKkh2+r7DuY4#rgcX9Xfv-CNgtBnq`xnr`9uv~sfB~L$inEm<PjpdKj
zL))IaHsswszSR~(I&r3ZdiFVgUwrn7X7#5YX4&5HqE0_TXJqK^(Z~I@(=Zf#4}h{+
zyClzHf@m*JnyIf9|4)G-XbW-nBYV)ubBb-fmP3_xyZ+#p=R5ED6}`xGh-+1j4&*&F
zl+Qx)etARZl27!vzn+m%Ru`w(8GPUDvL|u#ZadUw+<AGU4)#3y*Hr|Svm_3m2Pme+
z-%5l9>*FB;o@+h+vgh*cEs7L@>PA~BGbGmhH>jmItWNiF$dL<WwwoO5rrjT4@yzDj
z8$GN<{HmzrrF>4EU01JI5Y)gb8$1Por`jJa)xm`|f6&D4wBNqXR~sC^JwWPKNd5WK
z#d)l#<mDx3k0)qy)q|;2&e{`4AXmB{uLkRU@cX4V@hU~(=JY0CZFN}O2A26VG!)AY
zwZI6Ex75kry&qbHX#ONM`z+l%X^zYUAWmhd*|>C&Gai}JB011T_)Xq%1pZttQlHu*
zScvvW&Dp-E=q%;$hes7s8!+({e-6U^FYH$fSHIcKu|PP+3INRETYdl7kN({UG<s#4
z)K%X)tbc9tq`^MllI;-$3_WYz&Y~y6aJi#{>iztQcKJhP%s&+lojRn3g!nLU!EyLq
z{p$C+AkI@mY=yMdgQ|4<PR5B^p`}+GF5%&V_MEjX%*tQI<LV?Iou_K>Z}OADZXC}n
z+W6kM1AF_-YX+^|Bu!EzWx&55i{&hT4Qb8t3NvzGT+dEPZNxz?V=foCUa<oHOOka~
z<@+mZryW5Zkuc(y<EOw}un>^>+2^0r@Oh300hfu-cE%A0Q#bVEbI>C<_Y}&&H~m;9
z)r);+&PTt&aR{Ii<e!U&Sg;!bp0Sg&{ziYDO9lVS3uoE%8PC~EX<yg%^bYJ-z2eD)
z7EG17sKME|;AE(!n_ny#n#9f9kME`NmEE`A?)2-3Gi=m?KkM{R^^uwRr~TE4GiCz0
zdr{bPXq~_^bc*7Ty5@vMwFo-#^=N6~a3ta<w;i9#<2pD4wRGRJ^o-I8P~sC&b)b|#
z>W<jXVzczr?ac3m)1Hs-yPpxn*Pgu3VGWrQKl<}dXRcbvUaR*M6Z7%Wn4W<z+;=>t
z4wqOI?x=5HG28rhjWa-W?v%CCV{%t6(#2W#;(2(ZMwPFflfocgWT)2&0_E40y~tZ+
z7<%~Rxi-6^f8L~I6|7mv6f^Ux9hB5A2;ZUzQ^}XG?9P)%z9UeDMlW-0VcuPT#4P_z
zHJv0#_DV-LIC=s|0lyW|p${n!xr^R`uP0kDlpddZnvl_nJm@E5eS40dxA~{+k3C<U
zl<dm54|z)ifGN_;)*s#zR-LZCXVPu}{2@oB;!P6I9slxG83u!awi`Rf6io-I=&+ol
zlf0xDig+0ac@Al}CI~Bo&4TETDL(s=xcsdQ!BJlAAtd&$S0O_&h<;XQae7dT_iZO=
z$P6Cc1KB14Gs}YiJ%1%}VBp3;LgMaY5Ps6jWL19!iuPtqtPk~8)ug1Mg9;Yt?>RUp
zK6$pgwTHP;mzwK^z2lJ*K^3L?u8Q^@>J!P%X9-<@+UMy8g!jyK{rpjkE&V(mIdASB
z3|wPox=8*opUxK%<PSHOan89@P&sZ%`!Td<>foQhJiao&-VDzds_#8(jrWI%pcJ~E
z4-VoGJ$Ia)qk$CROS`+2jNPl1Fz2wjZX|SN*G<x@SgDL9>3g3^MrHPXkH8B}vaF~?
zTKcQo$VD$TVNfRz<@<e+uLfUYx!zMtjrOQYWR|j2^U9+NeK;+m)e`5s5qG}pwS>O+
z{4tPQ)O)D9f+P5_i7H1PJhX#MwehbZ7g2SLj|mOepXTRaRNa*s0717*1ECd8H5y0Y
z*X@H^A*^w+ly1CCWu5YAd$*7X>Kg<L1LT;6?l<$d2p?r+eAS!v*>4bD*yLjiZ87y0
zoP_~In{T0uOb`qGM3>o6NR$%w#(OQ7s45gUhuh1q@MnJaaV|wT?((nA<vByw#G}hK
zM7f3;!{&i8Q|vd|d~8$b4zumgN#7DP_rs<oWDj@!woq`QTFh^}0Li%Xl~<Mfvp{oX
zIbQN~5v2W5iTBZoVJ!*pnCho~O)s;DV;VmDFA88+<=iSGII@2vsZWmK68Ac!-G#@E
z(oHfcrExHLljc&M681|Pvkpl`cf%Rqy!cNRF@XhTx&8589^9Q|$I~s(pAy<8K&5;U
znum+o`@PBTd3ddr@LltTCfzs$7>CE$jx*(ewcm%oy<=<;!Ks&IBlHf2WdhB?bNXE~
zxQC||=Y@-L06}uz(AwG0k@tF;h{NBiMtN;DsiQoEduF1j-terc;B=QRbh)19&jr@c
zqWC<iRC%JPR)>wa(3O6fjZXgRQtXM+>*@n$5$$*6*!A%mcn7EFhS8JAf#4Ml;K;X;
z%-;I2E;+ytpYZlmL!u6laCPA`TJCuLiS#8Efx<Sp%SM1ScwUF`t^g1A)|tnT7){&$
z?Y(~Y;Sp_>^$Q8@fwOym-<MJ==H*7SEcJ7q*<uMqKD*F_ZcbasOz`&k<jau`qI9JN
zfJ!x^mY%r~aMWHvZ=7Y11iur0&X^Wzf1}B@{(XVhsvv`1tkNPf#<|H))S?*AJx?2V
zA6wO{-PE3M?JlP;Q}(&O8GC0v_df~4ucHjdsCFA6pi!h2+tCmKaC~s=?s8MA`4@c1
zqPswU(zl<9ER@^KhS;`Dn>RTO?*IQ4?lT)NudDE`77G2HL<k=vZxcis8u=F*1URtX
z9W9v1tFm@M*oeau@}^B1Ck!qm0N~bclx*eKu6PxfL6ILnzc3Vpn$qNlzP#zpj|^{S
zL3xJP-{&E-Py&q-$6u;T@i4tZ*EsJY#cOCeHrb7xp35!!?iZ8XRloKef??TwMDJv3
z$%#Vyv%Nk(d?wnboF_Oy|9N(hsdytfV3&`zyhiYsfEI#}(}L7FeGvS@LgBP6TJTNM
zGCn8KT0hZi!gP=AUgPe~hMAIl54-zP-oF_E*3Ugta*F3(^J!nrq+S*FM>4vEX0AK+
zevHN~W%o~4?jyQy%#Xl06Z^=Ir)RS7h4Mg)Mq);F$+(KAGH+|odp{Kc$>10&(}xcy
zQ3f**PCa-(-d;N6DMEDnW)FSY2_`(YT^1-TlaG*my~F+ZgMna*jJJ^Sb@egjD|u^9
zkMiX`Oxttw%T8#%h^HXH9r<JRA`6GRLm_{^%nH@kkLjX&(e6sVuyO4I#<V*_0<T!>
zo>H!%MgQ2%QKutu@HRw~xpY~db~gfQ0y?~Rkbf9*;jGU0?a<o{%97*WICx`|8sHOB
zaj9na$g?q}_4=5-(wtK^R2l)WEI49sgIaUX?J0Zh12fL<*(tn#eGxDXYrWl@-A6e_
zAqnwBR4<(PMiJ%o1g^~WMpGJ)q3NXhrjp4KNx@t5t6R6?o_Hyt1RQuK6_>v)4Py@%
z+6AeaR$#P|-ecJ@c6*|ThPR6e_3e>udXF(}$uFsL4DR*wC2y$OyKmw2)?Os`fSP9r
zz_AWT26ge^T*wuv6v?>@@7Zq<-otN#vCKKt*GkX!oSk{s+owsG`ay2LkFCDw{7O2X
z3CIH_FuwZT`~<@l5$##TT_t%=gW?C5UF>Cm+?U=%eMgKq5KhAR_iv-&8!<Q>gTycW
z+ZrYSIc8L#D(}vID<|FOt6m1*S$$2-RH$7(7t<9#bowRy2fnq(vC1o&J1uke7-gbo
zX+S!kPmDxgK7N|z;}w+Lnsr^|D!U)g*N1F}$>G<Vb_eZJaP4xsap-p6x8`CoeWt`c
z;ceut(?sfeH%sc!g_vs^Rn#>7$0xgM76J98?bWFT4a8s3oGrpeb9NI*mu%}0zJzHj
zQIC&H{O+9_c=AN@+;dX>IoZD_j85?r;+eym(t$mB6<#0j$p}x6t98sGambN}oO>`l
zBwd3Pz8=Y?o&Yhi-;CgmENR;~wTN{}Ey-_s-c3#Lc8w)gz%Vkpx@P{RVW$FGFhv3U
z6&Wr=vkJjK<CN>%g=A-yOqUQ5;kWhp6;JZ7JiHiiyZoBxeEhuWc*oo_V4)ew9ieX_
z=-2%D@%!I6k#fo0?$h!+W<k?JRCXZoS9Ru}OHMZrFbRz=qr@8v?!W+WfR!ZgN$#y7
z|M*FlGfgLF8sT3W9}TY3{d#&C3hgaNtQSYSBqr9~uD+37%;_}y4N7}rc0=%HEFE85
z++DDCc*(lo>0yRLfyex=B5oS%J?_RcID}wXlThFwOZbs@&JoRk8UKECg-lg2qHZ6`
z8Tn`r{@30YV`7F+L?n(XCz8SYh`SW%M8tZ&Q4PT;n{Zd+>rrLTLB6A6ZSsHTgkoV~
zPj)@Am<G0YhbAYSNmI;^cdEzaVb2EHJZua>f64dbsJG*oG4=bv8#BbQ{I69pD8tz{
z+Xn`dw%N-K?kNe0#Y5P@bftC2<{rsQ|M~2*EI~#5Y*ta)&x3Y56{>Ow*<XCh7rt@P
zxzq?E$jc=F+cc6t+hu=+@`X!x^XN9N6Ip?AzM*L6eD2t9>-5jMc$1pI&zL}W4oWFE
z7^irMN%wk8HMTPaeW_Ay7NLtcJ^<ZM)N50pvvk5^Dqq7Opz+^+i~9(_%T`Qs3o$ok
z{JnsF(f+%y6Exdy%q`B3_tyRn-ET~Q<U7?UX&B0fk~3T(o>5i|u1^Y{(nBRXX<Ae?
zvd71Z@*RWm?mZzHNIEXMvf9(V?3Fri!y9!O8A>`35CmI%Z+sUQY)mIV9W2b{8RI7v
zJ<qlUhzxp(tRGJ2TlE(4b#<N3g+`amz;69zh#~Qq;x!G$dSlI~kCyOq1mISTxQTbn
zyjgiHwvMkK7wk%Iw7>48Y)_CQ`;)Vu<5R&t$z2>i-G%XJX41x@;U~)hsARZZhf|E+
zdiC&K6ze~p`7^FNK~FE=lOm>c<b^kKA5aZ1Ja=3=_`rU*;QP6DwZyy1UkMl4nsRP;
z{nCEkKLC{?qKC0;Hjh-bs`|AX$85Xb)0=#MzJF^C&aQNt3A|f_r-0+`4qHa?m<bRK
zKt_K%nn5KcrG8QN+?awy%=^qU2mDiEqSaIYIiOAqVu_o#Ke_r7=Yz8Y>~@_FyFs@m
zp7sa&fQhh-2?&JJ#^LO6UpFuu?iPNPPvv7q`qq3V^r`?0saT`GXLywg5LY2esTZ6K
zOZ~$yh)6u2`z8s{V!5h*yB_YZFVzPtNU$&D_xH}u*w@GT>V6G)EvLi7o4-Z*`#n@$
zM$yp0+529hDa3t7PF#cp>#Xk!HMRveL*`<PCie3ira=H8bfz<B-_z~!B1`*#GuBN%
z4!ECMG<#Yiv<JqF^H~~Ps*`no%ISmUv7fq>@H};vdOhorUwh{e6xS65I7Sc-)G3<W
z{*M)6SaCBai453w$mTSWvT^qP+Dk2J)?`ZI{O<Lh4=LxF%EVJUj(2~w87*j|4t-k*
z?bd;IT!dP{5-hGRT6hjHv?}?&U8L2i;6+*iTfd++{UH7(se5~SpRwp8*5t=aT+&lL
zXT!wv2!!kY?w>pbHdN}Qy|?c5eh<;S%rm-KSfp0>R=dX6_?f!Jo>YN*TCRs_SJ3ZD
zk0rUkx4rnvqO%;S8VsE-l0{(oPKQRcNxb-n!}9?Rd9zXIvQ^O&iRW~3+KP6f-<!H{
z<`DJf5QKAx3{~{L)O(U{_UEbbzJsfUKz$gO%4w>f@WhFo^I*N=^l2GxUF$XzNP0^x
zP&#j@E}0hYci=WSm(C`4V#0Uje<TKZB<AFa=U%GjFuQI7$qs?m7q!daLEuumtQR-q
zP&dq5er%xKe-6ohOK>rN#O(7~X@?F>2hGjF7F@?vI%}AfSbcP<zKM!A#!>CREF?I-
zO92OX3H2kuC|-9rIks!lJ$Id+?Pi;jsa%Sapz*XK+z=IUu#J8nZq&o@2rm*s_mZp<
z(DOupm@l8B;ZH=NY3ex(dXK&YZ-M)pr+ksRCyXmP8tser7hb#W8pN@8mbY5Qt_7Y5
zrrfCo|M3l=yG#5~Rh_M~L*6^*vC)W-mEanekGi?-CM<<hzX}1%p8?mtevD~Rzwl|%
zXAB^~o*TlAOQTHjOyQ(mJTOrsRq|Q<+(##mUUBvY1C0d&{W~Y+4aCi=6_s#=q?8wh
z6D7^E^>T-AbZ>Wjyq+K~`cCvKBRt`!-gqDHn{eA>?V_gK)Lk#v`8B!+Hp|uV`@`3A
z{}CUp^i_YHniS;E&ezO+6^0WMM3(`AZ3=?>-VN2Pbk>&*X;wa+Ai&e#z3NiEmB;yJ
zG-#?Zc7ktPt)5P<iV%L=T!*vj9$V?Na}n#c7+H$To_I<!pU8`IdGjo7?2Th}z8VA%
zG=<piZ!zvarD}j2VzC-cKJNg`(GZJ$bJ{xb5W!p*V*cHfSuOzx?X&_p_YbwbG~V~e
zZxh(bNlWX!z#5d2pNpv9KUsnfkT}Nv<xg|?x<+R&%(DjmaHz_D{?{6dU?d)}+hc5t
zM`1}do)c@Ru(A;gWm6+fyFIDg&JkwNzP0sk_>8;<wqLS$QZ~0~_>%}0VDM{n%H=i^
zO_<AP^p3;D!%FVXkSC~=iCR`(1;3@>MK|{N_>!THd+75f;QPLfpM8}Gr%AigT1`+@
ziC}gN!yaQL{Y^D4CN@uX^_v><^fX(ppCoUmCXe-=VOmskgsiD1EQBZ_e?|HX*j26I
z{4Xz`;UyP;n^#D31c|YDf5PSIjP^P&?b`I!fIXQAQcMa@`rs@uwx46LaQrVG0*o6K
zY*uD=7e0WNcU8A_^xw6K1HiHbDtX;bx0d3sP`sG#S74-5u)7~hCvVRnAbc53rPeYI
zp6LBh%^xqhKQ1z1@P`{6fUaZ*swS=4%iC{GIo#GCxrX*#7BatB5yQP_dkm?CbxLqw
zJFxL3O|Q4s?jvodNMo$mxc~o;6%S*x5`eg|GLmUjCrGXI$P?v4zdJ0(o>%q>TpM=<
z`Z5`%1vklR8$IiI(u?}Zr0=$Oo>gmb;Y*iQI9j;5Vn<QC5&PX>OIQ&uUT_twAE>7`
z;G#X7(F20d^-xsh)IGbTS2YZ&Z783<4lTk}grTO7#ip|33l;STdG?N)b!Kd8bzMWm
zpXRIqU;6Hj$<MhDOO%6T`93Nzv!^^s1;%MVh#ddsQ_&)n^jnTCf|LQE4_v{gr^mCr
z5F%bQ&--iIpAQ_Iq+e8kAr{IS+y_u}#7ts&=o@*De#dwKK969$&nJhF-p_Lh<6$O#
z;?VQaaVbdej=gN<PPZ$hSBlRb*<qU8-yXRwz{mVy4gaPHpQofWg5IVKs`jsX5gTGV
zcJFT>AO&vf--As6V|J0WP_{Kk&6B6=tv<W0#d#da`xq29NBsydQ8VynO#B^|3A}{!
zrYB1w3Y*EVV<(<^b>sT<8(}_gBrHiCMte2(=7l%`z10=$SKK9+anYEt#O&VvoOdUP
zxPf<)4(RxMSX+}CM1%Ng@4EEz5sOAE(laqI47#}W4I{D*26swEiDKQXDFWo9#x0Bi
zfz7$hdQ6tzdw=Sc_;;pip5<oe<PoF7$++>JCWZlZh*~hB?-WXm$Ja720$#&Lp0cxb
zFPt2Fc7|hvh5KGkf<W)rXZ<{S(&PC4me*|IQ0X$U=nKx-n=r*~9Sk9Hu1I8y*g`N6
z6o4d^U*MEu&{u@VBN%QX-Vc)x-yLIGZKn}C9)&f;yoMUBZhM^fM3P<@et?vjT_dC7
zklX;Bl#0K*Xnw9w>KxHh!R+qjalQxTEwnPsC$Ar75mqbbKeH-sl(*}tapRg)Ku5Sk
zI(a(Yj*0&&H^&=F|C~MG5WO;lg4NIY$m~zo_K-gMd-1SI@LTDgV(&s8!l!~tb^Xwq
zMCg-L%LVdb_-1)Ow$IPy!B=H0C+1^r8g~SX5JEhV>aIDXyQ}}{APja)wCAj6-My|D
zIxhkJQ>6q<`Z!3Lwf)Az8{>;R*oR)+Cs#z<f$ROGwu~f_ebhT>SH=Evh8y(647-R~
zE^2ciqV^>SpHz6DBy2}Z=Iy@Kb8gm~FWFX`s%WtBcjxQAC5$|nrq6yk^SIE5Z_*ra
z&ahidfa}}oaK9J;)t^3udHWm~QGbT<$DNb)X+bNg_aihcrXet{PN=p|iZygDy?oB7
zk3_d?g^g{V*a*{`H6;liVn79P9XLMxSwJ-C_IJ~Dm$>XoMnnfdKCZ`k+Fk8IiMj5r
z>(Nu;Pop&|K-5g$hV+Wh?ojrPrv{;zUz7G*6FcHtv!f}02+tTT`!7wc-$9~>UiXRD
zZyXwc#&%x~2wR@l@B}44XrP6^I#R0@r3IefyL+}2j%RE6Bo|0@o_F?4-bLJp$ETCs
zK2uK|-pPJC;@FYw(M(CC+fHQ!pg&U(F3UkC+SA+dZ_o7{qSYi{Cu=BKw&ZLg?327Y
z%a^E*q;Us3w|~Ms!ha;2&NHFBBVK;{3WP(Dxt~hzzsq_6laMzR1Hjmpqjub(KH%Yl
zp-omhycw5i84b}iVY5VqTjQZr0Cy;h<u9zRFFQ4V+RufVQi;^4QKN3H&z@t1@uo>v
z$VcXH@-5yCG=boKYxYkzJ>~dY17{~)lB?8;Fv(Sww2%k)i#sX&;~*Ko61yct@Z3JV
zD79v)6!-hw2d{k#41&bTgN>-?3!y6_iV?fiyQc_RFFXrB%|`ghyR7m-ytAbvq{r*|
zH0`)n^-<kiJV%V5+5y<#$PGP^-*Eki?&Y0H8GEL^B1kAl&Yw*3xBy>+hKThUK9fIC
zeap!`#`FW=E%mj0KX(}}I7lb!!Jm={3@7<&yjI2Xyc++ojK1catHGn<#^#!>(koe3
z|AjCp`jKzG{Y`yoK7K*zP+wx|qBl~E1G(sBdQoWgj*0W`H~Hob&nt0yYN#9Z9?r=M
z9Ay?mA2=6&H(ex3vb;7JL2A0g3}$<WOtAhzI(cf4tEVl+p@7kMpG;(JJObJ)@y>|T
z`BQJ>!J?lRrn%=pQ^=@<qfpY+EPK0a%!;>K36-plY3Q}Qk{8dsr|fM!$dsDM2)Ps=
z_@w;Cup-DL9UAKnN;tOXNhxlP41yBSSMmm;89>YaqS^c82ecTvD+lI$Oe>l-Y3P(8
z!x6!rQ^~9EcP?i^;tY|SohAyULOp3E-R%g*a8$?SK6k9k0&@=HN~MSieu4ij9bK7W
znf2#^Ig*dV@8J`tJMM>}0RQXa3fJh0AY>X^8rlBxdhTBJi!C6K1HtO_OG?})p4PV~
zWJAI~`aIiu!ySQYlXH;sg!uL5JoE_$N3C$zIP(F=-ctG{W)v8k2-Vv-kEfD~wZMDV
zu}|vw3Tkkj0eFQKTD^R!dhpI>T3q&r`x)gvg!cU5_5knpQJMxxX}8BmsvgaAr|?5)
z7AoC1Dq*B2a(WVH57Tp^yx`W38Q@r<V-tx~wZG+`PVJAt2-rE*=Z;DHnA??W(EDvO
zUS^1=cj|!pk5+(%Inn!#G_qE4)!Scz-5{+|0@)1=3XZa$<F&RVOp(qHE$t5&K-k%1
z>8|A?4FLf{eP96!Zx~LCbB>SSN-&E^;EtY9<Ii4v6Q6E5Y^4CwIlUgX1C>ncWA$#%
z!mqqU9Orc`Py0;Y`2=sBT;}nnIeaGu6{b+zG}@ny<R0qpEE#F^G-vn)c6-G9n6s+N
zyB;Y?i0cV%B6#<EvhzsiU9vs4ejCTh2S})F2T^OfUXy%JP3?titZ!Q8y$-!l-aa=e
zX+EuOo<YnJqEFmj>dv16@{e0;G=(_O?-t8<Vr4FQ#;K(g+Ou{6Ie(QbyKQNGZOdZi
z>d~%KqB~Ug=Y{_Cj2GNmsD<q8a`r@_<j<D98v%77{E9>Z_~{HUSoxZ_)AfO(ADB(;
zlr@%V7Gd+_FTL_U>S&){QKI`Qa(yN5;2sj6G94qI{=4BY&UJBEZ_hX9>cUWaP>?u<
zK8kv4-aJ^kI5Ru>*pzu7F#46OTlMo>pH8wXOSr7HHA)WvYJgtJ%W?ei8+z~CHFYr;
z0}9RsDfe!?it1zamwOfzA4|OTS2Q8GD!=Z5HFvtQk>uj&z0#GNo;E11_`thQ&4hh`
z6S!Hqje@=Y>*E?({cshQu<B{FsP3ZY=fkJWFAr^a_m56lc7cQ;8=7*maN>HIjlQ_A
zNyI_uzV*(8m<Z0|;wZj{Fs;RNx`<KLNF8#|Bw2A_P<@<GpH3(Y=Kk|bFE+1^J}Ml`
zykT)aURIPsgxK?+;(n#g{F`0A-qz3Chas^>^>c=&x+9Tn`Id3}Fp)7}WVuR<+TG`+
zy${~Rj{96*f5Z2ve3~7}%*uLgP-GrQot!*gZS9-PU-r1!eNtuj)VueU&^9&aKGKCU
z#9%!DzyIOYpK#jocTF_APQ7(8s%@$`q69Ge1@$-3wE548V?Oy@Prz;HYdYn#EkxFY
z&uo1lCv5Sd`7FG%$L$$)oF*r5FrfWtew-&NQX9?X9Rjg^Sy+2&(4?ge>YdG^-607i
znk8~58lBMB3|!1|Xu+KNWdyE-kFwgeS++?sR<JC<h-*MlEkCY9uG}0{)~}C)yLQCD
z0ZG%Nv_8`zA}_MavX1~<f#a3OR35xzD`9JCv6$HBx}}A!Th7d*csB90n(t_XRmJ^F
zB0JZT&D!5f`G=>Z>Celj6^joF?|ujFb8S0PwRpawy>J44YSQU-kxz_%J;U})aODmZ
zcA(OGtUfpnTlw))gV&!l6&SSTHbdB4I^t!ZS;q>2G3lgZMA)E1UmkXP+ct4J_g~0w
zinbL#@r&FHa~aZ@C@^oYw%B+a@646qTd(W)oXlYimoj9p=u^LYp5Se~a(7?+<}>S!
zq7}a^y6K&*J|Obn<GB-|sS9-7ER?HmgV}+Zfi~<w`b0*zl$r*)v-p%APqg<{J5fCW
zLi5b7Jt5@HJvp=4aqrmgc|7NbLwfkiPsVNMGeT<Jz^rfnhO(b62g(;wf5E%tRK*Af
zZ`Z0Xo0tw7$2fFuvwBeNjU`ZhzILnJaDBt1_ZA6w_4*v=*|QS}L1oQH%ih<OX@A^n
z345TPa%2gYr{*McW#h#E@KS!FE^E<E2ZEV1H&<SNlGd!J_QTQO<Kp(CQJ6&sP@v9d
zEEaU!|Nmd}7yocMhB%GiSf)Y;AY_F}pp7u0U6HZuLF}53e@;K`2bG6G=Vi7#8<9(H
zP+eboc_t@nUrQap2`BY4*2Zra4b>3jO}8G5*Zq8#AKtQi=X&<eU$9&&%7H&$i74|C
zV-S&usBc8|oNj@LBbpN-I<b_%9P<I}vWm=F1y=9Z2D&jDUUBxh3xHdwsNn;vBpO)9
zZ}je7hjm<b`%C_FTtpH>Cq%0N77ClFYAkc+;g0|lJBL*lyURi4xHq!%s9a5{mm2Rg
z(BZYa<WX`<ha>y3e0E@(9b%R3?aOaNfyTmO6-dHdsbfN84nd!-pk$FwVQm`#l3h_B
zX&gHNed|G;-+ACx)~`(~v0M6nl!iGX6L?O$_JyWApqHv|dw1nT+)Sc*A--lRMX|2C
zLMEUyJboxcBW*DD7pGKVP1DD!qucuX#NqWOe_ztyfJjBuEGHv&j$-sjvtJUPWg&h{
z7@DuzvG5xmyYdNnbF6Peu$QcUOmG9~Q9=08_U<ZNbm_G@lH|ut7BO!+2C7$VgB5S)
z`X!KJwU|Q5Eh$^J>5navp$)z3<Jo<y%m$lPh-vxCKYi9`kGZ<tL#3x=)V$P6SqG{3
z(c$r6dEw~GCo4Q4sXRXRhn$iVWY8#vM_XMw6C2tiQ4x{+_cI|}zhbCI*;RUZ6~8yE
z<DTpCgoYYXM%}u-DC)k$beGmM1~+Kqw^FPQ7Qx5Odr?(12-UtL;Amtd+BqPTJ25{i
zKYe(@DCxln0lx3qk3a1s+7zX`aZwUDr};70^0Ch76fU(oX^a;#=to;AEu<=iK;ZrT
zU+DUyPe=@!At&&;mU7POJ>rA-((;ndBmsnq?bY|X89!MY1NC>M_Aag5e=Puab90!d
zoBFq>Vn%%|euq;hH^}1B^`BAwt7X#Tb3Q7wE~&{4U4E!F3baEP@BwPOI#PlB9M8Z%
zD1OtO&+_j^j@79X_ix{KYe7a5Al)kGV;($IiR+t4&4+R>6yo+MPAjK*EfbiUtLp}n
zd{)HBos{SYBBgqB_8G+VRe|8Ezhh<I#O8J`23d%Z-$<+WCE^~`b4>8_+EGN|U1rax
z!>3Ol{0Ucj*w<A+2j_A6aCq1HN>Jdr6T9m<>k{zWDL%AGBCYn;IXis!?fmIh!|1z_
zVpTIiuh;cI*QH>)@$+<%tJ~)B(t%g^8f~Gu@IPwc*N0#7ml-?LeRI?I)9K!NC%RE;
zU5u>!IKQoRKSC&-#keZaB_3cG)`*Agm(+auMA0oeR^a?+KVYfb{@npS>7rH&hp;JF
zHjC@|t~)gBFPGjPt6mcX>WklCnxN1-(9tJnKQ-V&pw06mzw+5apuU%jdkbIF6M4GZ
zUu#EmOTn;)K2<=8KAIC)V0Y?=N!xzfiBFAa_s)qe4?L`I^i?TF)MTjiwZGlH+Z~sL
z@j4+%0n*<3N=b;6RI&arwRkV?=P*rSRMR~^5U(`SE$`Lbp+>%XXKMHoU-6mlY(EA`
z&u*&m3>;)7h3v!XA8P$=9kKQD+hq)*#{p;h;R})n;Eu=p^@Jsogr9vcuJg6zC;*-P
zjUA4NOOpPc6wQ5u;_&khppJlu(#+j$zc@ASo^%A~!Tw14`YR<(!5c%Rs_Yz+Ul_T$
z(fR)UN$9uHbvT)>XMPXB4ny^1tt#xhfO7+jd%Z6ZO1M0}A|mbnTWe2bsk$x(YonVQ
zFwbGCIVd|EJCF&Ff`Xx*(d2ggs8b!$?|tl$Z@Ze0+7h++H;(EMZ3_9%hMPj!4$mW8
z!6h<+)936-z1<}w3DkQ4;}v%-kexa!?c}TX`V=im2dvg!)vS@s3Q%Z=zRsiI^zI4B
zf1;c5(VItlw5K_~nx;9sz4g6iPCO@zp(|r{0Zcgl@baWTM6dIXJ&Y(mmZ387qsda|
zPi@Ff*lL7*X&j|ai$?({7!q*>fWP;}d`(9yX<o<*y-T|T28lf=(F-Kb>Xk=c^TzWk
zIg>uNq0M=hI@(t??P`pEqtld5hxW7iq|8Wi@>i!E?O`n_{IqkmE=-;PpwZW8gTGgK
zI58oJx`#v9eGY^brRHUfgg92aR%mMF(*sAJ)u0;c9+nJjV2%4z&HPSIj|F<wkmCwB
zyZ(CZIu)~^r+mL44R}TK@1VfSmIe`RoTdP;8$_}Hn%EtU3L5o!s$lo5e28pDc69-4
zi6up|aA}WudG~xEXn%7)k`~;xpTj+PV&~i_(l#DgyAv1%o3{T-fZgFf@%7T#Qcj+5
za15R&bXNFzuE6)=>O(2_Sob{HBPMDrPP|g>oHm<`q&!q)?WbP0YLEu?7ZX|ZOYwGJ
zy+VJ>z^+NM%vck#H2U{(i^zAC$7Q&(arg<!(|rJ$AI3G%`m=yt_lrAXH`ksF=c**r
zeD}H4a35XI>D@KC9gQrAa#Jp=6V6dsmT~f~KpV}v?Zu1vb^$Yb<c$z-Qe9sHr%18u
zwK_Bm?pqO(&ogqsfiSH428Q@EKkwv60$EYhQ4-PR-?}p7>;2naG5TUmY}Kp<a*W_q
zyaVNu!0TDh25a@@Yu7%GDK_Z4=+L!8Gk^T<!fag9CSTxRvF;J&+2*EAyMMp!pdgTL
zTu;BpII;SWslzrTGPrG8$z=VCY{;*89D>QbHi>dgDb@#@j4ofp>rgbh{~VrWd~wiJ
zaH~q7l_%u7twpsN*x5+Ayp4&`8XDA`fOu&7p*dc^kJjSyt-h*x?t)rOQPEv6CwGKk
z?Q`N`L&j-XwB)`IgEHI`=iR06&#~6Z%|rs$AaxJ+9oz<wRII-hfN!5u7w=~y^-a{0
z%@cLmT$$KSf`wKz3ui)m;&#IA{JR0;u}zb!+vl;lvBDSVlAJM#)jC=(Mz5*HTYODq
z({lRO;@k%J&vl?-1rCe+_!$F2xEz`{T{sHpSY`zZ6NgA&zwg&B<eOc+AuOLOP8<i>
z7n5M~7s$Q*IpJwAu1cpfpj34`h+L)!%yXa@Pvwi6miZ?bA0Netn=}`Tvx}&W6+K6Q
zEq<(6f0vUiSx*ZmT~&@4<It&*1ezjDW<qla<=@^2edgXU*Xd>MGN7{XdK$<v%T`0Q
zFH+FFqQ>!01D5FeU{&t($BK}cVlO}cEFpbMj~j3Qs1cCUj@DrjWWO~%KF7d(?6}{o
zTqx15JY3^$-h3Q<X}@Exx-plcSmAf#V3jsX>$@+oo)MxS7%m%^mNJeWfFPOhywiF&
zG<|gDhrLi@a}dr)NdW0QO!cd|$r8}RI?9u4Rfu`}ioUmAMW5{vKukM^^0l6KM=B|F
z#1S`4O(;CP&OW&gzQ6n7KZ@<SsA1okC3{W=wF}?z*&`bgO&QT@)E-|Oe)L7lWI2J>
zm8g_)oXBpMBk4{@BqFPwXAtr^jZgRK*F)<jG^QWlZc&S8QoYM_=#%5M4UP(3e>(4Q
zxd7Z)d|2BX_kbNyyk=`uZf;}iqQj;F8ty_=7q4{1$gMc=T%1%9dhPq$Ue$*W%URyt
z;}ASQ*teDPp&%p@%{R2k>nemzzX44==KH<6wf<4hr|CkVUCj1hyQ^@Bg@3HM`7p4n
zLv97Nj;;<KHvIKKkb<}kDOZ@6tAQ5b$0(gOUjw5B&lSY6(>)XLGJAaA+9%}heGxuR
zcNJ^tM#yZ<05k!ie|-z?v=)8PK}_k{?m-g<SvW149h*NS1KHsK2k*@R`sf*?oA<P}
z+j4WiHGqN-QF^0XdO6{c`hHnaHm|TLf|2<RWT|@X_#oCC?;h8c!)z<ih5FSoI4Olv
zbBH^92=Df%`q}+={>GQ1Ly1xpKCwGz_sK>5blk3d*8qq)2~&-SPK>_go4FCj%0PAZ
zgIZ$f*b>KF1ocMM2r*c<-6I?b=b<&)Bd%WZYXoJ_?4AA7dY*v_wX_o=t0~TG>2(J6
zJ<lLKy@ku;j^7bj?WJ<0B=+R1A}5?l+cbSC9mqGDB@ZlTW)nu{>!y)#i~>kAc?zik
zTQ6N93I)s+KdwSP{{FHsWV5H<KjR$zjBQYhkyOI3_6r7}ria%g?e4J&)K4L+1q}_U
zvl8~Rb<ARKbFV#JrhEGs`?uXvN9NUg`cf5_Z;^i=2Ba4N<U>f~a>9u8v(GQBas*CP
zAZ~zR$&4~g&QgJe4nWNEG7b;_fIVEen8X=2vOsHJD*%6s(|x5PkSQX?{r{h+iD}R6
zFz-6Osl#AX6p)+e{41*8d@;@&sAX7(NSi)9&|;s0{5`xM=(c>jcqEoY-2qCov)lW9
zU6Yq>l_N1Or%$X#9HgiVPqT+1fw@E2C6W2a)z|I8oL*>W<n7U2HgxRoFCdYb2WuEb
zKKR0-8peETCFN2+X_v`<CUqLV41QP!cHAFL62{m_aU5~1`<09@f=;aBlNbrv&HR*Q
zXR^Qipq5hieD`n^X8#2@$7Jz2pJU6xnSTCN?36qowkBI+e)F=7TbdN$GO&&X0DFhT
zWr5t*3<@1_EF{yb<W%=6FoAx&La#hrlM4*lNcxci4p8m>O>1F&_;MG{N(1Kh=yy^M
z219n^Pq)>1|5}YKk1wTLeb2S}TJp_*DLS(yRk1CKei0GUDDWr>NFyLUz7PV^3eqe7
z#ck?;Yv$9fTXmvNoy-*WUTe-V3hJdM`^8MJuMcKu^2gRzF1ec}AN{(wuiU|6`Pfws
zA|xviF9MzDLqMj$IJD+laY1twn}o@tcWdl3BfYp@NW0N#SvKQ{mzI}zV~YG?YPLT$
z4`fX<(Pr{VrA;3$V`hgC0+?XHHu>OSh1;tBc6)`;a5>o>VC>{BU*i*dX#wSvRn7*T
z{NNk!!CU(^p|7O96@5sN`FshtSITKz#QUp?MHw@COc>6>G#<kIUY8TW_uykoEMdg8
z!-$rfuCbM9vGrD=SHFCGn#nLvsmt5ZIgez2vaEWXssI@C9i5OM;deMMga9Hu>jL}D
z+w><f=62@$c%@kYTBC<qrwG&dVRLxA$-)adhur7ZS3$7trO6c)*A-o(Z+u=V@%bKa
zs(LKRCyc?bYWGmq_GR@*$y8oeoSZs3iiOj6yR%R5-CA?xyIgKRZDXzR+F$GI9@Vj3
zJYO<knE3PONnYOKF=VnFrNDcQ#*Cy+3V*ZU7~#W3Dkz>v9;#;Iz)t0_mrUiub?oF%
z;(>h-2DrGo*vmg@h<F8BS;YA*6M?Da=@a=qv#l8OMmhl}k2b?bs3d*~3t+>p!kHg}
zuH&aPNec62`XdPsjlQ_!E_s6zZcp0vYu=D9`}SnG1;^PpeRnfdl@~3>4q$Teu$6c@
z->tf@YAtbGXPRnebFRN6@F!GsbIo#mWFP?8&pxGZn8_y*|7AeJ<lbZNO_A_o9((=3
z^$V5?8{73)L}E5<wIkd;bMV@@Yr)U9QSK0(KirOL(+t%!Ydr7v_4Ug7AqRI%92Ahx
zlv)-wP+zBNv3LEYy<t4xqQDn4AQqYz0%k&9h26DIF$z<WWZcF=hpq^Dm-zIpO=C|)
zBP<&HOTD8N9ehMXdUY4+R&K@NBAW(guM_vyp42_~-ls}F1V=C0rMo-n(Bks=v=wgn
zFq#1K_^E%N{8_KV{U&?sKHpqFdh09_y>~-?AOgS8+TLE2#=|@GdwkW57sSQYRJ-*W
z9s=9Y7Jb)>&}Ch(BUgOg%b+g@);;#$29-wb)SQqjAXl9GIdpC7<IhVMyg`z)4!&pD
zF^0_9*lHrL|8BFHKSa(I4&19E1yG(69}FPZ`$v--z1a!hRL#dD%W*o*0*yD{SJNVn
z$CYNUW6VU$c%_Fw@I2KaUx&IV(G+JDs`Jgf94jx{Gp{vu^zupZUfH!88*Fp9SBS>4
z&J>I(ujws@y94!+i9W3g!OF^gZX+(o33?N*UwND58$FHRG8(uAc+?fzow0tM3K9jK
z_vxV?%34{^>R*|aRYY7X;#ZhRzIWafnJGT66v@;;3flm%!|<K4DU%cE;|>;^CFke~
z3yg^YWGh>1dnxb!Lc*)gGn|V6pvGb@@s^ddK!WO!NoN(wb7VRnG^1qB63vq3>_+N5
zhjIlQ1%)X2tDpsgu&DD{(;g}<PcjC>5B4k=yoeLa8neZo|CoD8#sC;9S8ivK;@Ti?
zH#cN?&~N1)HuEDS>?H_=XP0M1>17D?_)9%1eWKb0@AJ1&Q107%uyVMd{<c{{Nk#_x
z7?=p3Gg2br7&N2v-lvn44y-MxvPO;}yvOQl?sc6iM@X{RW3a!yp+CEyQze|}DkZo3
zJy)oWc)e`>GFX?LVHs7$+I^oX<4x8w9L}nfAAuN^k+@p#foORb!h2e+llEZ1wceSq
zS!f5eT0hoGz^akb&dDc05z2N_5S?Kq${<tjK{C5}MZKPw7($JS`79=#WBmNep4;cu
z5tnZH?PfXDI?%fSWIS0JWy0)}L63QH*#)^@*2ab)sy|F|I`YK#))0H&KJJbo`iJrH
zWBY=KQXcnl6_64|qepMGd1^Q%La@;thuK0>K@;XwS+RM01N&Zup3B+g{smGizF$A6
z#4_(G%^hy9Xk&+Ixf*+OVf?7?CGQr$jSh2zhtRka4ktME5FT}Xe4I!50*>@yz^v5O
z*<a!5ODg_3>zT#;6V4LV+&b5QBsZJ1sV#BIQPwCV0crqPxs}|p8U~UxDhA2KDkVl#
zA$Q<MyfJTd5~8lG!+!dN!N?2PpZ7{BNBNx;(Adiz`FR^3p_tmE@cj@>1$3cpydDnf
zV6TG^@GwA;i<hK!S#U;TupBU{HjxjZGNblrhjq}ew(Jid2MawZouX!fw}@bH=X~KS
zqHZS8XyJhdzNyA7&qC*kCw|Ov-R>PvG^krI2=SWOWL&OXs407kF|4RY?Rl+{FFKmQ
z`7tJ#*GUOPjP&T9pHhc3oF?I*I{IPFhL@tbdqxJ0LgV=@ufCfcsTj_Q7^?e-H3vSH
zS6++$x0P##h)d*X(b*TnBY)xuCqWqyR-wy@htmsa=*MoIBW`1cvggq|MT9N9;4Nh2
z^iMZ_^v^Q~HE4G?_X%(LW0=0iCB2^I_sl58q$FHwW3m1%um|p{&!}a=Z%&6hGkIS;
z+1z_GK5p-|*d4#^UFC@W0SCN340LgpL&t1qYH_t!5BE_ClF8|M^cXxHk2gf@@U@<6
zbbmNok&Mqz>p{10S~Oxp9b?wVqA~#SUSoM`@NEh2?K83;WMA;@Xdk(|)67~7$yENk
zRdVtwUMQS_ysr}IO(HFadjBqS&xe-iJ>Ja3;ih>fp*+Uwv5sM<;OlG2f35Qy#Bn7)
zl$k$QkJAN@H7G?b{%(kbRt>M>0Dh5wS@Z9pt)lcbkVyQXQDy-UgtPPAw5q(E54?Xe
zrKIeK0F`H^Bwt?|1J!3t$J5DBe}5EF`)<(tz~&eRcyW8+$a4Z%Zf}42dy__=CzIpB
z5jYIL2KCO~#%syc>OT0jC^{03L25~5XzKTqrqAq9>>b+49Eb)S+ZOiYprpmoqhtIZ
z%Ty<X`T^>v-ush@Q@ZD*DV|-$v28@Wtijlhs$KqiAnZ5EwrTsvOb;InbzXX`L!WIl
zs<rh-qX9;Z671XPC;B9z0xZYDDeq#BaIc0m=(x~9GSpp-A1+=xYn<gwG!C^V#kY-c
z#FWKtMq$<83l@OE-@yGJ8h|I-{(PC9Y9SE5+p6^O00wxPm^(<Tztf4w%lm~#wxbQk
zLX!x`5#iy1JLC^Vad-&8(|98(dgz?zXOh*^;hJct$rVt0G$3$J<0%?LV`Zf$#JZR4
zz)6g(04q5gv#iqi9u)6>rcYPNKQ6&BL_IP2C0?kxhsa>4$b@?NuxHxi{kA_!n+#db
zTF^wuW7tItknIkOh)l~-3?bmVU&YfSU6^e+O8fMs-$3)<flkYEN7kW^gmf-WXTH9#
z{dj3zMoO(W?%RzyMJW=iu7rNBID6kgQXl1sS%MT6C{+*+FZ%QV7s`bP5a){Dac8mA
z$+uejBnf@C%}-}nOKY*`cH_r^EGYeapR6Ha>+#!2EL6T@B;H~tstWz4o|QT={=z=Q
zZAX_kV7@$o+kf{*`PJCii`{8B5k3+Ef+w@2O)u3%#45g*wpd?XU65b<MVtagvT+U)
z)#Q^PHk3F$espNxkC#hI5ZdVedL#lybZqtKvSFPnE&OtDkqEqa!sBk?NTN}c&ol4G
z5kK#lADxPcD~s*<_(7gj7~0hpO96<{^Rjcc`yh8;`4-&4*4Yhdh)ak0y*=&Y#_#@W
z7JIeI4o-m+Kh!yslV1z_33!7CI#EKHu+UNq18q_NK%_mCxwn#TLPGLqMuOj?%Fd5l
zs~9P}i%R{^V|Q75%cpEpqU^_|bNKX*{lU}WkRduAvajk;#Mj7k<E`|J(A*FE{ODPQ
zc$GuD)Dj<#RLqz7A!+@=AJVr28-+r2ATuf4y`2B@|NnuF2!-e8UJ~1Kx|{PDMVL>L
zPzzY3gD4Xq8NrHWTcD5{fj|-!g47ERG3gS&qbiSTlfRD|Zk0essrtrpH1ZO+R;Z{O
zwTOl4%4j&e3;&LJhb3-E|9dN$9PfTQf=<oB+%Dr4Au)3R3E~?ySJ@-5D9G%#c<t3o
zt^gcKT+8)G>ZcOF<t1)1?(G@%M%X{BuUlWSsT{LpY7SRagw<cLsnOVUP1$lwaTC8~
z3k#A~)9t5%4ur^F`xf5Z;8<8@mDTnP4-m3Uqx`kOLcih#!>M<TC0X!X$l{S1;`i%1
zj&Yg!)DJH@^d19}w#=ft=5%GJ(Gk`21m*$$q=*|HmT@U|%(uQst(0C7K>r)RRca(O
zsdVY>ky$~79eHf*=FG}EH+DcPEyl-otG=}>%l654)j{PB?T3=es;qj`5`mq4-#xTa
zo?egdFa=%dr>8nqGW`~z%`BpFhC+(EuhqOi;_*0Uk!wZe+E>S<@!et23Ip<I|M!vO
ziPXkb_(C;R-)Lw<(Fzp}ex|cI{ER7$N|)i@{fom72Yn>A;V@VDtCznEeW2i@gEkJ}
zn7q(yO5fOgs$s8C(CGG$m{}@!U+mA_N2hkh#ciT1YA3;OxdM}BNT+fCvaSW-s~}Ez
z=~lYU?GfBgj!UBm&Ke(#UBY`&M8G6pXYqw~%PtD8H|6w4Stqw#9hoC0QV`;bIcez8
z?dlhUxlaOBYHaOvx;dd?T+L)yyw?FK`!%^vu7<mQW<O}FpB1U$52g&L5tNl?Lb%}b
zppl2Gs1@E*1M+fH=GfS&7;ig}^^~B-qcZL`5aHQVZr{CKd5JvU413Sp%#KGAGb953
za-(X-_$+5~XRfxUn*F{bS23|!Qj5_K`kl_@>zT-}{yNtbNO)fe!shu>j}0G87lBAP
z)mL!f3O+}jfdMI|xx2wyq$`o9`|a0>TjS#tx$jQx>7DCh`XS>}lRq&V-Wj<52g*ec
zDf5yVt?}F2(@+z#(jR5w0=tqexi@P;mI@D45zLN+mu1D^6prS@m656PaD2m!Kmgv?
z3d^o!Kq%-TE<~C6Wr5;UXf3*ANFkwNhw;)WIhE!M;V$izjkhPH#+q2vubX;W3l>*M
zA-0)XIwIrrxS_?Y)w^?=*89ObGPyfvX7t#X=_MPEe;Qu`h(e4}qC4ugWC=qJzWrFX
zn#czU$A+mA1{>SbOzL;Ca<zHfaz$nJR7cIjd0F+E2xsqQ{T9z#poj?6DD5~D9^7TG
z1X$!_uqNG|Yx8h#MECvEbftWJzT}_HV<RjZ=C>U?h8*)Xt7#V9ag!ep_W^$|_!c;|
zs3CLdM?zW4r?Kv`B}eVpp_t^1r5FLMYS6O6*YrwwJ#hFR_jbE(SXqO3i{v#8N+Z32
z&Y{NxKR5|<r3*5?<bHm>bI<tv)<#q|ihWw&-2G(5ja@SHnW}~c9^ivExM%dO@`6oK
zxpJFN#Kpr@UUs;?TT)cw+0%h+cZPm^8}7~p22GaJbRg;hitoq6*>y=75nL`{nKLYh
zA*f6=^HX^4*()mdeDM2<%dC3v9x438ug`DKJP!F}p1OQPrHiChbJYiy`XTh92^W6&
z+2xG+dH5Ksl%XJYRf+;iMt%4xhU6vJ6gi!^xRk+mW3Qn>AdfJBYS`_F-#C7daT*qv
zG;TZ)w=72Z*LFVh`Wv1w7RBYC)(|`4LH+J&`&7z@d2`TsjZxHk0}hd0?P%Vml6j6M
z^^ud{cK<H1dK!0n>n*T(txTk%iYA<!Cm8>q9lLXv62Nea-1qzm&Z!xZG{p&K5)FmV
z=Ud)@?{XnqI?h+51Aj4*FhA;`&-QcdZk`A{T<?A7-QA!xk{pSge4EQ<8qLNC#D(i{
zVF#B>gKlS6p^i2LNdnpKv<eUX^y)<{?5t$_z_Yy1z5s^CkM8#DjU+oh@1@&`*nV-C
zA)N5CDr@WheS6P+jgR7J)Lc^N3fQHlZ>1V1OAi`93exya29pJp&RpIXP80}OnQLj$
zvzbHha{RnG)@Ja=-h|V54zuGg?Ne7Pm}^t@j1N5b@xZ9h@EoXjWdJAi6?irlwk6~l
zzlDA2s`UZ8u3oe~N!91!rFYf4W_hUA`(2bqM@NJm!TscTd7gPW&S8#=PVw_Z>-e2<
zM<XMMVV=z93VESwwoI%FaEfJltxFucD}XG;^Gyd0MG~{=b!+sK#%i~t1gRpwvY&8{
zW{7*%Yx<FIvBVAy^QhN+ywk}kc`i}M{TlM%onssFkN#b7_^yA{r*nBIIC=fSX7D(j
zlda4>EF=;FeV(BfB%D|7Qm#Fo8FbkMUSFSI-hEHOdFUU;X<xj-x<fdIgSDWTp}{Q1
z?sPglapvCXvfthAUJk%mbEwf4+Wn}0{R*BvC9FC&w{TAj8h@NQXY#7%(Xwx+ar8rI
zCd+ihXuucq+P;lf=3v&ieVW!g?2&1gzp}RnTz6mH=ntYC$KZQ5``ns_tN+%g%rewL
zhhXvkXpcd`HXDiZ6}3B#(I<PCNODooR}z8*0T;}1$n;@-Ae>I?yL??Qh7ii)IZIEA
zWS)o(N$gT2sc`_Fh!ZfuaX$&ulR2Yq&lzB_X3H^CJrn$m%-U;T?1hanG%_eIQ<C0N
z<*R=IffK%TS#EUUxJnv46_h3LPz{<QN^?BzVCA}j;as2Ob`i$c_sLID<W1a*@C^Rp
z8;X3zr|oMKNZahC+Jsv8aS%_FCf!s5d^59rxbI=&Ust=>NXEOOA92(O(?$qan!gJX
zf>a<LBQ4$$-0i*|n=SldX<Pd_4&{lX2awvg!u&-!rkcqS({kRgDVP5o`6bJ;Sz2FU
zJjWb#@);q+$9mUi@|QX*5S{DH`_CfCbG&ONIzUBD(boE8+x&~<4TabWW||+LXA;Aa
zds>4dGKRa|5GkMQ-b1#JKVs=Yb_S*=i;w?0MJ=Nq9>V0zXTTVrudGaS3$EmF8+$or
z?6{DowK8U>sU^;%DoswY%53;KsNSrX>27>!_R&5wykcz(rR?Hb{LUF*u9$PHA3W+)
zNhz|qtaV5HEvi{E1w~a6hIH~pun?L5n9UV~X(K%t<aeYaf);OX_u0ZK*7aDwwV2JG
zME-FUL8sr_=gvYBCTW3w8TV%nE|m_^`#Zz~U<c<Z!7qmPEh5B`-umeo2)dya-+E=0
z78{UstV#hEANI{5CHQ(eq^?7v${>`<BS{${Y&hrp@#5qpnfR}`qiI6ItCrs1h(iMG
z%<DykyUPKEx$6-)YbcRpoP3B~9H%&z=2%xR&Ik0aPJ51Tz$;3dA!Du_uD7O)Q{@&i
zI6J-sRpJR50Udgfws@zKu8LczWgTwfO|w);OWxUzV%1m4pnlRK8VtE20$!hVhX@q{
zl7I*6YUC;TEupCWAcXz9c{~HR%BN*wGg&-{%z@~(O3lz?-!3O`ZB8-|n*Iv6ynV;j
z&8d!JZ$Jz^o_0C*Nes#5XS4xMQ*e&;MQoy1vD4n_uZnq@GN)D}yK_5@l|c4i;+@D8
z&($G5XHCWUDA=DSLOaPH(4rjXh;6P$(W93>BA3U8{vy2DGeYlm9ls7YZf!xxS=HXt
zyybLwDPKg!FtP!c3kP@7MNkD?1vSb&#nzLUo$tTK75sU<GPKAOoUQ8EWL8&e6cjd1
z$#gY_@BG#O{@Rxh1F=;b_o_>blt{ht>euHDKUM8&H*N0&$$WC2_k6z~oYn2_!to&>
zlA?;`tOla?1yK*nUK2g7o3zi*UdCY@)lLqSY|J2j)ZPVJnlv|zC-V!h`p+P7h1W^f
zJI?Q9>lLg>p#wSWT8lv|vW9|*TUz2<@_B{AaN&}G4maraZp?PW&ZI=S0Kz}CW2-VJ
zeEn4W#&=gZklsLPiBi<ki;*M0UMbUvS^@ju4eF_Ejdm@`MtVMxyA7cX`{}0svMJPl
z5e(jTgkY{0l2F>^(sMKz$~Sq!>p<N7cEmyuX&|rt<pg?kWJ5bT9UcREf)~6UaVMa!
zu>}b!$67J;;Z(GEGt%~F=?B|M^Z`jmnOMmt2@YcUvZLS>Ev`4=>msAcRi$~K4=@*U
z*90!27q$paylOX>lcXos{zDQ8V|lJq3EB-aezZJ)a?aJ>KXi*eY3hs$EIG9JS*`)k
z4;~d1x$!eXDkW$My`QeQ|NnPnZs&;kh0I6EakxV~B<X<Gx-9pLO0KuE+28L=yhGo6
z&p5UKlOr-|P2)aW4z3lRG!E>UuvN-1Li&jS!+o}P1d$LImH*h(FFGf;Jbl5BSB=Xp
zGhWrVPmf%2AZ=jxq)wOQ1$6;7q`YI`e7fZl#NP4Spp@^KZ=?{^xMg`8BmP<a$w#1c
zE#^=JiP(Jm6JiDPskXm;-BK5<`G(E!)22okMMzI=aNzPiK3BlRYKR6O@jQ2{lQ$lt
z>%o)vx;M@S)~6UX=#MW{>`6z0LlpIQ6Z*&M!E(Bk&6d_<cmK?06jt;XFu-TwwP3`D
z;|_Hf{H1}X2}rzhzje*PDNZ+O%wB@p>TZ1<4-_OY+Q=u0x#ih8iqNa9G@enf??)WJ
zp$U5xQHX0Bv_V+O3xS>b52(DF89DH%pKmL3bI?KDPyewJa=c_bj%N(2;=l8-^LCuu
zTGsEoNatgEJ&G6l8a*riF!$dN6B|iw+@9Bnb}+K^u(^LUzxY^fN*|5<d?qQc6A>Zp
zfMfP?rtMKPEMNS#yVu+T{Iku~{11B=4|%Edh71>Dxv*i0@nS49vFL4dnZkVuB6TXS
zc3gsdm|cEPmJlD8a{1=+??()jfI?WPsdX}7Bb+pJ{E95~hg?W^wEpNNO%;hv5Jqr#
zm^p%QiWdkq*u)GZeCyHHo-j`CTosRunaDAg*s0Kx3;s<n{L*4ezgh3Xn<UBb5&Pn-
zh_?L<@B6|(-w~E%%+po1#7_gd40Mp&PKkKAKKR%o)2tWS*NgL7es^P?LNpp5^^74E
zU+dVn>6x@T7Ydmh2M_n<R^~_UXuxC~YJ502JjKu(NbO9~G;pxe-gy;l3LSayf%r^F
zbx@wEy(7fFM}WW{av#sP}zAH@%vEYnWh6lyr;t_%vnr_s9_*>IF(EfV-baCP4p
zQCx|*Vm;!Mk10;k_u{grI4O7$wVlph>yOKB^%G0UlB~-#u@c{iPx}tzJtm;_sCfEa
zm;QXOy0w5<6s6*a=y;OC9}FX5kwPNvJOp^WBD?r9`Nbnvv+GyUK0!PTbKTUMw3ICg
z&@GC3w!Uwc$6lbVeIZ?mU)gV$e0W1+DPWagVpw$US=eN*#NaF|F@PI|jzndwBYDS%
z=wKO??La2W2hFOT@?aUdY^H(k(_!{G!+W(U4V?&|1Y8iAb)QbWjI8J%ymbt7)?*W#
zo=R=R5Vv_9sO>glHF$bQ&DOsmEZ4smg}%MN0#?|RGYRyz|E}}&d`h}d7(IV@KNOOv
z(-_qo`0ZlfUvU*d)0rB9^Zxo3-PQMeouwam4dh+UH+^`0wJFb!?h}m{dU$lWB1(IV
zZ;Hbt*@^aiGI4zVvg2dsi9FBaL(9fKio!v5kK}#w$U5E1Xl=S{9Qa-L7eP_?SynEq
zfELEOOLe^!H-+Wvefpq|RQ5Kxqo8flFHB50e-k-zgU28Sx)uA6S$ZF59u48H8mUSW
z`6u9IkJYcmAd9f{;g8x~vQO*>le7Bv^8+)Jv@`ObQLwQiHYi+n`z-I<v~yaY+uvhN
zn=HGQX1@DAn8PeQG6^H`8~MAHw`BlWhEnXR2gF+;9^0!`DEku`enSQ&V(bL$uX50N
zPz&h;XdHQjS3U5Ly7#)5g5y#F2@h^t9X@NSH+c(vl75;ll>L-rkizJV&dU3pI`mMv
z<sgh^#2By`Fp>7*m39O@{a!GDW?>5F)q514CJai$k0P1wR!}n~B>*FS4oklGzB#4+
z!NK`=FUb2v+l)}CCafT|Qz56qs{H&HamkSCp6vj_rTA|X{CjQ7(@@{Q(Vl)!^N{{R
z5v_K9A%>rEYvC%lHlmNey9#meDvrB!#-SpyrZ_a5Tk(Wsw6V8$$^j$5eeT~ILz(K5
zE5C}dOViQ#XnA+CvO^5+aWBHZw2|`(GhVwRz+;-}&iQQ*^*mJF`Mi_1p`;vp(?8zH
z)k3Y}Os&Q3Z-T+gJ<Cyt%x?JZ6z_h<wsk{Ie<F*(si*ZmRB5|yC;=L~AN*=;=v~Ou
zH;eC@Doht+c|3mv_nFtJGH<*yO(ad?JpIg0@9FB?pj=O+pOf5Ae3?J*y#i3@ROvwI
z|IE&>Rswe@K^^z+g<RgX(2Uxn1X8Cc>PyRd&jl?|@Lk`0Cmf~g!}4)I4U#&!Z|(zN
zG*S|>{H#bjURw^G`M90){^ZHPeT^&922yZQ0QYeH%6M7|Qd(((?IDG=*b%;osU8C_
z?PwO`e5rI(Cp@J}_5F0;0oi(;MEz8Gqa;G#3OsDc6#DV`=BU!*j4~5PgI6Q%WXx#A
z_Yx00m7S~eb8*ueoA*6`<(mgM)Ww*f<*gbB1m3IfOdj{S_OT?t*I;%_TdaHK&t(Aj
zDV=(-GW<dtZ=~hzF1s1!FT{vctJC@hrXhV$H-UW4FXCYA;36FMU_7D^WK!v4^oQ$~
z|6mGyykM6?J2uhABo#aAZQizH^}u27R_Bz!6l%=R^C)1a99sQf)wJGmla`AS+d&l`
ztS^WN;6@s^i^Iw}mdn!XCuhSS=KD+SF6G|&5S=;we(^{D)!*DU@AM8yv^N$_JH*wW
zO4H)|;$DLDZAWTPKYcyml*X`S)DMn*mcb!Vv@lRIaEqV6^j@_6@%LI|j5;@~Fx~uE
zFrs|C0QdtYEm|=Q!38H(eH!ptOnU>yv1Mpq$At!P{lz^8<CN&e4%g5uP>}JtS2SLI
z&Lzn=ZQtT3et!l42wu%5B`-PKpH92<F>xx}EYz``$L3OEx~otG@$48?_p4?;k9_04
z_GQ){+>1_6`;~vO05#DT7wqSKwL7yb##DKYKs-t6WE|^djM07kvG%FLV~z%hjyIUG
zPE1+Xsv2d_=F~8F3rpSp5z$jzkiE}IUa<15;8F_gX!QdwlpmUqF=~tmAYS^I-kaAe
z*gR8Pe9wp>&<#1Vi_0qqnL~LQc3I}NAq~-_Xtgud52Ky@85%LhLRT`K<vm2Of3_$O
zUf*eY{nfmw`#m(H?%8_?D_>Po(W$VatZy$0R`6Bt-`Sx@IDR(R8Fs--q7^cssZku&
z#{;qNnplT$dY^u-=SpBGIag8(&@}3iqzH988m~b5I!<<;)Gf1-s|@2{gMc&{H;j^9
zR@^C7LW)2OKOXX_p$@|ETcWqEEWcCM=ZI4hX1pZz6xge+vdrk5WC|7J<vCE=^;n0)
zAH$jfF%~DqjK_L?gbVI|HEvo*hs+DEgveJLBr^NQ?!L^lAfJf0r>NrDj$Ol1j0VV_
z>iuC|>!d51s_brsjFyYJ10V8rfyn$JFV}YO9sp8yH2|EMhz!uiV;<Jx#Pug@<lpXX
zpw)&hKr1*otNYzPj+V#!*@;)n971CUpbp#lIv&S#A06dGeY;zUn}U?9es6~FipD4T
zefwEr@9%R%<LP<^7WBje59F+Hiq5{vKQQ~!-UE2m)GZ|y($(1-&~?*=PZFi;5pRQ;
zoy^LWD$$8iH9_;77)dw|!=HL9qSu7MM5M&ubBTR#aXzWEf0PO+HVjLB|IQkX(03t=
zEg{sW4~fs{bI{+=EPMeFH&tq{6Jm3x$V@2a8=P0nnR9g<;M`Mq=sN_41Qdt4@xu*B
zp5D9{UrZ<c^;@MnMMpr@iqGVaR4E+{-hE?I-d!{Y*QHPWj>tjz^!^Ko)WdyzEEWuT
zgSa;_CcHV4GbC{^pHBzEKft2p8SdzX+_nlIsp3QwIfnU{Y|tlgAC2Ox-!TuNzI=t1
zfr!9*6y6OjANH4rMUkiZya10Qf{5jJtop=6d0wc`2Slt@z2zg*9VHcp2~&)-&2ONk
zsk8Z4Pbr1%$Ne<B!9D_owni;L#j{BNOh0VJPi)zjKU9LA<a7|CyZwke`+9gyccGJS
zuV^<Ku6-4?tA?EHpcp>g-^S#{&#R%76L1C_swX~9&(7~`3)flJuUD25rU(r31F%t#
zBuLGR3>3e>-!34Tzf~LL!uN57@a}=hsP$}bkQs;wGGmx;H(%oTiA|fh;70eFAlSN4
zy_Kw%%AS8${E4<}lTC~7JJ4Z4La-~8nqQC6&}<*wcw@JE={keKzV@>iAHpC1zKg&M
zH&R-}6iEErE9g7D^OwikOrhwow{s2jx%#{+ds?dAmpD{+#b#E;3GKJGV7OR*v`vOT
zR&>1v@g4X7|KUMZ-HphwPIyS#cRxGmVG<?@#>S~W9q)-Y5MR$InFB?|d-gXe%1E5a
z_Wg&rH}5cM0fxr?gsniBdrzE=de>5TR|*HJxP%r!g#d_s9}l$A$<sDR!s#hoKOFY^
z^QiVXg<VPU=lo@m=I7&_1O+M;!@_FcfC|1`CvbucIHrWc<oBxA2UaehugB|)ytQB0
zB)Y7jDrE~N;^9&YQP#3nx_jSOA_pl7uhK{l!@@*r9skbLfx>Rnsr$COX7xF_O6=-{
z{00u-x*Dk1DT_=w*AV_E0ENL>l;+EWGnUtkH_CN45$V0-wrp*<b|-cZ>jqjdk-Xo~
zn9Y>1;8EIUTf1Mr=+1k~?NnWTY$}O;nl`ieHuoFaX(nlC)hRFc%jfb6u7_{^RNe=N
z{bKHTiJk>X(Dzv7!!Tv6VLXpHEbO0b7jz;DVDo(FOF3ES?Bs`=tO8J@v&prSuUkfD
z!}D(c3gC8UagL$?MyGy3Owx}<0H$EC#P#}y!@M`J!b_juSLTzvo0rvIZ@eGmn4pFa
z&ROf_bB**D^UQvC8KQ$Xl_3>S#i?mu?e%H4U&}aTtaeRInZ-k8_oC)t+#c6Z2vTc}
zA#s`Nrc2OJ12o|hFDx6^B%MD1VdGqe{8)TOuzbnpal&7}+ED&txrZM9pq#mJ9iHp=
zg0dtB4uZA8Zg|@VU2bta?)z!@cb*E^Z;^0oOlAJ>8;CEg`AV1O0{T!NgGIx+k3frM
zd8Hfv<KSyO{Njm<!xQzCxR7@&S13-N#-#6Ixb8~pvvI0;Vf0@Xp82R<uBmJBPkNDX
zl%jd14~#P(KDCd24)lB6gxqP2$GHne6Tzf*zMD!LR+r*+ceYp2$|deNP#fdCU4zQ?
zcs*v?<7Rp1&-By`pXbjK@!ofLV!0@Ti&|jk2rtC0NI{T)he~Le7_Tyv_tTrtZQiN>
zJ;Qiw<;_{!6=}cq&E<R_!1u6dG?dWfPItU%_SYRCh{!#hVlI34?aGfl;rPkI_COSV
zmRbkh>UKJ0;ZqHQ;aKdi45y@Q`tWX>aCPiA$${`K$2gzC2*Mlw#^Z69;2LmWM$ur<
z;&>$@|B=qv);)OvC?%F4KXH!KbP0Am%Cw0+`PxWdyBMlm|DN4iCXnZfPJxr5>NY;J
zXYE3G1RWWA$ilcaP<Mjf2}Pcd1D8=SS1ka|R(sv>k_6$k5p<Mu2^lAu#NmGJbF3VB
z7I}7BQK8Dlm!yF8Au)~OhZp;K?sq1~J0RrUSQM>YQ=G2rY2xuMSc?-}6nuN7X%O4I
zGD3)(KJLFnHZ|v`qUuL7Y-qX{ck${5FE%HW*XzX(%<B`%br+}8W?yFPe3Hxnx_eiA
zlIsoVBn+FYf|lPGN~V{h1gxJYi*RS}T~xU_?Oyb)psB|FdZ8ZQ<$`Dcmkid9QXbOe
zi{c4Ae`ous0N_|2#GHsydz)otRe5Y9$s;xR&d1wo-9;V+MPb|+;Y|qs@%Bl+Re2a_
zNOhu3)h>dvo^C^~4a@VmLzKN5Jo|>Jjf{z{7AZGd*`IRp0?k2i08Wz+q*{m1>2f|@
zdl2Bh2lIF~7RA(xqg9{O?^k#{8pUQHWH#Q=bs(GK-;Wu(Dj>rz*R88A=3XgI#o$~S
zawr_GXwXc3oAXZ`Z{M6aNS~u3f3oc3yTIjA<>kk?w+Ch?Hw>BD#$Di%R{hm`>!LeD
zL1Ig+as04>k~$|Lw91*=dS&?dVN&dPH9&E!X9EWLU(VanIUb?Ick*yi;H;0#Eyu+b
zt>q!!Iv_RorC8A9lpQ%;D?e<Cma6FQsHM_RvQBy-+0?)pJJ(h_%PLy4{ZXL0c_;8w
zK<tLjyDjD2Zqgk?KXI_D`lI(+MB=e*^#znhC3}`>rhfw0_22OGUCEbK`WLlGUV}7c
z&6yT)oxc`N5IhlnpYM*n8>&JsP_3%FaU`c(GIs_=+UKA8<_A`yy+{*o%Pk6D54R!^
zhKa>PLsvF?F4K}f%X^v$y$_2~;#UKP9z;ZTlVS9;ES(fC0w`Q-bx~bESg`R(-y|@)
zkt0yk2@|cTP$O1!zVwkChWjRCOMRxE365J;vFf+1SKC#ISe`cb2g$K@BV~qf?EOyS
zrF1Y+giRd;3(aAag>m=j3b(WY!Sd5N=ikR=T4ID#)cmZUm~i)OX7EIQd_?#!ZYRLH
z)>ai-+^XC?<Vf^<G4beD55JVh#lc>l@Gf(MZK2y;AqQXx7enTK7XUdCcudh*Ud|;Y
z&@*ekK9gH~@R10r&3^38zYnyC#UZqQ_S2#-eDxf$GfKu3i@_(lK!ER61=|}Wzn_`s
z%BzuyIVy9hqJw@ct>6#s<d4crLgn)P>edFPNJzHE=CEUuLbEPvTH5dZRQ4MA_Xki@
zjky(yBU2DWEx~yY;2?S&`PxM@S%2>>9{sNr=P(nKMn(jU`uoY{l>m_}i7c7vL!nHy
zB7O+Zcd3ScQ2B^VuFvv{a7@|_@!nXUSde8H+#IYT>WZJZILo|C1Oa14^I(U!U>{PS
z;G<`OjBL|-R-D;ZU#Yg86H1?)#M5Yod=*dgWNp@m`0n$PE^H&c;o&*SF-wL-oZzY#
zgWk2~q#Yf7%Z7B5*p4#TN7Q<i)_SjxU0yJwba>mpRVY!w(+p>Qqy4^ipG0stE}Yi_
z+?6!1hOp#d1#@foHzROYg>~=w=o|{{%l~7o&IBkCHMlLcy%JCn?Rg#XKg1A4)v65?
zmHgheZ-RF`1hS}`!pN#naN5}uwBPaR@9;~qNFm?v920`|>6!$vbo|U{<7c3Vv&~f5
z3B(KgYB^JzuQs1g*4QV!UBr?hU@Pf8?l=VF7Z*6RxyUGy4)#)&r322UzmHQRxdmGs
zI5qqNhgQ<C?=6vkxU642Y(MtT9FkqLo$r7R5f7d^TiY{Ajq|j+8)~+v(DSWkdIsdt
z(032!m>=jf5!+)M8)=t-mVRiL$TfH-+)pHTvv&L$Cud@0!6l1Xi#w)CiLWZ3L%0wr
zu89)pIP!dsB!$NHMNr>k+uErQ3$t5^vvDD~BV9v=r*O9?p!AfqMeZ1%cnj9o567q2
z{i5V&wJe+YeCbpR&9qb_;(y7=DXjN*58-11a<+)eo~#{CWFRJZ%buqF5kI&)850Jq
z0@p2T@+ydb*R?pL(z30|GaJE*c#skY%i>qZ=rdRDF1hD#CyhU}^jW0&OL!v@+@G_<
zNrI_Y`8~4ggl5ZcxL+=?4mV?VQDN61E=Yx@`>F2@E9aqe4~TED#{(InikRhQ>fGko
z_RN(L0s2iFdrm#qGBp``4^;xut*(pbY%a+mS$dd|U;7qbrTj(H;ub><{=P7vEr)`V
z5E`8XF>_)IYX3f{+^Kal!uJje2N4)uU&<S@^QX#USq$@4i|sg@|M>EUOH@l@ez6Z5
zL|h#)zRxerIS%4oL5L_X0Hw5|>VX2xI9%I^&M~N^vhS4FV>RcXu6{gDVzmZMvwZTP
z*-UJ%no}p=w%Xi8M}Nkw5E(|*Z~E@aB=0I3T(7$D&w4k!g|Ao<sr5M&5ufCmuDs89
zrw<1~{aih;`?f8(NTy!(R|@iZ?ftlf(DzMRUG2ix>w0~dm_B++g)Jo0TmUHL0+nvS
zsMJq!eEn!Nq?Y=Q2Ap5$1CBZ{(Z2iG;31T#8_$SVWgv01KUA8ZPvI`?#bW=5KWu{Y
zT4EIRP1M`TsCfvbIkf7a)$FIMxF7)Bq0!CA=RHI(Z_rtSRjN*B>UD(DB&q44AUXr^
z$}QQBEA!4;Pei&1^n<!oc>VlUSPEulmAzg=j0|3ucb_R&kx8!aGOzGvQ{-5(aP_V|
z-+4RXZcBqCUl3eRtug~5LW`D_EY}m158E&7MmQ5TU$6nq_fbX3$?EVt%&)N};WW3+
z&+1E00CA>qd%FyUqX@+*hRz$e{r*aFyA4X?W(lDsop3SOq-uVjjnEHqJ$C5(@SHSb
z%iEXnEy5p{M6wu#tauzZH{J(*U|r|YKNzRZOmeAS4uer=w&#=5)}body6rH6YMfo@
z=cC){5jp9hzNiTNZ=@~((Uc`($pyOq_=eX(c%Dnq`;x15237YtKDfoh*Gy^*z%d1+
zL9ld$Hp%LK@!=Bl`ZxTbqO7FXOyesO{L|hOufN?zB9?EPV<_ugI|4PZ)Axq^|NjAx
z7O)7P#O$;6-AU*h7%+(0lj=d#OXME!m%VQd2}ugiNZ7&ThUz2=_uC<4uUeXsM$e5t
zV$cR=$S?ubsHaevZXuARH4y^oe!ea$q}=Cd<>U0xy#vC9#K8Yv1r!M|n#W_Wt`Bi3
zvaS3C-W*@qD@s-c)m3vB%2&}o3Eu5w7r@5N#pQIaKEARYoo__06BwIzJ$D^FeSO(J
z`sFWrgQCFD44@ITV3r0bt+H`=tTS3Qm?xeW_|D()8N0sW!jR7wF`%aNazwC86qa%O
zD%x8BizDRk{N9{%Lbcp_GL;4aR-Tw2@v7L8*dstu868-_@6+cYiIIEk^zgWEA_hd{
zi}r&~VPfQ=Eq9dWu!4lyG@7FP{7ipSP-OZ=%X{ggiod^V*=NK_i&Y7Tjo7byOojaR
zc~24~g|97dDm~~OpdXfdh;jHJz8|kEi(8b1e;VD}fO5oem97Giez);UP`J@dRZ<aq
zVH^VQ;60Xd)Q@hUPg}?arJ^4+2l@x}uRaN40HO(bw*erE&%vo|M~v=dLeM4WQ=_3R
zQiIaiPK9u+2$y6tP-5dYQUZ5~{`lr<>!&MPMpVUI?$VhXH0<bq8d>SKl%<DgeJ?G4
z(5_YO17_7Wto7d7-5Pa0p6FN2P$WVEuBMmDxps>40Mi607EidnZIq#+4Hjp)2dz6j
z-=h?8MnRdE{r&A4_57xe=Ney*`B4Gf`RSJ(L}cGwJgoEt6Pg!~a&m4yqrFCM>P9TH
zQ)|LSjK)B>dDdE5W#8F@f8Y}4Mug}#lxGs?aVkj&O#{4dNBMH?@C*uX;K#DNUsA@w
zNGUHR>38~-+&iLi%oxDZ-r%?5$G}q0KWr=aa&NWcl0!jp;q<gVh~{4G?&+?5y1Fae
zxQZ4l?9wFq5I=nSw;n72!d4+H0=mg^S2*7YV_>-eTbqby?mTq^-0tHZSKUf3DY;MB
z-H1zP+;Kblj4sh>y`FJrC58R@8@Cy0B~}><2!RbTF2v)Lf=&*#DPlO5aXWIO^|=q>
zy0fAuR_CbyGt>SMoD!3O93$T5?$OOp<%wo{{#viZC=MUY1O|{QQ9z}a=JOoc>8&?&
znYN6JW|6&v9&UB4)6xT#7(7-3LtC7&$t#);p*kDIsPV>qsoTdFZ1+=*n8^MsKwGDn
zDcaxQG4?nm^(K}4u*vn4{iSVC@3;x4UxG{!)gU_qH#Nd*?02u+Jw%)@*}SVEGIxGY
z6vCc&r#_(3mZtRSl(Blay+glbXnguV@&kIsD<>*y09yP*49;|o{`q^;s`UEh0}wpl
zp(8w%zR|dEO8|hl`-E42oDY(KrhT)-d#dy>ALSCfs~Bs#{-WQI3o88%u2Cn{<=ggY
ziuoDwGZU7q=d=*i8yQSitz`i$fHj@UGvHxKw713w1Bq{v`CP$2&`CTH&-RS?n2A-I
zxS^R&kClbUQ7?+0aIfW!$0v9+GWQwSBwIsJlShB7`9(RB<}`Wrh*SH0Lw*!wu>nAa
zfOXj2^nSa0ki2ljC!F%DK|y$E^6Vq;IL%S+!^M3^3h<iX=ROBn-9s_*O0nzqr>KXv
zstqm2u}wgwPSV2<^4X5)ojHx5oeq`8UZNHA^SQamzha$R4&>pI*GPa`PxKF4jN7t5
z#VmTDS(#sU8}{zQE_IWN0TI)4*Y3!<-{-bJ5eJb5OenTD&=-G)orhej+9y`Oq)(Km
zWtV2773;X&$X%-ty5e1Of4qj{IK3YG?egHKnkP+=F=G6zQE{%F9G>m13v)e3`{63w
z>;Y#GpRc^DDupO2tmIySqMU4zTY??}b3B3#rfS%hH=Q7fPK@J(pD1!C^Dmy-Xa0R0
zZ_92Y-$rsmlns&8@r8khq^Iaf{pK#2!lui!UDZDm>q3;pd>6~L;J$2dHpwMW-)ZVq
zPX+u%D`$4x*6c}Ak@)IRI^LsA3mKI`{!spo*l6#2h(Y~)7*HyArp|v=q<H2#%$`B7
z1PK8295VE9+dpVAqnsk8o;I#J1b6Rt3lsVFAisO#P_b+!jmbWSj$nb0*fGyJB189Z
zN*gTS`yL_RaJF*W##XP@X}d=Yg1ci355r+gxDAu})ujz#67WYq<|=GWMm9UP_H&gF
z1p}SuZ#^NK<V4cC$1u(H<HKjJ+<3x?VUI!&`Q*vA$j!%Oy>|j3B+n+!v>#RZzH}0B
z?ouJ+K16f}o=r%{04nXhKQLtVyU0z#zF)R^3rR59y5uuF4qtl43oI4eRW1%V@-Sx5
zMZ{wGSYp4*@Y~;?IOxCl2i<*J*61(Ux(^Jy$fyKb`0K#89@fza<Q)z(2$f<&0405U
zU8Q#c4YB#ir`z<qSGVj&>Bf=12$~=+U3ipmN4y-t*Y>8)>Ujl(*F`<pdt5cKXQxqT
z_UU^IJNosfI(X?lpYv~%U?=J@DBed>ts+_ghBSUYY;Aj{4Q+K%JNonX2BOBgyyC}b
zpz@@6W^v`36;B-t@7V^ok;4Yz*$=lX(~6fbnIQ^6^Ks=5!8v$ZmAu^%q(vL(0)XFl
zz8#7tyOa}9vZglv<}J?o?s)#S*Y~L@&7)0|(7uE^8{D+hVdKnk9}J(xs*h^yuji+o
zpPM8NQ~+G;q2|+1^J3OUs5!$nFBh%Q+n&ZK>F8eME(G9LNIxIchCi}o>Ff2el9hI5
zYyaKq>7-k#($_pHtt$+@$oiJscGk|$i)sV^cO6GmpWE~08OqQ1Y9G^K05$XnQBe2<
zY(YNU@GR;VlvCXMr<EnliiE?p4tHj(`Q&!<>P?D+hhW}bC}>U`BL<J(TRvlIjU<j$
zqZW59I*gz+`^vs9k@MK8xNE^sL#3V|FdTv;+7+{tV01-ump<83`kF6%r#(n+5P7}m
zj%A;!N3^Q2#j;Q4M@RhC9h``TW!+U&<SlOc>am4ON=145_9)J>W?1r%-ibQ6AuUqc
z8{YvI5@3Bm@N4uI^Q|S?F6=7&=KhuF`92u;CQh-qsKX4r@7U*AKs-1cZ2Z0x=Y~(9
z5{|o8@9n7F!}$gH4zD|*^_0fn^QuYBl7CZ2+1~=7mShDy{6GUwq(3Z=<=%T_1lN!9
z4hKorf?edZ$Cs#|bev&~t_Q4u70FW<BjojKM3BTxM`9Zyb}P1v-b@I=2pE|fd2bx_
zvF{t{&Yl*%I~v()%hbGmu<YI<S;yZk#Gm?5j~KqTSc`gnmh48ae*5tx@*DY@Z+hQ>
zcANOl0nyn(cmy;8&a2ZWc3}QaGn?%W4zE6|9h!(Q=aIhF3>3m<ryV5klSlY4cTp5y
z-u~`Bfaf3HE*Im&g-_SspG|lY=H=`U4S@a^+TwF)pgSIx%Jo^*<#tl_!-bP@j+@)&
z87dDKeTvp$F-z$C-~p+sbK&o&AlQwaOWw8FDyIfcK5bRL%@`R@;YNdb4FD0n_lY9b
z_vPkC5JH}@RWXaImqFYw&$GicHIl6ZLALVAFYnwT`92}t(E#hH9vwJayRX;R?#7-0
z5PhMF|5T?%&`;($D|h9Cb6o@N2id2wllhpfV_u^6J!`MAGrx<^szL_A1HZp#^oQK=
z*1@L;WxkeYYi~yTV<64Dks-j)zAtC5$&oJ6UQyf|+v8YdOY(r>FWDtKu3k!o%JREl
z<{z0ptGPrK?f0`vFQyL;;MCvWgTQ@|%ugwcJ@uv!m_{E4;hG5t#F_wPcJ6J0fyC?%
zA|p@<hLAb+U_6zj@YL9Q>b46tZV{`RYFz!9EZzrfW(FK=heHi&Iw44{066j^ED7z-
zfv+9@B*ls+eSkwdmtoZ?9_=~iBtE7!d0mq5gK_WXwI+Y-4nE&h?2?qK*)dF~m!pQ;
zJLGkDZ8%;Is6wMf#yS_@VA#|4ns^UTGu+qR`L&iivy2Z1OPb+v^q4Ip%%hl%?#ak;
zs(!z$&RNT@@qw&<Ynm6kuwTgct;cg@D$K)eG?5v-8`n_2W%H|&bt^Zv!H3oN5#0~N
zESHDHkh5J(CJ|e6P}v6Byz#bwA>`2a*<~Pe?CgtP*R0Qb-hSgjJH)$KYy8K9g6L=O
z56Q(I`?}c}e&@EAJ?)CHz)y+(^x2EF*T2Wx&sD#}a3lTNvuIB-A2_5AzAHFm-|u~#
z{PLGZzaO`nKEC<orwW#Jf|a_PgGVi0Y{$xufg0+UhM=`2Q%KzZ|4CUYoLQ|Ee#ke|
zbMeb$wNp?KfFrfI%=9sR{+8Tr?N9tjh2V_G<xXmHJ*K~$iIy8{DGhtCGC!pE2}f8p
zB6|k>OKND`zo|w0q0EwLn7j-8qALz)_45~#P@ArG>FQ(yr%U1g)_*xVlO<KPEsA~-
z5eSOVq(()lD?5e=QVU2aAM%R7y)$p)#qGVw%%iaPT62!kG;^gycS04iZLd$X8(*(D
zV#*tAX}>H$24JghpKTA1*l}c<SG}BlT>19?P3q7(7jLfzpWYas(w?@ulG_f`H=Xb;
z&j~E{a9+5~sOFt<n^X|Z5XTW`W%;tU-Znq`bEi_V;;*~lAO#|RE^TVOujv$MU1%mx
z*}YIYs*rcjXe*NG8?8D@2cKJ-&DVLBuqJ=mk|9#2&Wz1{JG)f1zj&+H{;a5zKB?Zn
z66IX;)$wMg4t&l?)I`tO3gqB(e%96&n6KX(?G*gGJIwi~4S;0?Pj}q!h-#xY^`1&E
zG=w_i$XfOB#s=JD&+Z{Y*=qK7Jc5Xo(&4fplaOzz`L0|(k5<YEMm!8e_JLw-c2Mur
z@S#VHsK+LH-tCvpp{N4$6+cd6Zp|lL%Ngo5T_O4OK~ern4x~@})wv(zLC?BpqLO(R
z5btS6VG1j~xgSM-&jH?A__}~tPa)rATt8(*9i!v!)@Ub#UUX(x->f@<gUqR#;j~JW
zY~bW<;_~hAK7a%ZmqAUC-M%#*Zi;K&^!#!=5??LLJ}|t2$L(J*xFMU%$9ERg`g*&6
zp7EoA`z|qu6sKbSOGeCr3-i70)<ChqsKuG`UTNQvj+&8*rJ-~Mw6<=6=;Ys835-bU
zEbzh9qTPI>V#XRgsvE|p$m@`ng0Xve(uq&bKr@5KmPKy1%MBSFDsff&cMLx4Vt<DU
z-G}gzI0dZWF^uig)xfo~vBx`kcza6S8AxhbPVViJ$`GgHV&`qSHxI>Ilm&FrewX-X
zjeJ$G1=>ZStXDkOs`Rn<93B!{bb}tfav$P}KxtC9syi2|=q7w>+WXQelW5sB%1;N5
z`Ayh^cc&<w<(5|uk61!3kif9Dm&u<mI?J&44yb#Hm#B!exYN4IilU73DPtCV`NH16
z`?^Za@^b6W>BNq+xT&A7hqk47y8=MvBF{Q0VU67|Uvk_F%t+)STK3Dd0sSN#Mb;c1
z{l@}Pm`bDo0)1XQ*dM890B`GM5Ny4C584SdMIH00AMa)qDW8U0^<p$+8lDh%NY1^x
zer7u|R6uMWI==-xVke$r^ei!!24}y~ux~gcKAfa}-T3q+6#X5+emx;hyYNnb;Hk0+
z>(x(h@oUV5G0R&TwA)}d_ur}UtKleIl|6SYZ*ONK{bEZuAt;GeLRJF|mlL!Sjh#5X
z^}McAB*;(sM8RSbGj^xOB=0NVic;^0RyQ|91thq%+sqL*iv+UoRA*3lKe<?W*G@z^
zAMIr0Z<r;J&?%tZTCX%dMnm7Df?7zo$ZhLV`M&liG^3rnaX#-_F0EwYw)a-$xL@_b
zJmcxUiAr&e#q|yVrXJ$ZY;m`M1ORy8lV9fkfJiFK!!IAF=~|59V)djZcgq-^j_-GZ
zG-Q1+X->y8k!f|%7^d(52>b3?+Bl#d$JL@K3V?=(WL{5oVwuQM88`LfobSs6;26X_
zuK?Sg+=j;c0+2JH{A9v@w+;s%pn9<pXK9&-oj0j1NQQp{WY%S`=h@cjIk>9)p7BWU
zmw>_0-s<LNN*912=qgHqroR{E+rht_%zgI1wi==vC9}evDU+K4SMDv3MKsl`x=l1u
z0HZBNn*;}h-&9T}*2hdQ9arzV?uC922_1J`-hrYB`t)t)(Akb4SCSTu^|$GA>u9sn
z^F=L}EvmGq{Jd`dg=_=u+01whz3DOh?w;o_F2L?Ouz#j!)$}873vQdbG<9hs?T$_o
ziiSdOVjNEd%j<4Qp2Ov&*{o=AMoTNW`Kf-3o77ggY+f^e8g!ZykCvqo&l4q(8jDWF
z=FkVA_nDf}$|rnFDD8xXhEKTkUZ$$92lfSAWtDz3R{J9fE$S5S-o%^)6s?#6^Hv{p
zhaz|(s{BvBA&W+!Pa%DZXUh)Xu_}JT@l?3K_jp7p??nVU0{iOp3MB<;4E#2gbLtC~
ze*8Abepa8^wRES>+FFvtp*J{Cf_PQ7uJ4d3^S5eZ$**Nk;k{EM5OJMR)W>EKai<n;
zyJ0zT9>{WV@PtX3p&9E{LAIPi`w~4~fw8NF(rCC|DX+~6q&G^<l}1_p3tud1!N!uj
z%H|^)Vk~ldV0(XtHL?(wuucCNB69!uB0tPe*d-pT54}1%OQoN?Xz$vH&9&&V9AwOi
zP>MYq#^S17elOch-DG;OHGdP50=e_$2JQJ{C#$GD_`|jX>?nDNlqBc&BSRnJksZ$2
zZ$6wflsddTTUq)k_D^9pPd|br0Ba83JRUrOhUp6e+S`#&#h3hKP5E9vQl5i2%M$z4
zG+nG<h*Y4}0B68kOf{kNmXP#nF52fx^V`z7=D0&eG>H+VUB-%x{h@mP%1bN~qaz^_
zJ$UiqfV1V>_+b$<vd33yVS1~zso~A@>wcD<sHL<{F{{_Ld1T$KoY8F+%ToLOe1rX5
zK8R`X;O}`kmVX)PdmE98kdZ76bJYLtVP`T9CCE7y`6jOI)uZ1hHug7!CL-%(Bn@;%
zYRsoQ8o(yM-Mu61`h5J&?^PP_X>xxK5ftK67P^iIXb$a3<;6?iI$KbW;#hN0>b>Sk
ztEJ0);URu9*x?Sfg<ep<*OeLV<xA)HG~f5rS2Oq0w*g$D2Y7X^3;$^h{G%OC=JKjx
zfiN<zA6d2X4xrjF#fLi<CjpQmOs#-N1g!_LhQ7UypN>WyI+T|y$J)o2nqC{z9uGV1
zqH{V5S6*l=9Q<&Bay_|EFRvR;0;lkYqrLz*hvzei+I_z*o*qZ&eubLXLEx0ZkZFwy
zC76k!)2i+^CQ8tFp3F-gBFDz>$|dcR+WmfT@hNX>gd^k`N-)_J_WZZ(f}R>nznMM#
zrr_>wEw>DhF(w+IjeqbbkIDdu44$Oh9SVCllhOf8m3X8d5>5am7^tnSl1&ek$s%ym
zWu9`G|DZO_-M+wZB|K2=jfL$8deklYTqe8wmHhL0B++_bvi9e5K6dHH=@-YFaJN3m
zlP=X&*mtFR<mNH}ld)u+4L(Xuh)mzLpGok<U9`qd&yXBzu7kuqXvg}bpE+%(?D?RN
zdvZ6Z4kx{*@|G_2!y){T*F!cK$&KO4zEg9kARbk0eG|!vzO>@504lPp{rt>*RT<yG
zX&8;U<oeQZ3piq_jRrD~j<lkX(dsC#lNbIGx7v5>y}Ikqc!kyJ{HuN+84g>|e<!%0
z!&vOc-2O<h89#iqH4o~Bee478NSWEecF*}&sfFocCrnBB=1Hj0D4S-VZvaiT87=->
zJ}CV8N&vFnJvX`@b=)?4#NXB){W{MMY+b?KWn4;n)cfn>Kyb-JnW?SB`;Ya1-^AxN
zMPYy8{hWoXp+B))V)sd5pjb0)X3n3BKI<}G;R}EY3A~R1OL7J9Kitm<tynVZ#(v^v
zD#8UMA)ZWAl>OV;E9|jw`!SxL0in}BtrTc*{ZWMt^>Uwl>EQZZ5k!U}d3F6{X0+*G
zc#zAW5Mb}F=P!&o*<#CGti^z!G?DndFOy3V+mEkE{@fR5<+=}topiWCqQh`>L%mBa
zK60vGSn=+cA(+J-khbdNF_^I6!WnBb(e0Sn?PQ-YL!jH9Pd4-$id}}%JRk(`#=101
z$?T|BV6-sn`l&m=K=~2-ffWyqgqSmPYQW~-dK%{TWvDEzc;5UxM)cgo0txxu`}lcH
zfCcZ#$H3pB&~|Pq2iUy4Llh^Qg->a{MP`#`?DPitoGh)fRkIyduSTodJRxWBot8ZT
z^vT|8xl^c7+c0HB3XbS7GfaCwwX_J!))79`$%(I=akoKA;pAfLq+LaB&S}2_ndS$f
zmV2)a-LxM#%M|pt*Z_DhE1WO6)0+oj1EM=OJ4fGd->Y#W4sf(-$7aIHK^AtPrUzvb
zTQLgv%}OqY1xmbC;Y{ismKg!RtW&b3Y|5=LL8vArEXTl7)Vg!O665_h&q&;oMYae?
zs+s(xRFSb{x)Zxoc*?c?<uKvNU;C01*LqNH>@9lb?f3RGK(4$3Kh^l<ijeBZ!O(~V
zcV(ec^9n>Tey$Bw()ukxd9gfk|NoETM;_|a4A}y+zkf3jRK&0iD#gtKl}7n~5<>Zv
z&T<7s6k;w+g1(2ptEc+yzuaAmDv?MujzCLG)j*@4eHqetS|FtNSTGm!(~|^L3R3iX
zUPrc$vzpXPPd-LgA~U~jvW6&Y74Oq<_Lmwa!`KC$P?y6FmCFz$o*R86?HB=%oVm7K
zYof=@EA4T<k<1YPz^d8`WshZ9zm!)IFI)F&;#9SWBw0uMB(=4<EpVZ{>}ZKXXV?!m
z9=^2AV!oi}lG&ZmUM2vGt8je1F?xT2YJ9Pc6b+4`?o7)IzM1lfG;PQDRkh5M;pYcB
z9Hq-Ke}v9AeDz_2$NyU!TDAY$^n`g@pltS%-4y*aW1#+fT)&xyWL7_AE)Ab7<>&gG
z?TKT@M78!ASKpZ)s6UyNO_t+0u=lNBa4+XRI{@lVIvZ%E2Tdq>3Z4}J&)=ms?d?}0
z^pt+|>~ssY&+X^_?r^kx^k4dB_s8$=b$C5K`;r`Ikc$n1Tkdul4;XSccUqzH+z)<o
zwj&cPF76&5p9onZ-LVXrrBDv_*<9Jz=giU53t7?WPNz}u)#GWbpXqSY<KI=j%XL#q
zke<xLI1rg{I;Y_5#$RU-w(u};yB}09R~$G$d+LHDkF1<E6Jc0l1FffxspVFnEL<+b
z9ce0MHy%h$e~XmYsdS*SE=;-hdY^|{XKro&JXO+d4)5$fyO3e{c||w+%N6CBdE&5Q
zXOq58zugGmj1H%Sc_#~-4!^pMDM;MnmN(oE$2fO=cPYY)K6qZHagQf8eA4WJBTb~F
zgm#JgmWTci-6mmDU^+@+x)%bPgG1JW8;CiNvQqHI#~uag+eb)X^}A{M#?i;aa^j&g
z`&6L}u9T#olb>D{>s&~v%}EF-Pv+k=Gu<uu2V=z#X=c)Er>i7)d|eWyU~o|!O3ESK
zFthdJpoE9luTbox_r`Fy($Y7QNyTot)~|xa@M%y+()2x)JvbHYzyV97wNwDH-Xpt3
z`)etw<7-3c5gb-yHwafcA?aJlA;M_|6yyJzdP<)7A@1+We5mX}E>ing?Z^r^>i1Xi
z7@%z0caU1*%Tj4LG?#|XLXS>`z5VWb-g`=RPVIVVEDiGquGNU_PtjZ}_wvjv<0IYq
zKs(0)?RF7tvrVIrDL62;3ma<rF}dQV>l{m-uo;LuGnx8=+VK>3biDM>r{cnLdS9qN
z@Ea^ZY;W58iu<{0T5shgkHE4mnZ-t?<wvmfQgNJMeg;bYv^&yUFK72|E|6h=34kRl
zqV_i)GeU%p^h8D;VBc&v9wR%pP0ajQL698{Tzm3_5*g09&X2aQoJ{#To!<EgHvx>_
ziw|>uAeoR=us7-J>7Gaz+<WdT$Vu#w^NMQphjg>j5l`71K6cosPQWN<e2}b#mG0YE
z$+{PFA)0SOOBWcTP)oGHN#AoR=nUZ`CL6%FLx2)lMjk4wITMa?%pJNDAWY5sK|koi
zH1mA6<2qzYG|Ko|b{I9E5tAgjBchZmYI#LzYBgU$piipd3CI3~AeMKE{4ufkD<))E
z7~Lx9+ypHP&}{O+5Z9vkBEfXHyTESMDPQUC2dknGg!tiG9bT1puF*~@T$;P3yUyu!
z*{{`cV)vK)e5>tRXu1;F-Md2FQv}kxtM1m%Ni-`ztt24gN43Vv_2NkWlgVB@?aR$7
z_O}(a!4CyDUH@we7sx&TCuOWVS)JAYZtJ%f8)nTi(<jO=SvWJRGgigIkZ@st)0~_b
z^1&&&b&?nYz`-3tCB{cN@6UM>bm{2y*gD@IllL7uu4!_P&x*FQ7Q3+}t1ESRYPuJt
zts$AGYv>j49-|8Ch?x*`(gQ2cW4a1&wpSm`_cFc_I#Ui6CCWwkxfEwK->*jmg`I+i
zy-@q~>;Cg=xLPoEh2A>@*k-E$q8my;(LsLoV8=ges>N{eSJhHg&O@FC*I1S9x#S+T
zjo=OQaS>4kxPnMXf_fWH{P=#%r}>F*#7cbf@x`Kk((>58E?Ok4d>VO?yyrVOMDOfL
zQ|lWp!gVLjP_%zZC$llSqPCYrKJWSCu?SEmJDC3rBj8p}kZ6I|)HYpfG9t+KI(*$M
zsgwLx@-<d?v0QurcCJ90Y;Kp_ydhy;)lr3MQ{=6;Ragn<>I(gh5KG9F1FxtxG@&90
zS<=_luqNsDXgxi<UOiu2V};nyn45_~QloPvAVl|uz0KmhW!G`(j^tz=t0Vt%x34gn
ztZp;hHxz`d-B)+bpZchN2jzXAtsS!=R29*sUY2S7Y7G>s5gdT?(4D8*%zifm)n!cg
z#g}sX<j0utK9+U`>RY7(3`F(Uyd}qLHa>z>am2&Z8j-N46m8zx?)fQ1(%nwy@i1~|
zLG8aZ!ggAP@RC2&QTMeQ)N7J^#-U^l@el2!Aug2Zy*|>%K)uZe|DliPZ~c0Gb9K{o
z@>rp(NAu;32UE5_F>BTxe^Edtdl~%YQ8*IU&Q~MnMX5whfT)N<U#+gyDM5Mx2rfHh
zNILiSq%=6*ExY5+adGgApm}55@5+pk>)`)L*%w)a35BIwH?pHT_T6r|kPO+wZk(LN
zH{yN+(XR)y;!mB2nId)CuKUl;MM%0CQV+~l^HebS{$dj7kj87j5%agxTzuzL>hT2G
z<B^yTLp)%o3`(B%jmW0DXL(lu0jMt4D>Ec=I9mnmKH?ke8|N^%6Iv;0`*%QrU*}BK
z+F8t;=aGS>{8s$VDt?iK%~1Ls2<-T#-EJVX2OO-Aq1+9>m`3??KK45>m{5&?*jz@t
z2G=pxfZ6^GSJz3*Lq4PLd#9bn9sl?dEpO4kU2vB*$uX-9+kO^tae@GIiD2~uoqzBZ
zO8{??ux&?h0P*|rLRgt8(W^(@!}6MTR~z?h`@6+hbULW6+2e}?p%kXLPr!uqM9H7!
zX<y6YVJNg{=vHRr6!tB$Jm$a;@;SY_fo6LkWY6*XBMx|yfqjP3KE}n*-3RVFQ8{%N
zr&D=*4@%-$t^t&(I1f+H?iiJMz`2E0&f0z?95L2TXShqxhrFpB`pnPWPmqgO`udAr
z{e%O<4PXOKP4c;;`3t9ln%BJNa~k<{qpy3Kg_Dgwir|+_&OxRl+9utI_nlqdu!+;|
zCSy0d+P!es9j0&wynE_Y>@me^Em*^AAsEv4Y39|mF|pkst))_jf(<_W>!$I3(L_@M
zn(JxzO$=oR>HFt=NC!=kUuPTp#7xP?)9Jt@-E-%ABZMGOO2zmgx)fI^U}YO!@a<o^
zTM6=A8sc+gNiI#rhvSb5+}*k_(!=X^t+%!%K?C21Kq}6&pgj5A5W_slp#LErKH)t!
zKbHAB=`JFYy~-L`)H;rrzn<&9rC7{_`|AyPuY0{SQH2j1n>x-T-XrJnYz*a{l<mu7
zCuGsk;mCl&6cyD*s2r6<xgq5f9O>=*U^yfG_7ArQ)+gMtFU=0T$HNFT9MrE{y&FG-
z{2BLGGWpE<HK-BDpwyR*kd1TwnBJ}0;756HLR@_5d42;gki521p5ymhUK0KAL161>
zC&cyyf^B@L<iR7{=C7tv*oW#X&&Y49OSv19N2Km<r}1J&`{U5(D)%|ca;E_`DLphl
zZU7Puqu+DKPyk<ToclK3%-Mf%mq&<^>i6_;qX)x6>E^6toN81`z9JfMFaf5n(R+nE
zIzf6%$XLit9zap=V`}#tK6}(|EBirgt8(3JwG!z-tDgR8H_2}HWpCMWwt>Z6UoCeC
zie9Sc11v7}?|wVjs`=>fd*R>rDnI(&kC0N~{YV~Z_RY+=1Yu6${bScF$M<%UZ~EgY
zU&T($=NMz*jyw%VRBl=5gXuFX<<9X%|E3!T&IuDy!sGqIqD(U0dt%Jq2+Zg?sHMQ~
zc&~<tJLdkwrR?=8^jTI3-mm4m)V#_?xGOH%|1$Q+lj#nfV>WtvO62s1XZ|f=1N@W?
zl)+K%Bzhy_A#H}_%{cGH-z9_IRJwiDdeb4AWJ_DZ?WS@F!gWkp-+#Oum08<8{w{Ak
z_VlR<Rku<Pl;e?K72t@&SAK->AaLvK-h>g5aQlcIQ6BbKIHT_{FF#OdF$MPZ0|Xo7
zKA4ruG1{r#8qCAt{M9%(3DceAO*cZdL#(Si7_@R!_~_xHntf}#ni;sIrHl%StJ+7D
z&V_itULA*fUVSo`q6qi@|E7&{<Bt*El~yEE>Y6JK!JvU#c}fc5#kr&8YpktJ@e|z-
zcek}Vu5g+DoKv%L1hx!v)FR$f+`rvCoIdwW*aw=$+vx+>T^Y=X1h@5>6gDW#2Qii(
z_kLl9-fc2x{DLNu#a*AxP`Oe>#8ays(DXfcnt^jChthC>4Wd@(gMJDI`CYa<O&8CG
z9H~Ipnv78Lk0gu<cZ`uqk=@54$~zSBU@W=HRFC$*?qzehH=MgxG>RQ)#u|bTkc*5n
z`Adl(BR{WXue6fiX!GU3m==^W<8u%N#;mYkup7U5hSaAn-sY`_=Ie$=;R~N(Za@2Z
z2%&=)U|CJU4^|HjfoKzR8_ZKym2OU?RXfmo?5_QKhNM(7r0wFy?Y-_Ur)ky|(o>v<
z=TR@?c{BfP2%wmjlqz+?x3AyndK~Gch0AX<x;=I71mUhSn33hDOxrg@gMIt59m|Sn
z0o`?>^J=*3cu--Xvr#7}yg`GEs8YG^i>{oQMzVCGp<l8OItqcvCOe}A!L=_7iWIuP
zrMR>!!DRuJMu)@u%}h~wYCEz~ez?TDQE|ogvO`iOHSABaOm81omH}7;hl4gDV!YjZ
z>GEpFTXIsf$LF$8Qb#36=|DioO4Fv-k&JJBP+1fa;US0&vYBSp1q>a|r_4=d9b_Fo
za2a;xMg+P6u25!{?$2R+AFbl;Kp}Z%<)`Bn)G@#&s%xy@D-cf{DT@!~72Rb+rFn0C
zMmk8=2#k^EL~C$V$gueO!cJ{<;?8F)EG;orE~w9K;`J$jnx{KdFWv{#bPl!Z$QaY@
zdw%VoM6$Pr#+51qbmv8o4!j1%c)8m>1e%VxVaCFlygv=^u#=6?95F%x;NmCi0#v3C
zOE6L(ctfp1w71ZSgm_a1@`U%8%EDv~yXxo-Bz?t+OvdTMRj|_EEuh&RE_EO{m?a!x
zwxRya2R7AC_03LpOm7%T&XK2&_2%AJbEAZO66WsfR9}pZ<422sHR|&0|4?zU6YdA)
z$rRVlp>Mx6M(TwXI>VJ~IkVrQH^CK`X%c%u2r_<+7RLbq;ojP`E+S#~&X2n<4f(?p
zu*FC7?w4(60GlxavDEf2&s?K*4^ulAFHe$PSI7NC=p}rXd8Z%1Mx-7A?+4-!?IWiZ
z2DE21CQl_fJ@N-O$zU%M4L0P>_=`nz)!{P(0rx=;DIshvCv|FI23$qI%fHM?PHG~O
zaq+n@sesW@BroRmS>?n|X&wTq8{f}B8}{v||0-tQLh0UF-s2KI<%(Ud)Co6k(yLg$
zOtz~t2KJKn`S2TJc+_>lLK4J^C_J-(JY`mD7{7Z|y#|!j`cs^}wh3#%s98Q*^%Eor
zJ59f-_2X0euEjpPB1gopkb>Fg-%TKkM@qvZicWBHvq9NV$opGhF>F;<22KnlFG1SB
ze0O|Vk3GxNfhbZz78b89#U8O-wB;4Cv#TAP?lBlYp%mh-MPIAWfsx2pQ6=2h*Fr*;
zz!bCD%jcfnUt&0|WLL}mZ+VlvZ@lbENzobc6HT<%Ai<&qr_~ICN7-x(dVJG4d?OCC
zoY$Enw_3Slwgrf#H07Sf*Z!qD>c>>h-(O+}N|3m(1#vW`3~M~<lJ5oL9CxRLKD@fv
znB6yGMPRNc!ZR%{hLU;+|ETQkg86E2;DB{KJ+OgS`kWrlyN289+c7<;&j_aX&qA$6
zSd3?<#W08)nx<^(WN7c%(X8~`i)Br{yh`LXghTegPQ*wKH`0iYFZgzDpNX_*!$loq
zBxcaZ2ogt;mn2ovPE3~S$>Y~F+g!f*U#D!Fs>kTj-oT->XW=V>{hqR-HEt;4V@lWn
zVV>I|PoJw=wa|`kr(27^DmGn_wVcw60n#lKi!P=E^UU5mxp9f~`CQK5=j~c{4>hq;
zvJ6hVu@v7nxWkLdvd;&OZoDpYJ(WNqztDRbyYPh2WH7`H0|rS-C-a1RMcMIovXWG}
z^?TycW=9<<p=y(<_qCNGxD(565MK*>5oi5W_A?pS4-9AgGkxfD2KuX?Y<rt`j|HX^
z&#x|LAJFZcZfJ{`?f!ZF;q~u@Wa}=EpLz-Lh46P%Z{&skQ}+e-2H!Z{-=FTl6Hc{T
z%Lp!Dj`RGZYQ9__6nKxrFh8apTP~ekA&?iB{wDq6aRPyde<6#wuC<^zohz#!j}-$G
zUS2q6HQWQ|j}ZiR5j1P#ex%y|jw=Fv<r{poT30bpa~5X&X<d9x51Vt_YBhKRZ1i_g
zInz`6IPq52w5=U|ev^?|fdIf7{vyM(l(se3j?bGX$Un{%8rS@^M}FZu*uj3`?gO;2
zguF-jyL@@m{+-2fuUsJq?@MqI>emTD(#0Lt5@YEz{pQPyF-qlG#0J*z*{-eQKbVH6
zTt_iAgzI5kqD4MGPD%UnkKVy77dYnM=>5$}k7;?<-VS%2!8NnB@r|P@SaF|wsa}Fx
zkiVqia|WtHQ;u4y$#ry{v?X`FQ;d25r?&5(N_k>2UlLH`?8DWz`qOF44YG>wZR7`t
z>6dI(`7D7vS#5JIL@EbSIPAy2m#=5YI*u?vkr8kFH2?~aa`^|NMaR6_2ry{$H;irp
zwc!<S5}CtC$~_+ZL8chhy7%sxuMd|CnhbkrACHODz0Z<;aciZw%^CVd6Hm;dhJM0~
z7O{9TLap7ur*8n2AOX^(24LI;;$cx0hxg&B90uWNug{`MhTwWVWZQVB)$#qkHfVL(
z=dl|AsVJ+v%gY#7($+*=<&OURMvi}aZ>{Pg-*wdo;NbP|BRD|IeFFC?j6V1m*i_k~
zD#;G@yG0FFQ{U{YWnjLFPA<-v3RHSP@1q3%J&$k6j|e`>wkU3IPAhFhiF;g|?C4-p
zQU+GUe#Xl#la9?TJzVeCBaS<-Dmdt%>wb98G6VfWTMUh|IGW~RSAZpD<X#e9h927T
zHD7whsiR<e9DjA3p0qc*0M3NSUQZvB0c1H1kO=QBmDe^ch90pOpWH+2l{Ij%W$>g#
z{^0%|ll7t$>;AY)s^()M9EF4PY%<cW3%FTc>aU{<zxdQ5@z#vukz+^%<Q!;aPco4a
znU~*s6WsRlyoa7R5TUYrSx<Y4zXyc3qa7V@#j6+dFUApHX#_`19glm2Q7+3-;!edN
z{g~DBE?P+V(a)>L?M?}CkRv7AJ&(Kbr5sg<)K2L#|2<tkyM246L>Sd^k4pmJd)O$t
zN$-5WRHuj;iv0Ih^+!xz5=j;+f7J^zzCPHD418RD_d@+xs<$aR%sYNNS4W=Y+a~re
z0fLwGau9<P(nY?1!mScUx628&buTcyi@N!h5MURWhdUKWz?T_v0s<|?1A>oY&vtsc
zqP8smp0vJyeJ&8!>Rf)a7FH?{Q#r&^7{h6B>eM|;Dd8EQ?^t01FG38+6JAvYIJ;af
zrOgTboW5-U*|fqt-M{eqMkldDE^`oF$SCov4Yn$MN%D3DqJLJ^AbwzfbsG`(3hC+&
zQ;xBh=Huw$ljA=Y_rW9^)%5PMr^JJavkn^Gs~q6^F7z_NCg)fE3vXVga1Z@__lEiN
zCb6_P;`6Z&*$<Nvpm4`wkeuMDk&~Etp{Gn!2hd*(0#=hAH8edx&IWGx%lYPV$gX|D
zo;Q^F#n48Uz457g7AuF=eE?|0^jdjaS;nW+ke9t`xJoW43$hcx_^prHfuIG=sFO(Q
z?VO`Rs~WKBYm*Zd><syyTp{L_;!B>wwNw{1-&ptf@LGPpW!(>wl-)=PyA-P#7E*e&
zHFGiAP-O1&G8b3ln(BqP%JkuW(|Yc^eG=&hYe{wkIOrX(k;;?jemT?+*2q`H5do#Z
zR6NQ}#gfY?DULKVnF22%9IVR2r(W?96s&09ZUPk;uS~~rZv058^@&*xXYgsbHijs6
zH@Bzu2ofDaU1H!Q8BKQ}<@4Q|-qk^n%o+x1<}ke49~e>y3!jy7e*f4VCMvRcy_@Xi
zotFhWrMWE}SN3?a<WuDMRsAI@SNrz(yB`TKc0aiHB+2F)eUy|;!$`;JYpl$7lXiZD
zR(yBPj%?&3xnL-F{%xGalBff2G7WQd&MSddKpwWg{h~=2>Iu_}>eH2pgk|2w!$P!Q
zxhp7%9g@}&KLBuA>K&fdI7vDImJ0CeFTm^I-TqFEEm_rTB;G^+-W~fW>%3IE`s~v<
zed@pa|Np+=9udv&&i_C^=CKb1G5HYZK=ecU$z+8+gxkckN4aJ`LUyR}MR@<nm=KWL
z1L8*x4{Cboz*IG*r;~_JJKPh+1>_;)Y=Iq{JtmX;wYmdf*W<fxKN=*%2ciG~E=+Sv
ze<?U%70~7y@scW-VrMFi@pQ0|+Hk@%vcnP;dN-Hk)fXM6<VlN-jNv+Umt{2bJhXVM
z{jkq^Tj%{npv#+H*pgW~pFsAAo!n@X+>}6~-KN3=+l$qPg_ou!xnu10&W7v>49N~H
z9sqt1<P}TM{t?yUybLe(%Y*Vl?B39{h;BIJGOtvpqc&mx<M1l}8S#9n&&|qv_XD0)
z{x;f2YgavKzsvIG!>63=##VYfGg;c6PuLf)g{ssNaro&}R<^_3j#`KFV7|}m`q}%)
z>~0wq3$=%g?Hwx9+z<6{e8NK?JrkJ1Czm|UmeabDAfS0pF7O(@!u@C6yiq8B*F2hM
z`!1p^VkS3Qt<h#-X<KJb8;Cq*dyy^8eq7%|gpw|wWGC@qJ4JcFU%D1(?-IM?Q;<##
z9M`yuNXvBc@OAUsu8)z$)^}DxZiL%G4A)zf*WMf>*;eiYpPHIIwM@)A`|jai-xvS~
zrdrbzQK4>MC*154e`QT^_t(O@z1(BsxQCsScU}{F^^8zD;7PD9r=xIk{GuG#oj5q0
zN$rCGYC`R}%WH&i<bx!BecoOVs#zAO5t3dUJ!_Mp5gNSzuGj}mLd$~s0R!*yQ-2K2
zXx9aSa?DP}lOzv<Zdxj4jxXinUthddTyD`AW@O^~$zU;#(JF$?ti;ZXyT^HVwC&?l
z@LsK$4{m>$5MRawr8&=l9CIfAwiJ8BDuL=o?w|nq(V7Zc=q&NlTlu*E#SNa-n*-AH
zJ#WpYJwhU*$mKci#p79v55(&o_H!QltgfnA@ds8Dc;t{7#BXn(rVka20D!!HaP8x1
z($52x;4J{9Eur1rJ^OwF)i1cr=Ojdvex1ny5!CpWf3yf_2LirQ{x(kNDI|w{X`;0N
zJFfc0SJViY=Z@IR_s}zZXmDPK;v%ml-!9G6wnA&Z@6e)W=w%4w>EI^Dx`j!EkL~Bm
zT)>C!Zcm-RiPxPg*bbTw_Jx=FFl9vUOqm9v)`reG26>t0eiwaHh@HT{%N0=ln}Qv}
zALE{eeUmRKQFM_!c*!~Ip{n>Q#1o{Q(_wd2?UWyuPcs5KAdd*5-7X9=zLmSnh^c}l
z4Z64Ysp8Y(VJfwrA<BRgJwLS0<75irboR+7QEQ~()j$3E)sFnF-D%G6^(2sOv2R$N
z7!%ARy-EG;T08C0>m~%c5AV3;I`K&2*~mZa50An>WOR-}o#y_~6k-DUaU>}EWV_(@
z-yrAa>Ygr%D39e;+Z=5?zeI0*;}^5&<MJ%;DvwoKA0aE5FDmgSJ0nfa{eZU|y`Y)g
z!o?c8Y(Y&B*oNT#{S1{t9z>-`uj6h*asdc=UB$6y<_0?yiGup-YeyvQL{Cds4Ouge
z@z|_SN(GFeOSmH%$ZXdjv~VWRq;y_Kk6v$);M9gXe_Ox5oU7-P8x6g}Zv4|F9qD}e
zK*YV{j<kRS$d6VqQX2<gyU)PfAzH$1nIb0PA(Pb~u#JM^9Xj=}gw;E?Ub8AA3&@m6
zyZ!WymFHK`6N_}3UJ+yj(}R#cf7ugg@6WxOSrPwi{gkC16c@huI(rFZMWoJi!rUEt
z&)u()Z*erVHBF`)74jmqS}Q1nG(HIf&dXo`KhdT#sPOK}ZC0JDv$CL^KwZi^a|1s1
zq0yCcl+mUadi>Pw6FRj#(uJ;&9|vvdaumXzE0^;;GG@UXL<yX_d%FFq=8Ua4j{BkV
zv7e{Yh<U}?O?I7glo(Aq@>dzC`YAqSJJ^9TFoaH9(5?;r*~6xhF8gP39)}%&P5XCE
z0#qQ?ugGhCKts(M!Ng+=wXphK<)3WXI8LF?&$DNnE<W@DYT&vEvJ-Q-S^Lkom)-}I
zj0y8}|9iM_E;7zPB2zCbh+Bi~e29;npaOhJ&j;5AC5VuN--m@J_T9E@f#1Mz#3g5U
zUU04}*ZpDse*eN0iG^FPly_U~UXSX!Ry*Nh>>T9*!gz}A|C`9-ggM%5n&<DJEt{1&
z#P83o)^^#KxE0a<k{pD#EO!D=)Kl~NP$VLT?F&U+`TVBDgf5!YG2{bI>e@n?iwK8b
zY!e%O7(xBW+w;Scz2Sk!!`l!HdJnEQ!XDYoNo}iZ)^es}za79Q1TVP`)YoCc;!K%X
zE(qi1i<lD6ZBGfn0Pss<?w;SUs@ud_bZ^L`(d!A02L=ij&9koYeS@HJ>D2ppxj_E=
zHm-6HFL(7Viu%?}XY54ZFADBSb_r!-f@%}rnkTuL;g$d0E#$VuUEi@C8AhoOdd<tb
ztm2PwvyeY8A2M}S1w;G?hfHSUwyVzAfbO1IM`IEWAVB@=YL~k97(1%>JNU(gJn*O8
zcf5QxS9(~@-F5~h;MPEDFui$|`_r+l4%_SEGu4+sIk(MyeT9Q|NrA(BAggZdaui$y
zH^}{uc<l0r*w}peVd}omgtw15*<<JksX4qu0lfMi$WR!5;Do5QolWZ0c|N8r#_pHf
z9uML#J_TPs_I%;hLI7;PYRw}y`~E2F(*y1nEbGt-g-s6MJIglPsC!?N!)Mr{KsDun
zQ2#6fo45}^`a<6ECbplx64k-F7D;2flr`KtB|MIsQf0+i^Vf3}9!}BKyNcZP{W=bd
zdfAK5155l?Rzep4kx`Cwn$e8#MRi|p1U0kG9fy?zk?@>3JZ0+F*50tWWWggEwd^mj
z%aO$y>DIi_wa&i?+0M@u?-;oAsr{~+ewoZ?6{-vRtDpN%+^CGqZhe70){T~rB(QvB
zmg-|zWL_^m11YqBknTK>0G&bmLOsL$C`DqyUyH}DROy8bTxZbtNK-ZM@6mV{_fXyW
zr?RZW->Yr?U^c+pTi)fc@z5+aK$Wud-lGi~lQNhm?+m_YXJATjS%DG&cJ%4y4rblM
zWnp;ZR)u=uOQ9*975=frUvUJd`P5G7^a&K0Y(P2t=ES2ZcYvn1;qLU6w-D?qTD`@W
zBRF89#RFc-H)q5*Y3Ex46B%)C@;b{8?1Hq^<=K~T`HtaU;zQU7FAHHV1Zsq}<;UG|
zZ)yCI$-Dal{JjgPV3=WUsP5r7C1e@a+%a0`ddKswp`ubyx=np$5JG&59|GkMr4^!#
zl+D4~95R@6+X31lBg%Spe0+6{c79I0xR-XB(x62#-BUP5Tq0+n$$g#$%3|=G2+8oA
ze2n~cLv<HkBq+`kvv)GfLV=y*t+JX`5BWQSZRct(QsYhaP=C5u;>vCjaW{TF!{fCg
zKjq}#m*3Lo@Nir7U8sGvOrC)LCQ19Vl2m~kMtd)=J#4vNiqF6EtaBYz_Zw9ddbL8Q
zH~gHPVC4?!zh44Qsf@UQN=`ja>N7DvoMy7*ov(pzpzr>_{|n7GZcL}w^!B91BB>Xr
zGw+*hScWfmyN5e=;DOS|*0<90_xt;N({-*AQnrpvac1iiXO5xUU0Szq17xcpO^AQh
zv3!fu_tzzO`znu*>v0bGmP_rjQ|E?VPSz0KeQ2W}s_s3vp6%4^F+faw8lf(FcY`^q
zjfeigC+Y@O0GB!{h)Pj#dYdqK(9<)dox^ACyq7svSh!(7c3Ak>Nl@LlpzC@g+2r|G
zkGJDJ^E%$E*vy_Aej{y93b^rjx$$`_d<wJa=R7Q7X$wJx@5L*)^SZO&;{cLnUnS^8
z+f$HrxrigV>kjXd;V*18<$b-Aa<JqdC+jFz6ITqs2YdMqW;3c>1WLbl541+IrBh#y
z%!g*K*8<L^Zd`XvdK&Ex8>{tldKN$cO-;Ucu5s_r47vIZyINuPI7)ZMf!ZwJ7CSNO
zT8g-XXVAb#$}H~r$N-1Z-z54nhyf5!`IhM&ENybtMyMYDVF`o%(^rZu8;@Ohs*=Ek
zeHOJz0pLC%LH)Kfjp0r16xndzte{-ECtBWEKh2BHW>@X7N!IX)ulkAisE9i4cEI46
zo+hf#ZokX>k0afBKgc=X>oc~WFZh>oj&e(5=3_!9L8XIW5rfqUB;5|3YKGNQZ=d>a
z6`-Oc8~fa3p8RY#(l8#FZ&EoFg*a?rdA_;dWEinJ6dvBLzFb&)N^VCH_y7NE?Zwa^
z(JM}`vdNr+@pr*8Z$BMdHOo~XMhBGQf(7`YyE-n`EHMzixo+kv>ieq})5aVHuUoeC
zV@I&0jRoj@>$j8ZC(y<3AX7Z(C2<Ys?IYhT2~fg=7R*&qC>rtgVa2>GeiGb+_FaiX
z7+4`$(8g0Gkr=4TC`!n1R|-VcrR@9s3m^iFj=z^P#_liX%eQ;movSzhVKM)H_P9XJ
zK4I(%SjW1c2y))ikWg7xGjHyO1=(~<bvw}(D4V<Wjy#V-FH*z_EZz8;SF(<%(S?v5
z8+t=x{)pOP_PX1*iaZ^(a%oS>BOF=F6-=t~J`fHg-Iu$pP$A<9y?Wo;Gp@?ZT4!Z^
z6X~Y~=}}>RUIg4tS&@Hy5n+={dYaJqVuq%|CFa;U+PhWJ4sfr&^~BsovWaefI`=Qn
z(D!WcI+0M~Xg6l^(p#}h0KIHQCbxW*(<_Gl`;r>kfxWoqkj~UT)n+_fHs$G^y6&3a
zeNXG!jd=2rI@r4x!;4oRSL7BNL+kTuWgf@Wo9SERC6<l6E%MVo26WuYX8v0hR-M^u
zzEc)#vmZo}k-$JA<Je%b7QFG3_4a)75*Xgqo>xB8A(5RSoq|9SJCy#I)sN2Gfx~7g
z_Wh1tFrX_JrpUXHj^6PRe{ucrV$T?1{3f1yW5A$@8beILD*uRiWbW?fU>2!#?3saR
zTX+SU#+#{%?0oF*4HSb*?gDm4^1=#S^KjF`Ri|C{Cf@$L75U!5(nKx#+kH8#wD`vy
z2>m1~Gy8Ro9P%el5ve@hyhv844P5+V40$r+J9@X<7X#>QEhf)x4~aqsCH=F%c>G0M
z@DfPgXxy2?Gdu~%4n~CgwoM8*II?`lq}8pJUC{)syr|fhzj&J#>NBOJ{i0tmFAKGY
zu-yaqHHrSfT_4_=dHI)&gN)=j06(Z_>s1m9;gnE&b04s;?JVZ+{aa+M_H^4vSB$zU
zwd>{Gp3K3Tu%}<ON>klcUozoU&Nac$Qmbp?T|JdZXuU<FPJ8gTPW9v>F~H=uqKxl-
zf91pY`5aHFet&zFzRUMU*(Dp{4-dYFvQL<aMrWmWcHwcK7HwwnsNr~ZAMrRluW`(7
z!*C;y&nG+9hbR&InEz>(?ah|!N$f8b<)q_=!Eotp!GtZnuJ~TKkTq+&+E3^kYD3pB
z@d@UI^Ex)pU|zZu6J77nAb)K5JWZ%NKXN1;0j#&gVGIeVq;nTmY;t(m?0tPal;zn%
zkLcW5-JM+2{gd+92Z>l3H$Sv%m=fSC?46fXoyZEaSm}J$*#lY~_eillZRsu_kZz>)
z@*L=Hcb=(rPrJuALPE<oQ3Ze;<_fb8Vhi>4((&b3w;4HozB?)NYZMdZM@!PUVoiD%
zL`K9I$at0ettZ265o-Cn6`QMRhqO9X0GnXoY+sIpLvf1P(D}NO$K69hx@M$VY|`}l
zSGi|xmphlI{N^?KYwsk8-KkG&-EQTj;o|GC@+W7BvWfO*ihL#a<=~QNb%-)hB*2|N
z-tkGCrkuW);emws97OOvA@4$Da2ak7WTr+1hc1?mPuH^gx$QkIxUWZv6%&=^o+)>b
z>6?shOYzmYCtBp(Yu9V+;X@|O*D!I&{<7zBl&E8CWSf_Qco|;RU9!7E*{a+ZwvDgU
z)@x6Tyi)l{=~A&~7buECoP`%T%&$z+yx#Yhz?`RtL{LKiv2Mh>yk^QcSQwW$zaKH>
zq_zzot_vwX*1tQ$#0GWA;>UKM?T&hYinyUEgwkL+xeE&tJ_jW5sXmXND}PD2G(>)?
z!&cJT)BH$0>xbVju}ZKpyZ^+*o#kxUX1GIrVs<gYY?DmGu7M9#bCte!QL@V~u}~bp
z%+y##7yz0WKB~Nhs+M^s(*8P^HI`^I7=Vj#0)c_1ukWed-wfmX+{$Sdi7eWI1QZhJ
zfHH5B?sHezZ)cSta2MrrR_YM;3HHR(hoTL^21yudSZa@Z;SXrE!r}1R_Sbjhqri9|
z?0Rw4pZT?Q=wJXf&!she1Joi|59@d`jvo@KaGqwL1E29&zIE64oe;=1EEmq99x<qy
zc+<BZji3+dC^EZ-)NJq}NNuvicf-oYw5qtEA^HD?BJlVM$2rBtP8$g<rL7yK6sh>8
z=KXE2Jg)S!7*iglq-8@Dnr2mEO8OWbI-h-sbE1_TBE&g$MDd(chX#-{9f5V^{Dbc!
zZwa(uZ~Mz@+kN3phmv?v-nfPe$ZakW@2IB=^d3uQvIldWx^BxpI}?w=NcFy|!Fc8C
zlz~XCoIT{Y&d3SO`R++s6UHtCh3h=_d|&luW7cXnf_D5uT6>ziOyv#g0`~1jf?UPT
z;N;v^z3x&e;W2hvMC%Na&e}>ZpsAVp7S{(+^3(ZIa}|#O%+x!d)AN_RA2_QF`8Gd#
za<X`!dha7|UNj}bOH|G>|6Ml|JaCWprzMlJa?aVc!RkdOF=zI;G_siSDUZuZF*kxE
zcE{f&UiHVrL)r(JVNQ&fdXGUfIFljqHBx4JM3Ne2x3A?q5SO%`&V#38yu&QNlNler
zKkaT|%vIO#iB5?f7u(m{G|W7M+VVD|TNk$hH9}94V3(@j*5ES1{DpOP3Vb2|$}d5n
zQTqM6&@xfk%KfP%kKjT}HVlnzo^dL-V>KJQmbLe(7k<gNaCF)iA)8;L;$>lwKhblk
zy8$lPo1to+h^_VUa%a6Up^ex3U2&I{{$lzKT+Ct6Qq|2SKE=z#4NWAsnBnowI`_Pr
z{#dcMnvfq4atwy}%zR(yZ+tEIcWIY_U^p`Ng|q&)K|!y0UN&<+tj#Z*ge-QSpe8o%
z-TE2fcWh1Z@YT`l*H=;yU(PQIyLJ4$<y}$v?{F$}#(B16NU=|gYLC&`+m2rK4VvdW
znaD~O4`Q=hPXjzvLUIXyWtTp!;}5Wz-JP9Hh)F30iGKxA$;Zb~dkPL7`6>P4AX*M~
zw6RUtO1VziXUv1H=NuP3)f2&hN4wf0)$n>JPOd^;h|!&`AA|y5?apFMVAHgP!+7!=
zGP&%H4NNE6Z8g+>56_UJ0bU<?^Lx68-+D<;9F^0lwoY>AgepQ~t7VWQ;~8u~N#xD|
z+Qm2qb4pUgF+ZGalG+OzogeY{#b@^S#o?2#Zy$=bR!3-5net_hgcpxtxeK#8yqAF1
z6FSWaBEp*|uFj0l_c6bDl*qLCRM8^h=l37Wa-*AsqL5#-CZmiSa=9-7ts9m|>UG=?
z0Fz%ZzLAO(UdrsR(4&AoNJFe#iXXW<?0FI{qFYt&eBQ%<HKTjwS{|-f^3wE}UTSgU
zoZj#7aumoqzr#l>lb!ES9|;rJI0Yp72OHu6enSBCJ~)IIW%05M;it`nd|r=venTw&
zE-(hbBG{~%geEPJsB>EHtQvIa`pFx6EpzU<tymQdb!|Pf9;7rzwJYxL^KrXIZ18i0
z3N-Ra`dCR2@@hrBcjd=!KV;ZBdv<yY5F?mh8hEoXH{l=352AB1`;+g!6{dOq$Z<!I
z2LM2fC~r884{2@D*@bKU9OE#$_~K=!4AK2*vd)$(CeFPxATsy3Yy<2kHYIrP1ADLJ
zKH+P>gdKPzByw|qS#j>)Bbsu$Z!f=07o@G^tKc&bmHJ}0yRYHohs->}q8XBV>VT9H
zG1~w#Ma$FE$U|6@B{~(>(YS8xZ{Og1`qTN~cLKi+eH%$Jj|!F|k51x#8~IWs7n3r!
zqlTIX6al_()=BP3cdG!`&>glnnq3U72i_Y;*$_kfX7}{imi_5d-hu^ZBx9`m1j}HF
z4qs5lOleBR2=}IwcoYmf_MbQHDrP_}2T02uQN^7C?kbIi;wGSu9h;Hf|HIOmEvc$y
zQS^(9pcQze6A@HEY2<|vq*r<b{FGbGx7N&vddR4#8`b1FnZn*{%{hkbyC^{N-&^_#
z%uEyN?xXDD&rzA!?5?+0dIHeF?4)0>thI0y&?$}}FnG1f>qIz@m|zZ&t%0g`>L-t5
z8hd>OfYThf&ENe-rF?}9Y>4~JQ~>y*Lov=G$r7*IncVr_m%|b2^@ZqQ&yq`GZ&URV
zPXK=iW_8W9q@eh{SZxrBpAUEZww1l+rz*ExxqIkC30x~yb8^P~cU<?k#tB};`)RGj
z*W#~RAS~T}hw@LR(lz=mRNs{R=Q_SH<k<HB6h!^*e6Am+K@y{Xyg#1i%F^k(MHq2F
zLPD7UPTyC0@yKZCE07&(j1iA=V)tegj#Bme{UhAqw*GFo|Np~jGy0Dc2sJy=^}PqW
zh`-!=&<NRs%*Q<i>Dj&~OtIS^0_D>_{f6MBWk1}lTT%WE`ErFp`(^}L_Y>saBpzYr
zbqMho->$9XPt28=@5{mS3?IU0X&3Y8LmdHE1Vv-0+4HM`7u>GYLMEb9x;r>zkj7}P
z=vzD#7xs;UeEn(wtbLZ`UU=cbN&W;;`c=|6f54h0qJ=q}9)lsS56J2L<PzK0$uHQF
zyC%mGFpuvyjgi*8A$2XWv;*2K@*dL_eDKptK{enq@F}zzChNb!q<auuOq^KYDfwKg
z-RP2Ov-%#qxd%J;U|@xcDoY&+aGJd)^69?5h|!z5$aY==`g(IIsK|KIxHN)?)SZHd
zwSIouITp}4Agqdg2gQjj9~GwtX9?iFrN*D+dPHiV8mKsx#23K?KH@S>;mWfB-qG`(
z(E@iy(avL8{2^Wfo@|E`msk}z6yxFWVa}l2rbn*O_~nsM_0O|*_vJ7_O$Z3uqQS>)
zXX)`UhzIN{eplGm$87T3Vx$QTv~Vn(K@HwT#=E)_$5;8arRVmfvQ#TE_WG5sHi~B(
zaR=@OW;8`#u{p;iS1=F1&kq6a8h^(&`+44P7%`MT)ylDs@}K(mq=>Z#yi#M!waUTS
zimPCVSdtWd4z8GfC_)ONNw8xU<>PT}#puMO;YjuQHF{L5{AkFd_?_ciZ+@o+rWG0B
zy#;q?H^CL@yeB%9Cg=NzLG1MHNI!B)NK1?~cC60S%b_aFMkr(HX(Ot53h1##LKPad
z`rxa_bqyLfA0tY7@_Kh`_LL$lNB90(O7dcf-{u)<(>)2n#>FZUmp_jppcZ^+Hs(~g
zFS;5q)<@7F`Vix`_b{=}Y!KIwn)YXhJK{o}-CxsGg=AE-ck#4EcsPmK>FCZ{#N(2$
zQc}I|;0Hbj@7V9GpLky33G>q1<-k^l!(n?&C}kB6#yG<zuK8c_4fnoB=C}*0AcQsV
zX<XI(rHEW1(zeCdF9$S9p<P5)rkZCL{p1y%gr^x``3$MnE9YuH_0-H6*`NIW{90i>
z+j|n%0z>mf#G`)`YHZ}YsB6Th4k2jaV2zvlu+G2cp+AfZ_gr(lCb^w133u9A2=)UM
zOQF1>EZ^*kEBsX6e<o9z?`%0ASQ{iyM%F%v!2GczFHLwlj?cm}M4Nes`kc>rT3iG1
z1p|OJ1f=Kr4R+r1L3q*5=J5t^?>?5a-VkAV3336%>yxySx31=GQLP9M)+6bx2E-|E
z1bM<yC|ZoiiZ_~4Ythr%py<WIKHx2!bU!-j083~>QNB*1)tEfck5nNsXMN`MrH<1)
zj7UzXg3n!rXv^cpVQCfH%JA-QnzDSwPobkW_M^+gC5KEUx&|A;C-e(W9eJ?d8YLIk
zdcDM0A)FfG_{U^VH4{{rDeT2JBr>&y{^s>FJ;viHM7HhGKW;9&pD^m$`KriRxOA(%
z+X5%4v5XOr!|f?Ok7RZ@;PUy=n_ES{cl<B%opZ^&r|okv+uLvpX%{_KiF~}PJCoBr
z*aBMSzMqH37lhSZpVDSWRC5@=MQurHDcPICb?>Ql{_F!_df%Hqme$3yNh-Ob=h!+p
zzqz1s)LSrRq5R20HdxVl8ti04wXHJ0#V;nlt3f8&j!B%!b@AK(_k9BpT=jlaggRyZ
zAg4-Yc@X8j4h8g74g2ENi27g=;o}*{>GC?Bm2*3vls#CCu9wq)@VjnD&j9G2$XicP
zCVydtf^84rrEu(ScQ_yy(tYjV*nNKQ+xASG7FryTZC-&xPI%{CcVAE_5y4tuefWmf
zkLPG({gO_!?CmJ9l3KV1;9*%m=(vqtE#@{rCWyv7+j!yWjsk$@*9hr7VbI~AKWmY`
zL~A{KrR*{~v7=<fr<7=XbLuWpk3?ub{aB0_W&&X(l@Hp3PD%v$+2l<S6ZQFq?E(E8
zG<+?|&NwSSQY{>`&h3U#iuI%{N<9i0lnUv^kzu0tP%}6@w7h$j8a2aOUEjXfOLT(H
zb7#{;pcUH_v?VeEwh(|3z3g?VuhHtN?vPCYE;T=}eaw^7H%oTIij=L5nubig-rDCf
zBL5_|mqZ2ovFSWtCG7e^2v(nF)6QD;3wKNS9edimBU>_|(`5J{9Ub=e7_FVB?<oQ?
zADAGt<LP*@>2x{k$2yC6B%v7&Xl{vNICO^DmCs5hzQdp@mV9vUQO0IA`)`%WvJ!34
zS4_e;)N(h;%=ca{0RPm0VX#*}P(5ZIlOleE1f%yk4L-NKF`U_O*R67X<>mg;bqw?m
z%u!k&PQ>F02dMOr-Z?W%j=L*$p<2oZdVLpE1Xw?H1YoXKCj~)l3IDVl@)Zz5q-BC)
zzqg~;U64t*PJFRz4A%{GioO$I+p;09mOcB!d4+vZVdkWCiU*+12FDj|wGh%(8xuV4
zA#}=@9d82$brLn^Y^+X&8k*dx1tvoc_2SV6Cql3uPvB^z2SGgE7>j7*rf!HZc)Q>3
zolgVcZ3!}TA5vMKaFwKbc;V`UgVo#oP}~i-154RwB8ZK5ctAd8U)H`ZZ1YEYm>Ccb
zJK<hcXE5bHKP7nsOoD+F=<D=ltc?AJmBf}iopNSB6|6vWe1Fs#8eM9+5((j|nmc}g
z98W3kTFU<6)<EY>UXo9`oN`r|=g*^eEo?8&{)2M-Mg~h|Nuoz6z~OK%bgX5%(~;BR
ziBQEXU+7<l!%LGgrtkCs!T$iqwJB{6w}<ZT_^Z`e^lRsU!>`o~KXE6jpRf4fi|%!3
zj;v70;1@ygFwRQ;A~PALkY`cxo3*zw>b>aAk~mErn&RoUuvW9b;RRr?AHbjuTyGdv
zeF`vnFnOzXxhdTu#cAV6gdo#;UC##%dm!%_-ovItyo&d9MX1#9%vZ>ptLL{1@}}Ri
zd#p$_DfFer;9DE%W+V^4Jocf73vVAU_X44z{#;PWrQez9_JvI7vhH&|lgQ^B;||dz
z?vt!lAC+p(@JrKsz4JahcF%T;k^QJ;E8_0%;;>1YVj+&DU&{HZ*uXg-Ga@}1`IRY*
zOPK|+Q{^4*_fz|@)E13+Ss0%ZLa+Vn4r@4*LnHKM^8)TWL<cUn;)}(m9bU7XFL)r&
z^8+M@<XHF{Q2?@=EP|FG;(2flyOzzP_#w`7)_^X1x6$W#54~qy2T_8`I9I;Ar~&9!
zL!IL2S^{=T-#DCQQ@T7tt)lbvDGLSjs7(3jv0r+5{v0?bCg5>f9(VW+@1rF4z7`DN
zzm7l5FEU28iCD+o?}+0ShL~;x?J!53&H~neM5&k%PUTnc+}b9N*%f*ybgVp8I+n>B
z5pTkSa4Rt+#8B@=%vR6Kv-Y9_gAs54b{E7vj>WGS8t!RQ6T}3M!ydmBBA$UNUTr!}
zid#EhXSu!9=3{w@yGPYK+#<F-ZC~p43f`u8i3PMJWq^41-zN*08ZkT`%lVizrM~B{
zjD|N?)Bq3`#L{dAg5tBAcnOsFN(ya^$^9v~m(Li_G9>+;aSH?>LbMYh2V3AY8mn&?
zv8t7Ie0$xJHIct3%;R-_jce#Tg@Mj})KIyQe0mz2YM%J1aQUW?LnOoDN?c;5hTpJs
z1PF%D1UcY*kZLu1_;8t2o^(U)^YBzf@{YTe!5|zw{-;E-cTnDDQ{j^z(<uB7tn)!>
zdM{?&0H<U229x&}{H&aEh^=6E;$=6__AaN79pz+hszdMceC)rtGryTtQU!~)P8S^=
zxj6Hh)ve`Bki*tome-n{hV#7h8T+2#6_Yfc%|4{f3P@XMU#~*p{O*ZW_4AEIXZ+<x
z?;xrMtlv+6O6HQhyOu}B7-<tv6mG~=eR!}l-M)BWtQMDdXjMilf$?^Rx6H??)ZE|W
zgV?00Z6gLZU&v|#L1_k9^GW+=_9bZldmCoeueH`G22bc0V=cXuveP?6cQ)ZaI<Tkm
zQ{!)<VZEG9+7;K!#P7rT)!uCsU{=_c;@veF)kAG!^?x1&gd*buwTrgdyT(yelPL?t
zKU40UOZt#yOR0Rip__t{AD0Lu8}J(a+;*gG@bJp2^raWLPl)rtHfvv08TsIJ70dZ^
zLui$iLM0fF9uo1g2w-oP<~;%|L{)v`2f@FN(#;uMdrUwl9(QVnk~ZY7Md5Sz<}Swx
z5L3s&>K8EWrqsb(X>;DueSX#TQ4Zrm#r^+ZZ|{2AiVa(13gm-QfP!VG#(cz&8LD=T
z#JPKZl3fk@NN+`H9zv;W7^r2YEV}=7Imm(KNjPTcewN<rC1vNZ!tjsa#YMS_E(FzL
zw%G9J^oNVHI$`#6s0BS<qh;)iHA+W8K6yND=%NEeBFGGuC}}Md9nSJxb}dXG>$F+@
z?{#Q=$g9M#VD7vSo-%v9V#AI}`)Fj;`Ep&yY3)yl2f`v`TtMeI!Yp+CGT+V-oAcrG
zNVqtt?`^u*&qTYwOV@*FY%TJpyYO+kw_Q?-vwvY1b~dZ>PxW`Xm~oO{j<60**C&U|
zWS`#~4vLZ_|Ij!m-#l=_cs=d)?yrNzCxO4^ZhcxV$D@5@xmUhoFeoz#j&2;J(N04+
zX$>3PC26NMKD#9U#J01V#BAsI@_Dd@%2=P_P8Q`h1LmH;E{M(SZjA(KD*sTWcn#>#
z_yVee+Ub2Ov%|Z(G%JoQCb{pf{8#)@iszc3C*kD`b$6ji_spPnE#lp338ZAd<Vd~4
zpy%k#)4fv<*om9z!%nZ;HHvYABP&A#6jljMPr-;b0byr-e-GR61=o7`YQrhwaW9<|
z>2xX=_J!Ow{=OB`jDNBp!%XI1bN}?DAy3|=NIDU(?<Qq!b0e|)Ic^bMtuHh!^CKT4
zVM-*bHoTjAkB~fmuT14|<LFRTv-Sxm`b7bh*-WdW#(MiF$6(`q31wWZG-uL$9Pm#}
zBurX)%5U5eG{Ua2KC$z8-V~MaqrLjRO&>87-P8Fv-l3S@Q#UAGggO@#dJ5l6`v^mT
zE|RcHd#8Royzj&HlnEnA+3rc7FSa98Rt~_?BN_!SwM1++BsuzU`7);~&s>{c^m(v$
zbCgy0IPLDvxx46ih%AuRk}3bq3Lxs%iuU@;BQHXJJW-kPHV!wwLsmhkI4Uh=Dmwm(
zOf=~#0)Aq-9UF^<P1s>~&n7<pE;N%|X+C(mGW7uQ6}!*h#2k}&w#yEHN&8WkkIcC<
zJCfn0*{)-r{vMw20EZF$rLNM;q(Ebx9l2L0IKA^_cUed1Jo?8q;GJCA(B?4Jf)c#%
zBU%@?-8-D>S(X$Nvle8bLfk$B`-4NXzomDcsn+kt+h%?|E=`Q#PpM3A_plQv{<DJU
ztK7WXblIP`_#^`xSh<X3DvBvM{qU)X6Dj-4DcwV}j5P=V5<B&Ed1uvR5Y~MGeFqcs
zHm2Vr9tCTuW;~g9C-r$rPL^!`Sj;G|l~e^eDAAd@fJ>Sj9#Kd&UA^s}J7hW^zqV1S
zxbQ~(hC&kZtF0Uqh6>OyqeF-dBd^{ZwH;iqPlUQDK=k)ImA<l$$ZvC}-(H>P#)-#3
ze{t6psWYU#n@~n50$}-ufm(pokt>Pmjx#kOLcg#ohj=IAb<6G}15qj||CYjDPQ}4e
zF2A$HE|^z~@x5@*U!cWPv{{I)c}`4`jEDVm&YXa1AI_O{7PkNxVsjt4Y#xj^x3EK8
zUyrW%wX4Zxn~ppm#@=O}of~U=Y$v#{#z7p0)?Qj4@WCfYXw;v}BspgU2T>Ndr}lny
zWV{%j@kAIzW=&Ha&L8Dfd4V5kk7yg8w5GbLs<3BWO+U_45``3q_R_pxLsPi3_kH}Z
zdCN%T;wKM4p+(~&ixNCvN(p{%W;;ea3wH3wjCEjWI%PNK+kgZ?uh#DuR_`bE{T^2B
zt#K#M)OSe!7Se5c1$#(3Xp$LsO0Z5T88N2jhZ<S!#(*U=jikp3O+nGfyE<S2*#(WZ
z6b@~~oIDs|7#sp{aSq-}peI=lXFw4T`!J67xcIv$Y)5KP*;a8ldExeZER<S}=i!X&
z(Zf8QU(J|$`V@jfH-WWdMmT9gbk%c!P!Kg7D2Gh)+#$fSa-Uz&&o08Va8EGJsx1Ef
z%I{G#I(80~2(pS4vFkzfOr90mk{5Cn$fTHd;k7Ueuj402>A4>u6{j%A7>g&F&-p8O
z%=w*(E|~G}gLu2%_x<WPMi3C>Put#_1J#UI<_0&!7XYAt?K$w&JJ}HLef)HT@WqAB
zd+#^n7(1MI6VcfG((<0_Pg-9*KLh^wd8<bxd=D?<Ie`Fjem|NAT8FcxtGB@e1|dC`
z57UiZyiujMe~QwfhE{HwvCv8|&?6`1c<`6c3-bf8cPB*i+Il|oB($RGXUkH=MefG9
z>vQdEUlrxcKacU;*E%W1i!>EbG*!dHzHcWtUB;s6xLv!wCypI%2ZDkA`;(Rvtwg|7
z(#Tw3WFZhtD3-dscjED+gOQ|6otCsd(7-MWre*9n!SULb`dTJC>(v>j4}JB@u6vjH
zXnVdXNt1HIl@bp%?2Ad4?zM$;{pDDH6;YT)a>A$;-Ft~H=2^IqAo<1=UB?CeCTR6^
z86HBzYLOE--@SOO_h=sPEBbzh#T(slFOZr~6FlpeK#DLH><6Smllglji0^dIH28qw
z(=3{tG7GrKtwgFFH#^~>!4t+U_TcKtCJhJnh2TTsv8gDp?nE89w|rML$XtE9J;?&F
zStYgve(M*n{8I~*c3T);l0DnGW_IKC*0&S>@vg-I|NVG?rfcG<MzEB8^LM$_!^pXG
z0#G(&bTy|~U2;m3m0xHEm_Z(?hWl>aRh59|%FFVzi350C*_s|s&>3%orSG-<6H`mC
zrx%E;cK0w;pUm(APG4q(<F}wI<=&lRfHu<k(G(i_>;(8T_4^>_LS(s4s_n(^=_)Tk
z4_uRtG1>7wt!Hf9_%3k=1Ds9K6ufD@e$G96EQSd$H6kd6&~e1e7Aqe15b92Q5e`Gl
zkX7tw`34T!=O!yrkW{+^WMA?x$J8a<LxN_Uy084|9JF#*Ag*R&UZ4Bs;{B56T^`Ug
zypgob@D}j=dSIbvnK^WLd-2F|oQW#;$QEqF26<fyq!szjP`B{(pbe1y%AJ3BVbapY
z&;6U*k)E>Y0dp%H9>jkl6@NcpBC=C0quzWP4$qHOyT$8jm?R?vmu&B?sdb-IXMoBO
zXLoUd8%}TjM6u3h+IXt2sT)s;^IbT(hb`~du(1Tc61m7#n_qu}3QGIJY-+qe*u95<
zyk6|DTLg3fTD2#ATUO_AN;~=s#LhY$6w<X&hyGZXEcn(xS2jKYJhcx^dYw<9GT}#I
zORBhYC4pIuR`&SOF>+eG3(E2MW1}7{djRA=;c-AYk+_s^LX9f>4|l*;<nWG)DPE@Q
zJ?&iU@xHyX{RK`D5(ouVmCl~GAbZ16hj-zX%kk%%;SuuEV)qSNG6uBid=UvlYj!yp
ztC<y&BbSNNMc?_KH>GmZGad&u93yonT;C?Go0T%`6xM)w^YPx&LwXl%B6&jYB<;?&
zf4lO(3xoJ|dJC!DK3~h)I%>-suns?$qWao(AEu!+$6u*hE$A6Oyx;dp!%T8SitF_u
z&DG@&dWOMYgg8cMItrmux8#hzYInd*@%VBU6TXQ8{Ob8~c#cKoV&rVb<HyW#n^^i1
zc9R1!akS0F&m0Dd+;CeU<)0@tv-?kb=lSzxSDb}M34x$dA&DRs-{<<?DaZuvoqpQ0
zfDyuE^QL;+OO7QJtP#0Lbk10q&27hbck7R&ZVCt9YQovngw4|8m+__BlR92NUBdgc
zDMK0>hJBQ&K5_M`^7Oih<j)zEZywa<cm+%eVIO+2G6f|38=&<4aY64-0&8fWY8lRB
zHkLfqata@EPgZ4vC39CD^AGQT(WS{y19-$&gK!WBLv=wa)!`9X>U=rc!;<wEv~B56
zhhVHdcD|-nZA8c&rTn&UVUkb8S2tQ~4|l!SEX>CtU}w)9#dzY1+S>zYy8f|{z&JgJ
zO(?q|jkn#YYuX(+)X3!~H)WwdM7!*|jH;dRakI>#I6TzhJN_ntL~Uh3>$tcvwCUnH
zh<A#App-G<275TZ?g%Gm<<Z@WzZGc5faXDgeJC=otCVtlWi_2Xk4A!@@=)*B42??W
z4lLF=g+ljxK~*r{*D%MP^j~)jRd8`RkP*lMr5E{nz-*DqjaoDHyXgMt`r?m6p{mE7
z;PLKT?q9591DNvqoXxuQ!@(UG{gKeI>no5;`?X(u7|!-;?WY<m#v#n^_U6lZv5R|T
z2DvB=rx&Rwr?U}k@>PDbVg4&L<LvvtgRt+OsS%7H8fpL^G~-?;X1bu9T7^&w9XTCc
zb17i-Y+R*=LC{K;E~kz`EhNMJ|KB^iU}FvRv^y)G<Hs^oV!=1dVJ$Fr*KY6mJD2&c
zjUJzpvrN0O%p1N=&B3-fiw=nZzclt5B}KJolmNfB>4|zJwm`ti>7BE9T+L_O#^cOC
zDD-3M5cI_ZiJ^3dQ%$A$L-Lf~Ev*q@IH4ck+@M*4vd>fuuR*VuFyYkVitG;w-ZR$w
zf&eQbt{IZfpC#zG-#6$<!8*_Ld^f1z7wGnxz=L+BFIrl00i4Gn-&R!i9EAqNH!J;d
z!TzWB<Y%H_ZGC-x7SplqP0iHc@fAW19J<lFlku~2!=FTVdWw4^zqLy6b#XF1AK}hS
zaG7|VKRW{v!%Ek#ng%YjmjCcr5nUW$6iot(G_<e+KQG5Z&WlHaG;c;=eAx=I{bmkU
zxf2~zbYc2Nfb)`TMP-G|uatRIa@6JEjG6th*ZsL1@oB3%^=W@^rB%yoaOf+0#>K|c
z5e{+MYp`73Czkhj+ff&Uy27m~ku;W9!EKZuYz&pISN5y!w*5rySnkQiH5c6X_4OUp
z!gGCm6(XgM*J6(*8v@|P62ynIW;JK-$<kMy5FpmnPRHByZXETDJ*Y9gCSQ;DQXDTw
zO(Ol|c?|T+wRd!*;H+b@%f6SYd77^up13%jy`HD-MchP{pyq+NSJR8d81L<}UqWqA
z`<b}3UAF@RWn`w>Aw%r%%({EnSFK~?_?0%IH~@pIE4#5~_w2r!0!lrdel&f&kSRdu
z#~@z6NjrBd^<o<3aHNh8OIee2yJr5?;r6DfIU#-DCAcKpo`(8!Wqmh?K05fO#09Vi
z$jW|bIM6!1WjE=ZLP@ilYgV`RUErtXQ}kS5?=B1ZHNavz#u$M|(YTjQuM(6byP`Z6
zSmnS$1mm18Pxf3ldAJ_xb>QZvkC6ZU?0<LjY@12WuqipuWK%CE7^umPn2vZZ7b<P%
zFM_1*Gxnm69SA?|%8tAOeB70POEA0K=JN=S6kDnnZb%<?^gL7N?+%~gj=ZG+wa!DS
z3G<TdeV85Wcb5leph3xF6#S}9<R8Cd0+)kY9uGam8-N2%RNjIy(E<=>uNtK&=b*n4
z^K2EWg`ME{>$b!WzVPCv(r?(~Its;+!uOfz;n4SeeoUjYD#|NL(ZBsp`ZB1D-5;Mw
zAsK{&4BNbZ6|LVZCuT@TW;&gJ?5+Ix+-qHO2~Jupl_fJAX&`+qYam&(`sn$l*3c7u
z&vj*y=Z+9=5jYNa^;hXvHDHn&t<7xr+21|u^<DOgA9l4&j5BtF#=AqzybkD=Jvh|O
zmgw#^>~a3l1j)Z#BKlH-SLp4|#1hvUHQZjVeTt-QAE}?bkEtVbd92MfJsn^<s<T$^
zrmwAvQj{bkY$H6&C5*ZI)K1AE<$<14b1Bt4B}1nKmvz`_A(t`6SrU&85lP^+-$CF1
zFz6Kd3at}A#f#acF2lza3&4_Z(XSE*I#&#~xty=CrQn5qP+JUMPn?Jx#Qw*Zw?_DE
z7+<u^*tDri?5!kO>#-G=#E5^7jy-#^D{}07xU&?%)CKGMz(;$<gN#q!TX%r^g~z@a
zt|QaP0lw*B*0;8ty0A={&K6Y76jg`UzV!ze^XYgT1n^Ae-}3u4`w#yN@Zt$KkMi4_
zJBb80SAlh?CW%iTjx#pBwm0*<_ccbdsP}r5ZP0?hm@gWveODe0V`iwm70RziAO2LA
zCZx0}b1C7O^i<JT1X!PlznQm?Me8jEk4GJlJWz}`s55tq2O1y`tKlM)kO*$-OSoQ|
z)<DvUhNTS3`{(Jh3P3X(!+yVgKTunD=OtfX)VAirJ0bO+SB|bR$rkHB_P6fvn875-
z>e(hfP1ue20axPz)&H>`@C;&@*G=xcYn23EpX3XaCgL7{<nSjDb^*<q)x7%WNMN^G
zi;dJ>Ch~Gmc6ax8suygn_Pd8ncl(l&UBA9fdME5EWs(f{%J5>uO9kzrH_gXLl0S}n
zbiRo^3eVwjC*6he%vL+nT%IXUSV*1ie~JD*wB$HIUe-xiZ;}98LOmP5VKF1W^t~s;
zThlMxV?e`89w3_otva)1X$Z+Lj$aP_#B3VIkbZu)!Kd#(OL)`34Q6EO1WpWgRu9Fy
zxH@h4M%2YVs47un9o*pD?#8c!OWIU!6SC$5*>9}*%>37<n>{~4C$D-a5r{#v(C(R6
zx5w)9JvNx9z_f$!?bXz|WNpf)A<z9^00yRYC&|H(DkmHLpwPxDq<)W=4EW`H3y%&}
zY0h{aPscsKL+Fv;-62gp2Ao_*1l8A|0(#D^Zk!#{U4=hGqJ6zp;_i4=kzz)I^zGGV
zFp)Qbx>*CzRw{e|^c58C`9<`h%XcS^*xvL(Hn4PpOfaFC;A4y&b3hHO&hp*wUQwE7
zUl1)QTIKGeR%Q*IzLE6#b2##Jdb^9SjC6N~@gm(e5FH{RFPK+ZFUfo6-4Ee&wl_Zm
zlu%?;(V1m4>+3^I3UbNbI0o5!{{iSG_Nx-&i^s*KL-)e$?iZs%9bq-`PS6I4O=&((
zBKW!7PTY}^>UL3%KSUHi;)XD!E<^}raQxIn`g{z(N8P@BXYSPvi2$aNYh=w3cVov1
z%ZNw`9M?-fF{`7XsGRWmE3;h;0Fd}f+wtY3zVFv=o?jA{W0U^os$;ZULNV`yG14Sw
zwmH{*;O&OOD#miUhX%|2Qa}9;GghZuUlmF-Ts}Q(G?b0Vvz~1AqahPO{puZvOIuR3
zHr^~0ujY1t`TgFlFPZ+4SCTa>KCY4qmyd2UN@?&2P9;vXpVP@?l~-89_l>INJ%NY)
zG!uG9-p9bCPm{7?0LPHqIXN1Vh>7Zv$xl#zDUV{C>&j3+UoXPu@%gd2K;K>|v(v?h
zL}GW3PugAfvYlwM5O*pIqR4wsJ_HM?4cTvxy0U>y2VF^txiYH2N_ULi(8agCfjdHE
zb=2-`?(T}B#=;&bkKJck&H5G|4h@hl;elA^!1=Y9mx_ab{x<$9C+AErUgEEovb^%n
zWS9F`J77h^8nYbfhyE^Yr}4~>tzE&*)b(JfRCyaY?k1-P{&2!^(iOrt!nFlHz<^tv
ze!qZJMky+lOgtHH#6x{lU`LmBj_Rakr!uQ_>U<ANG;!o#lZn$!kOIeH&>J}1l>on7
z?RV^NMwrPJsyssztT)Zh$*>>y$x$>Eh(-}9^=)7*iT)gFo_b!X0j>EY0=PtK4$bqJ
zomIWfE#^YoC!NGB(FpH#@q)Hf(5dA#-im(H*+*pAoVO}dPk~3}A@%I%+n*srcR-@R
zFqM7o%5i$C(<(lX3$s8EA$*aNY)E9$vA#NbHJ8;CW>yBo*xbr!LHPLE@56h$C@D-<
zN|_w^Y%7IQsC1_r?E6s~taHR55uC5l1ZK}i%=Vj92kqJ^BS@+%!Ugn&@r^;hmoB{v
zQRO=`U(v`yKLg@VD{`!S#ZfVC=cw=LO(om5>0ol;scYGpFLyC27U~8PW}Zr|ev?j^
zw`X^;g)4ZQ#^LIOjj3_(<GapN&~+|5>}QFXNe*O`j5m_#)xifm;Az#VvdZjg#X7)}
zZ+$g(y(&VjV|2n~x*ucbukkU$^)tNVY5#mBcpw{lqGaE|Qt*6zUxdV7zrV8#LE>oW
z(L0SLG0}ge;&vURxsM-f!}Iw%NcWp@_3p)2dIe%Aiy;_88K3fxJI+?do&+Mr7U#Kt
zUBGz!T@Ls20rp4P8Y|_qU`N=$-WK{kgmGec&@@Y?=>G<M#rtbo$iI}>SMKI%5f@2i
z8~0=<2*sK=`p$CtP2C@E_5m?Zr$?%x%R+cAb}oBJF_s!`NRYPWh{xjXeSj_eLvb0W
zn@URO(P7ixNAFNabdQR1CKUy6I|t0qh2><FSESYGsieX$FBWt0q}22)o+}7fTwL=(
z{93{K%6v(wOYJ4KuXDZrBx7Cg7PnU>4CB(Jd0b7EDUq!_LjdN2T&X*t^+SbsPSv*s
zK=Wo6r-}JHtB>=rd=@UD_<FANwA54OF*8?Xmn6CRc{6(JR?Dm3S3Z*QY9BeR_06hx
zdlpT_lWXdLhY0h9X7{xbA7(hUQZt-I>Ou5<*Gc5g`5y8!aG@ix#Lr*!xDbd%E^%-0
zWeF<G(5}aG&cf8UKSl!gfJ+;09{%%W&bvWI)#mnDA9vgRzKV1lz3FXt35o3T@jN-V
z_~l$*)M10X<?WsCxc~o0(DZyD!z-=Lnp2hPdfltrH*wIo*YbNmFTc}8&AtT#<w5m%
zO%8B9w~dA^=CdG7%*?XR3nhOA{+9viNjC3X#C$75M)V87dO)mQJg%dk3C)_bYZ^B6
zm6>8Ev9i#YQA5T`L|FyI`&#<|B>?UaRo0mak<0j8{0YOh<TH6QcYdy+ekZMcT<@0X
zsy1~>)#S0FalAgnXHB^NPMGbyg&Ry11)I#C3hg77#01xAKJ)5zUhWMHZzNyb<4J2o
zdaC=vcrm2!bo6a-D$~ba&(?6;i;pWWjU6NQ@`-poai8?Qi#Te1H-bz+PX|<m(>XvB
z?HE`nCb-KZdaz<Au6fB2Q#i9V$xPjWY%9cE-qhz!y2B<HJ809r6FM}*L+z>dh8lgF
zR*|)_wZ)nuG6w0T_PIH}SuW0P&Pe?fJ<g<`G&sp#iO<HV;oc2*GvWG_PSe@CYJ&WW
z6M5rKpZ4b4xT|>^ivBetT0w^h{&3|yHlO>4QC)}Zi8lRk9CzA-O*ae}Q}v2=y%`<-
zC3-J;ub<y|{Ru~4jt+eFe#qK>k(lFCP!DlcJgSoUpzH~#tHvp%V7#}?V$iJPzc%w#
zir2BBAS0{HeD_`S#$$KVngY0FDQ$YVR&`Ge#`jcyKg=gCmwpcR_WZry9_!aC9~&$w
zkJ?mZoFkPdI&)Qe7KnA#OfB3i%I7>GJ0YX;&x^br@aiM4pC?Pw2w9V~hwhh;ris5M
zaI5@lQeKoRx{`lSf3&4h`=e*ROq^4v5nxE_)C}R_Le6EiA-^8RE&4CG2vQswo?g(L
z%oBtf{-DS4LwgM`%NM5Vw4Lxc)khW5UYY%EI2#-hH@@Y5SuL^L+k?#GU(5Bm+4w?=
zqZIM=#K|Je>tZQ!!8}yY`-e(GOgC?Y8XTTT+qLsPA)xbhE+tN~+)d?q-@VKpuR_Un
z%-*W@Jzb2G@SKP|Rt*Ysq|$&j>fZi@E+KyXXvpV%p<eEuXsIHkfs=&*<)sab)AQC}
zWOygm){pH{ypi=eR$A7HL72FOH8?m-4r2MC(j~bGSRV4WnvC<WPEgVLl(j_HZK10b
zw`N7(0aMNcWQNaVarO6cW&qUK`vKP-am(_gE?SxXE!{NJ@Uu$;)JG^?)&PwPM6GqQ
z%}C+$^g%hmvhew$WgZ=*Cxz$9mp<M^A`9B*ZzeVRiyJJM6^os1I>-=`cj$WKHJ%Oj
z5X73nW%gN!DJv>J_3OUW*O0G4vf*!H(UgdhF#VtT@V33ZQ0cUfXUkVrMT-t5D<`UF
zDa7VX`N87WPB(RXB$5&pD?-hV_}f|3w!ch-f;eHK>spS?t9`><<0JuYhjS;X{ji-n
zZ+9pvsfUXLFnIzUsb)?W|DxT~{&n6zBVsjVzjcPX;A3)33<tT+(E;Zk&etL4^m~71
z9)?ZSfjv7PPSoVR{kBdP2e9fXK&ByOzL!Ef2l5GX?lrqpRXe@EPty6i*SC&X1(ueF
zVU92JcYIp+oVBLZ3L=@F&4$_i{=R~hYw{@W_<Km$;lWP$gT}r)Vc#%ed1u~UK=vmS
zP}LWj`lsaR3kU&4?%Vj@5Fd<Rk{lc`CU^!6@CQo8A9px~RPL8HFZ|=nst#a<;9s_w
zITue<_uDs20M5%NzWBg1eVW$~wGOe{Rdlq&J$qT7yoza*2{2L91#T9O=r*NOD{)~X
z3a<%r;N-U6sq~<wgb!3^+8-aqxU$gabi3pzvEL=ZuhK3d6k>N(*zk*H^4cc;p{d#O
z>`l`(B9`i_7-De~*6z%%l+7`<oQS{3$n&MMM1v4FCw-%abWpu(e`AyC8syYUs<Flt
zj~Qyhnp=K(YdQKCR!lo_B&Io+(|Fxox(_@CAL4?~y8uIkX4`^BExR*iH}X5XMe3e^
zciK+l>Z-gq<TyR%?|b*dwkkS0qsuWJM(=nGJamu-CgYF%CBa)F=q(5B!1al`Kl&B&
zq)HP<Igh7>4LW!<r$fD60X_d+K1_`1!LB;=5R-jBnNu0}>*>gU*yEX0^*Z`h;AWa<
zt-QQHAK+wSSTp^cQ-8qp-o>k=|Izx2L0=E_#bhoK*8C4U{~Zuuv6Rm{Z*9F@t5=38
z(8F1yto043Wv*vW=-wa64+_RfKM1r~zi1YoFgvSV`m5-nvl%=YwSD`0%)#@$UXOV9
zng=FWAur;zU5XDx60)od_IUG#2}0(T6G#T#O#z~LCeJ7llUrvWQUBao&l!7h&ZPxF
za8{Veq1G#hFN#ckL;8m+N&e{W;$8RT0*Jt^eA71*3e1N<aj<PFWC#bt<!_vDsUII=
z#cYK0tZHh)09}sRxuFE3P40{eYStTlcr$?NoNFITXsf3LjNOi{4ou1gB(Wdm-PAi6
zp)?k0p^FMHcVOOXf)DnNxWDH8+w$a-{#4h?t#5$#2t%Z9UFYpMcER)SB(GmC%ua96
zKYU_z1+CFx6#>Q(_tqUfQ3p#SY8a4s<2P8ru-G!nos)71nR;C73q9X%DW}dD!+k6l
zqg44N>mR33B8~lW@O(zE!DoumJfjh_UMqYTQNM@ite?S80p|^~NUG|+HJANFU#H9+
z1WUN+<gE*wUQDTKyx5y;UNsdNl8a7*)}$BiyrG6JAA6|0=FN2QLnC<yBGLoJ9Gcku
zC4Ssq&U2`aJt-xRb!lAmQBLPC5;!+=la55mhYiP6O;g-<h60IQ3$+t@BaI_srV|ad
z-mRJ1pzcp4`%8Z?F3RaBKePkXh_44Gy5y4#=&qHr!V&477k~(TEKOP**(D^K7vr|k
zAG^r55Tto$wr3^><Y+G3^@yL=?IG@D?_5i-_E9}@v-v@$QIigNnq-^)ZTuzG^r=VN
zNyzCZnsiUVSZqXl$Rbq994RT;jakfP3W!*_cI^QJ<kZstCeQ6eu9S3z6aBSQ_2QeC
zU)1#68zS!5pmps64t_YVnRY09Dq<RuK(bq=NSUVgD56>IzP-2)<q5AzX0O$UKw1V1
zUu5HL?SvQHW7CmskI3R&9v!eBJBIB#hH>z<;tNYVVzAd9Ox!q?FC%k+u-=}IYWGB@
z5ssJ(zQ~eF^$uu<>ATw<^Ru@xvhi~|TJXknXH9!qubq>O|IdWGC!)|I;CfFzGP9qC
zea5jjrnp`u(4U`;TR)TAbbBS-?H!<I@0P-sY|u>t64j&0H;I?i%(1^A*?Hwl_l*Sc
zP=4P&X`txdPc{y2$rV-NX+(9`pjx3$hHKfX!q9KDPd48zK$%Xw%irt^9?VS%%l5&?
zdB}ZC^}|vDe^o`4YPC08J*tnvu?|pzNcU#SFp0Te(UtoUT*F9efJVO~XNtruX#laH
ztX7o;pz9?;ctK<wsa=O`**rF{+i8Etv<gyW=Jz@2OR2oLN4Bf=fO94x+zak`xie>R
z`jF=cJLc_5k*)))k-ObzF2@r?E836jdjuG?Z~WT`+wYt4O&0t9kq_zOopqN2e(8JX
zU1K*CLx=bdaZZeT3eYgx@Yl7t2q#lb9PHOHW1$#qz+jNP9nWJxSFv#4?jn=yGK{s%
zoK~vf*O9+{u>NS|k{cruG3nIHdn7BYT)!ew0ol!*>THLfbg@RmaUH(<nIbNngl1?o
zVG23QJ@^5Cs>>hxE9&|*a@Mww!IQO{*?ts=6}MtZw~GH250?~I5#D|RB1yKZgE5Pe
z=Dx5O*<q2aM}B$Y8rvR63n)!@%ai@?q^0!aDXktr)7!8rQi<YKuPn{lpAv~bU5l>>
z;0d<5y~aok#5j6n*EwT;PJ54+*n*VG)#`xVT(Ap{|G;pHo(Es8IUDxzgHPhgpibE8
ze!z7Um*Qc+Pq=<n%GffiY3$Cien6&OEKEFZWg~p8k`})38GC8qK!D(f|IqasKjfVl
zgoKpQYaH>2YN`MK@8~ikUr{5s^ppIpd;X}(hIi3@7e`Q4T)#cd?-)*rwFiH@41zg^
z%F3*^vvfcl4CkU-7L7Iy?Ff+f<pcrvyHT#{{S<ce%iBQqG;b~+e7U=M{or86dVMP1
z?#sCc0nK}8=I_FaNNR7)DNU;!tShB95>XA>_LoZ^p0`!$hr}g4mtyX+_Y^{gR1@IU
z#HZa~Uq>8KsvW()m}t5YLixo<4&ZU>?y&Kje^S>_ZO)ZU{lc2B7;TN8J$jtl0r&s^
zes*?iV6}%(Lm4u9ikT^b%DB*E+xD%o!%yfU`G75PFr#}gsuCO(eEdX6v~ZEnj=Hxl
z*&r6uRp=UX!)4@kkPNMVKZSWT!}R_tPk-dpgFiliMi6}RjKk#XwG8A?NvV-#l)91p
zFQsEl1&8b&`+~Hi11vIYjdOwI#b4MfWgYi)gYj@O_wS=*YI2sI7IieaFKdNoS<2gc
zRQ5aN#`VX-Bit*vxgU(*%m>8w>Hr(<BYW*-%m{dyLxE6N&7s|^7^XD1V;K{RS7ggP
zKsfqDgmEbn*Ef2%Kb!zF@WK+RvlKX_rMM=gZhy`^d&PR2Zj=4%AWjVS)`cyYv2cFn
zBK15t6(V)=+=Iijc5ikVQja?t^l*7ZuO(u2rIh67XY2hi_1{0=71@G2?AeRcDp%(@
zkQF{ci^lyq+W0Dw>5Wr`{BHPN%P6?q@`3j_uz`B$(;bR=FL0f5>};3)2YGcslY0t4
z;Cezx;^LE~&-a-Cf5F)<!3aQ`{~V-=>AB#SCGCzrn(>J>yft~B!~W+_pCcPWg~sJi
z{L?&7a_<RX%VO$>!Z1AzCQoKx+&ca(-v@31al-N^5=WD*o_2`k!ah*wcJ%v7#CcMp
z2UwRURl0i!^|bW{hLV**{Wxz=KJ9*9M%^f&Zw<BmFl{JI1wZV|x0!;pl;7{K{zm1!
zH}_B2SH6snzsIHW`ILLe`-0mqi_YJNaXT}~tzX{$B@{ku(hb8fiUK3pzF<b+eG(cU
zzhoI~w}oNPa4N5gOkA*Co`0>eK@149A*ovi?ojp8BCi?OM_WNn(tS1DEP#i5HT;y=
z1!e&vKOzCLL7bAq&6MhR0}sAkV^V*z1U2gO0x;_SS{pS6R_2M=H4a&_*VLn8>WfQ<
z^<^{}JlOeI044e!0U5;f!H;i%bFQP<_a`~FC9tse!&9kD^5gj2L*P<w>VG7vtw3+R
z=VyE;CG}O#L^?2b19!`9I)Abc)trYcSMDW;(`FZipIww@zfV{#lMO4(2eS-z16g*@
z@su#z^wTjPmq0}$?M{!g-cC(0m7-Sdn*+x0$-MU^QnMkaphB%XQ3~pOG9k6!Z87CO
zcU?@3y_8|63LHhcCz6D{q+8kvu3o8zdOz<dyfVdg_#|OOK@H|las7R4)8`YiE-=`3
zc=9#px*cLRu=QEK&jM(%?Fv7P;;P9*019^d;lUBM)W#=PH&e<rViPK3J76r8vnp4Z
zeJBj?VNQ43r7p3!S55gtHel}K>wz6?F;<B9#pZK%z{0tB2C{rfU-z-!pmsK~?ts(|
zu-+(H-sWu|Sq-Rh*U-lq)fY+@584xbno)VDU|OEz_58Rz22ik>PeKOf*x>|7`-W_@
zz#;2-d6-*c4u*Yz{Sk9b!o_?<Djcl`P8K8)4J(D%r)F=zf5J8pwr`jB1^9n_L(v6y
zkK&vOw^Gs&ok?yI-I8V`-*Wlwl}_;9_ZVLNu1s@89wj*!Bi;p$WEp75CDur7??<3c
zI|TMBy=0O9xW7Y>JV6qo)H7o%!==_h%7<T6ziIH2<u>u)3$0TRYb0kIM?NJ_$&LQ_
z@ucHB10|2nh22$(qKg&NpM`Y4#YT<ZXzp$2nUurIhpy$Aj5|tOgAM!KlO4|1R&<en
zHTt4D`q1RBmps(<-89695S>p~d2lSM>SOauws$V&*mx7;-={mX6t2e7Q#Hs`+ArmW
zk^GZ#SsuGU^sNYyAD|)L+C+xIU><H&)`f3sOJkWI`F3!4z}e}0?WfLa(_MW$03luo
zx8Lm>rMm;u5DUCfdY}#EX{(baigwonN5n7_tp|QTYZk!SDe^h9)KIlBpXYB<gw)gQ
zGo<Iuq|*4F<OBT0+`~t474=8<1x9)zO6LxVTe_LI%LSZu)&hwhB<YXS4A`Z!C%ylq
z^+wNR&yCZWR01|UkFOXHs_*A#9FN$E{xXA*i%6%UU3~M@uwK9^LjIVwUqiZgnxMMw
z2K_{;hKOU1qbvpYyhc*q2`8~4Jg^Lx!in%^vcM|n9%yoB>&oJM2>S4pZEgEOj`49C
zLFDGVp{>@5PIbxS%1@JR(io-nk9dXvX23=g>VWfU?)|#EUD@Bcch46cweQ>QWw@d7
zgOTId=DfmS9oicvqBp|mHJ(-$9}hvJ`{9h*(@8^XUwy375l!&A!bMz09KYfasBaFp
zA5nsAbMkH04Q1oBiSo%re)<tG?Y13E09|@Kqj0R;*28@nb$lp%>ny7!H-4|#`2Ce6
zjImbCO>Aml=lka6Y}o~{C2IJI`qwV4=$_HP;cI>)@^*m56KdT-qv1Om0Y%5AX`og9
zA{*T}#O87<SvquP3Ryz~ikI$5&D%_`4@T;rGCeucn<5cJ>hr$sHH5`hT`LajcBfu#
zyC=isNbvq|pzOLi-8@;`4#*Z(S*1Qp;-cL4p?5hNb}?_jnf>s3-p%;tj&iC8=kK9Q
zEJ{hxa=nlnI%q)*Hkx@J4?B#jyIwErtsC|4a6@J$>zUVh^G^3QM0^Pk;dkc2gKkS+
z-m+nkZ*y$u^(Qhy4?U9lv~wQE-l^2LF~4@`JAXaQwCnMGQ!~F9yS%G9$NWqHtFmEv
z)4XE$r1renj($6e;p+!MHt9dc1=SvO{Z2P&Z|{b3tS|G^NFvj~p8{`_Sa1)mP4M>l
z5ufT8x8c#>qJUJnX7Pn_7MjBPgux?BJb8>xjc3oSe%ZJg?ug-8=D6W(x#t$AV=uOb
zfjZhexqd?biEH8?p_>SroR`my7@h92rXTMYK1@r0-Q%r|yf=YqvnNBu_3#Sku38C9
zLpulMBj0}yS5t96`(1c2!X}P%V2gS0$}-3WZye!C&;GqI>1c>}<-YT=oMKaSX#VuM
zl^x(LVezhe|IFIT<B2N42Qk)9544eHN<J#->L61^h>NNly`AuK0+Oi=e&#ls-t=rO
z()PE#Unaw!L#CIz+;ROEcZPrHEH~Yd9lG!(28YX?^$x6mgSV9Zcx-q(cL(-vJ|%%N
zFpAO54sz5Iylon{Bh^P2?@PI_x2&CNP5?dSIG1;a*}J~JzZ=JmrILNqp_WJwy^GPn
zXY6Q;OyvL`2E*Ky6i*GN*nh-`WA^i2Jh4@P^t152VwMy=rU;vkG&rzn@NzQ~bD#mL
z%IDXf&E-WRUd6{(^TbUbSdQpA*t4T72;7YSxD>^Q@5XiC{d9~p`Z+<w;>e(0dZ{bj
zS7Q{XZ^iGT5!xhwmtJNBoDW|P@bixGXle?)-(?<ReE59*ww^E5@;RjoWbf_Q_d@cH
z1n%VXw;0UB$MiGKC<T_JE`2>_n>Hl|z-(k%#l7ZN)w=59sG=uv#Q!{ZvV!jt-OM8n
zVEr=`MxNst-6o^?dHwBF4$Kryw^9CwBlLe9o!PRgSQbUUhzRNBQ3ON;MWmA#0s*D(
zLE&eznjfus>Zu~DDl^YLD(=13oMV7b3Zw@>UhyL7>+a6e-(SNts3dcX;p78UFN5N~
zu_^8oGD%*_kDg4pchBqsc9haLTpm0ebm&>k?<idpSludx$p;nykIq9JFWPX6m*oI-
z2m!9GSa{=NB(Gh3B%bpG_1PW9)fW*89G#o;a%lygrbzy0?OWI`!-d|{+f=-OPPCLm
zjqsh+XYVV&i*`Y%jcHQe;`^{8K&3~pP+vYQ^)`DIngcQCzpOY8hYMFTpT)j>rYb*y
zZMVN>Ers;L*#oV>a5re=cBU@xFmswy*8vBuxJe^_Wi0p%f8pt*jS1JuarAZQHC2((
z1&BM`&Y$DxDA_v-=jSG*x55bzTizXBLV4ZEUTt@gO;h(izV7bSLJbA~Nsp>88D9qP
z+{<k|?uD1>f9j{QuZkIW8j@-)O3S{Z!(p88skB{ZKC^aENqQpa1O3G<J>~E^KJOFb
z5Z<%e0+PPx%AURB?X2Is(`%Z8uc)H4l)`wY+}WKHpLU<ws(?HJrRaPK2GFn8xjmw#
zqhw925FD};aO^R!&}o-_xbdM049>6Js4oT^UQipE^o}Fcd*XSOpZu~5i$cTY&v~bt
zn9{gu1`O~vEQ605xvOD_RV`*ZbwG)DQI7-Z!$v0Ka!T?CHC0HwNnMo$E=cv7^J^~B
zCI1;e=$hE*tfHF^^kBA&s1nSOVs0kAJMNo!IUM90KNaaP#SBP><?HmSGqga|qyg!5
zOBUc@FeazYLpMhthwwR|Fz+?Q>}h8|1OG4ZrzQ*=-f;i_$3<cLWxQe`NgP=a6gq6S
z>5{(jBtBk4r`MY1Dn*kq@2%j3)J#HscpF%9`FdJdh5l&O{_$>rFzr)YkAGhb>m_pk
zaGCe|`4%sy?tmt1x5!6xrKj#<i(z)#oWPWba4ty7K7YlTPoE!GQ5{iX`h;@PP<NI#
zkNI#8^s{7jKZMwI;4+qjJ@32H>_2OEdSK=XDhzuOcET5WE&0JnX)HFWj<W<}2_%7X
z_dC3>qhryc2?cQ_`<-!MoN#rHXSw1xR6_gr?luPLvx!f?r3JXMz^G6;oqBViZir3S
zRl!{se{rFR^Rlj6rVvWBPMGzD^8esPEYwMtvusCP>!LnM9mXNQwzy;HkCxcj-*&%Q
zVV80P0HZQL9EXegECa4-3<`_9GvB%2YTK`;{Z<pu%eg^~=8oALP<1j`!4=W_jn#K&
z?_gTr=hnt{s#zCSe6zY}l7rUEWGJu%;L7qS`eZ!e8K|XFoBqluO!Mp1y%s>1vblRh
z0~Y{{XAifX{Nu;^=%jm~$Swn%Gb3!+NsoEqCw`m^6x8zA5f?t=zB-dLm*?cx+{`E?
z^_o}~!3C2)yh--PT+j&JZk({7!q%Op6+CoKqot|vIv+}ywB$Xlx$D!<3=P$GGozO<
zkH3OnJ4wHxeIkY{1Ke+iwLSEIV`(e{fsb8IAJ@1eYxmhdrGr?*ow;^js!@&Y6wU<C
znrPQlZ>VhB>lJ^fY_`VG*nt$Z#QSZ4jpKdVy{(n)5GHvO@lkSopl7Bo#BG~<V<741
zfNL;i1BS*8Uq2C+G7rMKyvN%DC@r1aFYd~oU#4+6(qemYV1kuD(Kous#_^uqi`p3W
z2*=Qs_dXXfb^Y1xm`(!l-O-u*k!{7_iTHyJ5>#(>(Gw+SvLB3(mqn!I3`#Jtgg_kX
zpNOuo_!mW__wzpzyZDdWB`>kb&%6&Bx)n(U)5rSeO2oQnE!_>v`4pPW=_>ZEFKAEq
zZ7vTS2_x%5x704*4a_Q>eDOe^yK!HrymG-8<IP=dT<~Tx$fJeE(0M>YY4%+IvUv)z
z1pG`t0{=&XJlvDYzJD;(VoM}ciR50{z4h&^VB3lf`1}1FyL~@UZE@W(9Q=M+6&l9r
zX6^QS)}(yW6XFfV&O!>Dbo$FU*Gjl@P5dpN-b9V?2m*1zSkLtqY{dBml;fi)`EiZY
z_#5eDl1`W9CGK%P%XeN7Snhj42DQzx>OQGPGLpIq(TFPENoU(<0(=Rd{s%PMal#dL
z=Z5m`4#uoE@i9n}!S0DBlKoy^8`YA2AfK3T)=kKhJ;j0@Bj&c_`Ez(HMW;%b*O4_k
z`&VHKpG33r<{ZE+Dqw4$y6c66^@+%EzsQG?AR7~51NA%A+AoUUQ?!f)rR{z|>Lu5E
zsbpA~eB~pfH?Ik_qb4pD`l3AXsMqAdymo71?D1fS`0{sR4zBaFb^D?X^~ze@XZDX6
zXB}6!QmpOE+)q1mkx9-zQo|e-F-9au3;s?f)Y@Diwg`vvPd(blI%@MKgWc|>?f?p0
zZCg;!>psdPyM_|N?t1H2a4&q7M$jM(&K!D*K7^7c5Y(bP0I~ALJ{x(?(F3pvggY>c
zx?~AIM}7b*aK_w7LvZY%jLlwvAL6J3K-eZ(!vgV<C3tUSM2Qj>BYDdFaE|@^n0fUj
z?yG6W&vR5hi(0<MqnoQQ4Kc#^@{rRCisop21dPi`sC%l+Gs>ZzfdUKMb>&5~Ku29b
zC?UqyXb1P~VMGu;?{D>I@6Y80mlo=j;5VJaNAE6VRh&zv3wV80vEO?>zz^}y+C#8k
z53=2?U4L$2F!us=_NtrWBaMI6?%V~VKTMmmE!tk?N6UMWqB5zCc2b?|_=%PQvsnP!
znER+$yHevWZwLlx=bRg_M_TC3X>_eu7RfLYr}-=U?eYO=n8@F!#R3z|Hw3<PXP|QL
zugXn*eFvTU%AtIE!I#uJSHsI%sJsPjJr5wH&pP%l`3{LHR36)>G|{f7q+)pqkE7b5
zXz<)SIM+?1DR;_)#3ZEyf#}D-R@>M+yD`@Y#tM(Xj{(0t<<3TRQD1oW&xZTy3PG3q
z=2I`XPWJ^-CWE<`63%$8ji2s%1gnvUE&(@45$17(JXGg;gvV_(FvAXNF`tZEo;0hF
z-1)n8Ce-E#0olDpIyT~v8CP43+nZ55)4@Bk+9A{N{>{;OC<Is2;P~mH@$q#vl~CTA
z*?PxCK=UeND$h?A7yJm<ZhJ#XqqBk@E@YpNtH#l3!)9VqCQ?Q230)`KzJR3mhtD^f
zr9=8AX61`iN=Qb767w;)CwF%#z3_`o|N3u#zV2_Z?J?{<?M1$fqbfybaXDQTg5RGu
znz<4Xa<M}E*uaq-Rgrn$xreYm@IqMfkDyK0*8Rg-e2@{BbFR&c=oIQ(R;{gSV_aia
ziXC0`=7Iv{uC1D;A%5-cdxMBmSd)RSFHbM|$j2>D`Xo<(DX8$AI>oRTO!mQWnmoM5
zz!^%X;yQ&ZyQZz;^8F7D9aOc)mk%uEtzkhq;@np0esp|Jp40o@)ek7k=D=ehMl+c5
zDiXq~*M_f%n`BRAc0XSE^CtBCjv1Px+23eFqD3W$9XA5y<{Uf*o1KEXzUseO*~1!9
z(JkjcfItWP{NC1amC?3L)BSiRK0jb56^6!!^L%){*j3Wwm{bS_Nr@c?C~=Jkwbj3v
z7V#$jbv#=Be)7ag!(fk^rd8K7R-KLWD)8n3#Q-#Z9{@WGhdQEkfRfK=EM92{y@^vv
z*vqgl#!`c3p48JvU1s$73?bqP{Hc*KX{*lBWaH%a?gk6CZdDdL*(cWhQLBJ1VpzDl
zkmKOX-7!7~Bp1e=TR`ejc4jIFG>L=MSbDY$9pDHWRCm%F`AS3h_qC5uT8%8LxG<$t
z_BfF@uI<HaV7=lFJt>}YnRq*!nZ>o*xCpflvrrq=SE>{HAJ^ivHb%h7F#T7L#+V$w
z`?p#et8fDu?Uws_g3Wh~Gvu8xvBPq<Vb!XGyRY}E#=fjgo&a3$yA-0LqqLCR{$sw%
zH!`v5k?gQl;Q%HP@s9*$tr5y?O{4u0E(0c7Uj}pNz}LE#2Wvioubn+FALurmf)rG2
zj1k*s-l_n3>lY8;J^muo+>?KFKquMBsv@303;s~^W>eqwa?tlK=SJ!!Ywe-yf%273
z5t-Z{_t+byv+Za^zl}o7o-%;T_s3(%eN_eU5Q{;89?HLNh?)eFuJ2is32f3ZspqGT
zbN0|tA$a)nUZUhd!4a9~+riwvo|?~}%TFdgH?^HesIbFU0-|$=Fp3Q~3n?`>eGlg8
zAVz}Im>+vs=3S#j$Kk9-t1N!~^B(JK(nU=91bL>p-`B@tR}fTwJ!N{p0=ae*KgM&0
zx1MN`hm38zv?lwD&Qo*1h5c5GQS3Qzrws7P*M|{@;p0W96<*Yt*W_Ica3J33A5y1-
z>}-vE!(8`M?2q>tv!R6RIm|hHEQomve;T=a_x<wr9H5cMC%@G@aa0-W2NQuC#P-Q2
zYMv(H0x@a%;Ls1GJ70+tRikFPI<~53?68!H7KSb|vqw3!UmPcqM#%E{{i{^U*)Yt(
zJE2u{4oabT->ri*gxZz5c}J!Cg7vWaVy>hZjkKMT_7G0w;o_GK+!o+^-%8>@<r?nm
zYx>wmv;rXl@*a;H4slnXtME1~<n`bw^%WKfnN;6qQ%YBo5S<q1rX;)NCt|G8!lAE6
z8*O&I3kB&(nLN`6w+p`Gw|T#A^;gKf@j94V2fkd}e{K5MB><Opg~p=-qIqWnG6?Ct
zVTh9A5xqay8?(uu7+<XDgjhFTY)todkd_l^W_nsL86msqT4Ct{C+?_yW4n8NHBnuI
z9xp>8JJY!^3gaCeJ8rmpmiS^$!@fRPDA4w<yS<S|oz8Tdyu(4cvh^K<A$c*Fm9%IC
z()pBr&Zt~Ga3-S2$xCs?#usQh)VOG2@6%JNCu+wKU!o9{I&C6co+L#iyf@I_u{qD-
zX=`<274Ju8{!rIsp**TN6?cS0Z%#%-U^zTy%bC8Seff32g=P?hW<LAlrT66{a=b+G
zyi@4G%uxGS_)86MIj49{Px@Y7KET$c9{R)JsJ?#MY>?w739lh)??HE}j;##UK_(fG
z>-mgQxalAC1QY|@xT#kjIHZ1&m%sl1zXf=A4$l)FPBs!$LIZ=_sl~Kjs^_L}&
zyxTmqAQkn+94>d7Z+sPT4z({%T(g81V?Q&~-OoD)eLy4(UwiVsqI3R)=l%z!Z30!r
zei3tF+B<Bf{$kAJY$ZDg8go8QZWH9QNgT|+e9Rs?2I7)Re^qAOX`fQ7;^NfMf<?|P
zn6@Rq-0|@LD$@A$l*I?6$7Umi{#{}>L|PT&E$UHGqmXY;+0~_;g?3MQxI8jt?RaxV
zcE!^ae-WE$zt(hVRX5a;#9^mApYP7xZ$N=nn;o1g_;zkIIxf$g4RIB_dwDf&Kll4Z
z=UCN`QZ|x5^>9bB?mbdN8Zj{Z=-&|g_2cfh9|uc{PUFw{?k3rMegkf9l_tCO(no&a
zm`pZklvlU2`W4tSu7&2Kc1^>Xpxo;w?@Cebv>Fj~Md-ghDyXLx;vtVnS754B+@)A_
zSX4N2=95<1K(+`V(9!U@1Z2wqP(Wxs=KAFC8Ys;D^Vh9UK7fp!&PTSSU$mw`PL@#a
zN*1N)+txW3Iom!4fg?}H2SrhMeRB1L=J-`jHiJz#{UF5XxQfO1f-wzg(}Qn%af346
zgwRDB9}<J^gWQcdYY$lI9+A`#oedV(F-YjDjxAkq3GAcgo$!z@+}EQL8j*<yJllLj
zH9=pyT^}_(-gLgVT1xyx<taLS1`P4kfPVrG%zykd!^>AT=yhg~h3ez$b;6lcRS2bn
zMatz%>WT+rj;bq=_RY8w%`XN)$=~&OPv##trsC&U-X2|n_bnN3n^HacK%i!pmY0x@
zFb&{h_I<e~?>}Bk?up}ZqV2_8DudO0u0-X^o0t8y?bu0wbMfDQ@2cij+0Ok&RRC}j
z`ntgwyHbb_QRn2mZ<N-Y{TjxW?nCq<y2t+RDDP%1S0e&jN;q=t>R0W1=_UGQ+BJ{f
zwP{xQ1YOdQ*ZF$r5*3^$#@PXMbMXN%x%S78o=sEY;wSA0P#;*%XYA95T(><LrK#~3
zOGRIfIJ3L3yISmOiim@=ga<D=WRmOK(E7C66Yz|r!G6xIv3o1b<aIH3M1JR33Fn@x
zZsD!E6SHIQs^?VFF>TIbhlN^@R^{!S%JHp1!E~Pxlq|RFRaGeT6O9VLTlWBvHllbi
z`hn=n#`Q8|(BdG`Bi!7dPRlem1jKbEsGSx(KH+yvhzm7$#s<DmFuyQjU0>vN2=mvR
zUOvL|3U4B%eb`weQ|ifEXh^=sV*bu=T<0;B|Mj#LMxuS4&C}Q-Ac~0F;a7fk2fX5K
zV4jrVk!dk{m&w<?oazBu%AbJEW^0H_di8bguMvs!)I&V|4j*<0?fr>Li8hc}TF1GL
za*hWo=u|<5rgpyWgUE`a!*A<9zpZ>4K7G3qP~xZ;ybf@vaEvzf@K$w@4He{i6(8c>
z`K8r|K`hqkE~~w4+?)%0^#`-@@h;&PaAdXvF`kl3gJWzp5ypA{IT`LZ_5D#2kEL53
zDWuhRC*qNa(3mbXjnYOhzlrSYx+<#1esZ7gl>Bz@pNi$luT0ew?$)=h8lUpo_s}|)
zLBYU`oCr&>&iIh({;%(PXbhxuxn1@yoYdLvu^ik{&a1_AxgFlbI%~9?@XMi5Y?vN1
z*S5X(>pN5*7d%a44a22sMR}w}s{47Q=s4pfPFx<p9{KT~_XX<O@<3nK#d|5VWxt}8
zO#NcZd~BpX9qn3uv>xo|!shyYWhoNK^7mTQmFUA<P;ViX6=^3hmT06KcNUyBC0Xs*
z{#7B*IW<Yjn^qFW{3ZMVkf<j|yG1zeSz0d{S-^NEpXr-<q@H}C!Rs3Q3KN=7ThKbj
zY{)9L@iqthFwsSUFRe7%^x;eH$J2A?A6Cq;c)Z4T$?n@0vN?N{*s9FOpjYCFc$O(K
zbM>hhqgo|TU&;f3Y1jQ#u9E3_hnmg=vnMPGw93<0^X)SZBgu230)B!-ZY$u4px&MY
ztfj7wJwhIQUP!RA_WAsR>kE}5*A)%$u`&TN_Ro&EUxwhp{tC*%b4I?*AbC+kLLIyp
zpH!mX%`DHz9!|%FbKSZv2u!<zyS`aH&wAi~n<f+cW0TcgKIJW4Oc02+%bSx%7#8Fz
zeGY5-!$=*db379c^crV!7d`~J)9;`2B2x(A!FyufJg|$`;u%KR;GKXuyIa3+@=AAm
z+Vat3@>kW8O5mNUD*3TGU#{w;Ev}_o?|Hek^_`9NV+s?{*sV=q*OrUiW_>nO3djWL
z07EiIyL;Ga@YYks^x{{ypZX~<2(|;(bSR^b*Si^l*Yk<k_RJRp0vITvwonx!*Od39
zf-c4D=a-)rL6qj@OP{VAum`YIGGNv&KdG+o>A-zHGb7JKETeqkmVHOr5B7OibxO61
zXADuS8Tq*0+RK~j+9&<Y3;z*_zeCs+z(o#^rHM@^-!MN59#;>|axQ!tFfA$h^c2%h
zR$CTAR#f#}jzF%9h>MHQAFhf3yE`I!5+j&QlG7DX)ri`1Np)r5y|@!ZlO0h`{h-^|
z4o|ReKsm)1{84=?J@W-{_BKDRFI*!1Ob89#=$gU#aZfU3+SfkcwVKX;xYt2R-`u`d
zd}`;zrI7M%N$a)|<|_LLzUHNAZneZM(w7ac*Vp@c;-6@uzooXhp1ir60}+c|&PkK)
z0Z{Sol~PBcnU7g*1k3d}Q#Sa@Q*o!uDx00H>jfp%w&n8B(C&mXaV64X+YJu*AL*=d
zj_Xa|^Ov+An@du>4;@Jm7UfzB`*+N3&rjTlfZ@OQrmd%xG3_t64iv~IcDviiLYf*H
zZbrrfCJMC?;sb>dDRsU<14j<mH#KY;w|1*q1}RZ_zq9t!jf0gRyG|vD!^d`V15Bg?
zyy_vln`k^4Xai_a;|hg5N}nHOWR$CpbyR`8aQ^Giw?;E!o{(R#Etw_Q)2f-@T5v|8
ztVfU$wrqQRe)KWQuuE!`5fQWfd)&Q8Z-ic{2H<y%e_7c@fa@0e<4nPK+3d5CmFGPB
zXk#y?LGK-J)y^dkRSXz!75Z=&JPHa*A76a#WB~V`2AwhU09~gcMdj|w^3jlQH^)4q
zpd?4hC-@uwxEtecG-RV0&c&4$%{%?}oGF14^x)-;tCd90=ihqF{IwvaW+(h}{2K!I
zO(2Oop8Odj0NBly){O6R$%D+v9r(lVwRJgI_|5tE=et-iLLSzeQdgGyV>1rg8={%c
zNIoqO;7_Hf2jsqXuXT3WzH{}42EM`l{Df1u6mGEO7Q}W0#OFW`u9ts$N-{d4N6`zz
z$SRp!2EfQqf__wye5h<tJZ)c(LY;)tJXhHLo{=#+S6nHsfR3KviN2ZL>G<vL)K>hu
zOQAr6CqAyJwS5kmk;YxCY94l~l$9Ycrmn>x_xh<jioGdj2Yl6-ar<aLP21}%=iN#d
zQFip&_p<p0Lj6AVR_8b`v2`fx7)<fna_9XfYX_jG^_MX_5-=zPk#{6HM}6;XIxZwf
z@p%IKhp-g)W-a{(RZKEg&ZjpPm=Tfkm4HD_eOLrEOO8_gz$sBq!A10OVOf1JypMet
zy28eV@IS~~u#cO7iTA<IfUr;HsmI6~zskJhlT(b^TZh(bIL|P0Yu3w%E#9*IqVz*e
zPk!-BznJQe_gZq#a>MiC#}_KVMKpOMsUPUWWSa~E9S4hO`5_wR<?Pl^4^t->u?O~9
z&*z5-6dNDO9C8<*j>TsF2Bq<9gayqPnp^dGqOE5vATH)W(}l;{?QveWFV|kl7{Sgl
z41C3~++7it5Ei3|uFTyIKR02`e4Pc@+tA=rJ<Bihzzr-nmB(zZ_$h^(KHES!_xsVr
z%sJcf$RoeGU@b+VV8wceGhrzh$7fil!H#oqNAahy*=1!YKQNox9rpYV`L$a7sNsD2
znEKbwUOa#gdoow9S5pU4o#%4<evUujQqHA`i84!L+R*1ni^cBYyo{=u{Rrlg7Kan}
z*C2UVEr3o%q*+i<lBUB<vg=|kH$ABX@`k;!DqiBucv3AwRo`!1odxO#3YW&Q689AG
zFmMppbNX%FuWo+3<rDqjo$;-MhW$AV2sdl~=v9+kB>QIAr*v4U*0`$~mpYI89@`vr
zae|vyT9R=ZjUxmYJnWb-0+^?2L2;%+_^wzzY1HWb)4`N8Y_VZwPp{!}By;E~ciJs{
z>@Bct38lC%4etN{W`^t8{KTU)9TeIqgN-}Bu@m?K-9#xc#UT(RAn>(6d|drlD<HA`
zZI0qyWWeRpZ4s<0v8gUQ+qfrlZ4pJ7z1roby|8<r*uxh(m`RqX`hIem89IVDzEwV!
z#1iO}b#YVm-0MRF>QIiLwEa5S>AQT8WIKh}9<u?>(+(IOT&nG)zFzk^?lx4{nPkAH
z3wvqn#ep`(Lqj`<V5)vuG*TufgHi$In5&Op(c=cL(Q+D3-x(%TQ5NgOYs=4PvmNs_
z>VtptOLD`|-qRS1kG3J(pNj|2kFSkGmz)JH<=h1d`_?vnlY?}AyiC?<-8Au5ZC42w
zOS``YSH=$b+2=|AqE1EcPnVfUcj^5qJ)tzd%%r-%aMF9c1ZQ+}0pf~{`YJrRrf;8`
z_xg#>lV&6`zwVQMc!yW0s%fm*k`j&S6BF!I;z$%(vtZdPo%3CA)5@TP=}!lXGaY5}
z7Obb;x4E^>kAg}9RK$+DkDqCKc_4P0&ti8z_T~0nuxWl7mfvQ}4pI-(dunCT05ioO
z_QZw+qUv3s=VNjbc~QZL+KYx*(4Vp7B;Nr~aFtz?iipdn!hJ5on2qnz=4HnR8m*t3
zMdunqozt^~oiAQ@SoA>zdHi|YUn(N}ogS9c9Sb0vgKCW7iV)*2mwfZ$N-8L5Fv>g2
zR61qJ(B&z)>jR3TkD-=u`g5`}-HXvMAB^@`Sy6jE#_df9a2K#)cci4V=EnDy6RS%G
z5W|eRdiAD!J+|%vQ5NkPYDVN{P}-tywwN42>^P-jcYni};}@T|g&&@ELMz4`?$>;1
zr5M?M!S@gM(ii%CUSd5}Rwo#>TY(lRv>oD=U7k7K-O?)CU=!d0_RG6yP}>C#oEk>5
z(A;^a>+?WMcmE=pIArJuO2z(fp>ny8%DQ#jw(sEK`fbf{t$4Sp_!e47P^gi?&D1k_
zRT(eIuB4-ayW-<D)6Q^UR|bD!GyB4Vw)C35E%{M9bj#|-xzWG-pTfFLPgqK4Uko76
z;P)O%DCo}6iN|Q%es3J^gr{+|e$XHO8uy5Z@|8(wQN`Or#<=;ZZZ^wQcO)kHH2eet
zY^~~zyL)F_pzuIrBxyH}t9fjbiEv9qFlzR(+aktd>vwln-gY?o%9llZ$&r{VO2~0n
zIe#0;HQznl^6Q>juE6SH?Y~U<Y3A?8@#RYyB9`3Wt^zq4jqQ2~WLefJ2I9DgBImZs
zZuMxcpXi!QysQC7Exx4tlT{DF4eQ%VJ2lY}<?tQndliCxj|nIrNnQB!N8Fpo-MLgx
zhvyfXQdtp7mk_1h{5n6r6fa57ODTe^6_PC0hr&JdSPr7)Fy7wxI|EPvkH3pg$@4jT
zLH}Ekk|iU7{-`MzzDm8y2--po9LaP0`Q@g|CeQ6tT#h>d*x~Z;M3GbzrNKTv;12p2
z-tF^&4%1F2W7^$ck)oCOdoSCxa#$tVp`iU>DFX+=CQBgK!{z@ayYI9!L@9o@NK%24
z)8ShEtfyu=dQA;yp~HQ&X?48Q$4U0P%zfnEUA`sfHN6QeVl%Q0X=>+M<~@>#ujRXJ
z*>Cp@EIYwIU`bT~R8zp2V(35Z%s+p%lfdT0WQQrq4;O)E^~OQ#NUa=f!OL?<L&ZM4
ze|B!;*?hI7usTJX<7umrX%9aikIb%8t_IiM2g2!j%#&ZXa63jf=?$ISL#0RG-QABa
zoz}aAA&<P&?cpy-07B<EKhXL6B{b(7OXpI^fAwAe-TcS*@vu+$96m8IO6>u`{~LE^
z6&_%t-A<BnO1Qh%<61)<xrlXuf)5dYp9{HgiM%kk$t)6XIfoNM|D!*_jX?B9sBi=I
zp_#YRjshJK^DIfJHH+72yvnw<pOep}(4F_v{_vEJ+aX$xkKYvNPgaispTAW4-<J^p
zv7`23(nZOc4N7%YM2i=QSuK24sMuV~+ZT__lB`SJ&2=Ygwq$F!OLV-w;vVajZ`^DA
z@PM>U<u|Bn6G~sHR1+9a5bpH67<j3#IibwhKIn~fE^bB>eqI@%Q}hIg;*ijUa6%`z
z-Olnxj<~%}J2KK40URnx1vA9^1~O)nMU+hxb2K%Elu&^iU!^H6ca=o1Zl6LBal8g1
zg_V-B=HnQM$%tv)y~mr?X0CF<)&sPvI2dc?=>rJ8qZGZw4HJr!bhoUB*Zjh0&`>p=
zp|`=^So*sTw<2=)Y(sAM_IDaCf#i5Y3x^*^nv*nFf|ghS-U~#zY~O^Afgh30sU<8z
zy1u+~m_OlQILaUw*oS(a-9Z%1)8VX5-R=1z7SFgSEy|5YC^SXlv0D=Ba37=B^^M*>
zlC8hnLwiy>D9QPh?&;_^AKlAR9zd3{I^WBZnHPidEiJT#P3bjH<r<s%>xo6nO?Ylc
z{&jBpq$Z-ns`vhTxrNF71?BO(F~XZ2+?rxLuI-N(n!>RPf=diuoTKNthKV`LCN79C
z4eNV)KP5`<V@JmWnc`rJ8c@M5Y*}8a!y%vzYT`fJojC1Y;#n;~tM@y8<exM|i8t&g
z1AT2A^#^t){-z;GU$;7`lbLXC+v%<bb9Pv4u5ib_msS}-fb4{E*AtE)Ez&>a#LTwa
zcYboXoW|wBCrhzA*&})&<#V7IcLFL^u%3o0y!N;GT+i3d?Z#ERAe=Kf>svr<!&9;1
z0xnirE!>srBktnuMu)yG$~Nd@bw@T^Rv`5e3hx!E0;ckdD;NH{1TII{w}X*=!zjJH
zd<PKKo!}pd2Yo*XX7L^U!UlDFe>mHFg7SY7oj{jcLF3f@@{rZ6p9hF$UhE$9^Y+cc
zkTPFY)D%OK^Zm`rv+dO5Nzqb2)huAj_~igwX=E^`mCiIXMPwr4B0Rltm{?Wv%LyXn
zm<P++;?fHNsN7J;MVtc-T-qwS_uF)r_jz(IW#$F8*iIdmzfHz+7scPitG@(rw}0L*
zYk0jI8Sg3O^iilbs2RUcEQCXM$nKm7j90qhxx3$l76s`P&qwJkAA2a3-d-slvgs%8
z=E14xI@Ok1;Q}x3u(jQz{~q_7g^S=-3R>Dk^MAHm=ldXo?|TeZ?|5+M_Z7bpM^3P+
zBr{S0V)=rp-gW#QI@z_vQ52(TUIw*FGh*!@#&W8y+d^zFOQar9L20kF6>7ifC5@6F
z#d36XTS6J5{mqTF53Wy=#Y|=;o(Y&;eDAJAfG`BPPbuXSiEBt0=DSz=<9tTXEm9@m
zQ(o14Gy>}EZ}H8jRJiMQ)$F~s#=g)zf--HmR=cL1zm*`qwMl=lhUVO76l^U3zkX>^
zoQXiR(Y6I(Xx;A4>oqj#u5mU@<<A&{+&uX#3=FslH#0}PuO8m_X5rQ#7Js%X*$<+w
z?VX6xT*jlWSH5O(d>vbKBy3=HR)3W`=Vp9^%YM-r)_a*N*>wj>ITwex0Fr-kznxE1
zKU3)3D}K@CdMs3;pMR?C-kswqVU4%>u97ngMmd&`ymvJe>&dv+aCa7d&r~J+NehYt
zV?Xc1$Nq^4eR#~Lz(k1dwHOhDDDZc8gN#wH?^;|ovEk`=R?lRroP6zgr|z$bj!=@C
zd~^o_D1lK2lVg7sxUcl^EG?j*(6q<#lLyV!dRuCjQsLN<5zv!Cx8QY9_`YAMH@3Ok
zk3fkcIC%&xn;CA@m+PRs$9tz;`UCa7_v}8uB8qW(s85)mZp!|2JLbXCoJgWW6E+PY
zV>wj8J)9y7{n{sJ&Yy#@dzKlzR+Rb$Gzs$`QH{{Q!hKnne^SL#_~?&sH@P3xXg5EG
zLzW%B_5f(%fK6kS`(E&EUy;${TgJB!gQWTcV%~;!QhTusI<Pr@Xw5UNs2F0mU%ftF
z>=KU&%*4{Ireq6WGpO0KYqFfV<7I5|qA%~2dfc@iWSg71#i!_IZHKx>I^#q;?*u;*
z3g6n*7R@wJ_g4M1HR0A+Osr-qb$p*B5>&AeyT)WO(F<0tck|RPC?%kl)_nA~{(kfL
zcskRi*L?GYXc4Cccz0Gk?sTs`5i*CX>~JNE0N;OM7W2+8+dw;=jl`Y`ha`1uqE
zncrJ+2k$>8cGZ5=C9<%^<s*wQUCe$~{yxowJi%KA-S6;r*?TAz)7Od5^(y!}-dmTW
zcI;2TO5Q{8Bpeb?8xO=>;uJygnkeM@=_j2jCX1|7viH8sUV6K^dw?|i+D~#$kM&|8
zGWS?}-2eZBFDI7t@6IEA+T6|UwfMt5mNK;0z~7A-l+|@zRI~L%Ed4EZmMJ00eC?T*
z>jD!^g?M_bdRp$7P%7C2{7RoYrdN6p6D5E?2lKNp!t=9i-kpAJ_A{37XU^K-kh`pE
z=9}zx0pKu(*z#H_G+}<5Fv4(vqgY$ZS}|;#^p%XvzBz!6q2Pu4qkryqHpAK<<|WdB
z@2*b--nD8NDm_<o0Nsj^&0kUc+)?<dIo-ywbB54<_~ByT(r#*Q#Vagimn<IA_>-cX
zpqFkr*%0_u&BbNEMvAB1BYhY3hH=7vChePjKDqvMRC1{16p?hVo&{%T+eNS2ffY7l
zHMS=CrMgFhNe@wOQw4x`3CAcOn2MIeAxv;NVPIN+iBAK-*J6@!Z@xT5?$UXxNA{$v
zxIM%5-r^2&ZH13+hBOd6oeP?8q&uY<seTEOBIeW}<GN0|-H0B?`7!kDv%0s{0!Z;<
z8NPTV)Tds(<XDJlO`hgzo#55IxlHcSd-g>84li2R2FyH@V3u;V66dgHC3D>{dM4Dg
zv0ks9z7k(Br(AO;O_fBN6*7>#4VCOlpJmRe;~P_5FOBg*Q?{hNL-wIDWj78PxF-yl
zx`aK_cSz)v8~^>#?^EFg5XAUB2&?#19Mj9llDpeS(WqKI<|lvTqYt^v2IyV)?~PEt
zIqG&_A%jr2*=iOscH@Hlo~az>!TJcd=>j?s5k5ZRyGyu~?#`^?mAln7bGZ$~RbtiQ
zviHOJ;?N1#*g5DCJt-0SUIwoxjL+SKt36wDmlVo%XNI=!@?z)P#keit4xID~*do9e
z2dz3oA+=XrRv|B(c%%;TteFkr)?lY(Jo@v%&Y(_?alZ-CLymlFv%K)+`<;kye4K<r
zn|bGgQFLmIh|&MR++sLiiM`|4K5v6mQ_*z2g8rI)UwZOPt7Ky_f%+|BrdQ|U0$15u
zPcK6KdVDcjdScni28-u}Lyd4hNy2Ft9+tf?)f%BYKJ7uVQuADa(tQaZ6r8LVo8fL_
zT%ytrpqJG2ie86klrXpvMb6{4j<mMSWGxg$>C%~T5u}LU)qDiY(~)3JNm<h-dt#TY
zVL7#5-#j_Uo!TI$xFmN(5Isqoe*yF{zbSu(3QZsRL#Z>~hFV_eVSObNaK1rjqaNFh
zOiw@(xeLZSAJPULhJRYo;|0tEw|%%z()nDyK6gnnHkr9x$wu~H%g2OSXT9sd<wbA&
zj?hYUK`PDEB`960BVnait{iz*-3bnl%$#X<yz6CWTd*P)^6hvhTD#S*hjb3>A<pB+
z6$5S}EnDe>37>Z%&Ofe;4Gt9yQhC_v<Zs-IHcSY!p4Q9hHq+Ss|35DR__DzAT^LR_
z%t%PIfoZnmUtBoGJj)oXlMq52vNRx38)uq`l;PHV5=hh<?=vZH%k=SSI0<kQ7mtv0
zdEB00tE7h88+X1cl^gC*D^Hm4el`31&9`8_7v!B@G0xPR8r>WffB_ZtQSR$O8oDx%
zUgmA;nhx-Uwnn3HEsCVX8IsWXZq~=$jk@Jk_&6MBJTq_72c~6(%f1D_vhgB)tm55R
z7Yxr^!7zEmpEu^7K6W=K%Pl*;D-7Y`m8tmC3Es)q`Fv@DLE`Z!G^OX#Uw{0MyE{MY
z3*pfy2jqd`QATU|^}^1TmMX;QCVmsiPIpJDJ?mdFR(}MAzkWy#1ig2;J%gV|GN}QQ
zFA1WT0tu&mx^Smq;REy7g)fcsm+Xu4JHD*hCF$h%X5Q}&F(I|F?M`e~*InKb5?CMQ
zk;dEmN?fvwv)6WMWgZh1&RBD!>s#lsv9P-?rlDZesL`N6I@^b#+6hVpiG5mFg`s-n
z9@Y~5eVeQmQvR!^H;8p#W4Kly!ES!WvixkP=O<AwphgWV2<W-=aSk>ZFgP!TZH$}Q
zYd|yeF+5u9c9owDNv+-W+lZDtkxt%}_r~&|zB(Nn=u_>{HTcq(@P&HUVF`2A`7?gu
z#)Bs8%Sjn|+c(EHJLSI?QL#p=D^WtTfvxgHANHonejf{VP!66gKD97d`U5YgF`Fsc
zl)nN@f2H4iL1dTjSe{<@cl6ya@sj#&0o+sj8;)#o40g0$7oUWshuUXB9Qg~Cj?WyG
zH3X(wZ$351bn@|znGI0dQ)0u{>j9vj>6SHFN9*6i$xwXV4NKR6j<KDRQ%#OOne>XF
zR%=G7hx~WO)8*uLEIxBHqf^qyo0=GhhI_G*@>hFC-|nqaRIguv&3gB|GD+ECZxHep
z9Z_P*Ia9m<^#3WwmBo+Uf10M_c2V*G?NMOP{c(~;e{P%9JPEIs4lqEn6PkQs1%U<5
z%<IOJ9_YAC$>)Ky?h~<Y)gO-r`{u1Q)9lu4jIzqbue~3M)6uduxJ!}86HCgOmKj8y
zrh&PmI7QdSM{Up#PB8@r0AR`!oX8vA9oBLbp!79y5@3npE|(nZYr>OFioHed8acd!
zWvExTmo^XAze-}dk2Q!<<9@1U9w2M#++Z4{H}Bclo#!7g<?)kAy(24<w?i+CIUo0C
zHERt@Dl&V0isr%k_;ThXec0A^Lz^)?OQs0*ws*8YeQ(-4AU-xZL<I9id+5O=vYXan
zxgqrH8HG5U?>nQ{f>xnra&Fq?8kV|R9W3--bL3|Er=J|h{3X11jUoFF;1_Qt{-{0{
z>chKHR4`uCHp;4?+Xkqd!a3FaHisU<S(wX@Ee&MNz2~tm_se;Z^{ApGCWwLFI27R*
z)&klNBJG=H?3lG3P>e=TK{WK#+t`)&jP@k~C?g4&JxLQ;eViTM>vcRQp0B)RrK_kN
zn(GX8J73O$MFLCmgpn@U#4~6X=HqR`{NoExh|*%`5_>s7%cr_{`Y;=(-Ul1-hk6N{
z-d4Nd#C=j?5c{tH%!~cq&Zj3i!DH<XKV)Z4q9Tt8%R$lodAO1}1fQ?buKisk&jxKY
zt8e_uzA(ohyfAR1#M5jG;s~f9;Hw-~H*am$roFI#0{(q;a(Z8?>g|Y^4;L1);huo-
z?~Ge%EkoU9aaE|33h(QUKdfjqbpX3h^eq0FM6Wese-5sH%=SW}Pux_tOk1wkcSi2l
zGm-(o3#Y{IWSwfrAtdD}ANiB0rKW%THiEX?Upr5bm!F<RsgK{npec?syBF){N73$B
z%guvBh7Wc4^tId%&THj9{J{lPX|;XYd~YY{Af@F;noG0f&GXLTuuwJT`+I^}j41xH
zC3+$g#IF1lCwwYczeTfQ)Nxgb5CX2!PgBj`?E9$VL$6pQPFRIpy53?44NbEv%j3EV
zfk;aC8_Oo&DlQ&PNZm9$#-_o%?;I<-vdsiX4yB^yewOb*82bmBAGbDHqXtz7|6|{V
zx@Ul0y|q(Tkei<N*cXQ}+Iw)-Vle1(Y|oy<CtcXHD}+{v4ltMW`e%n$hmQ^HUas)3
z>>hj}wf3`veM@$8JCVHn?R}>$t$p4fZ#N}+50KCYoAi8Szp0euiyIg7q(SXw19
z#n2-D+^Bk8%W=n25y&%pm8+g)*I*NL|B9Re@hb&8!LGx>fjanfgf7rcckWQU1F}!E
zcJ+M8;n{^<U<o=tC3a+boytpbjP)g;aFKl3N_84OQtPe8OKa5Ic1|$WyBWMuFEIj-
zj^Y#CgLt1%q)YE}QG5G>YEKFL#V?!o*t5GI#6ZRi_E?{k1<XcA?w~U_yMlF6o*2(x
z$LX%lRL{}d2lVf~#5{ZXo3njTPx0F{-e2=8=S<D=!N~j?AKc{XyJ>TLNZg0BJv_S%
zH_7!|p$Y9f_}x%W1})sKwR`e?Y76<6W4V5wzmf9^bCloNlP-CF{;bxsnx1~&CsrUU
zpr`^(&=r69&?i$!)1>e_G2?OJItH4uU{$p~da64x;&2%fhXp_*nm*_EWqt%+$v46N
z^g9;k?fH7p&i%8?;O=Cl4KnciAHZE4tFkPjYIkmUUVq2P4tVIy>^bt+q@Yv<bZiyl
zgNMKs3{e#9-VHYL`9ww_Jm{k&i6~V(C67k4+_%H;1J$hSj3$MKc)k>zcnHZvA#RXf
zn=M9Sw=?%vyOm8<YacHJqz5>tmz<sn7o7uon%hxph(r~Z3ao**?j$+-`|uvO+g7q5
z=9dri`_8i+RL^Fvc+2mo`&@?7!1!}h5;wEK;z8KS0^s>By4S38hH@+J|Nn)kPmj@P
zYu=8ZDO`wb=l5Oy7WHv2ST8MO2!4)*51rC+v#WxkHvWex$syF(cO%?}-TJ2RI}7Uj
z;!()mJhx~5O4kJ99z8>8saigmVGl2ZNal+o`%?#J^uB!3?47(QRXhmG@l*W-D7kNX
zg^G><8M3&LAYWwOnlfYE>=5vlm)d(zzU3Y{zmxnIi=O#>DK!_s9||s7Q>6|!;=apa
zQa^vSm=2i}Qk68Om1zEwbAp$SDYvGo_p5gOZUJ?i@Diwx<NIko;*qG&oK(5|#Sa48
z*s^_wWes@&aal2LvHlj6vt$ouI4M2)hn(ff)8ReUS<8LPuR?G4OH2{;`K<?EIvqZR
zkv!kD-p5svhtZ4z&zmIEZty`CQG{my*oFRHK*I9(dWU(r@I3x!I0Xnx?e`<@DBt<o
zhnxS#txQh{oD??h(;&cuFwch@(27X*#@>A>HvQIbWyKN;=&&ZT=|7imsnGk#zk6<2
zj&O9?WAUYSN2w450gddEONf|1OXdf>sbt~vL@rFW5~7SvJRRTA75R!Lp`t!sUDsO&
zCE~~IoCKN5QI#%RnN|&X!hHPVq|(**iTw`CpEpTgh3WM7k<2E%Ts`)%SK;c}ABO?3
zg9_y|6OU<O){H{DCH?MiPb>njWvdIbxODSbI2Q5*vUh)68VJFTFKgb%A-j4A=O|(G
zmGHPDeQ;S$dFTrPN_Qq%qHFHBI4iNsjvQLJ5ZEWOniYvfXgz57)`|r)h??h9vG5y4
zT#d;rDkOnF>>6(ZVzms-Eit37=-;kiHCbu<$K$SyBsDRA-c7lZhFaGURi6b(!no)7
zRnPiP+5-khhSYb%=Q5VwuRVx2iHSeQ&k&@g+18cEpD&Ds6ZDML-r?dG=6EL&_`e%V
zq<bR@U)A#mk8+=9(3?x}w$xE3?r9<9Y3-{R*RQ$vcBdyMSgWt~pZvoa`a4}*yRM?1
zbA%)&J*RHbgC14Zx`g`GX<<R~jXR!_r=xg3(I})#QPJ+!1t4gc4e!?H)F*`5GD=&M
z4P-QD&3Q35XDV0zITJmD(E5etX2E6_tftRhSBH!Kd@G(yM5g6Qz{e6n@X;<UDOw-`
zTD-o2PQzYt)63F09JU>H5;iPfh)landT}sl2N-a5_xYyka6A5h$sOs>eav^F^&}ZT
z;F!5_<egJCoHgL#ggJ6inf>eH+752KxRouAgGh$14aW=@qhEkQ#H8QOZzqt8J<#E9
z*OKZ@gecDpKR;<BgDeWcbp!%66qm?NPvS_KIK&A1@Z%o_sAN<~O!vU2(|QJ#bQunp
zT`xciRSgxd?!I);3(2~WYwzDf<7ch2hklitcoUAoMOiSj#{;K_$0%T(&>HyH-sPi_
zbQCwI7izoI7v$CJ+##^ye_WGrKNb(hO+KMt@j3hMJ-2C`Mh|oM$*51((@DY!$Y|Ve
zO3L=Vjb89vWf2ZSI44!jsArhvE-!rHTlf*fCAs#V=PqkwA3$9?TQ4oP`IpKHuZBgV
z>xa8OBw`+MD~!{gl&-aJJ?#Xyq#kh7vRmKuHu762h}A)X>4h)^b`O6%xc55<6k`O|
zuM-;%_`lrD+x}ZuYiAbQ=vO28Uc6W$K0Y_A+BZLkY5_q7PC3$W-$<ffkRV)mSKYzn
zz{N<6V`EhB9=(y8xjINXnIgBDdqDWL$KihLzlYvCwD;$^C|(DNnSaT3anKmJ?n~59
z1a!@|9XDxmd&kjp<B_FbS;uIdioL$Lq|^H0tFdLcEVBJxmitEOWC$qRx(RzGd{;TK
z0i%As_65~nqBdi_sCE17)Qga*SDw(9_+&g)Jq>QP1F=rIzJ^`!MewXtY6C_}J&A6p
z@{N%btV40^`}^ITxgE;isCbfllqIk_lN2VNE-nu~Te^~z8f{rTahkth8=Mf{soh8X
zKJSEfIFYr4^2>#W$$pOG{G^QEDNH4Hd@p$^>1bc{S_`fQ*82W)&#U^Fnnsa6GYLA&
zow|Q5OJAGYJHpkF@jhIe-|Y%tU3T)knI;gpB3HE^W_NfbvP!SCVc4ONYjlDkHu^v`
zthBob?;ur7(Q=O`DWHG!qmsVZD)6rhuZO{(Dl}$29#3;fx)}Xa0p=xqjirb-SC)gT
za0~NoJM`r+Xdy-R%Q|6n@9n)`<5wRtyR>hyzgnh!t8B%0e-DTU&lWV1{6778hdka6
zfu5|U%7?)z>eRt_zXg%ahxkEWgZh2pj`5Kqpd(DYI9)>TQe)k~yeMyWQ-iy{1pn(w
zu8msjYFdr4LqVJ5HCQgEzR>Z;BQAB+i9{q+`hZHz3^3!ml_)Up?tXyx&C4Yd%8PsQ
zsdegwt&(InqAg-IUhz|&7+)C))n|-4qMESO1^ru{a<^a*%n(ZF63T8<>X-#WMd7ID
z9%%>X>lcY+@)ysAYo!el#`n8x_#@9hr)8^36s5vGX2X|yXR-TUT>@dC!*pN*Il3vS
z`MrA}=D<2Za>M!pgQ=b{yk0607&DuG4%mNre?BC12f3eMDgqgIKs8^?GP=PG6cSt2
zc!Rn4n!z~x>MrFqdK>WXVS}>a1QK-CV6Zsh4$86(pv-7{*SPQ<rTbSPa4}KuM{g0i
zmy#|*POjgceZgE5+}DRO8~DwCzio}!+v{itL#po+W}y$w$GwV5-c9C$P@RLVAyw1g
zz&hNRM+;XtM3f^YxUX0DICsb9^^~Qru-*6y1pJ@+do;s*gObff-xyO_N&Vq1)PFit
z6D}`_;}Y?Cp@YLTuFkARG%^jjFu0cw<!&lYroSQb%@lkAhYFYT*s>BH9DZ(&p8;;e
z@e@j>V1KPj1vCY!2X>bg4QmIC&dwv-l6R6b8tr$b$2Q$`W=9W?ixQFjMCwbryg`*q
zLOMuz&WfaldSR5>kQt3!Fu9GP@Ox*?=MC;WO4-3MW#eVP)2?nOLLM;N*211je<Did
z3Y7x8_O9g&Llkkz^J~cXDl7i7F}(hLXW*}V_ooW=6!1j_^MyU}U<bP#4X+?fAN#ln
zwPX<9Sn<2@Oqb!MYO8!c?2_E%o2B_5M`yP4tafG5Cqkk(T)M$vumJ<6yFp-#0h_)x
z&vVi|X66?~NlB@yljM(qz1Ny^j4~TvI%t;}{&!=-UxmR$Zq-_xyP3UZE`GWrW+U8j
zDpv#%@RB|s=f*trS7X>yKlOdePbWc8#Ki}(v^XjpI}wP^EHB)89=(27GccvnxGztF
zRewIj_j3)6rJC-qi5!i+yC|<*IMcXC14-j+ux|?Vb%+rvnFg`MWa<_pWV8RV%S%qk
z<aCLVd2WB8@}Wl*NREK}c4Pd0x0TNgDGFQum1uz1Q`LisaJ2nozHrK)zK-e4>!~+%
zk0k!i3kM0}r+!OsNdXv+71)FOkVmp1j$2O1&80Z*ldo0;Ud$$ELplQqePgvxW5`hp
zN(nAFII__897{8VzuM&%LL1jF+W{f*f>EzwX)Ry_o{=J#pTwmQf2L61i(1Z3%-yDs
zm|+@(<wKhLq3t*FzWe01jr1+^VE24ju-;8_M(RXkpQ#RWI5KoD9UvvL%JLQNw0rLJ
zMWw+>vmf}DSM#A~AIz0>9O%34X$F=F{tWFH${DvA;zvcCc6KGbUmHviEN<#luI}+@
zya%Q7X<U#szV(%$J|{o$VeM=F)IU#h<fU__)ruJS*&sE4$Wz}ac~tvofzrG^)s`0P
z8A9c~BPemklSDngSy%YfA1;KP1b^#9l;sa_UNcNFJL=MZh|UV(eiJ>ANSf$jQq(g7
z9;Mglr-n0kZ*!dWqEaDm-Sj+>_hHp~<RAeYq#o^Ci%uYkOwBJ9+xYlZ#|AH?el?4f
ze0?NVh!%8$9Z}><4&A5FNTS`TwiFiCuPfXU1w2|Ww5tw>ooRgTLvR!L1!d!H>*Sqr
z2v><RB{Ox3xA+TwC(m2H%7|gvjW~#e<9PewB^ngMu=aNNj_<UWp=12?NcnuZxcs7>
zApF2a^DyEaCk>n@{UJmBTKU>w{cd086LZ&~XFbbDvH8=!yZiZQ@kfg~lqRm^H1&&v
zoBHfOk4E;G7D$N4?RyLl7x3W${<hbmvG1MJN69f(l^-M}KTw$&_P+To(LXv9KExe<
z{zc|u`F|s4^n_0ufFg8ji&2HE8I$ig(fizvk;|E%(P(J1RfNBr4pSe|VQshR`+gU|
z^9up-=ZGnCC0bHAqRbcd`S{#bG^5qwk16i||D=E>+F{@-$W$|JIo)9q&R)`wGvG4_
zXQTmp504D93pm#y#Ap0S?z2Pec4K2U*1Q-2gWulqvb)Y@!Hr06Hc$KFXGty2J0iUC
zV=V86@=QF6i0Z^}pnm;LC(Rnv(0CG)bbClXbXheCq_40WBLo7ad>@k*0CkC7JrG0g
zep;J=`dPOj^Fo!~6tuFFv&vKT@6&`&TiG>t%G~1_#su*7t1k0+tAh*}zk0W<Z~0)O
zsB%&tuj;nC)tZ9+v)m|~k!+9YaqEQ{wEtuefLi*UC{l$PB9ds%uhLO2F@{y`Z+C!+
zWA-N`My<Ed(%F?jh8X33hYQVcpY+tch#`I8zHR_j8^FldcCL5nF6+|q31x#KKv{HZ
z$&MJDt=hN85eT=X!e(q^l$buGEWqpww7H`EkePm;ePsFavufPDukq<)H)(vS5iIWa
z^S*%L;?oS+jUxYu66h{C->PmW9dYSJb5Ires+xd_9f&)WAI(Q3&f$9D-2As2!_Unl
z$+XU1P<I!6zOjX~zdSj&LUf20$CNFYu^fMnJorDph!|jgQ6NTq<`}lct2=Mj%RJYo
zLp|xL(=E*2>M7-LB7C{Mg{5n2n^w#C#E=h$z3NkQBMK`M)Dig2n=4t){&?8$)D<}7
z{j7RK?v{^Gyk;4v+V>Z@Kcp{Na!kKwVcD`md<bnWZ|?G|0|b?W);1@WSBn$gfEm^3
z=6a1#S{Kx!h|1_Sus=duk>xZLXc!_a?rCS_88P|2d@~E)=Hl?+v(w|grKY{}X6{X!
zCCeRr;sY5Er}LX8<yZ1PBl~&Sp1J<zCU#C4mKel138tbVk{CgwLq6LiJsqp@0+fRJ
z(pEF=cRb^p^_N3#>9ZzoErIzeB87pfQgR4|GO3toQX86%B`quFIu5#KPA`<$c=K?i
z$db|IJ140hZFl$McF3kLwAp|%MS;nGv^)N49MB%Nefp*Kn}_1DzSSaDqJ&@Vj2#{L
zsCR)=!nl>l942hQA6IJ)Y(#TRe)9Tz{pr8k4-vF-hu<F#@q5MU(22XoQy~v$j#iHo
z&{)$sbt=&+0FaS@?OZP>$}RcgZcR%~y*}*RjL+*8=IyKDT8n?=0%Ln}%j3jREUe)N
zH%El{S^{0$c_3_B@y-ECV~z>FUVE7nSv>hP>OZTtr#%5I<cnp(N;!{bF}|JS1xbm}
z+DaV&j#X7u9zP;XhbStJBjqd{8-Mhq*X2PnQXCBK<@)^U-t|F&kYenL02efka&NZX
zCC*`TE$0{ep}_&d^>&_?AAEj6EYQ*W0d5P}Y4`fF5#Z|hFLkfzE)xOOc6m=V<F%kl
zbnp2*`qeWru??pn&5_sxx74SB?k|PvWuC^={Mmnho=~sesJmgPlBLn&9=1XwrT`88
zq|+q*+{+ovD1AD%H<qiT?#1%o{;508VfQ042(RoPpC7EN(gDoyj5K|^I^J&^W%+6Q
z@0`7ydz3%EH#R<<q!jCjm(7#@axC}wdB@C;&wk!W##|4KX#R5_<9EMQ2M{b^z!=*B
z(5m~mnL!5Hh@W*;V3UvNb-kU>=Hq)d5lMIw_>(m$s0KW{NFPWcQTV?hBl5Aco*-*j
zhNG0o#ggCOptJIOT7(bOJ_KyS>&lmhr5n=pnNZm~Kz{FXM+D^td(S(+7AfYfB>TC~
zZH0a--S3HRmc`aA278oJB6*USPec~NBN%?{H)yh+emC+vqeskt36e^gzb9{J@9*sO
zqg>;M*3g<xLunSPLfN%&j6ltER0r0Q=#c6{>NBLxyp{l%;?C~5<sxhyH9}Z3L*1dA
zCy=)f&Tr}C3GomR|A_9sa-1nVU(9Q4zv5hDyf}&Ky=Ov&Nzu&a+A}^N{RvI3j%d3W
zFqxj#6A)>M?-NM!D$EejDINJhlpj_R!%ECmgg(6;-CM=)Sa1nBbW?RbyBC&hs7v_q
z-zYSLl~r!hcpQR*bNX4g+@%gpgY4_{_}&h&xhI+`p(_hQ#nMCw^Yv(}EJphvSLtmb
z{qCnbmoGd4lAVx++E5tn#Hk{U4{C@n+~luAXkqy^0Xjl|kE!v-#mcW4<wl2}-D}<5
z5rM2YMxG5N?NAFZfahYB>Afbivvr=Z$QVU8eAofk>W*q{*a$@LAL4r>HdIDzG~)J`
zH$T?bo!x(KRj_>zEGf-G*2f;^+J{r{Aj<L{*765*`@8(9a^!{b&^LiWx~|t}LFv0L
zoov|}-XdOS^02k7+&+t=XGFqJ^Ve3U1o_~ADS1vIK9`ueX_G_YCeNpP3O`V5l4I80
zm}B}eZ>Lmt3M5_{6gQr+zQwyrA*#c4Kfq+EIg12A;L%V$6KM{8cgsJSbGGivDY5e5
zyQh_)x<cG*vXtqs(yP6s3%DO@{WUTlmP7mdIg99*EITpYOT!VWnbW0z298F;U9h|*
z03J7*K#$daw)nMP?D31~!~X7e4HY;8LI2+5^yLpvVAH`3_*y6T`zw)*1apO`diHh|
z-$(y_U~ifxF)wV#-rHA(TAkC^Yr>w($sM8Qz^q;=*d(;8j0)4kfgEb{Oj#KOLCMN_
zp+sm*VHtF;nwW;QKf$Dht4WDxl_0!>P&))lmD1~kjvB`4@qY9<0lTMr8i4FK(N1@A
zFd|##Z#apr%`cA~b;|Cgst@Xe<(}pSfo0FsGbgr6gz1;~htd)4#iVd@zXn*!a~prr
z55FMdg`*4Y*9<U)pk<uEXFeV$KRJkB=oO@s4{<0>Il0@gX-xzYj|kq5MGe(4n5`K(
zoQMdrjF{SuL$K8P{X=#Q5614_<~d&kBRu<Z2c7kBi=b6Fuv3}y+xn%QAYC6deM(vR
zI^|!)`1Ys_nmfVYF<0iqrZc3?cJ^YL<o#lHxhnRr&P=09mys6TshtTwGL1vXEY3r+
z+mw)4PP3Q|`SV7E)(ngBIXdKTJ`A2RgsK33c4}Fpy^67ylYeVt>UrSlpB+ck8@>vV
zFAA?3d;=rdoGxShS6XvaG@6{sGCX8zG}2TdaUHhqehK^$qYBrgF)DP`tA^DOc|zJ+
z)M{fF)e%wB4>~Y$z`NWsgU3>fpoNVtUNgqdwMC?$c!%7)*@9!%eXD=Ajz~4d1aZua
z;JT}7`+yfuz22r5<Ft!aMi>JCTlw5!gH^FXC|qwzki@@h2oiXmq;J@Lv{EsT{$u6D
zJmef}xWHNg=0U?EhljcB{r8jXM_8J|n?3;olOd_k5mZ<;YG~Cs?TXT8J4tFlZb#Ej
z^05BceJQCaS4a+UDqs)k@2Yw|MTXo(G@<&Re!}g*ni>d@A+p$HG{Mg6jRms7&!n*~
z*sH($0(WG51CY>fCKG=iu870oq*rv_4z8YT1_jD)T1UZ@r&-UJ<@OACrlL}dJl~{E
zG7g#rQ;KE{@(DuvD@%aXE;xi#Iw(ue05%|Y(!8!re)-NvOOCFuV@|`SL=5nzn=+kb
zG=|N}B3S8h6$Mq^300`9=g9=T)0E2K1qSv2`(#b8=NKEa3mNi*5PiqC<30^{^pv}w
z-|YE!dqy9*K;lUbUvGwf^yqTxKryLWjZ7|aEz_rg$l%_#;4Qpe4=!yH>hfWbuCI*d
zd4Sp>?Ud{9IOqTpUm5UHqt%xmwUk`gy#Mys!SbK|=6EN4O9~QT`s~M^6!j~TO{+Ku
z)+~YNCfd|Q5q?rku9rOY+O=!(o`w|}O9+4}x4-c7Bs=W5?gs(l0IYl?_N!8|xqIkl
zk(sC#JO;pHQ;(p%o_pjq?=clLP@OfNp2t>qT42V|;tkhC>VbCmmb(kW8TmVHY8L^z
zs~DB0$V@bx;-hBC*PT$>GPu$!7|rz+0XKSD_qdopLGr`NYovh$mN-SWeUxU>XcIrO
zm_1JWK!u?UMmDANm0H$sbCyHF2Kd$QKzzItzP5Bcb3aO1qn3*{cF^JBqf_RR6ZwzL
z8#f=%VKDOdT*<)dd!N4K9?si<UV}Vfa^kO*AeE8`Os?Dn=NvVg7rH4on0CLpJz<Wt
zJTGrd^m~|i91Mg`OEt)Bck!?yh3=rXH|9h(34gl3pnf+FV``%PH+QFY0)@40fz%Q4
zN0Mz?QutZ8DY<jw=XlZ`z`^2`Y=#PF5Q=P(FB&irJS`_x?VB!Kh)h%vylF=V`wMQ?
zo$B!2g0gpn{JBa;gU0>;UryIw%0;TK&U{Jj8&Ol&1jc9m7wM|<CPAx0((D0)D$q>3
zfp@3&{$27(c!9Nd<<A;A8Q)s;nVtYMTcVddX3s`EzmxfL!ZUh&pX^c(Z!1~3!7C6x
zh<OS7tZGHGl1aS&SNsVK`_GJrJUfc)xv#xD;eXkuwI_rKe9PHBqK2rhNW05`O7GQ&
zGC{#qx_BM`y267P{FOA1QU8?>(H4~MWf4E0#Nz6@|IwTrfXDACFe%>Dfsq1dxfCzC
z9T3?ysP}6%>K_;9$J<Pt$IE`57EpLb1?$2Sj!p+uY3TOne#j97g;}j2`P%o&!MH(w
z>8Q8P*A3S{-Mh_C!vg8eQ?Ub3EgkV^WhvU3o+^K)SM3F7(8fE4@xZwrs8@S4LPdw;
zO(x=!R4zCR1;A*v_UqA)w|8CKnY^lT<{$P$ZX<AhyP{-xelV~!E&FpR#KrBt!#qC5
zxb1Q^h~SJ@4jcfS#3!^xP8Y8IQoN<i_aD%t-l8vQSl%!^-?bW`9K|4Mav93pPH0Ch
zk)Zh8B`8k5;%|1$&P@H%JH5Pt6E>B{p}mzdMIE)z^*tO&ECQ?W-Yn<RG%YMBf172X
zNDpFnd|gm!D9}4jF4LFxkJY<VaTa(Co6Ql+D)FBxR=-`1^gEzdT`O-1d&&1V_?OSF
z-yb|+MP4a*7t(t)Y9VMJ-xHED^Y8hsNWucTQpy~A5NXig!Y`@e0o5ro`N|d~2Hzug
zqsVZ@Xmky~?;fd*S^@3xM*z%>{>pIyqp)W#d{=!iZxGMQ``4#<npF6$gf9kCk5<5s
z%%0|g?Tkw2P8!9|(4K1DO+2*PvS+1zzG`1+9~P52+~ZVcZzrc=9&-{8u)cC*^7O%6
z(^JKI>j>^C-z_fBe&z_jpqy3!XYoXS9Ron-*N9<N`*e@-V_x5dd+c-j=sr6%{qzZ6
zeB(2E<dv>I#~NdguULwtRJLV`$2_`aRB)Y{F9&z*%Jf4uKO|Ja;MTig)H*JE9=
zU+ZUQTkhe3o4Z6EPy4-nsl1o6+vx)A<M<%W$5MZR8blS^LaVg6J$J@-+ZiYQ_kR0x
zagR+n-`jj)%xc%3h!Whjd7)>nteIW^wkU{SameqfJyWCS+G;FPny!GkOk#}A)I!lc
zbK{SrfKw;A(%p?{%3odm9x3YR#S|^X;B00XF)?NjV+7;krNBMPw}kW5DV!a2I<X{t
z<&PSp!>+f+nLFyj1J9I^Ko7oHmslNNSqwar|9_shM}!PLaJ(rDSdczlq@FO%x<w_E
zqAnSI(h~Y0{(4O^(t9fy&OCn35OXM~5css|w}Z`JVDSRgJ?OyT0MA(?U!_4l-bWsz
zI+?q(%$!z!Bj%f1Cr7i&OJJ?IClaL|Mcqk1=`AnbVQZ;G@ghrXdp+;^GVa>c3c)9Q
zJ&A|KhG*X<Xk&k<_k4XD0b1UF>ekZ9v+WaLZk*64ve#xdS2S>o%r5NG8L274=S@hz
zi!bs*SW<E>A7pBQ`@7p;BlkVBX@+zRg5)frP}lFRej?v)-_+}G|E-sOv2P5!z(;zJ
z-VRwF)QcnuPVf-={Y1D7?>+C|OhXh)kE!XN+}BguhdPfX1<%?10rFdfL>v}>0VK<o
zK(dG9S&l;1PvC-6)ckxqmZ<>~VIzUiR_*O36W@}{5=%)8nQUKEpzmh1)i$~!NFNq}
z@-zNYQ@EDO)6&n5xH~38Q@He7WOOqiy=~R$#~*?E-KTr^;}v@@(SnE)?e=2(_LaUz
zJl0m*fk8Bm|J^@_-XEt0;d%EhDjEpkM#G&^*uct63kbntMDXVZid@lS;iLB{yaJlg
zJ++mj-#`@^oFS*bM+UN39^UgieVyC)iZD)W9UpI;D0%w!WG6u1HbOZ|j3wO<hZNlx
z%jh7YF|y)$qFC9#pFfv}Qyy2S&k<?+Htp5Pjr4q^eh2cn|6apXcjepL{w#xZ{_a>=
zdg=S?jc(%X<|=m#Tj_T8iE(!c-F+z8h_dWf@DIP;9`vNsm<32|`SpDX4<oKfIWj8M
zCvF+wuM*ZI0NH}V^7>&<m(0svS8V#+d+o^+P3>cv$`yX|tK$zRGGMNo-!6al@TMv$
z_AAj6TNyg}L5YcdPi?pk?%!4XLll-9=C5}2c0dlig>P`G0ghzY_V;)f^hhz!t7UJW
zj2fFxBrsdGXwYEir-rMh9Sgn28j0qM)(rOC{dh?F;CR;X49s4<-vo=(-ggXx#-h;A
zj~zn8h5wZk>3YwlgYvlNd$aJDsj{`FczAkTQ=;>P$@hvdCK#1-B~ib-&|2TTIeLMz
z$IjCU;HtpUH+9O-HqY<Z*;g?HO)3Dh0H1s21~Y`SizbHRS}GY%yhrM!o$nn?JS26y
zQ$D})HzgAE^0|w+n~+o$m!n_GR3yI17WP~#4>#{O!5;cC!H;HdYJw_zpjiuhlCSN_
zJ!lU;x?@?-H}4~~oL33-O=Pv-P1V+y@N8UK_eN`lyIu+m^X@AiH?!VhpFmMuc|ImU
z_Hr;)C?iNeqy#h@Yu#ktF40T}EJ4`szxO+O?<YzH4&{6J5*+7vrg#RbhvVOcfBD>y
z?W50G_98eBnM+EoPj4I_8W8UyAk16OJz3duzl}+G*&&v45gxc8+_#sPG<re7YJY=F
z&gg1V4sCvw=o&qiHC?y;^F&Wuz^qgqfO1h*ufypUI3mIXFoMqh0dLjaTBpoy=iP16
zs_JKEIN&3u^<t68!k^BAYPSC6Ep@qmc|QxL&Lq+2_*n~uH3E<8#o)o5YZY)OWac;+
zg_Z}q+++e}`A9lqo}8IPvi4SnFLqR|^6=}RSvgeHB_Ds4v%B$w9x7D#0e>(f_miKv
zshyISNGOo2E;F)sPfz7(8~6J50$0?qq}Y736EKWSY9rtRw^lZ}It<7wZ{nYNVG{oU
zfU71=3Q3NeoE$zMS!bTeWSBNSc*EV0^yhLKFNoE>cV8g_A(=Fu)aFOYr)akqar7_=
zKVji=J>%fQ2#;j{XIh2#4&>gl<lW=!^<b<~)-O;=3VPO;%EE{FIfb#jAB>jLEQ4)0
z1p>Re>kE^#TGU8yY=1D7>#S~a8%n|qpO4MJw3jrKh3>;Hn$Nyfn8=++t&AR^c~l-W
ztt3$<-0XcWa_ZWm7Re0wZ@U;S;ybpwEQ%WP!HSs^Nb|Tm-j@$)uI~wZ)6Y`Q5&i^@
z3r5CXB&F6Pybk0J7jf_b7P;sc_L$lyW1N`74goKT>35GRcw{6g7+n9d6V}F!!X-c7
z%g*YQ`J@i{)tBRsu&BhVqMW+@nzw1Y)jOg=&Uq!eyk9w6^o~bVcem&&_Q7nyetDa$
za<))fXT9%hs1D-MX6$<st=W1`Q~ZbkqIq4^WIMh?Jxkrw9NR4HqdEu(q`scdk3h?Q
zr<=fD&nk(YWgq0d1cMn~G;QT+2%H#>^gJA+P&{4;v}Mj){&{1Tw!qJ<?9Un^x-053
ziO+4IJw1Tw0Eg#uDXPa><T7R45BDbx;;76o`EgEbk_bdlFj^zBdZvvSB6$GX^_A;=
z1k?HodtF6GdBr_QjWOqC&<d!>ow1WnWqdJFEsg^Af=Xn4S1dKy0Qv)1qr}u#GC|J0
z(L;D1yBoD=T4Gkq>h${_RqN#OQ>D$B!=}%?;>iElu|K>p^i!~p-tGG-kZ`ZozWNC-
zGkDk+oFtBS{%}YV6;Vf9q2<pU7V{|?*OwQnH{r`i%>(G%%TTM9iID_vNN$P={v=&%
z>hO{_afN(Kt>l9c+sESSGZ6fa2N)l<O<o1f=>exW?N8-!m9C5nR~x>b80P-@g%5^r
zEei(1w!Q931fd9J)Nq>}@GU0viJy6Az{e=Mb!Z~M-LA1I`TlFzIONq1ZU?4}=jMB-
zE>FGOnxzc_dl$=MZZ%pI&Zq+q3=pfw$NtF)$Kqy~x<tJ4)ibiLt=(z4gZJ!6#2V*f
zLJNM1+++U9@lLr1qAZ`hgIQ=wW}VFaQM^^9`Y<qoC9S7)DIajC-|EwE@LR!Bp4YLS
zZe{v{T<LC6&=7vq%buHrFY2^MChYt3wr6hO5k~hjGz=$Z?VcBKvVf5+1MtT<&pb%a
z-Ld)QzgrXbRRHl2A{+RzXh*A8<KL}6BPIO%3yn%&^Fj>lg2l=57R%e_?}}yjG6U~Y
zP?Kl&h)luitl<9t??8znh2C^}=Ygb)yY6?H(XZX5xCH1o1SMTkFsEt&&miev9Pt0<
zu1Dg@XyW|`FMrA`B3d1NG+W){ALxi>kKZHP-HqzFZ}FPap9ks-UnjcYQG!OW>;agX
z-14M<s|Vb%yvyk<frqo7GkzN!uzL+N9b3;ggNs};4gRYLE}8P`hu*$P-)}QY&l*Fi
zSw16@U6mAb(YtU`4;xRrnFqiE_v4KTDT<LvCX5PL`-PCwlCWPCI$Infyx_@8n@Uk3
zCx&4Z?CcHhSU&hMr7v>CK7(dr@FHb7HSF<3q_^AQ1yl9l1kY5yUsrqBNIUcQ$1i)5
zhIYBPe%axXIAruupW}T-7fwcWM04^Y0i$vGi<+;PhN<TXsJ&#~k4U}`giR9uH;kf9
z=rm-v6+_|yl{rGn2Mc5%KtOC_=AZj3KaXwOa|^OK-_0T@jHFMsg7I-f^D+<PlRkU{
z;VA#eCwb11MOl~&jKtu@x}5qwKyQ-k72v036a!R4$g=gjLfS<nWPJ`uo1fZq-P&`&
zNW}|Q*zGkR$hqf-hQYkm-m$YOp~PunV_Dzpb7>(<lXR`|)P|!nr1pg(PvVt+z^28W
zrI%7+D)GThS^C^>Zz@7ugjHT;e~iCAg9}yM(ieWBx#6h+UEndmrgQ06e0!%QdF$Ip
z?el>EH|ip`0g9=Yr5z7oOCQ~zU%Lk?bKUWL3{O`LNA2A*>_&~d9x14xglq!40?l>r
zd&ck5TG`vOitK%Nqp_wY0rxT6X4zYqibgygU4S<!jHEW7t-3l13Q$JV*9?LtMiSh#
zlM)wj*608hj2HTdqmX@mHucxq4P+hJ<fx>3{z+(xty9vrVtzq?s<oXjuZP!dr7^uO
z(U;*0&T-7!++N{tRH<7G`Z6b6c1Cm9<BT1eMghnl{yuVegfIcyrB|NJH5mr(1kmol
zl8%+g89V#f^cC~s1tgKj0EFl8>jZGJ1>s{u#o$#hRo}Z`kyTUhy<dQso~w|buMXaQ
zA-Y|K6nrmd9XwD^A?Ye|1T=n{ie@cmT#8+ioq-F6bsDK(XMPRbj=&i6aV^<jknTkk
ziiFO~$md|rI08rbDWmJ^@lC}o;tMtK23SL45-x_1e#LdF-e;e|z?jS{4MxT|cf;s>
zxu7C*OPQm{?^cp2N8InLWlJA7-dngJAQx6(*6mfiPDNc$_9SeVz7JKo(hvH(3@?mY
zMSnnQ)|rvK1#jlT3oRyye$-Jbm#uH3#!@OH7>vL_VAvAiiRq}V(y<Oc{EJS9EYTTU
z=VzYxZ`Fpwq@{i+P-vYDnC}%+AAP(yo?f%)E5z=4_&jifjl{DELHxOPxnCAv`Usqv
zR5?bF{?t2^;30<~^6PK1`iwyP1l7mY`ie!c{BcKHDmicLgMS^SPw&%f#tp^&vz9`0
zD+LWp=dQ63l_~jQv@YFv=RRwzI;KVVpp<TpPH!cz{Wy-Lt5=NwJ$wEJvF!@GVVM->
zmA)EP%NkW7PkF1(&~c??$rV<sZoDg#)zp5T*u6R;<JULJ1nMdZZTE0~_eJ(PNL299
zbn(2wNS22Xn?CTSzFh1)I(L1r_%Y%ce_mLFZOw*@hvhh0Z!0S}nhHze)D8r%*F1rC
z8oAC6r!PeJeKb)4hxE~Wb+dzw;OiTyEXHnZuIs<a0poV4f#BbQJ>a@0rf7iLeo#q3
zd;naI80r>yqxKqmOcQ5Hf5k)JdTPc^X-u{;ED;BF!eG^Q;|@Dc1;AVNX}AoqCgi2t
z;`S9S9{i|Vet`A`8)Clrs<%uo&iC03hu114+e0RJN*swZg{3!vm{r_JkDK$F^ZAoX
zXpeA6|K2ZOts=7vPmnrmyqj_1Zze$?+8-r_s42cYTliSLUneu()z?#k$~^Ot&NH%=
zVeB@$TD|Fp7vAGf!pIYqZ_M@tR?I-=;qb9j#Afan<CkAT(mAU4*IBPE>&M$e=qBE6
zteVgZwe<Dv?5TI_PYDkJsYDKEr{!-Ze+ZQ2Z0)w}&Pz7E7%fFYA#Ae2pjZQuS?^-9
zj?ZK@B$Sm-eGKrHcI`jAYfnAEsBR?w%-xk}H}p6cWfv$4gz<epfBh*r=P~%H=Tueh
z<YFCnHV0vlQ#7)2U0avNl(9knuwfES;6fsz^W2|44!+RwfN@2Jn&9Pj9~TfU00(}a
zkCzC&Zipmm(nDvj3ucxI63v1~6DOi9Ur3!tQwtG#nh!C`R*ds^RmC&7TlWbb&O=Cd
zu~+W87USOap`9pZjT?}%@KS;c?px=>&yB246CVTFf#Uda{C=ysShY7f=jRiFppaku
zi2V5wKjHg#hJodaB2VE&{&N@n8mDUnbfbol&3x6d%Mz@q$3bFq)43dDkR&##a>qAa
zsT`KUP~P0N-SIL00vOkK;ry7zk-4kIxi$D{{FV<V-A&(^p)}unpXS@I;p+P06jvK>
zg=O(h4JbmO-X50etRg3(V#`bIS>-q2brcra(FjJZeKYXGe%n*NfH}H^J*{Y8_ulJt
zO<f$qUl(JE&67x0S)-F53!+90wahb#W>IsR97@J}FW??QiQb){!b&;rQS$gB<DG^r
zz?!Elra?0D_~<;IC<@CBYiEy_v%65#Y4^o}fdnA8AMO#i4Y{~H;%FBF-_`E_yaQ5M
zjG5Su_u?WR{F5Q3tT7;{`owGkxG#2#$oEcN@Nej8=#2mvaNybZ2_0GVlqK)w(UxMK
z-A7qn@_W3GNbT326RRTX^Im;=U%Evs@7KHG^t;PI{4d0VoR;7G>-Ts;oSW>CCBP#?
zS@A&0fw~+)-2^r23ms7MHZRn{cqF^f9w@=JHV<E?!2ikEGR&!uMb{1fXP{yB*3ng8
z+BPssda_fm7U5qBuBrON?n!m_&taWU!g<UNhyY)+Yw{jn!w)+izj-)>y!Bup|BU?=
zmNXNGm)4HY!kg)K$_uxlm%1}ChjkCSx4)xbbws4rT+vp+0qCJNpBJ+Tao2pYZ?S*N
zsVJ7GCwd;jH5~g(N%Qsmn(Q|!b+hFl3lEijYF^$+;~ZXQD0sDtXrHDcp1R%+Mz`C`
zR`s<@qxtN~16lu=b7Niakv{ryj&$P~k5@MRo~!p^r&Yh3#jPUVBaCPBVHMvzl@_>O
zPy3?PDeqZL!Y$>OTX^cami#uyqqet`k^)lcgh$?ev-Ov`22(T3AP4CjXeTFGi~MsL
zzVs^gD(_*aeEADpR8ODuC&Q_~(`CH;34?fg;5h$!>U!d1wBdvJHQn1MCV)gY*e|?o
z6dh+khEvvy?mR%9f^+bm&lV@byXtrihTUUykW|xs6+d)qs&Am(9?IML9b@bA`BnfK
zDu!A~El1cfkCUXpE$S6xnGFe7yyC9X(_R`{L^p9M_<+pva@&h9orP3YJ;sUxUesaM
zzuI+CNcO`0ByWFe<i1<29+AvoKsvE{IMi9I-tXVe`K^cB6rprdru5OfYVqNGWm~lo
z`(uRR_*s`T1+lZyaYyd6e|CqT`2%i48t#|weg1vea?fZs8E?J|8h8Ra-7nvl;yMTV
zev(*YyDIw^ZxPx{%MK`)$(AHSl{Ye)0W&NG^BazO>KG+2;$6uy4!(qpFn8l<GuBp}
z*W7UH-MC-UJZCh_%u}y=ry`V4OD)yTBAZbAypJgIcsBTdXmcVFtr_<X^mn1)Fs_W#
z=5&fQ=R6m0w177L*UiLf1=A4+7S=!Ae#LFi*h0L5g=$y)@e<7Z%n6@RFkm`If9h53
zKbF(odQ5^Qe%Xx=0YgSU*NB6c;R^r#cqZo%V<%2@d51~He=1pF3k-D7RlqgAzY{(N
z_AI{*(Ku#tsiebaxVs2vBZv|bA$fqmD_3qKldrFQgLs_nch+~j(yVmh7FHufpoc2@
zR}___8{ghT_U2Q;Izb#@*%Z%7NS-_ZWl#3!fGAZ#BJXpro<L}&=!HA$Q`y_a8Q7n<
zisAo>?Y?U~X44f6wz6Gdpxvs=m%K};U#jX!t$KWABEgb8j_%A@pyZ?d#sF)H;u<}x
z#qCOz{Dy0Q;wEK}KG{<RLs9L4-#?3tXYQ+1w0l6jrS0x~D(#asZ(2m%cj0JyX!#u7
z2sJHDz9$tdJ)cK6#o?bL5ork8@wPpR+0z~dovD?p7+N1tVvgGaT&IOZYHRKYLa}FC
z-2eY$ujW>hgI%(eu@RbG6k?g+7JYty{A&*X>&lOhGQU{>9_!7pArLbK3S@BLs+tI6
zM3kChMB*I@QNQ<yWt{{wHZkL=ovMUXHob@5Q6*7A^26J-9-nryloqqA5-xjS*-rKR
zjma)e`T<|-*%@tCT)4#l9tFIP0MVi8{q(p}uFWz60f6l;jJwOGfus-P#%CVI-+U%N
zD80y99dy6y;qyNXgKPA3nfe@UYePhP*OjlzYCNq@JV7`gMU_8hMP#+QFm}_Pf|fK9
z%;wd{y<Ld}_<qd+nOgL7bIw>Pk@!k!1Rp%~riTDE$><hmx&lFN_Z*9Tm({|Yu+_;d
z$@?{|e$YD<QuMx-){e!&lF$UeAX2;$z_xm!TTTuSdrzVZE#K7dIs>>G8>Iww#Gyb`
zG2gSJ15YK*qmoX4?d5dG0@&GeQhY-vR4PF1k2eFOdrD3ZuP6O=VQfJE^2xVQAOIzP
zomd2e+UpE5=lXm!Eo;^j2Zj8M^%DNIm7#hH;>B~1_UG}-E7`=(4&F9ybhZqPl=iWQ
zmI=l(GgvX{7{g@sg@C_k7KfY-nkWOIi2&n881vU3*)r6lTKvwtrdyHr=sfd-lnMq{
z;c>fq1i#GakX-w%gqJ%xcae<JO39Gs#N_}>(6{u^*ogXduRH$VF4@Tsnj}Buw|q(4
z0$;eo)We|r%4;!dRXgadj^nu2=HB^$q|p##$XzaH`mTj<8-e!KC|(h0X}V^7ZNnR$
zxuT2rG!|T>hq<`fp{(*_0bVH3%BZamE&4|BtjfpmxcoL~;ke7i8E|qPMAwnB;h}Mb
z=au{ABs?aMgI(pabI<ZohdeEmx94fCYJmSt?hRb=ms(pW&+p6i@QK-4>R=@YUet;2
zIUoI)*ABJU<{kkiv4r7N9G&~f*T7v)r{T)R?hW^x5u#}ffYd!5Y{<DiqZ2DzWjs|U
zi`CQHuR4zQ$I47xfUft$2{b`=FX=DCnb5lcQl0Obm3AB40_4Fu@WpSX=+DhyjU2I1
zhcusY?eRT>#lLLRyj5W{7SqH%n#n+at4zXgCzFyp(GS%vWE431@&!u|=xN5XmO#H!
z0<eOX`)S*0cayo2ak1M5g0p4RKf#UT0{m&=KI1!c`7kkWrA|lM<GM`nFe7mY?F7J%
z`5W1$oYI!I{T(=l-@Vw_OVsC-YoXY5c$`14os~t_u@X}ClD(z-dBpNN+D=>@P#~D>
zxd*hQv5YlSulL7V=;%epvJG}~ihkigw&m@+$B9W|3`z)4nW|B7Dz{?vAqEvPK-#>5
zsIlJLdo{#7T)e$R3F?Om<1czpHr%a&1<ZdkU>=e?8LrOPBk)~DZXPZ=Ve=6)7q2H2
zz(>GjVS)Lz)lv4PuJ7P%;X<YL?%B)BJ1CyDnVlWQtHa7|zbz4dzy;R}gnmvmN43qa
z8zwCD=Fg(&$xc@8H;dhN2yTo=?WvDret)jGYC?69gPcz-r#ef3J>-XL^c;=E{V}I{
zfQxEA^Rgd0f9y0&02*pX!wN_5F8Gzj0WHjLuM{CaK1aZ0zuzR`?wh$wUq8ikRPy(R
zARxR|sHIsKF?~O|;1cVmilr$RxQ6;jSN{iY=nuo^8vV!Sd#w;nh*ealra08p7J5KS
z5(Mk0zIML{nP0j+p<Pb~tUUMQ^NVT}>B=0V*PHIX(Wj~TJ2^!M=f%a219$j)z8|o3
zM9h14rH)+4HtZY3H1zrVSMB<#2L363A*0XjZ_nY@2v9nsd7`h?vn;xB`?j7_!as}`
zTT+<7PxeQ6sH-$=jpJ#Tw~6nk(edUX@yfnV`xr05n`G|>k-T|Z$8^X1L5JpfC<E<B
zI^zN8)rvOEIL1bo_R&Ol;<-rVp7C-lF<d%*_5!G+PLR9<pH#cp{KDj$&C>GS9hKi{
zu=e(R%x}ix2A)X9*;3Hwwf`o>Ufy9ieC%i~zP~p1^Sr$j*T+2l^1&+DkKl*dm(!d*
zS7U_ZoJ{s#oBZfv_s%bZcA(ay(W|xgw(t*6XFk2^%Z{s1{=Y&m<3hsxrg_okOc4Oe
zbdj=K`8|Kt!|Cl>@7g1u?(V+6wT2LCBi{)5`Q4QjNjZn7o}X!B10EBGuHTbs!t?6}
ztEF*4x`AG-I9yz7=xGFb2%BulD+2tMY{cv|YtEh>L^bi2zF$0_GlM;rMSuVEFox~~
z;*ENqPEMJN#?0zK#ZIsdRiC@mzuWE_^+O)qun61v%A}w9q3@|_d%b96K2-eeE!C)l
zoI3JMY(-3_cp`f|Pb#2h#6y$l-2|vW;eF6UUeBlo=nuq4kJr=T{JqS|mST|*oE>Y^
zWUtDYGWd|fKBZ6BgNBWjSsww~xz<9l!rx2`Lkayso#Gq{fnN4~IMIx;yYJqmjn4)3
z#^cbVaM6=@*n}BPn&?l^3eT8tTQ{Q34uq4vQ$&qjm1)VoC!m#xD?viAFpEop=cn1n
z&t^9pCjPn*)}nJ*m7i$6qd#b}zUv9np!GX*b#gwnTw75gmyZywH<Rn0VSJe(bd<gz
zpN&^#@+dYi0&tJ=v6>%4SI;}CDn?k0$2}<{06t*^@4?1Ofou0sI!SVla7@Cm#O^yS
zd1-gf{vppP?;K%*?l8PszdSYr$F5=9!(-GOWDq;+fp@HZqv2prCHRr5;Zova^3%>C
zu9ja?!I=^#$h#5iIeHM>!(QI5><Ba9fRkkc7er{rCXBtGL7@TjHGUEC-gIdJx~IA6
zNb6=X59*U?ZJ}nnt#|_!J>=`*JaDE_?jQ5wJeB%(BB4U6D;^5Ewj0=2fWeY#DrsR*
zA8vl29Q!3@3`dK=ci6*kY8saT(BTWl{pTci5e<u6fBt+{WAKi?;>Kr+{qd#W!LU$@
z?@OMSMuBrM4hadXr9RPn=e%%*qbPS_{G+2t=DhaM3t^v}rLYQLm{vW!W7B|}X#Q@h
zdB|K1JAX-kOAq_ovn&K5RleMw$R@o=5N;vVqD~53_PDU~Y#|I#PWiv>*gZU2j%LCa
zPn2A)qp`i66sS<XGU;^t3`|nWh<=N&!m*Yz)yiDBJ#nTBsL$Dsb<`W`kWg+W?6u7{
zU6t$osb<gR%=Opr_TDHtP7v^;mM3inHw;4&x|82TRt<~#nBM1m_|@aA)(Kvjmv^`i
zXX|rPlU<DGeDwFDesIqt#~n^oSPRcSFs}<WbR3dcHKjZ`u^_b@U~oZNK5JH$ksk&A
zo90yvkuy+gnRGuFNRRfZgIbT6k~@L?>6uZY+77UMi`Bc&6x37S@ftC3cN(Y3*Kx0f
z8bcu**BF?Sr752z!Z^nuC^g;&J!iMPc8k?IZ5^dbHuvb~lh){i`K#3VcDZM)q@Rtj
zKMEY#&K~9`BAMJAfPSjV+d#x8$a#$t3gnx@sTOm3lr6bWYvwaE4|!HB0?gS7ZyAR$
zcN`$Jy(lbNVJ~5avh^CKfx~v!wJwp_I)HA0pOEnzVGY}x*s#)qhW_o7LBY<qD8R4_
zjjl{Cws_kXX*AH<KwzFvJNIUUek&!68)O0R;?MOS3OHd#@eu>J`sIVrKFWIsRU1la
z#^L#s9e`UM=@1sd^>K=62{vey2f)i;Y~lX!2N(l#P3)tfiLOdZ@|qTYjtlgrddTss
z4tW|!T6yxg)%qDW?If?#6MoH}K9n%&=J*t;a9}<YVn=G|<3!2+r~ILiNTh_~<I~Yx
zs$iGEAj^(G2(@q#lvdZQe?`ZPk6RF4OtyIf#(q77!&fzTW!9;u?s14jZY8{57j<Jq
zhn{rz#7NJ%ncvZJN2Mrsx;hcNa^PQyGpHIeRDMKQw&zxvmb8yfxF;K<u&kyc82T)_
zCJeoOy?flR2+3bpB9;%wNjv7?UV7jnC09fDrR8z_P#9j>bCNe1VC#>v!O~|}Z_)a`
zCg=O#j|--;KMa>jo0oi*1$Ei6-w(e(dYs%;9WulSxwQ?Da4`0@<4<BwpU1O$T1$Vh
z@{Bt&7$4-xvo90ArD!`)g<CM4$~6fq{L}XdB>P{LT-<!U{7(88`L@71hq7?o&6gHz
zZc^!-@~w#`DQUL_n<3<1V&pAVZrwIgS1z!xktG)SPMBdW14Q%w>rzg3GxzqlTBY`W
zw($2o?Y8p*LuiN3u|VD7IkNi(t0+d7XOADx?V3-k%Cort|JPWR_V7DQzqdlhotkzV
zKUmskekK(?oP{|bU!2pJ=Uxe)yRY|p^&1ZnVAmO0(p-Z%Y7xqc2oA-RLLc`(3PbR@
z^JndP3D%a_@4<>=vuC$p`ME+dcITtx=Aj(y;=BxswQriD1-8#&iUwNqyVFfQnbsv0
zD3p*OSjyeGz*cIxb?fuBU~&`fm&CaD;WZqPZTgJg>v=DxuO7C*p`!Q+c9w9deiH;s
zTK37>;kAdh7uYcU(^LNQ)j^p}|HcnmOR#e&_nKvY%_G;%gWM`V{2Pe&FE;E|6eb^J
zW^a>yw(NTb^pIHNphP|H#PUXh(w{1>2Og8xi7%Btk0}ph{E8W2Z+|AQ8f7ayzDD<4
zxvw*r03z$+oX(uxF9=Td(1ttwYMbUdL7?!4z$<~4;qWZysyOwJVOq95w}NI2^~Un<
z{qnry&^ZaKrR98$TIN;Fz0Hj|h&q6;+bZ`sz*AgH0L>O8JzxcDS9>bvUD}z}=Na;j
z;VSspJQzD2sF1yC^t%0GmHJJ&t!MW-qWmFXd#jXBOSa1e4AZseOMl!Fwmt9MNl}FI
zw3jF6mcE3*Vt1|JKR(Z9X12$kh;ZCMX~%eT+_B??b@_eM0~hWVuSQZJ+6y+m-Pjd!
zH?g`RqZ%VTNC@AKBk@};z_UbR94i6{;HBM6y+_!_rOONi<E{hYXTzbLZ~ch%oigm*
zJ6roN3Mp}*rr2pocBK<PIwRO=olw)?T{Kc#L{wN)IVYDQ7#(|y(aG=%!B@6pRrEe-
zB8B!rq}H_i5HmfDshbYcqKhyZAz3KO?Fa<O_c>R2%BmaMOf*W%S8%wPn>**$gx`qE
zI@9*+7<0{_>**m*0`~M7hX_zX=SscVoQ`=`_hMz8Hls2+6We|kpRKpF*8=zR*j-@z
zB)#rqj<+n$X^m7NsgX_MNWM5sjSJ918r-><Lt_rQZPZEFDI<99y;SxWH#&sy>S}qY
zd$}MsJk>AX!GA-9u5+jo{&6?ZXDA5*WSgNUsXIml_aMD7lD<A!jM`^zxk&6w*g3BM
zZiRl-Ev8ecN#@O5I;E#3x4-iK%7|$||F$rNQ%L-KL+d<t48iApBfeI%rOCdM`{UlR
z7k19$@%~}G)l=Xo5H<lKKmRvwR|NNT8&^wa9$zPLC<^NmN{_60UV3GUm=`WRzUw3)
zlL%r3&=^eTm;Pb-Ge?*kGFQdQ4Y)yk?YThPU(U0UVSkD4i8{|E9bgKDGmz=$X;$0S
zs!lDVpx5%eor2xa-4XwPSkj((q};}3=d8N>dhWgF?)Q8+w;eHt-L8M0(8M)A$zi4W
z#G@ZV<XW@=j2d}uEdH{5@Ejk4Jl$yRI;Yp5xXkoI(N22#NRo1<{Tw%F`p~ehQB?GN
zY@U`TT6<D#%^`Q44<($lqq}OI_-wc_v*07yUlp@HNCE|g%ck8Wb2)|R)V0T4X>aTF
zvLQn<k+FRen{smlsX~jtcyse7dnZzi-;t$uzWY_=*@lm=S%7x~uBl7y_yINrZy1e-
zV|&AL%IA^p*IFy~LGeB8P8hI?Quk57I0F&vxwpVm@$QF6D&GZ9z)Arv4tZh$I&Q01
zlCy07&e3BzMrX}%qHouImk5E_DnO7<B`*0>=9>m4LBQAE9^$gU>Mvy9HXhb|t6TpK
zU-h)IsGT@3dUV7v_4vzKrX*(wb#EjfAQWmw81y5H4*rt4o>7H1!@Qh!@Gqn*dTlRJ
zT=SoR_$%UgBBBSv3pX%VPIt%tcZVhObASH2n7xYETNQ1`i~6!oyEUs5B2Bn;u3eN{
zk%<)zrc_U}5^j|cM^QfSvhS|7LaZ)Mv!37+ZiN;gJ_O1f#LO53)<B_v;6FZ1+HKx3
z$Hvfqc)E^Lza@BNqc6Qb(d-%wwa9Som<A`ptx*bi?D*{Y`WB2vkmqB0i0OQuw+3C#
z$Y$p*iG;-8ZVKTl5>aOU4)<zYKB0h3rB&)M_rOV0(+~HbBCEGws^f~|)iU?j<f-ku
z4;X@lkz7-uq$$-ARAWe}tTk~p5B0kwkd#E<;Agn;qEnwWD^vA5D{<I6shP}h8uH`?
zvA-xWzE^*;y2qtaF02;Ya7qxFdzb_~cvgzMQT)k8Gc7Pp-9J<Q$)(mEzpB;ys{3#G
z@+pM(XY1{9K=0{V<#!jN$@x6$lov{kIV9k~0e6qzVy4IT6`sE1KnT6wW;<tWAMt^i
zEPeuU_RG09kNF8r=e=aeDu#I8f4|K4{O9zhlL1+64b<?%^L<4je}Jb78EgIp)gF$~
zl)1{&;}*fR?trX{TK=u$jrY<0bV&5IzOY+32NVSkF7^64z2*t5((!0a;0ZKL=i$#V
ziq773de4J%u#!Szj&%G|)TpxZDpC7+O!*D@8EN#V3^+7ay(?Gxi5-4U&g_x5Q|cyU
z4s%Ph%(7|8FsFuoeN<Cab*@ME!}=t4cK$RzP5G-O+tqjtI)s(iW6K=y%2FjPb@|*o
zUQwu{$Enw^P_q_kc)V5Y<u3g~mwU3EDjzykc(v}Dd&ay`T^SE7^TP~49gn6~es@*(
zBDdX-vQWfxu1-~V3-QGDMoccaB~lm9^NsH592xocaCUw_TnZbp4h|eu26!Wb76I(v
zhWSa*PdsA2!dOr)iRddC{j3BZrztC<_%PEx|9JSs)4xo!6Yhjl=;uoZXBy59bbhCF
zko{Li=kTaK+mB0S06Y^iv8LzUCu+y1$x+0oRWj~_aiOF~cVvfzzC42hi`OrdN+dPS
z&$?v|S1=BGh3{-MC&6(Re(*Lft4pbt7zz26%6trCvQb^4|8aC)%gVCp7QG^>$l*`~
z#6%XA6N?-q2Sx7a?{JSjSD*E+>aN<~QsI4{XU;LKG1&<AW$i!{WGZO{<A`ILOl0m<
zq_b1`9Jd$Cm<B7|87#$O-W=oTy#K_**$E{TeW+6(YKw}9I<=S2{8>r07}`A>X!D3@
z&Zn~iDV9m{&09eN%&ytDj1KF8_Kt?dU49{t5lTN|%lP6g?)c50SB4Zd>y&BFbFPUe
z3+z_FL+=Y;E*ew_EE2uu=cdsk#YSpzc~Y;QSao@fxMHlHv3;T2l_gQhB^;TvnyFN3
z=k$}15`p{z8yzCiN}V-Y=G($J__`LVemjBs(TcO)t2Cj0U@q+erI0_YA~h($?_KQi
z3W&LVX|WP}S;;d1GuX>)teULSPu!K>SK<(~0K@#wr<qL$6E<isq=jO)q;>w#NEna3
zUP2`@FZ|}$=5-qA-q?yPtxqcrpiwxV`SG#c@U$4y^b!ZEk^}yB02Un6&kBn@+=jX9
z=n(~YhHb}r)w<JeMC=`4DiysRI$O}kN~HM)FV6t~A1u}?4(ZoQw|@GT62OL{Res$e
zo4u(#P5}85Tk~L$97k2l?{6FcWh*)02%sJ@BZZkNbX$>e(zyICq;N(W196yu!Qlhs
z8)n(JxMh;-ETm`0)fQOiI+k+sz0?p({WyT~AMck%4!=1!Ef-{98+%NSU5SiB@Tj&E
z>QXpcBtNr}h5qKm58!l8Hdt@!kSY(+^zl|)5#01XpJQ|l#?DIpy1m9y>wB2GO)CMR
zU~FtZR_r4xK9qL^;cgObKExxV$@zzEFF4_;<eSun-Rxw#G$Lk^^?o4I^66=uK%xj-
z5rP?V>%sfAo)_c!kRDe>R@(U;jwgMeIsOe7+URAt%NsK1ln|4v;)IMBJ#cO@cd9l>
zMla!nGnae>B=Myhz9cjcEs_~Colq%e06jVPpXN!%W>IWXHM)A_#z`*G<<wcfXor0V
zT_Q5$B-@~@A6{dRJ;7xUU!a~SRS6bq2Xdx)#_#c4K!8tp=04I<nlRmN9E`g_F&3|(
zDMU#YtPBRNA6`$GZ9Sz}Ke49j%JlS(&{EB}xAqFBGk+R!;ebS(%#%_)zKurnv(jAT
z>wd8YU}xpvb@J#gQKAEY*N^q>__KdVR~oF`Ls6~Oq#OiU_SJdR%J1(W?AHwS6Kt~r
z(m9AZYF1OCFUhg(OzV_1HCjpr!Br8OUom&k&sp|hXO$uC_eM;~My6mxl~dpmeBSU7
zuVX<~X)3~g?X?`nZ&d>CU|!wqeZ4)*X}o{}g%`d+C*U;%)pESoLMrbKnjWsm+WsDA
z=K^1**e!<=-E~`h1kIagLLLBG=GnZCmCPU@>9N-DMZu~aI#ACugiOg}iP6rwQJMq^
zLl%(x1F|#6@M-oR$HV>qpOtU1tBNnmfZU#ET98FJB7lO2Q7lblz11E^&7Tp|DD&TD
zNQf6bIsdAvcnsph*z^;n*f3QUKyY9sc?JirVyjo@q28&oyPp}`Xc%B4P~8Mf#C&d=
zQORQy`Jn?1SW_kbJl>p~aa-&uxyc()4RZc*@>k8iZ2NQGN9c|c9z)H8a3`DjBOp*I
zF_f-(ocvo6W7sE$1xTO$<8UvV_q2Y`*c-cfDn8DvZsFOD=74`9_Lp}GQx<*Ki*EAC
zt+^-Ut=a91ZJ8;+m+cJx3F=@j@A9txl4Soj*W!Y68hNW#Bgn5&fiw6sTE2|h+8+%&
zn6QZ)Z2=L@CvMT^FQv=YB>UJqni9NXs4X`a_S1D)pT^aFDc$>^PrZ423mV{;kd(dk
zjAR}^PmnFa;EQYjk*EfD5hX*(LF<Q6iswV?agMh8ei`@{jMHXq>tF_#`&as2(CxLa
z71rSaDt>x%GqhsRn|gmcRK5-L+4n|v=MtT_v%~(OqbFlYsqWTUO9cE5S97LDiUkjj
z+Bz)_+M5L-+|Z(F>ilfHjzJV>d(aMK!-6l`j$oZ4d(C`Z9$MR=wUP=H%D=1}oh2T6
zI~lnbA%2|Z+}}HDo=X@s92bhh6097v=p_?;NKEx(t`Gizz*7})_bvqKVZJe*)}}=z
z?&wF~8h5P~s)NbGzTiAsK)ctXtvllAu#dShC$S8Y^|yX}f!n^1Zu~r~cLDYsGDRw@
zl2=e%iG<|GZEGoWqE-)NWNcSo1V!L%b9)Lb9vE>9bi#DD+{-JXy&Nlsl*DKS(8P${
zS|_#?USv01`2m80;H09s6`Ef%bpFsnBVHmcVR_J?a(_t%^$wddZSg?WJ)B=Pc*K>n
zMvvW*-Z;{ztNYBTX){?4aMCawS28STF~)5bzSM>BE@J;SMdjGid95vDy<4fMlW`=2
z%9UlX`&!PvT+z%<e^$0of|L}wIAos<gErKL8qejPc}^Td-b`D`kNW+)e-`su=}*Ka
zVl$hP(xiDYyUGYVQpZSOrJ!2}q9SO6M}JD299Gu9M-l%DS1t1`JBv5s6*o_!=n)H-
zR8Q-u3S5^#|7JNUdSz75fw1`PBJ@@K4UJ4?UuEhY`er>v8P@G?OhP;&<mX$Si5EA*
zH^2!xatzT~BF`^d8IE4WmU27+H%tUCrmK^?yaBh2KmC;kGPN~RG*Xwrkj2mKJoKjr
z#_~QEEi_QI%1Pk_{-y<0pnPkTwTA%qKjd5#77Vd38lrt#btoY!zw-S&K|4QvUsCux
zUxlV_0Z^|?oKxE2c*x&Y2wGE(u^(|jw!DzouyE{iA~Nc(vtmNlqDvJ`xz+if@r+r3
zzLO=}X>06fs#o4QB=NBL{>CyV9IA&T!DRUKdU)d_{T_jOI<D5&qV9l)<5><qz_ELA
z&Bb(&Z)S?Q?Z%NR_A_4()KA)4`%A)hNJiIh$9*{I3x;WbW`6nFL0kF@x9sO-M?lwc
zW&i-iNhDhI5-38kk25Zp;3{<Y;f6?R+Dy^4wt!nksMGd7=6>NFu79H}ffw#1J}-DU
z#qxZOl<EL=6#9LGXL6V8c|)Hlb||2K*jih`d;S3Kpc7{x67eSQ+&5Dj26L<Cyo0d4
zHs{Aa*#UIcY{d61z8~s(HZkA0-O%FA`%_3|pjV8?hlyyY)f-Yx)x<uism!^gCFn=7
z@iC>8av~o5OBN*-DM#pO(M0}QB)Bd#y|VoHi{%z?&-^LkILb7OrR{jTkb2p5hv~_D
zms9ELluA{O&6JZ2Mee-DJ^rL6ec#2A6EGh$a9nD20m&se-J`h${h%%Lo81n_&)@5;
z)3JUpl-Isu>z%EpEsn=X6M*O2-IiL$P(=VdR%t%nXaCKHRw6~e5ineYqvJYg?GS+Y
zv8qg6f-~;r6TF4_C9ky4-5`!l!d%*}ANNO1id2;Z=-kHp_(i;KDNM)q*j#)7Gu{WT
z`9&J6!{Kq=_L4#hh)KzuIJ?)M7)?ZwlHQ_sa#q^d((k_#1S4KYf^=G3{+JMU4b<5c
zdXM_IGMnmARpmg(u`4RClt8S0?^<0x6+8^`xD>k{`-T~k%0OO7%_=WQq!6!-iOqC<
z)*SxT<By)yHg8D}Kw->NmQLh&eKlq&qD}YI&iz=hMp$LJNqfJm4Ru&{=_npjv<GF)
z827z-{{=pHCGZ^;9$zc%G^BA2rQdF2i(hl8pQrQfilnYyB$Kky-rJRx^@pnOO&0Vp
zSuFLE_18?Zvh2vdlD%Ka!;i`OO0RFs>G&FZ!nsx7ABoFO>wa1ih|{fKne6?&=3Dpc
zPWh|=c$bbq7AIfb<F*qsbL!=Kii!d;7LG<r#b`0a7S!$x{NVB66$R$C$uIguAV6ev
zTgB>^W)Xt#x#^iXW}Ve7?u8Q4m;v6zV?y*KQ|_^*y$uw_&$6$#?(LquXI|mT?&3Qf
zU29IdZ&?UuP(z=Ly1AZz%{ZOD=Oq69xVtX5hiKXVrtR2%kG!fpiSm@56kk*0{1hT0
zvSDj9dlGp>vTk|GEPm}F&^q-y5()Y%9j;w{FLf;}mjl}mdhv(B490ujrPEivy85vc
zFUqK*DpI=gGT^Es4l;V8#0YpBb_C7si@uq_%bh~rXG6MzjwumJz^xM_mPn<Hw1vso
zJWXh!%;sWltGR}3gI38wdpc%`At*exrHSIL0b)eQ;H53()7SLyOKq7C=$Ve=0w7nx
zyy9|zegetjoK2B?Sd0E;zVYzfvn6rh2C0e6J!)6?NZ5Zdx_w5kcRIbO<132s;BKv<
zNsqaPWK#iZg+0Xg(^GfP1=JHfIBj1ZWjSX_<g5Fu-}}$=ye$Hrv_xp^o3{8dYdn^>
zTL<rkrr>qzyVbSa#opykM&)tM465|YIHNr9EK1<rm~)lEHz4ZRT?%m%GLMXiu5InT
z=r|ko)#EV!Z$5&B%{8JyEaY0xc~5HqsFcKf4yVKJ4jxjEOQwM|b@X7(b7*y0&H`2(
z{yw`Gy8t0mjaJ2ER@nS@dUfDyP)aB<E172}`J7V-vj6_IPAgjbJc_0gsSRHdX_TrX
z0lkF5NZs5!Zld=3V}4$R+r$Rcy^`hd@y2{0^hcJ2)5vOVRz&>tp@=qLvPl%}bWwwR
zsZ<`ut!Xc8>6+Yr<PhT2_ea)CdIxmU%cZMc20kWdJEnw+$bHqEWjGL{yNba2`$C+P
zi=rp5lo_vA0F*>nNlu8j+<>QS1_&SBCpFc?5v)=V^-^hh(-i`{TpI8gQWDV!M@+vo
z>EV3C#wb_P4e&r0thvbbwBV=1dCjlky`v&Od`r;X0-_q$)7x}=dcfZC8X`7UeEs7N
z%WSv3Ft_%*%qYG^0q5BCySu%l;9lm|bi`;<d}F@nw36Vze&lxgJ|5WJ@5KsmSY10!
z>R7`F6utBJCH1*K`G(;HxC}At>8h1^zo(cX-2}>sN$7EJkWya<p*@nP>Ko>@i>+jO
zyOArv>+du^Q0(_tZVt9R{@K6}mKk;TXNA`_k;Hd>F_G6^-8ID!hOsVce}vSCU~4a<
zugzE;vNOe*gFJ*0?<aeruHMe#1hF!^$g~WRU+=od2`uViS6!srPMaG$$3~4noPn(y
z&Qa3`?_SWk`0meGfOFbhs{Lj!juy9<k*N#$MKwQ@D-2NWpN~O)Iv*rNukhTL)!I^)
zHwx`j+%mlzjf_qzunTzI;XPv4+<1sV5>%^|AMU_@@Ar7gzmTS7Kwz_H5U&6Du};DG
z@Xi)dNkFj}^sV(r^<Yps`;-r~pX=+^^cAS|F@>!pL+1AW;WD3nM0|+pe6#ei<ah6A
zt4_6upTO+EqKmAutRFy3`%9>#h?BZ~YT!AVf&g7i>WR_~T02u=_uvk_GZUyr{LaZ}
zoxd|?$+)R%EcZiT<9Rx0&fRr>25*ZqYE3y<j4RZ*CG|*#L472Kdmy&I|NEYC$@Unk
z_uDQmw-t<Hqnrv(z53MmC3?=QI3M%z?kH8g*EUJr`eV@g^pI*{YmH~`ICnR<KSavg
zBFDbg#9qF$bNE--fn<1!hzkftl&jJy^q<bkk7gO7_8F@C{lS&SKyot5DbnE=;n};j
z+|y~I-peS`Wl^|YvHgYq3IKBqM?YeJ{vc~Rl+oUN38INi_6}zawED$21dP-r<8lB0
zmu2@PA-c|OcfSjr?4Gn;jSbL4sn2Ld9`CP5H`klE+rNHu{G`v@u&VmUJH8LS5J`;k
z47cM<lD8|ob36Ie<=4G2H7S^{m7+aB%pW2uK*-K?iExO)cZewjZSP|IP1yeVy49W~
zG_!STs?;bHXv{{>A$c=OvfV3>Z*TYFE}@-$3yH5)&@nUk%iak=jYIx=D#FBFAtFTm
zpE?Q{^62KfQocv}wCq;x=R6Lv&SMrvq(lBC`O|KNR~$JeX>M40XSA}eCwYQT>5Tzs
zkbFotN@4N#8~S`S6b6$tnO~3y*%CIIe#E{#BKgm09pLF8B4|N>hs*OvYqiwb@?HX*
zMlN3b+tF6_KHuFf>_9?!V{M2XM{$3gs)b5M<Gf?|;SPS=IkiseK30NV(oNAWiqG(%
ziewnTPUpI@E4pEQdm*Og#W?^Tb?tS6i~%nF@FHbzjk|{S+iX2py($^q?uZr@PM%vK
zN!Q19I}W}}9ODisi|^rnetZ>OKu&Y-biw<qos2oK-ez(8s{4d8`o;tOb3S_yu$_T;
zH+FLhu24lQr``F33c{^577?y8U}>Ngi3-(OE?epW&x|TPTnG6`dI~_0TwXCln@##o
z8H2l!(70Ug<kzd(nJ3mom+y-q*TxIV9(ceQ=g$hYruhPDM#M44lvfdgd<58a327rr
z{U<%prV@$f{<H>wY#>BjUq`#H<C{nxn@8SS6~_J<Yyb~4O>a>k1%Ku*-Uz04D;Bg#
z+K14$R5kNE>m{D=dHr!e8|Sa5*XvCJW4!HJ9OkiOm!w9%^|6IdUJ_9l+i${Atm25n
zeqmJV`mAJ^FOb8Oj0pzt##g_dis}+!OYc458>tv4IGi3Z5Fhi${e3*i7l9}k)dgM!
zGjRUhiB)m29J1B*MkGOIr%NQ3-Kw285jcJLDL<vjk?14|xl6?=geXPUNt$9z*5OkF
z8a`N+$jw(s)gu_D66e0^<sEIt&tg38dVf5!ERo(GbWtg6pLl?%A(-|XT3i{bz_|w6
zN%w>)v7@A7?kqp9nujobB?{o9;HmdJ0jcsmwLh5JF2jqQy&MdtAKu%<%x3!4W0si>
z6Qh8ay(HvStK9u?gw#VgynaekLi{`pd1Q!T7z6>IZ{)2lC;Fj{b<hl@dAhnvT)yf%
zaid3Kp|xOcbS0QrL(7R!-aUYpOsxb!Sz~av4wTIjp_bpCio?A5grQXIZ?P0|$13&=
z`porD!n=ECg1MNuZ+t6TLv{2gps(+jEvcN{4fl;BenO8*z~9!HZcxgf_Vp-Du+Zf1
z)p;(T@E2$4S-4MjW|3N8ft*>zCI35C3@3AqcSdsB*bKZoca`fs&&{5WOF-rZpmYZ3
zoS*mp5YB3IVteZ8T<9bD_X{6{lB{BaElD?4CG%<Srh|G*Dz5gn7{A)uji$%yDW2Q3
z--+9Hb<o<kWq)+f84#jF@F|fReVfPVxD(2;B|1Azv$l}WiXDxgB**>qnLpxMvIx1L
zNmVo8(~0=n0~V6)`)mXUfA|x5SM7MQIl})D&l@1n4fqm)EG~8kGZcB^HC21|&w(F$
zmpV~*N`Ct>gmV|?SxGfn<vLO~4TaY@74=nvCv(4KDAZJ#?{DD&bi;s)33b{Tos<E|
z3u&jt*Ma#61YR8ncWt+lYG0@f7zv;}-0^a$Za}(yhc~i?CnM9D@WBh5F&6Vhi<_Nt
z_^gl1e*4}odl4bmtGPZt>u_jHo$=4fBpotyO^;Xl7^&;wzRh1GN3#{q=N+-QO!V57
zfU<V};=tmI-b~hO;up(kWD|lzAOq^^K9qDn=Z$`mY(=J$*P%-82_TI$H6=_TS4p#8
zX*s_2Pz0&JtZ`wr^+$f4s*hBE-X9{rLcwNOSh$>m8@N}4Nt5K(@>LFb1ZRc5b>2e5
zlbZKoRHm0frmYPk=dQV;{GSk+x<=t1H4f{G#%_xpfB?S9`y_-zC}K}By1jXzi(Q=>
zV*jI|JHCMAmul8$AqS6Z1jjbksLBz;)z-9VFgF{1E4IHDw)kNJ5t(_s^{MsHJ;FVz
zG75gj9nvsMT<-42VA4I+G0=&dogHN;vvCaoRI7|m$EUM=T?TdR-*XjCz8@~_c(3PK
zS8p7BG|1zlFUpx+6))hOgyN(dWb(Ik0H<_BC@k3dC-$X1MVwjl9DwAQ<2kF~{N0G)
z(?aqArkIaW%--_sX7rJJ737fE&rm)v>^x_p{|lPCuxTi!k|BD;L}JU;{ER3p;S0g`
zuWf+fi%&+)K?kEn!vKa^S$kL94VQLqKch0g2T_lkho_Ah8>AF~{;XEy4Z24pl|R4`
zJx?{4Z;cD&r5F;fNagT0UEQ}ta&kC$wIc&>pAS23FvH9`dOpPl((n7k%ivyI!P=5!
zhdJ-wpj^;r-`2-rV_nzBWq?=qC4I%UDr-4KR4wI03-NJi%k>baWPDRcd4r-YkDp(x
zP#qCQPeTmel38Y-P&|7Mkw(p;;9Xe1{MEqP`(Y%|=)4RKrJHfjJ0&-K=S&+C4lDe}
z%9c%}f6UKb>fZ9jc7n=%eK3hhs~u57(0djUvBa2vC=>r;F6Z3^HkV6wI@dQ#%f64`
z3_G8D*iRppI&QXqLC+Zp9Dv^UXWsZVQdb^@bceXi@H`Y0`P{$Nq&+X!{WyQf(u8!Y
z_N)6*-(4Ehu(3SU^g8*n%LN$MWmA?dtY_tF?2bBNTu3K~@a3VhX3XYj_&i=E(S7<@
z7(8J&V_>?0H))Frl4^4De@61H#RmADom6dGo$tlHkXx02>58K4iJDIzZ$T+*tQpzA
zQTYCxj5R6T<D_z1=Nm>~XXnq!Bz6pI?zMV6xsMSDe=et#MI4?T;~8#zBB(RK*qabJ
zYAc~v*kp<icuON3JV2n`ce-1FFhC!cLTSDf-emR-U$mIgCx3*|%1<#@ZhUZGXuc}P
zp3>`9)c4^5qDP0F-^_*=KZYxBRMmg#ujvC?(>LY9dnNGc7iI;(rBbOsP2%);8~k>7
zJ^V#Uzfyc*c0RgC)JM*qM&{vxcOsfoM$5Q$uu_9*b?QA*X<;Q=Bd<&JIN(2vsm2D8
z8Jws=Z;5xC%B|>E#C@}+59}+Dna`&Ca_-ZRsO(>jvi3epdC{7e#4}15iD~eH$ME-r
z^6t%E_e8)xRrL^;Km8h>tNd-+_uW`r)F<jMc^7>Rz=zsT@KJ^*{XxgYdv7lpdq=2f
zi*K~5ox$E6M*R_8{#e*}J!Mbxt-3OpWU8p=mlwTOJn|oarh?Xr*t*lY)qOdqLJn)_
z4l%j|+I-To+$GEZQhBaLlPXJ@-HvBBE$#iYwO5R%?YG)u=YlxGvo&_&B`?q9;|(UC
zc8fy1lpp)^*1sVL=LI8%o>pF^2(};pG*n)VgOQq{#sXbI?hB9hLuNu47|0^{(2B(a
zp*!i}YdKhG4>ur-=qt+}gTi;Y8WCH$c=WC&pPk=vv{1Pm#rL|%u`qR)!vf5#d>s;F
z{s5ctAX>e`apLNLrVK@VdEt~@bh^cXt8SrxyA6}zw)w*@&6}dGzDnPVwUNJ{N6U3v
z9Cfb3;2m!KR^N9GLbIrH?B<;wcJ}EJKo55)%-g}dD@So1uCZ9`exeO3Z0QJ0v7%Rn
zT@5Pb2Zh}73vQ(dLD7}l$M&1Pm+C>1uh$o$VOj~l+>!f0J*#Os0ASL-sP-+h2~VVc
zy9*j!Z}*AdI$<T8k?eqV&dugI_3u*uJe2tU?G%ivRiw#8X6mK-&hOH%-)HPav7OoW
zjn@a`!+X=YUH+z#HbmUyG2Oe1w-9TT7gFG}vh<|gLkC9jUIiS6yDGH-5~#lilte4{
z;4X#1lNXL~58e>8<aHHiw;<~=SJ~N5FZK(vTMy4^<+ao}{OM<cEF@p1kr2tm1#4H~
z+8S1aIduyd?b3@=Uyz?S+I0~bqO+*=9kn42#-Y(g*y+YUg~np_kkbZg?oZ{$X`%6y
z147fiOY`~a#P8GO&*;({tBuyyr+gN#2apf$ZG!MnJvq<yU_7i924v!N-=A&x!!DiZ
zMemWol3stu`QvGh%eyj~skRKXa$K)B{kyu`zcD3#E8uwy_hM6TG~Cq)q0e!=d-&34
zM3?7y5e~OvDL(^vFw!r8rH9W3xwxm8vOi`{#DKthwBk5HZ{ZonK~-@7|Myi!sEr5Z
z)o7QpNO*KXxj2y*lcnfH+<hilA5&{Ry52`PHt)xyrUgAXkV0~JU{j40RHRtLW08O)
z-opLMTU(}dJ&@cAUPxaI9XfMMEI)>5f52R(=wQdX5IwEKEBgwG?5`y+WvCXIeomWU
zOz$JqT*Bn&WGNy|b@7^|%OE_$)I8k4`CKW@XBB7xj=IPDpJ_1HGbGy$`2rZ)eLshY
zKnLrX?|)`7x`q<@5LJ*5*6sp;Ca$_SWg7Lx(gPKqwc70;wjy>DnI4urcs4L$e%Z>7
z5cTFdwnX5BBOmbU-Q(Sxuh?>?4-L}|9bXC0F;Da4CPn#qTDgSzny&NAR_mxE>xXz~
zU0um*>BduZRQt=puC%)NvZqKbwJJ`4K0O@7&X4*PO}F9rWN~4t<uQ2M-{BH#2y2}c
zXSaF6+ta^?>Cji^^z~bqlWs^-CnAqLaOXTz>T&<r_rpoxlpmy|tkYN96>PQ#hYd2Z
z`;C{JO9XsBEw_9mR&$)qa!2Wvd%e!@)Zum`6`ol|NhN07$|EeUK2XE%Y-@6(K2Vd`
zOQFR===!TJId*G2P)T2Fh2pa7j<`Hj@T+m8WN_aqL)|pUTu79K%!}G8$pQ+GO?4;5
zH$H)WUH}0dT{}1?FCe_0rY>mHAiblWa>FE-5Yt;dCQ@0NjtepUHwpzyZ_H{x+nG@&
zm-dRIsdL_G;&7eW9pE<*Kt>v59C>3g&lU6)h3A+6mx5>(F$cM_>HLjuuP%Bq0{SYS
z2xSJEadKt{4*u&suWX9COj~IqzC*6`P5?*3W)7R2VjUY-`smC}F}&JKoK#AV@KW>Q
z7uUm@$relve^084=9i+l+2?A-ckJ|qN!NDlYaq=FLS$BJYBzS;*&uvfr0W@sTn=8I
zgESgjH->m=V<$C`zlKJG`d6sSD_;1cEAY7sE+zhCS277~$<FP+gY;HP#1aFmWOwF0
zCXu4O0KWiPstq^Q{q`Wd)N_f|*N!@%C?AaftT{pTa%Vn2qKPG`|8j-lijeOmY<mA~
z`umIBX_TgXU+m|J2QoFAS*7wHmW|y@jP<aYZe4@0<vWIsmp_sD1(>gHs0I6HPPo!%
zR;>dLLZc?g8`ZCegkw0I;Dayjq(2?>U6peiNnVJz3+k4u2IuPa+sd<wESUQytP=Hh
z_wv4lbc+?wW)x%VOv3F^sd6|W(N?=j@MP&QC+mE8q6A(7ebvvesVK{=2!RX-{D-K1
zh4QTC!}kvIj}Hi2{y^kMQ8d?Hro%AWNSC*+&vS_DmMO=ka#`((To=6O>v;4n#+yDR
zhf~Ndw)%eCeA5;??$_S0$1O&)2o}>z$9#rG!~?dif61`{7{rBg=Vy!egG3_X<t;}D
z-s7oOn;W)%vk=@Qk~!P;5d3zcj&6MRu3I_`?$?m~7`MGJ`JkC#-qh~d6IG>PG?ShF
zcD7H5p1j51;1V@>aR`dtu6>~CRQA6Qg06<QG#c-}DG2#oQaeuW-Znnp@6TWiheYL7
zW8$X#xjY*m-=5<e+aA3Tg!4^6`=-_X>40^&iY>0?UVgbHz*w!OU!E5@`{Kqe_fw`!
zl-u9)zPI`K$b4^wgT3#aTKprX<p8wdpOEw8d3$v0v+6&cd2?5C+{K!&Tf^@4V2YGt
zqy_kxKK&|VE=4!-hOWaq3FfyC)1<TSms$mNonnP^&Arpy0s}F;ZciX<Wm$8KUEe25
zN!td$s}6?3FQY_sy!E)w1=%aeJ!&g`K-JWJu6azZ-`a^jWL0AT^*i}fFPz=XziR`v
z7sEbqBQW_wKPd10J?pufxm4bH6Mw$Oob?8ek(SDMFa2HkQ?l!l{bcQEB9H4m(U0d?
z&rQ=GIbcUE>qygOje`G&c&$VaiWJHUXW{eU_v3lyhittald<o~(V+%-&3<Soe*LuP
z=Gp%p$vE1lkM$Ri+FhR;wF8+EX_#^c*eCJKYkI#7n8@CRC%@i3_Nr>%ggR#sJL#ga
zpX7L4=TBplBaE?na*@;T%Iv?Y+YbV9c~$R%JuUO}TKl-d2Ox{idLSq17oXUg12ETL
zd67aTD@d1lG)3XE@9jxQ?8NQ>H-In;OyE#pZaPwpF8=}Y=(%L$qcNc!L|6=pQ3C#S
z$J+liStAK}K;TO`eh|TMT)jUt-WxkMBUBu||Db@`$XM$%{&v^v*`7Vvcs_R@@4San
zOncVxn~xE0#X09i_YyFbIFpGmAa8TeK|4)~Zz+GBK*qATo4Yv4w5w1qjEY&~`h3RW
z)%xBx^i{71&p4z3^6}jlKU1Nk8kAU!j(dk_Qz^*5!U0Q+pVKq;)n{x57#f55yiygG
zdbj-$JeBW&(cH&)>Uq7Y-?Z(N9^v!DRq8Y8)hqjjNiAx>w}q!$bmf!s9HbRE#Jb<U
zLcd?({?2+=P{~%Tf-_7MOoO^ORJ@KX1+v`pCSM!rAlVn7)lX=@8^*m<4#pt6w~r#j
zlCaj!<SsR~p!qSBo@;q>9zQx1ana}bE9a2a`^2)WA{w7UX~zQT)a)1kFlH9{3;Bxl
zfU$?K8t^5I1B*LZJXKV{KmPRdW`l`ng%8Zh;ywpVy09J&a8|RMHV(cD`}ZJqn36u<
z$%E=IJFkHeiQ(M!vuihz$WQ#zNz@`)Pbqp91XENR+?Ki+WWTJvkA$~Mp~i=T4tKAe
zwQ{<4P!BEJE((0<DeWXJcCQFgCvkA_Gow96S{>IB-v30|ott;k$)b0(qq;aO-}g=y
z%5W9~yM*z3HIDNml_Sitdc6o?Y>$lmc{iAPeeRj0+1&srxSf6`?m*XTgyJH-yV(i*
zynmWqwTGW?iCBq<8shp{(`RR4AJGsd^I8+K0f;&9SJ3y`-Bp>luSPsWf!=(jR$ysg
zX6FQBfff;m@XsZ-gx2u!=#p2jq%<T9Iy51c{UCH{#OX)-S|`5e^zV*#iQ3)3XgHpp
z9Wfz^mfpMw|9ivufaodT72;<1d*~B?Z#4P4XJc4HOkNpmZr)F<U%&E@NHduVTO=EW
zV4b4jnQaZ0H9Cpwq%qE9#UFA-yXC(;@tDQ}jp4Icc11Epw>4vpKMY{8db(tHLxxAs
zJf4n+>ukI0{YGM+kf^O53Q&!p6%KgR&vbbIc?ftpztuhucTq}Viyvh7Iml<s$!2Lf
zpR2>igW_nB()K5a^zs5+|L7mY&m3+HiDv}<3r$Zdbd#g;`@C@{uiN7mSG=W$TaN|0
z%v|2gC1HV_YFEm6zfvD9yx8-NEYrI3_DHs(ThAVM-&=(PadPeLRNt>SRNIZQJiOyI
zw#@TV*c$*GE6j|udTMWI6kkwT7tEBRch_#awY(2yn>U@L3lPuhbXULk>$801!1ZUx
zij>@LKEo7TlqOEP>%k;g%n4$<06x?VZnpYtE$eh&zYjxA<rnq|09|~MV5KYIJS*cC
zDJwGzBm2Al`j2ZLQ}P1tkA)wn>V3l!u;jaDC!ij;X6U5@x|-X~n1u^+Z7aja$~PcB
z<Q>*5=ICkDOby{d96udREoYo5lmS?evn|N!0l`im*jsOZfqJGFk>|@>!6J=>_R{*d
zch5azvNemJVUEKXj=!}<++wjOdO<_&>?0PB=-!DY-V5M|JLkJeUx)Et%C;+^u4g6Z
z=|yD8_9G)u3QFs7>W>_Ku<NG1Px2nsHJ~6~mt#%82BkA9D2AEeyJk*u9>$*&6u93T
zPxk)K!M2s`A16{dVnKP++vg|Vh0!6u&KKsoMQ6{;>CshonZ2AoC$uLrW3U<T@Y+D=
zdfs36l(zu|%<}7%-uMOEgvB8WY$fw^bP|?sey=T5fsQxc6%fZIRntx8>LTI+b=LC?
zxTs6lHYpdX-#oO><Eu9w;agz%&Qi^en)PEOo1%_qOy{$<1GsxZb;eb2W=jB8B001l
zic=lSVlgwPcPp3IO9DweM17Y4&!>3hLfWCD-RFBs(KYh!vx%%mLtT7CbyG@|$P%it
zrKSR`qp-lv#p&(W!=10D>DFs6$XqI<IBH%(mV4={?9Ij>j$^+2Zrz3O;%J}m2D-Rx
zJGkjYqF%2WOz}0lf7^n{#md>1r}+m#Rp|-jAKA4iP8lEFY71yu12-`Fe%mFN%N6LH
zlst{Lb{#ui7KJmpS>^5C3OMt#-gbzgDr$^h8+tYxcc&Zf|Nqf``GMIV5_Np$95f^c
z=J-O$-G#y7$T&zBSO+O5h-sKchc1t!PluLVF?#@@<umy_?>>m~h5W3tVQe2HmEV21
z&YzLq)S)U8q90MCDAWFIN!|02@>%sS3G_8)dgc<|CWfzfhtml#(E0gRT#borHBK9h
zGzwd(*`)IOa}75*?u%u1!4R=$m#f|r{^wBjuz`Xr$x%Uk2bSk@{;lwGUtKzOcz(R<
z53?(tIKlsJd;@Ez)$-=K{9H8&*Oc}f<o@YZKk!C<{ti$1vcnEX=j`nFyYx9lnvl{n
zRRPWBWRWswUZx@K+_lz)d<lPt5_;3MxgM0zgas=H`xrN=C&Od#IcodFTMj$<e#!8z
zB@;iS{N7cJPN8jTuCaQdzHWKO0_Zey^TiHO=R5-zRguE1>Y^p2o#`h}$q}$*-^E~}
zT{YU0yR87;KlIZlpmgbXdtZcyef_x)D#4$Szu{K8`w;2=Q!EEgegh=Z-ss;Q>tTfI
zJX4Fb{kQOCm8ROOeYx$%=WyxchT%f1ki2p3#^|^&pY1MxEh=|HZZ&6oiG8IcE9~8_
z-YEvMkZ7%VM>HG{dajnbUB}H-VV10O<#4ofy1PG)GZL1X07A#Zor!>=0KeP6a5Yi|
zLIu|iogLL(zg9;7miTb;-lw%Pjj#jt+<P*)9W)4+ZTuUk@MM2Cdipb+errOYfh1}~
zCbN8056j~c9ZV-R9lgD*{EJ%<U%E=?V(LC#2I5G19;#a$?<=q8&jn(<r6S;2`yjn8
zOhQj_s{Hf(UH6@yzVn-*hQ!Xk!cUTm7gTM2#L|=Z$SBC~#U93@dM3&}W6eH_e1CiK
zCgF*XRD9>jiDN@JicI!CCFUkiR%S@ghk#FOJ#5_T;Jwc4(s@z`OX-)rKV*Q&I>-(O
zbYIvUi1Zl#NItXvmPR0fW_7O?f}*_r=7=7M)HEzdb0~bmBx<5!Pu}0(jaIL3PPkr%
zHUY`OweOLN%ikG$+2wglK#fcAE|tQx$%yh5ypw$eWRL<#@w8S?lyRQ2bJRCA%;K}5
zjHu(m>aee_`?=WX&iF(#FKLp4SS{822a(1;pwTD=2rT&SdE#AAiOBW1fb<ueciua~
zdB`A}!BK5Je<&{FvZUk9bnz(=n3!q78~lQgz#cR2C%;pUp}RxOKgjFUIUZY-NaMcm
zh~PGgssI?R5oc@zb(J4XuLsmZVK|z3^18`FT`$Zc_TE{=5Q49;YY1=I<3$_UkB5qE
zdVeY+2YvFbP!oy~mIUOd_T?_;D`ib7Kj8X=)tWh=yZtohQ&DGF=c>%*m790gElBQI
zLNfYb39U+Te%TAsrOGI}O{l|mxKFnWDvi3eJKVeP&r7pkVdp)$+T@KX(-Iq}MEN{Y
zmr@dhcQ_W>sK|h#gi&5YE_~Y?(auYyRrGk_XvYvQpVv_8yFf$!Y3h?FQku<m_u%1a
zFY9Gus^R5;d@G0DB3RNAUswPV4+Ef_BywQi`F@-8f*>663e<~$JE4)wiDxI2a=YKb
zy-a?)(Ov+LL9rc~Qx1pjdhJq{Dh7%O_N;M;q-x+lz%2{Q0sV;L+332ouPakLEyM`r
zjo0ZmK1upA6V;70=-u#8({%m)f+M%4?#!0K{N4Y2^-?_R5_9D<cTK-0(HVG;WZy9m
z9tXe3@s>QS#KO=J%|%R0rjOSXfnfnqqz{ggAFJ&J_hr)%=J03CM2EryECtFc;EO+R
zI8RHUJ20sQ%5)+$hy~p(SYw8=3*_ye!|4ZowDFU(737+!X)^t?tC6wtXK02F*o+^X
zsOb*I*F${^%^iriY{9@-&imeXsuQ2=3%b2DMB2kG9QQYrUGRRQAK%oK+1Dr34y1g1
zBmD9CkvNXW_SETg;hI@~6l<6vrT0xbJz-O&pgG9}fiVxq7pgA#M)d5?$Gievk>6Zx
zke_&%RAZ!EKO+T}?mqCY=I7@w>K}ez?7s3TIA*6SZbb`q=!9EP1YUgR?krf4<k4)b
zoH6_aO<;6KP!-A%Da1`+-X7&q6|Jcv9s10w^PubgxN!I`b{b8_$=P4rl2jv~Ta<xT
z>PxC<DDuYh5MI&^8ds8fIabo`sp8g?TtZ-_Hte)3gjjR^-Y9A#U*S0S{_#*-{eC}s
z4WgKh&qYY%=qG)qsQ3Q$wS(^PJB|9@d|1_@r_T*Oq_|B2Mq?$ZJ~j1ae7(?HFq~X}
zlf+xPE{HZm*HtIAalPf@N0r-v6vZn}*jVg*L|!=qW2MOFSBePP_u$-L2s0o*>U*$i
zBqGKqsIjy*%5O3ghg$TLO1BwLry_Ii4p|%P1pBn1tz^Bo?qqv|9%eae$TE*Y<~xv1
zt5p6}Ncj})@?9mA-Gsd8)?wU@;uo1^x7!mB^q~Az;5bMd!-2cA|Bf7%@}FRT#<Tv{
z#9chrDI1o-0cl+FFf?bBj2{<j7C3J~-0Dv~w!2Z7#w(Zai+n#SZ)5V10zPItCXek{
zwztQcc>eB$MEMtVr7u*I_nS>Zf~D?GBvDBjtOXyVvhT;^p2l)FUHtw_hZmr(X^Y4J
zLQa3$dTy?J(M{ZCni+97FP-?aUYl#asH(+__uPFwCXh4NTU59@`Rg}Fsps82hc*|Y
zmA?hz@2N@nvs_uCs;E==5MArCD_k1nT<Aqv9^M>II=;A+SVhhT+_fAphyKcmv~~S-
z59d&<*cFAZgXM6AG}6NgY{H;q!`h<_aHNvxb-&mI=jb?E&aV9W;%*74;Ifh5*Z1o_
z2h!5_MkMow&0`C7vF6uB9`y#!7~0YX4EDnDx=kTQiZ}^V{k{6Q+Sg#abO1ofnhge%
zGVg3Y2yW1Ss4HGgX@5c{X+5C!;A_RgT@j|b-L&ER<?Z~X>^7^p3GT54)h<K>;*%)X
zZ84P3_u*k*Xn!9?E)b8jCRYH4{Qy}S;&=4B)h|Y<P-gXuuH_|;R9SY^A8>kIJL>kH
zkatf24==ABHuuF~nOJ?9ern!CUl%#z*vZ}QaNIe@kF63|)Gwqa3BM?b{s>zy`T`kx
zyr*Z{h!jjA0Fk70{`e*x&@p<`Yj|pyJ>`vK$o&4?a*WZr08!!Y@Mv#JPVRpo625kw
zf7x-}fH(42ROMfLM8L_Nq4Btn%IF-g>Z!5uSDEfjy0e#KWMr@uYp)=<a`EGke_p}9
ztUk;%V0ZXZ^WFTb!tlP<!a%MD-c?s2YNS);u&@#k_wHO=uEx2vKp>8HR;<O<p>P<y
zgD$_fQ;};Ogg3ZntvI3fvs%A#QGuXDns>Rb<h!$^?@o8J3U^nN-<3?H0y%a+pS}&{
z%j;>~H$KvKIG?=in_Df!VSJ-7Y6>T{Kpn^JuK_L@<ondsKtl8A!<>}Tjs!og<4|~I
z{3W1*(9MBKt`GRx9RTinddtb}$72XF>-lP%fVxPcj40yv=|~b>%k&n68cYhyT{}OG
zaJcAMpWm;_(H2eT&e*2>$xgH5TbDOa=RTmvJf!pSr+#_(Zk6Acx2vu~wWr3D`1DcZ
zR1G!~aelfbqw4vg<ld<5s;U<!XYH{*D&w`JjXf&$GIkyAJJgroQ3$c4$xo-(DtCTc
zaWAb8Z1I|(a?E=)A=eqmX1K?J)lz2qS#MO$G7Ma&)Tdt!mAoIAB-XR9boYzIKvMe|
z!}!Uc+uM!!h^rb*wh9}=VRw`7O%TAjCs+O|JjA84QQfFidpnP<YBFYz+k_BzZvyV>
zkR9LeyiMM^_p5<T<^+XJBx_}NM|kG8dx&Y<Ej-EXybnKPfAo{H$J!AeEmh6>1zR+~
z?ded>$1zQD+a19>g@PnPZ}WPw`VVf|Q{8*Mex=)Hnj-GEv3L9<BlI!8cx=4Ah9+sJ
z4*17_DU?pClfpwl$&A5518mH)6jruojyym_ke#YWikd(TPSr9nED`dyDD*4Et!~$S
z$bGxa{oJ1k)S-kqCuR41>oA5wIr=-=A+@{icRa|1I5$a-cPLRi>CgF(DoF8)F|zC`
zVQ_nZVu(n*d__-cb{~;A*7I2i@6vn<zn`4SBcb0-{oro#oo}Ygp2oHkxav#t05=*&
z!-~h^^Dmx(anP{W<Cx&3W9m$BF><plLcy5BN4PpKPsmZ*zenteAz~d^QXZ_VkQ!)+
zk5Jod<J1p-9Q<2MXtZ=Mf9`?nT{%0NWZ{u%T^CKpr^NmLzh|=kgG!tL9Ewi>#H}R%
zj?UN4EOw`|%lmw%?aJs}gZFXAM$0hN5<{Z+C*b8MH1@RXn3UqjVHo20pjnPYM?Yid
zls*gwQ}no`=)7Pq@sxMobP1~Y_x*tR;YwX(AJRR9&RSlyhXWWQ`Tj~icOWsU&mx>k
zy1KRUL>0WNoXu*J^#E<)_~2L_wM%-aWQOYc%!t@|)P(*xftm3=_B=>>aY?(!r}NUO
zjQMWIN>8^oOc^5m;1x1P2qfx<L(p3N17i>hy1YdFPFp48kbJ{AlJ(Rk1nmRJ+L2IR
zA7h9y?bcp0!j}@pqhHN@40bjF_^eoo@VN<(s$`TXaz&8H`~x-g^lLBTWy#>FuOwL#
zjV|KaSG61xB=_tf2`^9j-Wm6FQ>J5m0^o86j+HbDo<bvvezMo)(B(fpr?s(!Q~L-r
zt!N^LiPwD4&S`Bf{gwV+Wvbtp+7_y}3eRXM6#Vx<znzdOk-A|x4-Ub(dxx+L1~~&!
zROSyF6yl$hiD_-vn|Jx}fUZSuB<of%Bh5mB79H<Zsh232%-yqMWcBz;PtIzFs}s2Z
zu99+%9^BLfH~yyru%+3E{D;i@v81~Y;unClp0{HY_&5VWBK=c)4~C%KzFSWC{>*AG
zw5v7y2pW&kER?9%g&T|Kd&oF`M=x5P>O|Ta*Q^|M_>;lxSf$V9b#qD#H)4a@^8g)9
zDp<V8=NE;W+q(q%?E;b)f`d{-)h~x^DXwJ{$2PtAGE6ymZSL9XqoaOHieF~cpFhir
z(&Lxo0|CFy-!Z?<M`h<88F@RyPY@7U-gee~PY+-X?bj7MuMc9Bhpre4#SDb~?y2F8
zfK>H@{9ip9<)v*8bHp&GEdrW!6#z|%&M)BYLAy%n)#%b^D^`1LI?llNDx=>72OIxC
z{B*pG9@kTa5Ba5T;1-3XrBb8p5ok3JPeL0I1^c~L@vd$%uCjY@vF$8#gP3@kJg0uy
zPC%o<Q>Nc@$2E0U&1itx$6cxEgLRT8P~EKnhJvM_WGB8)Vv^rah-+m!=GX|qty}=P
zTYUOGEYw@+Xw>E+KZ!T;?O*vq2g_cSi4+{o6BlO&$=Ikf2wB=3;(nr8h;^Sg0rLxK
zkzhOC*GG?jc4yQuf@Ij$N=7t^7xjJ4^*dXe`0Dm<^oB>&FK7|KdN9r1?W@Cf>h|O#
zYb)Rx`2Dcf@gL{HN6w|ZHpNsaNO+cB0C)U*=W^`V-F|CjXNW}!+bwWE<94C9aglXy
ze(vY1>HnNyTyZ*!bM12~nDb(B+rhZMl6=n}W0x99Ro!3XHEa)xy{iv-eEq(r<|rX+
zzs5X)^*!OUzY$-%GdVm#oH0LO#+S1KRn54lb$~z+>UO5uL*{b58t-cILz2a7Aw2$C
z4-^R10no`=FTZcY=6fb~-1T|%xn|JOj4^j~?-GkdrtH;RXc|y?A^++Qso5#`+yc|>
z&n(64a?`pp$gDn1(IP0J6YA+?&{k$|Pw$VJ%Y)ig8~$AhjpPGHjnww3F4bTL8l!!i
zF7pTD0$xk5-687&1k-7&cuuHa(14tLU;3NJ9s?V)dslwKVzsg&ngqLT-y$EiPa`H}
ze`*nFp9}?KTOuFiJr~i39sBJJ**#BBeR6mKN8xfOUx6g3R;BGF>g_K)3Bopn7Ajgp
zds%;E*3x77l1s>e=1+!3Hmsl;{ai39f&3Nlx%Zl}Xo5I_m#_fr%cx59rKb&@cZD%O
zld@Xw;dMI*P#mE-#=Ry}EU<wt=v$KalJrqP(M*hQntYx@zJ=?#B~VC9l~;JEOwGe<
zJuRP!xj&T1VWgxiZZW!_ULv(1JqS<fIqTt|fe#^xVJx$x`<muRR1SPLNzXFTww|Q9
zWUbU!Kx5Z4^@L~^6g@;DHgnsOR828264>9Psx<HGENc+7AXdHj_k=;Q2I<DyKvI&{
zTr}|gH|@Jc1}XZdd(qPCBaI9Cc^|)LNb~-|zwd+BErAwkkp}NRWKz7di~b`R46qQ7
zDI5K5=?n)A{9`WKEg)~CrF5RgFmzA;BFSS}$VjidR7@->np!WZrw|{IdOT7^NGK%D
zGE06oeMjT<V|CouINOr@#)$Z#eyR5wb2<S$QF}r^o-!<vxL_oSivZ80u~KMy_Q1o6
zvZrBfUzIs1r<Ax~^rkiF%~lLLG)X3O+VsW0Y~GMR(QacHhF`cBcRYV>VWsib5R%ZA
zz+bTm`D3CujcnT7AY@{^*87$vAL=q99r$&n&`XBzUPuFo8g`WfokR7(0J+>>2#n3P
zAGbJXV8<2(N^*-6jRBK83xS{Z#h;&Yk)teXvcnBX*c?pi8%~Ncw8<t%yuQfjLaQqQ
zeWRagIg5>kaj>nck*sHi=x#d3CSKb6;iz8vI$%+TsdO(yO`5{+{k!sJy|^Que{4FQ
zCJ`mI2RYRycg2rPvY?jt+Q$xGdlaR$|50>i%c^2o6#XJ1=%jg6L|Rcm+7|-^6qH7K
z{HSX33v-@`%7?1T=H|Hyd#^R;7}xl8)MY$+o`sB|!nMV(_bQiqlj*jB+$plrq=Vl|
z?)E+88MQCbWxf#|b-_FlcJ}xY?)Bohwy=VG)D*Y1S7as*9rTGVj+q5B=`1|;*G<&(
zz4_HBIkMhQoaT$~sQeB#U5~*wjrNB8JJ?Bf!0ZG!NP90$f6>!)X1lw47`z8&^8hFf
zR1Ss<tu})ITj_27^isd!?t^gV#@w^+vEJ3_#2uXzLfP*mw0E+-$8*KCFuP8_p7U<@
zMxO(_%X15n(EYMhW8x$4yd+K!19=?L^05`H_QJ2N!Ni7_&J)7cCpv*o+P)vmmd<|q
zLut&XB@1@1x0Ugb;^(f6PQM8dr<P!S(1hhDPws!tcOPVSgWV%y!8SWyzQf3#cCx1b
zA;#qJ*{%W3P@t>nnCg=K*eLkYF1_)!W5?*Iy@bUpTEO7aShc`bs+?y)s9BMI8gK1}
z-C)IE6HUwZ;Yg&d673a>X_I4<?ft!(anfV9<SB)w-ai26tf?1owIsy0l|XR*)>B@z
z*GTYao|l*Iz7mxqsB5+VNZNWnVQQg$G*~u^4Em$<kLk0$tIrob$9)IOMiRfzgG|e>
z<A#{psXoPSbs_{nl@CfK45<xS{b%Odn{AxFfDWWbdVEp+{M<jOPJW7vjwH$^BG^Pl
zk6@gTNqk;>`*6~wxlx6JhzS6@!<Th0l)FT5?5`5N$x7ie9R&Q#Q|$iSDDG1odN`)`
zdh6hqV1MS5R4gK-(fKG5ZgbPnZUP%5k(=`yVHnwnC3EiAQVUPoOwLibSbB4du0Fj-
z-n-fNl6xtE4jhLc%_|=?BTfp0e=Yg+8z$Zk!me=%@s+a;^I||ppnBRoA27Pfu%q!0
zKOxgLeU8)N{E6-laHm$~wWu)e7|Pfm1McZ4NZ*)Rz$ygvG9bJ<fjRDJiB_!@gncCB
zG%Q)s$E3Sss_yj14Jl{QU#^(p3z@>p+5*biy}aKO@XyjP$g=9wUn(Bf+0+esX!PhQ
z(D2N8g5vwy?)#V3BdHhc-mi$LNy<nC$yQ9V#~i)33crt-@39Hbh&t_Wr4g^ZR0EqX
z*d+6~5xN><bWi-!`q~&XZqHw1t-#UD9D&b-SKSaVpaAzO?5xmvL+c@a^(uTy>_Ov9
zz&F3pt)~|88>2o4-~(X|a-h&vYNGB}6ORv2S#=sVKxSpO{oaSxGTr;6C3tJUA{xUl
z*TWJ_jZ9Co6;#Wdi0bz*7q*+O@u!!s6~Uu?BHc?8UaiYJm>-TNso(wguVxM~{!M-T
zOiclK(P9mrKlQ}6EV`SD5hF|&<LaZGY20?f)AY!S?4Cj_&fns4xxda4WImF9*jw-?
zalL~G2epg5X0)&;&T#HLC$=!ZA8Ac>&st-qcMMTYBpidUE?qTE!QFayy1NF<#P|~K
z_8o%I&W4WXU2%m)iDW$R*l%#0YXqig>D?Z=J3_?9h+0A;HXLuafq-e^o?@BjWz8;8
zkxXzj01P{59DxY7O#u05O>a+WHsg@Sh$)_@XP^`gIq*wZQ{HWdb#U|b2@?L|BTbyn
zp_q>v@)qz0nR`rAllL5o-*Q>UYBNOG@yLOk-1(s|>5fO>yH<)G#l{G*spmN(6@Uv?
zqF8W3JwyWZk0kChFCVdCwN)Ca`GR~_l6P67h%;W{qppQ_2y%%`{p{*w{BH95d`yxp
zHJ%S4Ze(RBQ$R&?kMT9!|NleC7f3-c(Ku)|`T=_;>LY!TDets?Dj->ZtO1|;*Zd>Z
ztam7jDEAZ}YZ6=o|31t$pnI%r>O+4%l#y^i%xkkLVF{y>Ca==vHNwr9Q!h=jF49-}
z1WW9H=dTq>&2Ir7ee9F~MZ9{)UWbDzxUVem&*bF^SH+79U@jdXr=?TYTi(Md4{HY~
zHKeiDXeka)BDi@4dAq7?xqR8rHnBC9<e!o0OE6P`mSw5=L+rzRMhzfvz@~~HO#_ZL
zD4~rXo9wV#6<PKD^+wULQHH=-lJ}z`j0cGZ{`$xjpdOIt=#jgd$wy~w$6eJAP$Eg=
zW^eQP6r*Q$V-XKv@pyy7v=1VuR;LH&XFlKfsTw3y(i7j&rwcUvWuX$0HtoEzv9-1<
z&wS2NR?Os0(R|1zB&<<5q|<KTn}ErP=L|Vxs<wH4CAB9zKCPZVUi&v865G-C$B=SR
z<5wG!$Zmr>#>iae{q1vR8O%)GTvP+1+b1Y8_;f`t*Tpf@$gpXeD;8**BqIqM3~pkp
zzbNgO-JNf*rM9IYZkE=4T%`unE)K^fMIAw1Tb0yphM(!}l5TQ7`_t}YyjJjS&J?!Y
zN~pzMOwjUu^ok)o*%n^2%JV`VA-~Sb+XZ(6ZCzy;k2d;j7AXLZB^US@rfAkH#Y1JJ
z?Ttg2i5v3h<i`usOt-68iz0o1#iFx#>!=oc)md;;>VNsO5Qi2bWBA8@18HsY9$Kg;
znGF-Koos#GQ{_>9%UDFJaqI0??w5Wsu>YlH7!mvjRgZVo&UA4HYQDudl?B=)XKWEQ
zu|`2hmlLZSGZer{!#jJV!vQ*sX-U{i_Mx}a@;*Du^Xp>PxcHxu@`lS2&Vq9AG?bgR
zJ0}%}+;B%$#n=`lqvJ<^4b88|i2p3v&qBfntqebld;6n8PKs8|L4Y5tLJ`uua{B#o
z$P|{HG(JO700qLmeWbZ3fE=tT91qu$1$ZE5PtK<%HqY6$`+KYJ?$yBkXo6Z36W9EA
zlc5~8bjRTGdsG1+<r|VthZWti-9@nQCav*d<-XvvMj{q5PXnwC2%)c@&uR4j+A`($
zjcLBN#Zjoa6l@Vm6bJciJc#^f6C74Zk#~pjemG{~w>e$5%)o3XzTLjSwmEjy0L*bq
zQ}b8Vi<ZpfZWe*3o<fB(bbTl5#1*u^-~zzY<>=p$q_b>Lf;!k`-B5gw)zhkVK>jHb
ztPMe`ke&Hz2cOnmZTEe$e9SCY^4X90?Q(GMSUmfBg{)({-ky`A@2^X|L6CGRBO}A$
zX%9)~5yRdC1UkThc6DXHGu&%V#{Phh4<WlO--<iD4npseZW4dJA>ed$bWq~=sq-@I
z_T3Au*zr|wGDSTtFK-dHSt)4JoJKXKljgB!5$<zD&MWc@kHl01bUi=uIW>w14l3)&
zQzfpjdh_K07t5+IU$0Z@eu<094K-7+FQl(#_HHjaw@k2mZg_P8kgvyUj02IFQMX>;
zr1=u`=#8M*XnY<cV0I%vqjK6fJgQPLogqa2JJfDMoqA1=()c<OrQ6&Ili`n$nQvk2
zjnftzR8hHhSIs2qU)+s)s=*P|$2|wnm@^H!bFPQ51(@j-g+%yce=(wboM_L|X`2g}
zrD#3aSlO|Ol$W3CH!XQ|?zMN@*M_mmUujcCmWjV)+I*Zl+$xS8CyzyRBK7YNKbqr5
z^eb;(u+r?At1m(I;^InWo38Q+iqZO=`_lDV<@vhVUk+@3Wi8p*t5-!>kSM%%PNzi&
zEzJir19L^Y&?|I$u67V&lL$`*@jd288XcF|sPo9YMy%{hyQMw@Es5gu1-WtdmjUgA
zAGQOGY|xlt-Vf8~xeEM<ofP`zWd;mw!mvk1Mpx!Qp;fYE3!a%fCthEy8u<nX=|u)*
zLy;Oxwdn!1v&IjO#_t<iqJLV_u%zaYiCgD5ypf94@p6484Kp&#j*F1RK5>p@+W@bx
z=MT>l*dSWxRl|`&n=jlH`f$2SgB=b)y1gr9KN3#>gJf}kM}P#G>^0rgk~%#6t{bA-
zbdqgzGW+U7pjZNOv+L&bq1}OzMjXuANtU*2wU=HVG0-p4k08<?HOInj0Fou1d|Zp5
zBo>nC(0uDBCY<$NdBmeyLmjSf6B*;bXyimkuswmJaU8rYubGj=8#lHZK)gu)rmWVD
z-Y^*h(fj}a(z~f*Y8SkaNka{UbdNwLz7)SFm&pQW*xrVj!X8-IYzrhEGz@bjtqo;5
z1j&9CY77CN-yL*w_BRACgPXUl&Q8Lddqi^1ys$i%E3lv@Cw_k=aHua35kdqI?$+Lg
zDMUL5V0zrDGAWEKQK09tCGz?MWU+d$_{RAc_7}~{fK}n4e_=d%4_Iq=+mVWRk7e?5
z#ZB_4uS&bKCiSFTe`lBY*81%;eXb`S0-)OLwcQDXZd9id-PhF0Itw^Sip{g&6qK(n
zksvp_!(-V`{BT_ON2ZF;y6N+J3Ona|A@=}tJKqun{JVvolhL6>{<s1(f;u13zEd$=
z7`D2^yX(<@yK90_7eye*@Pzl=6Qr;e`rGqlnfG_x$|jUJ+0vv&;i_a2DkqhfLPmXE
zOZDhIIpieT9XpDe)<(8_?(;;VFT6ZmwHc~i1F}trE$*du>uau`ut0s=cc>xPHr+m4
z1d!Br1<wvt-NEj|ZODu!3*KE@N^f?On<wn*6uuvkZ{kg)jWj8cZQI|7fahi5Ib9^V
zdi>%!PAuf}Z-HK~!<Z+;YGH<#wdBow=^BuVp!LhRg({~*TcaBuvVYM3veZ#s|LV*u
zqqGmsZwI-fQ@{Ggy@u?|!Ok?7ENg|y*CUp3NH%|)vstZpZAwYwyxQs*Pv(em8fS_^
zg{!d;6zaY7u0U@OMH~-Ef*As5fOV#sIH?0FYG{mnaJq9~OzU}yPrEO^6YMZvluP7U
zj)u9Hv9Ko?*MEB|AMyNMkJP$NK2pf5UGzf$Pe=H0!xKfaX(U(epj~kY&<aM47;pWY
z(aPHGP-XkU^b4(ewQpU3ta_g%#1a5V*1Nhugj<vL4#>^;^4hNiCA|7pV@^kz$9V{3
zAZKG^&VT&@{8Ugc`7ykveH9<}a^qZY_x=4~Y&b@Y*9yFyQ_Dd3mu;?_z<_iFs<k;c
zh{V~(d#1e;;eFNH`TDZ;eezR-?t*KGG!M>+nJd!uUakqWD9-f}us%HZUdSp8^ZP2L
z4)!$8WSrS_L^gDhPl4e=OR+mXl+JcKM=M*EKM<_z-=Ak+D%IfQr9tgX&--p+yxZwo
zpOQ!hh%H0_G~RjVhpuj*IvS3DKOYJ58w!hM62bIP$#>K2e}S@i^ne2=3%|On|6pxS
z#ltNET5Ay9y6$%cPX0v#F8_Sl6@K<EUo9Vw!#lh{25C-b?hE&7x_t}inDBI-U$c0`
zOQNvW4lvN${k%V36pX~{%F5PY8)FgeMZi*Ei`y`JXHMtz(aV=Ak@sALgZ@-!wfB{5
z<N!nqGQ79z6l;D53h`P0&9<KKF>XKN{Dn41+qGuPLM#*Yerq*-cusoA4D|w!&_n%h
zLB?1s*9a)hnq1O+YQ2dsq+B=Lb#0`9(X`*reqE(W733vGiF=dI1gym<W@&lzP`m*h
z*OWQ_aQBV`u-H;T?mP!+l91U@bOP23bM8Dj#J*Q~Qe{x?i+=U1-Nm{p&&l!r_kGy$
z8%+|Q2wH8jblgXv4Gl-@$Ks_dcNt(Xi(Yw?-j4dmzn=6&O#KuVAOn0j$jJB=+>b6j
z#6^jaBxX5!=e391gZw2s7kR$dXO~~^14TZlev0%g9vr`syXAiW-Qy*^5HBEuf3btr
z2~V3lm!Gzf^~R_{>LuexDkozQ(&%S=@mDBSl+V*mvz;M3JknQm3VWi^!nKJ0fiZzi
z)ZU)1=+{c~SmlfY2QOzXx(ZnPE<I86#tFL%;mi02C@d;t0W!Qk^I`Du&Z|@;KYo{r
zFQIeA>-de`H<#@4@_xbuhp@L5Qe>`k&A~XyIZdM{R<L8mYHwlVf^qj53#BE}i0{ew
zcv|PtV=ZxfD2F4loH?5FQ;;oZA~V8F%Tin(HTtt@0~W%4l`T5EB3JV}oORIWa`B_^
z^9s%ii>P!sN5yd*-E3;XxmMzM2axhI6`&y=uLsp=56nHir}=1(BTQD{u8iyL9jUng
z|Cbe#+&ig_f{{zalT{8&A8K(W3)@NZp@=>1Tzhf&ROQetA6z>yQ+)g+%P5$k749At
zSiB7-A1L^9EZ%08Hg7Lt?mm^_PRIL43D(Q$kQ@(jbf>Ha!1HSq9+ac?IKXbY9j;l=
zgxOQMy`@X!M3~Soml!+x)N&rG_INrM^HKLbvG`sQ-JI8OLEC)JPG+7@it<QqfEzix
z+lVXZ_6g}DxU;~21Z*ek*{+xGZz4Z>cjn2@Ji$3|A9Ws<<2v1O9DTl|bbV70fb82T
zqRe3Yc5OyS5^;GLedR!od;Kj`Y@QWxfnE6uA|bmzaA3rLPLg{vE&iuP4-XY<=AaDC
z+hGnQS%00%RXVvKde1(T?dgP@0&p!M90t*2(oac-M2`s;rK*!KzlGIvg;7k&XlQDp
z{#-G!y+Td_W2DF*cpKRq?|W9>_a(ZSX7R4;!z11xl6#<Xo*vHNjHu@2YH&UU*7d;?
zzz}YT-y_*K*DZ=<^1Cwo)=d3JaBxeI@c@K@#xo#j^x+=dYr^l=jRIWPy<Hpu*bNRl
z^e1$#6#A{NF0jluxqZ8h4SE!%c2m!N4>o)ll!8EoE)4Y4T_~&no>16VAGUO|6IKnx
zRZpUUm%B9E(+Z~FtTsp#uqe7>sIkXb?dxpDSJpvg{bo5wWog_cq1B;yzIpnz%Xc-Z
z*g4%;$z{czwznWV8{@dBjBm)EEBJWQ$7e6GEl#u7ZQt&Jb|OrVaGjDKCRzL{+7A1v
zn81hN2<G&8ruJ_Y)ufDE2yB0?uwI`xnSU(AEvjX;dp1gW6F-MJTpz<uJUlTf-9sc1
zhQsz+f<Mk#@Q8<y&31V0MhK_@0XQD(#lg-u&|dFHK%NuJtoin7hhcE#1uj#VD+@*E
zOzIw=U4qNR=w`@2Aw9tvM_hcyLL3p%pFl8<VVdA(b1y#UuOt(+p(tOXKv(br=}=_-
zg?ze)Xe3T;4GJ2#{@g^OuCURNem<>w>kW|d4C0K!i6p-IFP3im9Xi`(<$ITxikFH8
z#(I$)vT;~3zfoajy*sLK50rZr6+<$Xu)xI}bK~S^PCp*BUno8e<hi&NyavAdjRMlD
z#Ls>U#i8PMDk^Bj_7Sp_V|(uX>cvehF8$3jS?NAB>_&R~o9J+GZp&l?7xFTrU2z9C
zQAo^*ByMcd5ZhfdPWN$2XdIKNd8x?uuAJnue-)B(5~%m9kqEC|cSl^pbdr(j<bFb7
z`II$kJO+Jwqenhv00q8KQ>svmnN~I5IE>oX0m0;-fxONN-*LYrMH5J*$KGXpNr`<`
zN3wd}*W%y?qh>f_z>M&FU|xB9^Ftb>O`#^$8|+(hOx{L6@G9=?)7$;NEoIq#nb3Xw
z@c&6n{J88U7)qh!>|rv*`%mFWF$u@t26yI|=HOv>^Tbc$@F1x)*d=PxbrEw0S>44i
zsMA_F1e)83E0rI-3y<$pIw7)`RR#VrIA!g%pbW;iQe<O5Fp0ktZwv7LQWJfhy+@d(
z;4YsrTVR8$<6si-<=RK}f$=#xlg}-JhRm7Omvvljz0_-%_@v(K!3E7+i|BA3tHX``
z#vo!`6=JGCXsF9Wy9|AjjzK(1r9)dsd^SkhE&(UB(DRL_*YT4`GBsttDZON45x3`C
z{eAZQ<@+=hY05VoSLfV+s!dLhzqs{p9e?X^E(tBwG$f19+3C}jzX3m=U3z_aN9t>6
zvoGU!v<hAgNKDlA^p`67&^kb9O6F8|vr@c+-ayOOf5igDtC!6zYb*P4ctUszx1%$V
z6+j)4-*4eKrSRdlJg}t0<>X|C>>+-<&_9KRawtUl3N2kO5{JX;)>?{<?#Ct9-%Vz0
zXjQLov2&Yt0tovG=4<vYZVlLjw21{1rtq(z#I0(Gqg(FbvgcfvA2`*rKwL^R{|o*T
zzJkUrzfoe5H8k(6Vbr4pF!&*(s3U`;Z~cO*Nog}i=}$*@;B~b_4)M8*e=VK~=Oc?k
z#&9H?Q}a@~%UkRf4{YIXsqd~RD|bA;s`gV}!EFmux@11HXq_~H(-l>{R@A0`eKi#J
zzk0(F$#bM>v0#MfT&3rN{MosC^>9I7ia2|m?uo|b<pi0WJs+~IxF+D(2L822ysv5X
z+TUrts%UzI&#crQ(<KmUrKh<tp87j;<PZWD03HQqeIUczi&UyGN)+!yEH4^Sf;{vf
zj=F71u6_))^=R$WR#w48wx*r}#Hk9F^tmYfsmD{mgXd>l#DNtYRO#5jBXpWAlkDC>
zU{>E8;hh%ULSB&c(}Ak{E`|Z|vwxpXjD<sA@I<nFhp_n($n6Q$BOCyYXU{=IE3>E5
zdJ`NS{H_tm@G__K>365@bl0aOGfp8j%+@Wv3b5W$Dn=olPoq9bwZNu*u)#k5{pbgt
z+ujB#<qzrA+*H`x)c&+%q6*P~5)heVV`&%e5@<)`Ho7fi-$T;tUdQ-S9?9u&-K;t7
zVIr9Budk##h(AOSYl?fKUgNbxQyoH|^?bD8yG|5+`LkM*xcX!59V-0G(U0<7P0>17
zf#rA<B>swRl7At0q;K}bbV;pI+=6>&jp(O-Jj)mmaiK)-QJ25nKI1+j8ATV?jodSJ
zB*xxS)%k@i<U{AzOOP&47%RC2bytJ7Ri_%<Z_PhJZNPxDA;M86X9jD`K3pPp!i(3w
zmC$cpxonPgAq9M`LPT+2G}DYmH%Bx*&Kh0kp-Fwjo_iUOZ!l6ZM5sQmIO5GG3-ySj
z(dX+iW-ph4w){(SC~YN6)%3fWD4-ll#1hAf95zQu(Euz%+;`$svCh7%iPdz!G*D>a
zPptK8BHo&ZG4KgM3qjAi#R~w(VYr~Pbh&A-CGo?EWjyh<A#N%dcc6rs7a4B=h(N9c
z(R-;EwOpIm+wno(iRu2;;-0|^r7CintN_J5f1ln#8~a^3_bL)zFe19dn0!5s?<T}c
z*X~0qn66|$JAo(cG}(xFDE=BvrvnCRIzf(a;jX)dR+<My`0LC0p?uM<(<e_~%{vG(
zsr2|#pNKWweO$re5ncnWAD?fWCb)$$=tmS3u{2a?`E8T%r!w`PUSH$gp0y|CO?@V7
zx1V<(Vo&O3_|IcrNCt5K0;?E&P93~8XFBO>+g7JZyRt?B?r~wVQJDw%a%5?*ynOIs
zp_V6!6HzR`+3jIf%CO3M<^34H<JGNJfQkQ$Ku>NUi+8Y2C&X%v#|1&@O1jG@PD^C>
zji}XJBpM=zcbF-@XHH2CfKV|PIIaBilD<Fky7j5f&cCP}#)q#p7aaN0n(0&GVHyg%
zqUq4An|9$TdRMbQ9H8eCF{|t>F|=5k^z#I)<oRYU@+f^q9?OJpK2W|nec;5nU-cz9
z2NNGc8nb&NL&bLc^V55lX!)Mx6{__%7=p&%p@ZgJW>6d?$vVh|=`Tr#8ke<C3mna(
z%M(Wc<_d3Ml32UnX5TaAw?D6a@dIM3%~bQ$mHA9*V^N{(AqWn)KTU@JygwkH*43Sf
zI{-v@j|^q`{fCiKKetoyTd_;85Zfu{P4f7SV@qJIv|4Pdrkm)CdG4xwpy(_0cctwd
z&|55m#DEETz`fFXA7Sa=>+VC0ipHi7O7p5WDu1jkF2|!Y$W#~QII78cMb9{K=3?KQ
zXV`<vkZez$?Tx>B$`Kg8#~K{R^kEN9eH5LANl89V^IZ36t@v_dD5xK;>|jGZl(&fM
z+MS{lin7l`WjL0&=pu1&laVe+&TuR}1?fQgW}k2$^KdBCHwBD`5IM`YU`jj(q0mJT
z_w`B~6v$&-gGn*JoAQL&w1fpr;MzT^8<^N>nJc-^(JkdDSmWD1^vu>^_s0AC+qO2_
zqXGG0x~so`<LezFe8J{~GOOPv-wWup9FQ3ifO%)7{{7d4eh`+U)4i&$mk<xuyEH+m
z7lfaY`>}`TdA_B)gLKgBMrQlNxsvx^9jD0oAR?%2EEM)Es_=Z!S{|57Y@5QlP>1lU
z6^%nZB@KUKEZ#4W7Jnx~KeDah&lxRd#!N>|Ia@=I7fV@`>Z%{o*SEfsz9a$qfBc=E
z-O0;Rtw7Ae8A{>j9Uk8tlwQopx#*s}ce|UYV(JsVVzQ@Bg_!(e{`qo|<<WxWo|q*n
zr{pQXC%$|<zr!76HT$+`6Bofoc+%hHVV~7%IRk?nA9)agsvpxlasU6Hz=2(a?wY=B
z4G25fD6X3#Y~;tQ6!I}X;OVdk;mZxl&gXvwcF)!aOIL8>-kp|PK?gZ7ou<-H^^<D6
z#vV59K~8fy_a`m{32rAN>=>cm;m$Qoj<@VQf)$cJ#YV`wZ|CJ*Nbl?(l3+6HGw+)3
z+wb~%im!IwBLCSt?n|Rz_Imu4q=c$pgp_TY6S{wRxItvCXWaW8{_HoyvSso2sAVzh
z2{jyrfK^y|)V<<gf#aODFz4MMUS<FkIp?I#t`rSV2(sXG7!Cr`zKk3O=nRr>ss57l
z>nL0kt}*}-9NH}sfar=NM*eZ*B_cV+k8)n&m`jQgem;JtOFTgv3|Fr92XphzTU@H~
z;cZHT!^HUo^wJx14AvdjgdQyLiuC0kgf901bNqg`852<)2ua`deEZK=^CVuSqhv<{
ziztQZjSoGBJ%EU3gL_@K-hUpE<sP{bJ+}EHVsMS{;O17pi-=UK`I-1WLtpp#*@@@~
zW2jb)R}nKnQ<^ddtwgXEBupPa?KIZX01P;J$PJ9%bRwFk<Ur*rt@nn1y(FI%^r79s
z^(hDmr7rz)diS~?^9r=NiUCKA6U$o`k#p>-CC8j-S~Vc6TEROFE!V--tk1d<n^)U^
z#H?*k9VQ3Tn6qJx`%vDz$1yF7^O}^-Ly|n<D-@Djzvxz4j5as*&{@#skFOs^dir>L
zw_a+#l=#_e{{B}rRpLao686&6?xnM%@Q-6PhJ+pTw?{Ip(t9=WYM6s<r3?@gsiwBc
zw}*=H$A6in)0p@uUxjWwU!DCcD&XRg>RbL`_7wa@o)=P5Nls}*n-XhZ#utnWhA|Cj
z-GUAjQqO=d=i|wuL_#1u2Jb-d)Ce7th&!Of-b=<^w~^$DRrnuR&8?Svs&&O2XcK=v
z_ygfQDE15lCG#$?d#_9$m$}t^A-dVSwmVw+seB8OQOI5Y`<yn2P}ZIHY)T6)J5*#X
z=~gAb`LSEvX<xSI_j7aHbY;vBY^uraJG+ZJZ1-T*eAj-SoLT>TGXLP&(#`!`?w2l^
zJb2Jg7Fay^t!(@{uyp0(mDBagJ$tNxPbcN3S{7Pcc#KSv%pZFk7&dYLCe%bz?B~jt
zs={CghZlMInjRR%9J~hWifr2b&Q%cjohXd5^|j6nV!r#rsYAI2I`C)V)M~mKhPm+*
zf89Ghql|vTz#+?gByM;MWn|WwiG|xpYMhQ68F;{hSC0fGp%>m8SLI{e7)foP?St|Y
z^$e#fgU)z^X{|OKnEYrLuTZwFOF~UvP=H!e--SR>P=~$&HEJd9h<Y%NAVoiBgJouA
z7v}VZ@?Ls=&pzHnRIl3$Rh6T^Hny=ZOW+YvBS2~*S@8NVu85diWKOZ+`^CPJXVon{
zQm^;~isYB}t9PK?JxnFTKe_t5ZDAqe6mdQ77EF`R$4r<h@9nH^81RpMOEg_vJp~kU
zco`GB8uq5sUJ4!|gR%Dl6KIXRNPBKH*x~nam&A3?UCxwOTk9kELxVUK7ECmm%h`JE
zxAS3z^!JjRJEI|Y27#dm<Rdv_?Yt?uSXI@X_%$T5?j8H)Mv@>=<M^Emo6NXT`0Q~p
z>#~7B!#U06LxIEN-Yp~_LUe#9!wdANkMW`>!SS3!hki1qr!@e<FY-lrJ6rnqTx)?p
zF71tJbKji=pUx5nBKr4;nIl2bBIDy@iq+7mURe}Y?~!wRPx!(c&LRbx;Nwz>rNx}(
zuU%VpY|e?l8fdqjz24zR;XlGHzIktiP8kaTw5g%qUfwz@_H~|-0#DGA1r<gz00_Rz
z+zvF}8$w=x{3qZ;VOp@R+S7hZh=>55o_Jjq)Vttp<MCtGde<j>HW(%9JX3-g-E}zv
zlvXZjCL6dHa3FA*<&OgK+T=q%O_}VvLAe*iy|aTR4izatlE>7(K0x>N&U$`1hCWT~
zuy!|81M<}{CWP6^zwa>pj>n;Hy0oQvo6*$wUX$KPBhl1RTU>IvJXl^hO=R+Y0m!e)
zz8EC;JLz8N`BQ)IRu7Z}t`R|T^HE|i1;L{i|5sg=`iG?j^Wz4j$-6Hzfu>ufUR+E&
zzrO}nB9cCmQ}!<C;UTEbhi?h~w0bNDCJHAKR77ssl~8QaP)XGC8wum6zn~<hgNsGI
zihF=y*v)Z7V5+Co{tl{wbvP14x5EF;G!ZM8dm0TO!1|u$y@_N$Awlx}6!<X>pBZmD
z9(cl(^Jw~XINuKM!*(zz_3$P$<G_}58pDj?d^8bxAMy8glx8%!X)MxfLVt;Ci!dBj
zWgR96eqK#dF=3hGzOmf-#P{GPiU4O*E_Z4?gGWdX5dn<`1j+jL7nZm*PTO~7yk>lV
zGBm{FaB2uOL9}nxEgB?p-a~8H&-AApid(`YSYCe8DC}JX1`&p*4O2^?TVi|hu9Wz;
z`R2|X73CTt=_$KWvP7r|O31o{P2EyaaC3#dU4tW0%AA(Y*o0V2iHzLj_y<bIcS!B-
z)K*zg0zAvnuVSDlkfIkrsF!y7!csCJILXQF&RuWc<B5ZF-k*%IUy}t78pHQ*L5+zp
zd&_t0dI;gUiS<tA3|2$`W_&m8Nog-tERA*WlA*Yb)=SkMEGbCW6_?E~jt9E*1D+^8
z&f`1cs*tAS$@9PNrLJ$+EE+%BCAw}tUs(MV0)vSSA7546!ioK%lg8{|GX34adY>kz
zF1>N}IxAiaAsRLhnb#+m7k#-8q*IA*f|5}!sqb`f==P_IYN{V}YDPjumr@oJSI53n
zze9)(L>hS~VJGnk{UWU$n({9U4-sd6Hx4WwNq?NRNZ|$E+fA|ky4P7@;t73gF@nNm
zZ{l)NlJekkf5_|Q-istMO!bx1J`)ORVP26NGoKJQmW!lEvlBC{#+jIP+_O;ZqD~BN
z=7fU%#11rf7CfJv!xR$3Jb19TJ2b5MM|kL*%V36n5Hmi(+R8o%3F@HP<x(MVBfcju
z8IfOCIdbkB>gfB%HD%FEnM0!pc)`&ajsnW&xBSNUy+&J-+10*TcvBm`i~a<;lK1;T
zYO_|{%XxwymtJy3DI>9MYUWD(s-s4b%7Jj<h#y~%Uwxl`2>KFCQJwsuzbDb7yfUxk
zLs<A9!*vol;#a_SGKu<ttYJBFG%F4w##`X3*CF-3@sF>;gEPmpbX47l_bxNirO|cj
zvBwPK*o&P{oMHU*4!DX8dIM>F`Q`WcS*T_j{0_5mD0lbO-^2gAD?TV?XdcFviRJ@D
z@^*WAyRHb(AUR@fW8WGkXd_vH7Eh_*s#%_N;|ohWNM~pJy8;&SMHKzJOdi+AsEPLG
z={kV^Gic%OpaJE>Jx&KRJ0m=X=|HP)2gw+ZpL2fu0YMp$=r|;O*_?sMJ0|&;xqV*y
z^KXwRr*qij%6{|K@iDeIH4l>Wf>=7J0eR90Cjxr_%km}xN;nEzE4gmvIcIo3dZQnc
z+7)zh=Y|P)c012T!Q+t_S=qGBNx$En$MIfF96^gc9_{KW-=Ur~_y!_(uYu0wL3jP{
zes+*zn{(5CS5*3YyKJa{tDcr#C6_394<>C)5(OQ|2Xs==5@kALG9=PcHdQBz@ny@h
zV*)_%0k$u{FtiaH--I9Gv24j-Y<H?rm1DXs?0Di@|5WU8@0|{>=!_mhE!0nKtbBp)
zu>5z&;NH~})(5nIRbrb87>GVmTaY#$ps5C5ZJll&@J#WK&tOX*b`?LLe!VQW2#$#f
zOz@VwGlE>Bq#pSXHfrl+zWL;bz?CBWoG$8xIJC&7cZMMTc1F(SaY$E1;JWnJaIKz;
zRruCTBD!2kNg9Tam;%jkXh|u4RaUes_O3cUsXqxrXJdo&eVvxBSK?VTqz5j>NJKt~
z<r39z@KbnnM172*&mEU+ul9T>$fNJ{R^>ZI83f0rsgzji$pkE)-2!VysXvOz_=NiB
zyUeF-_r8X(q@kmmxWXBj-`AO9-5<-9)7%gzZ-Q6p3I^r}&~8_HGSW*cokDphFTb{K
z!0tTs=CNE)q-7qV(ja$ifDotg90nV4#&Wo>1TZA%3}{Cu^6iN1f2w2mC2P8eHCxjN
zZ~?`~qk2L;`?b-gXR9Xy6)%0=naFwCH<4kl^voaU?9${ahz?76%DG4C_ZRVsSr7t@
z1a1ah!pme7Il}D?0aiBUB+w^H{W^ar-2eZ-LvKHHxYI4gpq~z(D`k_-E;(G8(Gx7E
zf5P(;#TQl`1ML6b(i4-{j|6A9)CIA$f2prIabd)6<*#<X#QP)m2@jz0Cxml6RAA;O
zSMC~*LXwy~{m!<nJjk$eg}?_tha8^Cn&3v;rZ_u<#p(~o1WIx%D+fsU4(6p!9c@@p
zawi4NOCQ<D!w@8V=Pi#Y)Jjfp1HKh6Ovzf2NN|8Gp5H4(eZ{De=<QX!BT%?zobNCx
z8%*XK>5W3Neno9A>V1pGoY<r5LdWn8569qe5usqzaTLQ}tdMS4AV+q6C=-?L>GJl)
zw?prr)KW*l|Fxe^I|{r;S2#@2<^3yu{Xp*)W4J_=9mO4Ky=AL4Ya6iC?p>oSu1}mZ
zKyGQ{im1H3MzO93zdA}Udm$sTum(yD_Ez+y4bhm}24Buub6z_S!_@Kk+qvqzFTZnx
z4fFjYp3v~oxXYgXK<Wj`2RamU_)yw1JRjIF<2LlH+3xhsOX|A_4DTxCfDBXoKyc$Z
zFe4H2euf7j=zhvU#6q0JfsdLr>1rN6!=9vzso6wsVehvw=S;{zgA-0!>DV)wS={pR
z(dj&h^y*{EyTl@PJj4lL2XIrC&mQmeKngcKR;CFBs&Sl1&GtUNJ1cs3jEK*hk-^sd
z`F%Z+(bg~wJt1Vx8R-39inv~MdzRq590v~X+|$iP5qG|D>ZU{1ymsFV&<`G+E+Kqs
zE09Zs-^PlxQGG_MF;#iMwY78pnSV#<F^-xSOn5J0KzyyX>v9fvrS;pF!K<db>O(UJ
z2<e&0=py9wa^aPCd5pb2HJg#Gv<lKIevqi8uklVG;~wjn%2|kJo?h`wI-ml-ovY_3
z(3|uWVy$#B!P;;h#W%cYwQ<$YjJ`hO(LwHI!Z-zz2CO80bkzY`JCaI@iqlG8ecVE)
zLRsG2d2%RsAgEKY4%iM+WU6!wMPrtrMRbch4L!YgYsff=yCcd_V-^^R7f@otFjmLh
z`RKIu6%J5&8y?BrK>3+2pmBY}5v^I1zey6%=ex)C<BT`%tBl1N&Q;#rp$0|x*uh^f
zQnUB7RK8d-Uxz9JF~N9(ZmsU22oSNE&f@g>lOomgD_y}44u;4l-4)yK`oJoQ<mh4~
zU+~&{_r?yVNk_}65@-LrHIwrET+c3f`5Ul$lU~p6>YT2S-YY{P8b%z5OaM5D+v~)4
z_h@_l1sBI3$$BlcX9N&G{aS{&djxetG>^kB{k-=})fg8}+wE+Mv_JVaV!&hg`BcL0
zbFc#y#bL{o35Ipcll8sdur<_1@NT;iJ*(#kB1GxAzpMz-Z~Sqx%jW<(^N-&psfy18
z-dv7k$}Kx_0l1ggf!q)K;7sK5LVz(8lMYT^kcz_4EQS`ZuL~WMYfJkgKX%86JVh0f
zFz3XTwOzkW-e>=TGpu<HjM$w(l6_gz&%E%#jL;CulcT$SDdq;)e}!!ZvnQzNN-RXq
zMOlP&BZ3)u;9k?KyDNt!Oq7IK2xd}hqKmlhdfdJ~7;?+vjhi3!2lRG|fHO_JS=|9y
za@{R|WI8<9*O#asbL-X>Uqok&jWh{O;$5^-*RPP0Yf5$4X!$kH9a@_Ztkm8Ee!;vo
zz$xa?I9&;hAl?Lc)M}}3dH~ejf~&<j#<IO%%yT+NmTc<{t8^c2IzJMCp7C!n0lSTu
zI$vR8wVy%yBtID5ynw<7WsChixkz|?1SGK!ojjw*en2UbfA#knXxW2wa^4f%OnrI2
z55Abh@B$aF_n}7a1zH0pxd!L&W!B~|wy8^sUKnY<7d5+BSH{Ug6+yvN%jQ$RdtIx;
zbtXBqWkifsH=SG>HA9U&WBj;D>Eh>&wSep<`wF6%@?3ed>!0#`10Ju)X7#A#_4X`(
z$#ij3oN&_osb6y%E4?P|L9^crwm2*{GaonAGx?vITkOyNHE7jAJ-*yd_tWiF=luLh
z)rYo)__&zKha-jR{L4D#`a34XHGv)ABhoqR899y7jltmWzz5d{|KQi>#!5?ZJeDV|
zq)*C+&>JUM3;3-_iZpj>X}TD!47;p{oMlOn@#G)VefLXIRn0DEu`v+Sze7uMe$A!#
zDir68D%HC1A2!y+so_0Q)J6Tn4wt=qNM3ud>rw}mR(sxq#-nvKqT!%8)gO3H&NPG;
z1)^UceBPz_beD$5WyzJKplh_idXl)tj(yCoN11wXmUf?l&%5BUIB$~vAp^UrFmrUH
zfApGYwfNl~mC~~le)+yx9L3qqSh2wn0+krmuqhr#6f@VTMlcb~?&F&k5Ap2idb#8`
zJWS+-#A6N@@$z7#@j?nm)JWexYz>jRcV|+Gs?<Ku0Q|qY&{#Rdfw^>SPB>IQ5YHxc
ziQj$qn>w*l*6qxlf_0A`k4cU1nx<XYN-<Tss`#5@S!eoqi`;7hErPMx;=7|`DD0*n
zFF;o0FMV)gpvStze__)6o1sKWncHE>nR_&!mHKJ&c+Q&RdCu27-Us9H38rF&LH`Q;
z%ZnZ{09KD#GN+rS_}}lC?ugv)i_2F(i<glPU+Ja2_F{a|4%?(Xd035d$q=S?+HuN-
z%()`;V@An8w{T~+R53z{WyRVW*Q@kh&K8lHpv*AjhJO;7CE865c6~!HNvy*EgR;{4
zLQWoqAQS1qK#Xes5Z_+E`?^0n+}So(_0j+`6XQu0aB2|P1t&zumuAqPhSHr=UhM5}
z2d+7Tt=t2Z7J|!$7nQq6Nmb^<v^4RjQ}Ksc<MXSZD)+EhcPuxAh<kNSL!->eWHTPW
zGW3yZy@gqgJM3V(;*Vr3k{~&>YMv(mMe+lVYm#4@FZGbVUnZx4TQ=)f!e6}XLkzKd
zcvbH<14@6<yk0F6fiaV3dYY$0`*`h+N7>vTgX2W+=Ldw`R5x9L(|(5ZIFj|_+&ev@
zX((=gsMkKK)F+H7hbg`w7Le+D@Cq5$_w3z1oe2xBj+09_n5>Scoobs8e|N71ke-y!
zaNh2xZTZQuk4T)E{HcP{Mn~nLfm9BjD8Ub2cZIs&sRv+B3soH6FaOaV5*H66Pnq}3
z^LE?CcrZ!9XXDuN%9hU*<)+(NVV5MguP>76s!2R6&)hh<+hwH|RqurSkn`cJ(#~?B
zwbN+KdtQbYUe%<tN8&)J$nCJxyrDUHr6r_`2aF8Y^lM;?it%!f(;g<qF9xm9&AQHQ
z_-I4sFbX|#-Ekkcn^#BFQ8&%uZ})WB5UIeDU>NmZ)+7vEw#$(W;`v6vtf$^>yxS56
z;0y!I0>m$kR-R$SouL*dMXR)b#tn%qj4Vxry|jve^vPZ{jT_bG42X*qRgQ`Q;f
zY)=QIDqBiZPQEk{d*?Qt?DNm>M)|&#O!s-;F#1W0{#c!E;q&Z%v@6VzL=3*IjzdX!
zw)5?ZW%=_f`zM0fS(;nP;%C=?`KdW;3TCVge4F3wp19l*!aiVDOAR0OZGS2euFipI
zvn%<rpe%SB^4WQl{`tVXUO27UP~cujkzm`si>cWCaE+6_^}4MpXh$A&3k=iExzI*&
z8{+J!^KmfA%<g9$KZ=Q5?*Ikrr6+g+MYZ-<_6&=k_8G9lFH;O&lhy;_QsgKg?GsI+
z6OeN97G7uYmGBr@&E>-@JETp2XA!7J%ud{1z=S)a<MZvJ9-g@f3ax^0s5NVJ`vlvs
zJ&7xJ7UXVO#BP=asNNFS+w0KO*V{B8LUdG<vx`Rswzda*OQTk4eIJ9i1(|7*&((sx
zXQ|JB`&lCN3w&Y1u~d=DER~;(Y!09?m;ttF;imy68#M!5jOzS8zX~+Pv2HH2BBM?E
zZf)w!?X<P06dUzf9A1w2<Mf83Ho@zI?J%1cFduuzzhIpB&#V8e8GzQjLDUZ5NcHsV
zE;-S}Px&S;QgJiaE~U{47^l}I4Cu<=w~qOP$HP4^jp?zN8J~U+#tn#17WXvq2?#OS
zT`xx-`;mj19}e)uBh9%#ye;s5zzLExp7b`^oXLHlc&3Gv4(}O95sFL1x?@wT&pgeM
z*!J;52zCp-px=CQ+RQ*7lvbR<NRY8V1rJW0<93xFmU5z;h!|*tC_SfMUd!!b6iPwT
zA>snf{Oy?I85~|P2Y`Fz%SR9a-rwo=`{QAnf>xA#<*Ii#zgf~YVSwGtuYvN!DF(a{
zRm&RHI>QVzs4-JsAaVcyXTCp#3p!1uGTt)jd<UOtoAc0D#4JGja=Ob19H4R!BPkFi
zn^rHny;|?Xq-}E3{*o9xR;3c{lIoFb)lZ_I9RS|R&v@%W><X6gt~(aJ^u?0Q!3DF&
zl-S`@yepJm{fYH=Czb^u-Vc@96?{&7Pj(-_Sn57=X@wN~sJQWH-pb^q6Ze1sbKL_K
zV!jtbe<!z3afiD_cxHV<=RCnfaPXLR-;R{oqs!p1v=P_Wbb9AncbQIgEmZ#8x$T$j
zS8^WgX?wOj@&|?>(7vO(lxZMLsJ)k`6NdKm^C~HmKj%^YQR(HoJ+3>5T8rTY7**(9
zxw~=Nx;&uo97E;s=kW9p9>D#c3H1%V_g{nMMs>RfJFDuQRf^-x@Pa_R+?#-Kc>1Op
z;js3X`@Nl>MZMskKVka{;cB7Ih56bg)oOk640oaCT6XyUw!g3D(TKGUrzk6rPgjTP
zh^W+Z33}fa(hP@@2Dupe_`|gMtN&zFai|0r{6Os=bMMJQ6ZYh!THO!5X8WRFD`Ued
zjX(nAUIyrQcC+&W_q<#d`a3k&U26>Kbc7B(z5>5J`9e4q1@@=wekeQ}Ji%X<9H1n4
zR!}afyW3)&Kimlzpk;fQ!)c@F*~S;;k-p;DeJ1DXK6%aot~ANc4b#(ZWqGDapj6&<
znme8T8^o*D%MT9*p7RHAHF>!aw__3>qCAFiVkO%ym+suNE+#i;rskr*pFROtXa4Fg
z(K#AuUP^ukH#6?v>ni4Z;IDiB*7km=`7;W-^d+mGYE2^Tb|raH-Wq5h_>Tzu+JZ|J
zX}?9=_?!`fI(IX^1oE|fo^`Npb2ATiA{J-AY4d&ROKs<M+sBOot{?T7dLE6_YbA(S
z$@Mr<&{*H`Vt)MKo63V`Kh=IoAFtB{w$Ox&rU<MU60;djRL1)goZj2#X?}==*jQDM
zr6aZDU#4<@Wn%B#Be%4^tL`<=8)t?~%-ml`y2{{qr*$)zTuoS>VJ1x>cg2h_K;{zN
zx+V)-;%j=Y;!J>ri6r8{{a}$Sf|N5%l1Jo0p~KMbCwNifu0tba#l`RQD2<nDzB0i<
zX(n(_Ct3D_MNBFrIIh`|k4iQ=Us-kGBeN#%_49pR^#F?j!v;^XzLgMR@&0<{EeLTo
zPOr?9g)oESxone*k1yUrpO!~$Dt#~|=+dFY4ZSqJ3HSXluC5q1omT8Zu^!tOm|0Z2
z>e}JH<91m3mm39tb)Y4wB-^ir@AI>rolfzc=VE!zpUdxpP0Vmtl&(=Wp^$Nmnc{+D
z&$sFR`2g2^__oq+wR+N}eo0U$8y?ToE5EDFalxzjbKmtsc6aW$se#ydZ|5b+0Ifbg
zeW`d>5VKr}{C>S(^T(a%n^`CXak&%3eJZZollT(R_epSFr<~3VhCUs^&wkjhWq6e}
zZ|3*wZ}@#}o?6W)M=*6`0(!rF4~LNQ{5rMfQ@ZY<fI+|N$m$$~8El?)tmxiPsw6O8
z21jB{v|s7yZZ`iU%qxXQXdw{^8PLk^i^8-)9HL|wM%~2hw67`^JaJTkrC~%>@U^#o
z8kX1kJDlErhvBr8Jt-*$`!|N8>BW_(Se$@zH2QkR6!CCbb*_`qSM{hf@Gy}XC71(%
zW%Yh&AQoa2r@zWuvJfg{prycxBl~H+VBEVKf4-=36(^hj-Yt0jd{EQ1I2_`t;;BbC
zSRZn-WyqjfxAv{YvS4QKv3Oa3?~?F(+S9--L=c99XWysIGX2h*W=2r-c4Hv$-OH0!
zd4FUtZbCzUF>FZ94D`?JeiFs^82EkhnF<9wW#4ZGfL}`M(|JsoYzdmxWJft7r0G7H
zv@mnPIvl-`3}EuhF?7b<BDr1J_Oe^FV14dpy=wcj^eGQ7Tg+bCuP5}bq8@}|yq|mZ
zj^PDc2sV^y`3R^Z%g=?>UQyd*5c9_RRk)`6R$l8gn?ABBh4Wm7zw?KoetXqy+ENX_
zuwx<7{}fyiievBSqgdqwr1Owt<|bK$7RcW5>>W9rqDup+hd5aL=_KZCJn`(9u6AA!
zO#NvNgihK(hSb@v5H*f05x}CVz|x}G9&cCNso>!@v@3Cy_OxiCUyP$mD2rH5^TdOj
z>63Bb_{n)RR5&PGgn956i^Vr$_O|TmT&t5cq8HumXB_I_$cBCkROt6ESHp3R?Y6i{
z0J&gack}Q6@^og)ifY>y{URa+0r3%#8j)Jzg+P>25kbn|I>r6H+t<Dk_u)M4vom+5
zOPF(v-dj6<*6+Cn7M^=8#pmQQ<BX!*le}b91wC~Hv+NV2p}T;K<z)!e1?JcLXlm+;
zroE|Uw{cCK+XN7>PVtnM2EiD5D?!`i4<m7wq)y^$Yj3O`BYdg^Xp*$0zYeP{99S1p
z5t@jrr&*B>Wp^o((7tt4WA|7e-u41Gy58@i+8mcu#hxUI_N^>J)1k)d(tc>Xv=5<z
z?SpDL8?X}3eKa2cgwFB$eT6vm9q;tiEu#S>Nb;-C{lyYnUm>fb&VF?d4bY1#D^ty*
zud-#-*&P8ps!<_BO9FGP9EI1s9)2VA^>QAeZDCH@Jo;EuV(=Eq7d|uw4bL2-LpgiD
z(4YamZKOHB&m}D#@4A=U+sCEq<Kik`yANhB?+>!#x(Bn251O@S{cogvb%D}Lmy`cw
z@47+}UmWJYarZKz35ZeSA^<z^0G+MwX#N(w2l$0@oh#*F{z}VZ^yGcfXf^x2{Y8j~
zg~d{ne6imr?OCoTy$)v%{qp6BKi3*{Uq%E0QNOdka*u^z@Ez{kXnLbz6<ITAF85ya
z{4_t}BW_J7BYS6sP&Eq<$AhY3AC5C?hW^8e@I?|k41#v^M4#B3y+6$NawPCh$l*l^
z7*!>@++fCtw|Q8I&mvZcqi-ee9cVeIAj}wz4+mfWUHqEE<*mR{@l)lK{!;)sNkWnU
z<dj1JhF)826R6@eUuUWq<5LcY@=)pPv5$62Bf9tE-2jyGD7aglk$NR?{TsjB%2yD!
zO(gc1H*6BJv#3EKn<9YLr+Zmy%FVf+^;bIg%$HWM_|n2N&%uoCC}(8mqdek#^DG4q
z?f$`Bi;jnWa<yWR4^&-#k21JKJbvSp_eGe{=X+gp+w{uzXW_6LwV&1c6r9Yn{{5M6
z=}KOt(gl4h!9s?1W%r$?j|oxJlcz^3%C>&4*4fjv^g$^^A7{Y#8SP6byo%@U<zHGc
zyaj)2CvmyHsrfW_&fU44i&jqKu1}8HA4=&#deP>kSx{i5HF}%aBX*5)@hKIV#ySRX
zFaiqs_~p+OfV<M{K-(DkOLqld>NY<*b1ZKGLL&F0p&=ul5WfZULan6Rtzf_!UeZB;
zvCt!x)5SR}`gZMh8B>k?bvIrFB&p`C)Kc+HHanwG>cLt}6lDKCvp5!!#Je<bE#ZiJ
zFJ28Gr9TG~+#wxa%_SB4@#o;54gdFddb(eJ@M@v4_0Q+zKTtXYOV>RA^Z)g$AfS|+
zq+NH7%nkEI#E8j=bNqY8&YhR0Ps**bxw!yT(YO6SpGiO8B!dDlH+4oEAOVtC4svGN
zAQ&B#X4~$T8TE0(Atcj#+H|JXsq}@QGb%Uc@kd}_hZi&BZB3+`qi~5;6K`vKV6%7W
z=wa|4>77}9K}~Ev+z=B1HCC6wNlzk%UI5tT7cGg)7aRuGH!a+(U<%2!j;5FEu|$1R
zJW=U+9}X-y8r)AU6_(}OMb8nCnX(W*_vstj^WLK(m!*#0mkoO5hCL8vtAgYu0vP)*
zS=_gL6eqpf-i$-Qc{MW%d2zop3|%G88x*G<oqod4CDv^Lb@hc=g2s8iI|0dN%}U6D
z*Mnw0GNXZ1@yQY%+l?1rRw5xN_thtIC#K#3J#5D~<1|p;szLY(*?Jmu=}7!sl1JW6
zy`C*cJP6Ky7f;~jO!%wr&w8U)k<SCX+;XQZN4Lo?+*Pq|<r&PQuj`+P_PwJT4ph8>
zT1W*dhP?7k?`c=WlX6vb1`uOc&)=P^XrGKt9^cjqg?BNny6jWu$y<-8lY(!1T+H$E
z-c+UMUMYJ)beY_A&5}LDKy`8uN6jyKT1zTi>0F=*8}H)M>=Bios1II7Iv3<2P`(>)
z1+SdFc1ucm^HT`d?di(>9j+G#B)gxgf7WZn47w<~(fO?xWcC2(?-EyfVSc7Kca4U=
zADv<EtwPV4l*E0khCU^iphZgiHs^%JSqcKwjyse6VEbR5MGS%o0s)W7lY2eB=@|F_
zf7uKq>=$HTr!L)TFt6bWgP0jKJ?U`RFFaw1Z+u7#PKYuj(&$38%#d+Jo$So}$ep{o
zCYA_F@%Jg}_f!1bdqaDGIr*DAWsF(W`0W<aa9q-UA@=uvcMg5LY&a8so(Z`1i%<mm
zP5+`Za1JaWXTVN9k_BY0Lg%N(=Y+I{mhE7<DSn@)I<U!0&_v+G)fr>#^GW`GBQxhv
zraJ&Ofl&Ap((Y@{dCc_Gfdxx6#(wJ0*XWN}2ZjFh&TX#zR{8_k3zv2dSZ$0s;+5@X
zQQsfS+ZPyhRQmlSYrk1)v`!E(;oH4Fh@A^T(Ppv7<F1S0GVm4RR(wqt$aCvXI+<h)
zXFt`hJ?L+TW#4r|-Q9P_Dmk__Db~+A?Ve0M(j9SKHtrUk_VsYij0Inw;o}6Pux;12
z95pSi$RHND;mqy4LRgdrh*vo@8-=M2*E)N=vhI-j6HG)HU!NzHG~RV5zZ>{oQ9sB1
z-p;Hi9hq$VI^EiR{?N%=Hg+CxnB`&++^)i3)#2)qmF6V8jEHxch1Sgx-(L&D^-%pf
zmn6h<-h$TR_-eloeNKRLx|gi}JOWr)oo|n9DRkaJ9<fsT{{54F(>TepUff>JFe<XB
zPHX9lT~w$eCoQ)H@#FU+0BZ?FkOBPjtd<Ag{GP*e-L=a=#L|76u*r_V!V5C;q#P8%
zR*mCVSbUsWMH`vg9ByH0cRl;+?w&CFoH}+ybN!(!l*^@~fsHK_=4nwyY*-^pj^Y=Z
zhUd4h`VSx?tS41UF0}Juvlac7&eTVR-1vUEK232Sw##obuGwB`m*vop&^}>8k(RZB
z*|(=KH>~a0CuLr)fq(EqETF36-7*$Zz`>Ni`*QPg#Vf?v`AGx3zq78zHlJL}CK3s%
zt#x1lC%DM-rZAXNx{E%e1mAD>RvJ}p1p0DYbKoK!xU#%ZNEL@+bC%#qDP%Dz)f&7z
z90R~t<qM8cV7t*nZ=~a>y0`QVSSxl8U-*xMb)O<dm*EZt;E-Ks4q>jycBN09A~pNR
zhypHOn!S&%u}1k+_c*D>x!-^-;hv>L$OJSA(c!o`@&<0l9b4UOB0**BF#O%U6x2Z9
zf%Lj$s*MTxKo%RbN+5M{AI?zsbpHLGAvl;zEId@@$GfCn_=>*xOiR4^jJnJ53($vi
zbzZE^Yi_L}bXcjXCr*XxFJVX4#Dk#`<bm4D;Z3r!zOU8JHxKtGiHVxvd&~{XAK^#C
zKX>)1`kOW*KF-_R*V-bT+2FOyj|4&35O}DPwUc-lR*&QXwF*q8J14zQ+MzJ}__$)^
zM_<ytk$#ouumD)`szxkb7>zES(NT(fm_y>?_ZI40>7`yHe9kAL(%dkF*6f{q8^abq
zp%{aL)W5{wD%|K(nvAdb8bT2Sbf#;0C!YskA(p#W(Y%TxXmdB%o?UON5l}X}{P}sE
zC^6oc5Z8ep3B7CkYCGdct<sjA+oO6BI;`E|yz_8gMxgttT3!>(Tz$%#{Kc~JjIC2P
zj+;A;%Q3=k%rBesTTE)d6?YGP1m8<-xE6@Jm)NAP);6K9{&|V4x3p|(=aHm+es=7*
zNI}ACok<v1`8rxlbp*z?x}>#oq6Nw1EJv5T9rmHcO@>O!L|1I04x^UFRCzw__(Q$-
z_}~4(HQy5EqF?jE3mu?$L#d5ff6yt0{J}Tqe|HT;rt>wZnoN2dD*by^WaMwuZ0|6c
zRo3Rb-b??od`rNEEtv;Nh-y-~ECIOe{nb7HfQGg9$Lw<H@jbj5!KVt>3ZWWyS!?xk
zRA;jcIU1;PSlpNJ<Zm{~$X_JJ!4D6`_c0sR@#??iL#Yqm#6RRoovh!Cad}Nll(auu
zTWHeyxcYY(Mg)>v;*#AELRgeyu)G~K%P+h4ZP2JG(y!`1OZt5a;#jtj$-M6@AK<(F
z{D&Y@eh6`TxLl&o-@xM8#%JOxcSs9O6DT%>{F=~D`bJpg{`D;L7;f%+kpd_?hf?6<
z`ZOU<V&#zCa0Ma&f$(`eK{`g<4&fhE;r(-e&D4-8;~HS2&pI8GJoO0b=hx`mfRivz
zFY)8KlNg)IM?x!l9X{eQomCr!+)lCklMRIP3d_w*X4AXh3kHprPImL+5*@I~C*e@;
zyN_aC&oQz`2R`+dJ7nNp+9a>){k$7fFxGy4JLVm|C&)aO`F*I2Ci8jPRCAg>*E_-<
z_n7166X0c_XVc|y#Z0-g;96;M#QXgAu}_`K)xg3PV>}7V1Y;A|xWT<qWTQ&zckKv7
z0GU=Np@BM-@WmSf6j+ZZWxK@4eC$u*IS3wQY7)UHRhQEuddaQNZ75$}cVe#G7k5be
zfyE-LDlh4Q$al#d{@Cs$i*0kczAcRPmQgByjAN3Oqy#$l`1Vj9aO6}H9Sq3NXS)sO
z5n?59N%zp)`ui|A(=mKq-%j)CsHf^le2&p!AK0Y~*hiJKAUKgxjuibEmIp3KCuUKv
zw`65Z^IJf5FASC;*KMn7#wJ_NAU*`5@Wv9U>kui+0}PO@GC9h)Vp}I(nb-Jet7g)p
zAqF!snVB8)1o#`v(|o;Ql-KOYmRz4)K)Bu&Q|;rc644K(#8<;%x#tNX{fvF(ncY?t
zf@?z04C8dl5A4AQ-o_s$`#{nu6?xOGzPU1{sp_`~x751sFXb*0{GpoB0>1P{cEr@*
zJdmgDP5z|4<%$FF?-Q+6-m<S3nLP`2HdtI~L+jDiw~f^$Wd|`)JU6;?;7>PccfJx8
zD-N<u+Xxcep5}|6c-ga3BoO@9vO>mXoFnyjkOZYu`1U=w4vdrxjxZ-rcu$=#{hHp)
zFZlrUSBm6|_jL7s&??`%9Hx!|(`)w$of$hwz@o-uePN<4JjHv|Rf>wgosiLN_}?Wi
z0?7#@D)X;qW(7<bJee+t*ZbLBO-$c7jEU1S^?;d{t;qZ7mjfN7geNmAM@#vm`Q`;?
zj9=GW$sIqCa3m^Ovq`_>70!;>jVqowU9><iijR-?mJ>J~CTO@FQc^Gp+{c;FKY69#
z943K`V&@YhbyC|TwI`SMu_x#LUW-Z+1$z>qc>3ebgekQiZ(QM+k38RC@ELEXOSqGp
zZT^1NJd^tO9G8pmGF(!Mr{75XcNjG<kcoGdytYp69u@BrpJOe)A$id!im_b#tD{6D
z&mi3{)Lt$>-XN(_ct)TBjl37Iz26V5Z+n4SX!cd7o<Tk``v_{Fd62h9_N|W~5yiZO
z{DCHpMmp4UnAe@PGS?L4JUu@b*8Z|~NLT%iJ)*VeZE~=5g2dM=EJ6fM8lHyn#KJ<Q
zWm_|F^Lu-roNpEHy}Z`Ao5$}hHax0&cDLIlk{S+yqV@^-@29y{9hI-h<0j!;2hA3t
zv%g*gwbp;DwFf%aTv3>Lyl&d|z~D2%5PiJfoy+5FrW<3vl}KNH!>#I>NNqU_FIf_H
z-!rA^TlyCw-#^QYZGyY9d{Qa6dDkXZlu-}NfV_BdJ&@wlf&4qwe?OHTH#t>?qr7B^
zc8GzyxhgmCYdbG&;>W&?<4e$q85W`3FED(-KlyxK#GHv*6%PQt@wEYhwzn)Iczlq*
zK539;yA9p`)q1ztymJErH)vgEx9R<r$D8&Az@jy-t+ihsXZVEi*^{Ui{O*ON<Lq-o
zq<CmC9Vogv{L9Z2rw8SpeXSL$L5wjpY2g(1c2iQ2d^&Ij@>HPxBhwl-x%gItDp<4X
zk?Qw(wgI@fkeKo<v569nsn{o6Lp7?gn|sPrFH%Psv{iAKH7@s0(lYRe#uB=zvQf|a
zJY8(t+=v5JVLEfX+PhmPoB%jcLfCJ6Dl3ogIQz9Ft`yOOd|tnpxcfJRe^quKnj=~m
zu6^|4r6pPl_%F~w1Qy!ww`&N5dGN$Qij}+87p#5rCfs|H`F9g{9itm-l^)adM2#v*
zcl;qc1O8McY&dSBOFa#dRJAMK3IPW6%{zEDYS6^~?nP&5p^F7-M;&~S*cD#4Z*+ZB
zCRVcF?;7nhRj4JcS>}_VW6Eud4B&F{W$)%g)$6D1eb<B^s*-ik5BV28{K0#V)l?y|
z6}3IW8MX*0&`HWI#Z7h4q_x6}yVC8v**XYKQKopwj>P(=!j2`bZ1gcM=M#kQY_FV9
zlX{(|q@0^Wa(}C*Z{0N452ESE$?5|8J!j@*hx<26eaah|nYjP|TlGcAXufk87uti;
zv_LEOfO+k#=n&C@q9pgx1JJ~TE<r_L+%c?Ru2P(JW8&(bk3pxgoK=aWcA7a|m<P9f
zUx#9FACWrArA*PMd-wbiR6#OB@SXZ8rG#&Z%kqm49VF|Qkt)&=wSwyTi5@9k-Hhxj
z&cTg~FAQF3Xa$_F76GXXr{Bt_JD&WkD~hqgbpE#A6Ytj+J=(2v%LlREKd&(UDG5U$
z09VY!9kPn=$538(x08euXIjeJGNkOYr<h$|Fc9r6<frPj<$zRs5ou?qiIF_X-Osl$
z{(7pkd%3BFOGxkWe#cJbl8F!hogVoPZI#sQ_EJc(Z?}o#jF*6|i!rs17TJ4|hl=Of
z#ZZd3-z^-yG=4%l(&+d?I(q@o(ew{(T1qS9J^$TB#YYcEH-Bh9wt)ZcdnbV>@+0cO
ztO<jj>#=7T(#5^q{yV?f)T=L?$oVCq_);86FzKsnxXhq^KJoH}0YTd<1LOTAj9X?c
zPIi8}ppZv!Y+>CwV_6%vD?jAj@q*=07w}R=09MnkxDFhF*dOyK<)KRpZpV$$>*$?y
z<}K+v=!~TS<7e4vK)4GSHj&cs5;;$Qaj;b5yo&{Csjao3XAJE!-2}cPC+=JDeHZcO
zLPP>pTy)vwB|9s{%Ie;3J(JOI!f+$py)E~6u-XP4hpYwoC=k5B(8ltu?bhl39Z#vE
zoO%*L+;{OCzfZr((I@bb)RqY)DBtl(Pi*Znre<Kg={fm4ULY2CnBSy0{pPQvvc_N4
zzpFkaSL_1V-KTeVrVMGb`rS*t5ovxFxXWnyMIL-J@=+orP5*?Hx+%MtZS@#(6+?I9
z&JcoF%a?`aMg*cAYM!W+O61c9-jo{4F`yDfXT$g|KoLPav3+Xs_u`#6leubrVsi|5
z#8?k7Sqt@%BXE_pPM_~rNJF^zw*2}~erK-w&dJ3s++RsCXGW%FaAP$3p_H$y<cd&k
zXh4qP1fT-J@!FlgcrxEP*Z=tGJBQ7w^1xnwg62x^9==)CD4}qqtlQ@Wa_89^^d5F`
z)?{S^)O|l-|BAb>&o7Yh#W24plw97Ohl2$MtGJ_<#W`lM6hEVsvT!RWIF-~{!;VRs
zG->4+XN?4Y9mCH`ot~9)ue}5BR4K+!U;(;Z2DFQ=*R;GAWrT#9EcrY9>eoK=fCvjd
zTSn$G{zN^NG`COKPMS>MzbiJ3A_$CJ&|z<f#_~A$ZGcKl*VptBYKhAEVLS?k&0>HU
z?<-d_srb|T)M=jH_d1Xev3#)QNP?77>_H<?LrYhy)%j@c$#Wt>s7vNDHP$*+*V85c
zOESe#Y`hv_KyvnKl*ePz%xAMx*9;T3-nhgPo5tt0TFrBR#7QMMBX@rq$B0H)?R~gO
zz%aDKa!0J<*DNnJ!aDvrpa2NlNnGtYdEadd6i)EPAM!I<n>)bcka0{6eE0X>YrbBf
zI>|A)%lDu83{F#yv2k4sXwr_o<?f1OED}bzhXJ9D8K*-XQwrD*&NLt^o_>RQo%eYt
zIJJYlEfvmAs<U|(_f-<^F7h!(hp37B5>y-%FO&QEJlfB4e!O6v8nXDHr1GVI-WH8#
zVDllE%OhYOA_7;n(o&z3f%p&3(np#qg%R4+XWB8}i^n%sJvFj-)!p4MpAKy3pwziM
zJfX7FpAad<b`t?o5L6g#(ism+?IJkMz6B)VhZ`c8`~*0{-Lzet-{xO$SAL$_$0vpu
z{c^CY-%bvS!;fNR(~yb#dmfK_FRZNF^SB>Ol9mm%f=heaBB~=ypVBaBr<wkOx@=lo
z`$sJ!cb%zQOG3{Dq0274-Gm1CeAPXF<!vsE*)<%8z4UYZP-lE`_D2C<Wp6W7)#TLg
zXUA$2ka1rSqLuxuqi#99`d}plfH8ZU=$CojkBgu^F^2_a%q@4BeuC`T<WM!(*#SgN
zT0sGBxdQr!IpOMw_&wLr!1Yqn4eC&1*>k0_U*L+}LX*vVJS&^?@do8gLT=7w9@Dc0
z#CsWm?u>cMn|gOclQFrkH#pTf@|LhU_V!2CdI~_{LGM}_Kq)&f(0$lstV-r-MxW<y
z(tcx8^y398ysJ+8Xgr+;aE&f5Kn}h2Zozxl+b9;Pi#C`GcBS@%455;9JP}ND{`(Qa
zEO$IyQT^*nFX9_mfi*~y0Mq}XgII_aMVIFv|5;GBZ8_!25YsEoYoPRo(B^I@m$!AL
zfCC8Ck3yLRqH%<F_8ptJRV@E3Y%zE5z~twM!@nUHn^2J>vN`)w*TnN2q>COY``Lg3
zX2*9b9}eSix?y=n-t6p5_ou_)ezzN>&KqyG=c>O_c3@uns0eze;2-FrXI?%Fd*{Tn
zzwyDQ0`+!ObPBf;;=0Q=#Pg%(hiyk{w+El76o!90<Nj%^)3E5@`8jQt&wkGM^JKDG
zJ|yy94EMB?&RqpgiCxb>ISdDvUtb?xdye|$%5&(0&B?~^OWMaI!2rh4gp&GD6^wKg
zbih(i-@tSYc>^Nj^m*^fckNQb-koO+S=yf7>lIKmAgQ=q>VN~!3Bv}wirm~(F=oCa
zShLk#e32+ft6F=7<&*j0>S5~f;at2h3>pm0R2}$y>(QwZzWK9ys?XwgxW<=Aj78j2
zo2iBx)i~Uhk3Rb?1p@ow><INgNPsXdcdMiTTWJ2o0hNnyRtDW=L2cSRKP>#J+Sa9#
zoA-CGICRoN$PV|^1b8#@aCQ4cJ0^8^G&(7L#b-U0Ly6O!&-VC?74|*+Q(D^Xi?^uq
zf~>PlstAm7qqMk%?yPjSxD!QUd+J!H3U<YNUM9Kpu_i=NpY?gBchVh#yQ>vjk%kWe
zyd#h}mcAw{46KZkOB#^53Uyk}dG&l=;`!rrbPt$oX`1p{!Ic!ebg%9lsgcjpE>xcU
zF$4g(t^Dc{w3H9NC$OB3AJx0}Z9;;J+~&48YITS>x=l94eWWk)s%|}y59{fRaTzES
z->b};MR3TXqvN?~`+Z4*l^I(c(oHkhuW=ngyts^*^M|&?EXR=h{N)w2sg5!OSJq1K
zpW;&oBZvJUM(pm-f5;%g*(xpntb}xANd5df41?D0aqtQJaXRQM&W&GWAke~2Xhv(k
zmt4#fZThSHC@bX(Z0Abk<CBw1<MR9K9Y*``lH}@k3kt2-DpfiW`=Ed=McY5R?Thjb
zusNJiWV3#&fZ6+S?y1dOi^azGlBmKi-#C2roOh`GBI6kHlKULj-LtZRTRJw%`KyIW
zCY*=+^dy3^S6=mbs<QQ^oloVB{$A)7@1!kMmLceVO|_sIO>cloRpAph)n8tfflxPn
z@YUYzy@1sd_se6f8d~e>DcN!ve?EMkui#h06^K_5oOad$6dxx^i1t-}?qs5dp5`4$
z3mO5gia*{4b86)p!HBu7Ftr*)XR!!8bd~&iUfbT(ZbhHMS(a2W6yo?q<8_Z&#It>o
z{7I>q9T=9{@wwq=ii(Sk<6tj)e_j$1?w+fN;?Ilw3OR@UIv8xRbGsXE?6*=dpO~+4
z4*=|l-aAkIbmT)mYsPh;??aVVZJ+ph;I2mki!gw-fk{v#pN4$#HC#^_`?{&jRuv%7
zJzG6qzfv&=MWnoztiPP#75-I1Xyv!B5o)WEv-8SdG4hz-6js!EICo4a?tchxuHIwi
zM(qi&!J_o9yh=y6pnEe8l;z<DsAA%F;c3SC$-i?93|QI*6vb%fIXxYYI0j@TaT_O~
zYTrW3-ihsP>HxXS{?1pd<)WPr;jMe_PS$eoea(36-P2r|si=DFtrg1=zGn<RD9#;(
zYji&BWgprLtI-jgCn$8LFmHJ49~iJ#XfPy0p~|j)^YbEHzTgeYUum~C3HD%KyUW<D
z`jYftQ%O@n#D5(+6q{0HT0x8{lMc}#=^WWwhcrX|EU-rl_6D{C!stA5m0A1Ub{LkP
zUcMSTc6|To?&aT-L7b`~eS25ju>b#m=)fX@sg}EsXMmEm68BS7l7}tz*2OHBGxy3|
zj8p~g@nV9N(SaU+e)8z`yo%~8GoKh*liF7lemB1A@m~F|F9|re)HXP0$+XA2x|Bg&
zu||3v;=c=v&C1q&rzrA7M=%M#a$7coqnQr=Q}#D=m%h1qxokGdhA~GW-C>G)Y%U5+
zlTdAy=9|Z5ieAOzR~GR*cBoIFZ-e{)e@ZUiN4bO_vZX4n`E;uA&jkbf1UtDw>_>$o
zSSR9bq2;~9+H(<J%qxr-)tTgpa`)t!dh(ascGAQeBd>=VXER5r1^R1M|0KZ6S__pY
zwTB>fD#rrvS2X6auEn-}SBDE7an+TVq<x6sI};hD1~r4h->)z8y=lt&ai801VYsdg
zMIlmYWEVvlX`GKcEX9quR*r{tE8x5yz`>j=NH<tplEZ0l{+6Gzd*3;kScavU`pOk>
zwiayd10@Fiq7HI%q2JXm&>BzFMBe?}yxv0${4v>&!1_pvSk*QXzWJq{EG)xJ=W8;1
zlBIf(gK5o)_0#2u(1Cn5vuE|>W_tUSe7u1KDp$_5nGb@{^!+GVCnksr$80P2sb9S7
z5z&=S^y4|@Ns?@}O{?oFL@kR>+T$-kfM9+6<<cs+c8jg5-CR`U!{x>3C-0>mS+FH>
z0vfHX<+?}mk@w?O^tjRoG7au%ypkDu+h3f)Ozu9_EGMTBZ7D9VTiK}GtZPXhEt(;^
zmq8;&5zn1(k;+Mlh}3ZROj~yCFY&b~!hTyq^A4T8YttN7f9<v#k0E4&06uY13yIp<
zv0fDaga=cDhKRatViM_hGZYv2g4DgoE=%H#>9NG6e$+_DR1ZgC-MnEt7Si$DXMZ3K
z&_@g~LHb~GtD>XimEz79EN_0vZSRy_-d5S8cG8F3aCaw_Xa1RcGrSS^6@hZMVjB!x
zj3+;}3tum_5W64YYROX|`h;DB?jJu-XYq@Om87h*l^g2!l1vaxAZojFdu5u4gZcah
zl&;~grn~v}^N6s$6(cIkc6i2V-}D{oFC;A`;uRXxbb$^qb{d=4_N@}V==A)zT+P3y
zm@!{M+FZwH_F9H<h@_PMU9;B>H(5D<&U6oFI!-h8IszT#M8C}erueid`D3R~?m?%B
z8Sv;PwZkqt9_b^xkeUZA==thBtLtka7xhTFaKRlJ97PKW0~=57%KD6gSqdjj^s|bS
zda*xt)|t6;FPbcy(wHGmS2ckUujO91j}1rQ9<fnL!N&MDxFVFj^G0<pU?IEtyX5EO
zA`mhfQx_#5x8H?KA!4{4nR)3s(LWE&isSM5xf{M(j{w?2w<g1AVG%kIlDqWKxD%Q~
zkhTiaL9y`0Zys0H={%o5vnjnU*uGB8d$EWym*jhWOqRp0m<PtXP!C5L+=Auz6Bwqc
zba+Q2$7u&dOc<=pF5KuVL_BVIEv~>%oQ^a@&sVOSH?D$AVJ}@Lm1%hiU!muvu9d|L
z_q*bOl80KGL!!qt!5!^Gz8f-zZt`2QaZic+tx=`Y4ymo)`aVPXoSRj-_b=y;TkI#w
zufrD)B*#pbXGd#ond^7-I@GiQm={M_b|JU*9`w|=THjxqJj6C0dI^<qorKPQA7r6g
z8+#EgcZ8xrE)UFB6o!F7&cpJ(r~cJ-l_U5Eyar$#56>@=fvS0EZcXT=V)9{Ua0j%9
zZTdhyrh0O?%`fZo9`pSx(mIhhev%_unR02IZ&b8Ejx(nt!=U~m%lKLDfBTK!9rB+R
z#OJBw8r_I3mmLSY#;0U<S)n)1kG9YHcZV%WS4*|PpEl3h=Y0B;)WUDzRQme)q8JmA
ze`iN{eJG=$ZtKZkfh(%T7sH1~=dD#-DQe(gXbp8*f&X|$zuc6}ygnX-TV(6mXF3A3
z!fMckVJvAZl=U7`lI(DMp1yW;=C6cby;0t2hSM=JIcNA)S>t>b$7Y%$F>*YE<-$W{
z-I(!Y5}4#H_ngwK)Aan^Z-?}_N?$SrIZOR+)?r{T+#b_m4z1^MNN~yefqvqL^+Ci&
zJThZ(2PxxTNJnZP?;&%EzZ6jphwI^5;~;eu!TYHn()Ycg;9=S}ojX5($06M*>qpsF
z?+GUeE|JeK_Z_dxbBm#Hf842ku!nyxWT$i-)_hXl$#B0M#6xv*$98=9Akqds#zW7q
zQ->en&0F(*PR5V(L@i-EeSjJKG2X?0yV_fVHbana^o==u4c7CAzMqT%F}mGohnzR!
zwg<Ps<@RGenO@Wi@0<1$koCchuIqk>B!781y=+22$NXc?-DiAh?K`rs*NDu`$DMeK
zxIyh+Wcb9Z_e_X;3+Ji{GrSHP%<c7wR_pnO?Tz>tp||-f2&o_Ups_&J++{AA(6x$d
z1wS>zNyum&d>*r`%g(A&jjt}G8^1$)ApAgL#Q=fgG1<QAWh#387C-qLl;`h+#tPAT
zz4H=i?I4f6Z};{eiw6Lr4S_Kt<K9{O97Yo9g81{f$iZDR?v#8S#CzxImWhN(`U3*s
z`sLbFkHnl>XqW86Dm$ijutsY|^}s*V?V2j`%v>y#b|3F7-Ie?YHd>M9-`m!jpZ-sy
zSJ-2*;|!WZaUK!_nir6EVNUsGR5&G@*Xu95ztdb7Dc5bNTsGhlQJ*+cp7DS|Xd;xB
zUqST08+E>aO&TADr|%L_vB{RwzUx-y1+L-G*R^Gd#`Z8mH8Kw1;pS!H>f0Z<0ZRho
zE68;Ay5O}>zXXP>F$ckT)?x2#5$_N-!267SmVFt$?<=`=^?p2%!d=;&Zm>bTwbr3X
zzK06jQ7t;!JE}=X!2*0xb}M|3XAdWZIO7ZUo1&izV(&=Y+UZhk*Q$-UpK)T?;M$v5
zdg=Q4AkD+w7@U{^o^u7#=wN};`w*q|EV2u?;{&Tz&C{KlPA?7?3=aB{!rf_{`ja1f
z{2>PZZ2*^RHN?eDcG%W2_|7Ea@ikp<Vb5><ZK{yTD`iBwacBg?CfqeI1_arw+rtp5
zK%K`M7_TP@qFValvI2mn>ska-O@89f=+k<tFo(-pp@<EBUU!;r>~+=I0dV+&Aml#I
z^(+ccyCZ;$?Rv`a7{fG;#!Tz#)1eQE*Vg$hpcY3{234p&+Pimm0|#2>*@w1}6Y;WH
z+vKK?4OrNGAAU3nB?;&Z1fn9X8Ja^Q4oC|UPl%Xquha%#W>9yEL}Y|UjvqgfB%GL<
zo~-I$_WH)zv45RglWX>}7L>0tYs`b`$o}%&IS2HJc8_nkC43j+cpoW)_zSD@4jwNy
z<)mbQdp`<CS30etJTmtIoaqQUsJncM?6-Ix^a}_kXs_%d?Mb!|S~x1z_WQ&HhlSP?
z-qQ$&b7vLpec(mzaiWf4y|U7g#PS!4gru&j+dSee6cR`~puOW0VI=mw?FczOlEXeB
zo|&C6Hf6!f$aVVXDkXSVlk45)tEMla^yj=wre%;9<BnehX@4BAf71MO#Y^fN_22Br
zEZ*}OZSw6ThF%kfRv2_agApb2#>RUISG{*}kM$0C&d?%v7jFQvOdXzAsgL1KX6OEF
zu5aRt;k<{nm-?MoBt<Nptw0d}<U)JLGaWAhG(-bp&)xEtp{zw-?CV|pMXLHz5`4jA
zL%G*epB+YkM~Z2m;a~dPHL0*}?anD5pRY#xVV*lUtiA8Wr9JGTZvRdJD;=J|F9vaY
zK&#Hzc0LDon~m@Yj$Y)!d${@6hl}<uJ+`#>`|}efT)Kbfnw}^8Xa5@1z1=n#8=*eg
z$lrKh99j3iA02hpD>0};r28}Si00`q>3acT{YTQr(jd+(%kduezk-a{Wc{F~Y_K(c
z5mj46IeiO>ulG5eF(`o`dOglaa<DX#AgjqS#bu<3<MGJsit$>~phN!-BV$k~s{!`j
zlb>VuXDztwm==ESy?Z1d*GQgk;hS|{-TK`7xT40X4CfQH3hZk<zQf_ZpA+|aD{jDw
zTr*F`OecwRAfieJf0#RZ8w4t}uNZUaowP(4KG@^V;lKnOy`(&!-+Q5zcH$5*F1ep{
zSiZ{lX%fP8Nz}e9nA_e)GX#%dU=;>1*PcHPcvjs!d^E7LUOh{^>(2O8U{gOZ!Y6q^
z=O*Cj4+qgs9v#<)l#@jf65qjN>vvd92Xq3~dW~G)!_J0HeEF*R;+|*sQ>!|GvrdLF
zW&jrH(agIOqkQ~MAtEpUHL2w5$$PGskA(=)r6u~yw?ve#9y9kqizm(2Nt<4gdEU1j
zcpHv`0O>`c^=y~2hqs@p3#f&sXB#jY2-A}<6#E<X+}SL9mW+GZd-{wlgo4-f2HOr_
zkk?UAo^AV*pKxE<0r`A;w#9QxaTkRn`<qqT<X&7w%EPsx-g_R%i%`s9xM@!~7<p05
z;LCm&rx$@Hm*$;}1yzfu@R$GpuXU2uX0H!YA5vA>Wx?&d$;Z9OihGxq7`LGI=ONvZ
zDYmv!yJF6T>xfb>AMq-p(KiILSYCldiSzp#_^`E~FH5y+gCoUG0y=j4M_64{iUuTg
zRFf|M<EFfLR4`lQMzqvN0FwF<<>5rz%po)G?&t2GS9<!;dvo0zOu|jC&R3(t6c;h{
zmGb?~Z1b~49P{E}llUxC+Mvdyw(Mh?+x;}6^f(56i58*TlUF7&Ln|devgtqo#?&<D
zefj8hSrfCwkDSz9kI&nizJNI;<Vd)?zx33#*bsmv>oy0Y6clG)U8Egwzq&%E$J+-T
z?4Q{7S9fC+gMM68pJKR3Q}z~R-Ut^_-q_a%<bJ#tO%()$Q_gEQjgQ4T<W=^0%3@-1
zLr`<(<f%NzM@d)ign*=(67WFW0Egq>4|J64%f}H6{<1S4ouQpNz8qPkeX!-*txO8j
z^D$$NVvNt$;LEmSx}<yY=kVbienE4I5SR?`&~WN<CE_1a2x60OtsWh(lRU5P>ywMu
z`O2Us+uw#RbKvvDdz!50<6XLDn7<#-F9km*b&pvi)_Ojp$w9;C=TS|q{p#SVmmSph
zE$`RDpb5mdgsIpSKhpPf48yO_13GEzOmJ9M6M4Dt29EX7v&y=CCGn3fBdQhqiaZeP
zogU-OM{xY@ep0SssdA!%)8zHy6yD-LnnlvGDRxyWa(3eFs3W1lI<|JG;}1FSCa{ai
z0`HnNc9%`*mVljK5~7fM<q*ct!}U>1@N=Z;55UNR*$bvyI>J?@OrB)-0ml!w5Z2`$
z2&0X9+;1bBd~kTE2cIPK+f_WPH>?s!_^-!>c8QKV%EkA0Q4gx6n6&fKc7jmmn0svE
z56mF_Y@cxh%p#$4$*PNQd9US-=24YHD!QSSuyEZGi67{bb(mP$7B=8qOP7okPzjdb
z6X#onVt>EmeYFN~1z~=<RVnV;_5N&FxPyrDsUc<?>AfU6T$sSy+nnRB{qe9NDtf6=
zU?LvD7f-Uod?dE#cNH<n3qjqdTjws9=<p_|s3<e|TbRlE!hnYr?AeviD*wYPgR)8>
z&(p~4X|wvNJRWG7gGq=Rs=W3lFpv>*2-!(xg}P~h{v;$f*M9u?;28h1gFVTgxXT}3
zhzg%2dBdJK9144OJ~Ofd+BT9wN07mdE*2j+4#U6SdpJj=U7+qzS}|%z+KtYKC*#3F
z9L4c!1dOea)sO3zc?GrZO9s!Gr1pB8&SyKL!yR7P5^-KOYp1+{sD7;{j|53Td-3es
z59e3p99)@Wu{?!A%FfccEoo}U9B`qtOH>~wb*J|JRHtll2SSCuWc;2Rg(OVsc57`8
z1cYRHZO_;9a(MD6pS(C#Hkr2;1@?xTQzDH_e9W*PPaKcEP?F#Jg<#tIxA4vvhezXV
z9+NDX3Yrs3w8bx{?0BD_OSsK%tI*4&XpH81q)Bx=#+#_FP4=nHK+pK3eVNirm9!Ii
zNQ&KM7b3+ewveT{Z{8KKgPNK!&R@H_xxN2JU6%G`0xfuF2{1}7QAn2%k=bDKdD)ei
z>4E@zQupH1TvsmpEx8Deea?yBo>>8_3@Wir;IrpTq-v7q&MK25a3R&2ny31^({{9V
zD!2P@#zE~GafH>c#S2dj1Ij@UF?Qr~$u8r4&N|!ok1MI;_Do_KR~p;OG4knNun(If
zxGgFFxz<)?>7DSCrlOA25Y#y-hI{#uZ}O@a%CWKU>`|~}{6I3IuI`ABw))RVoUv`@
z%Io(GoNiAi7ujo?3JW`H6yN+wwiW+dKIhwF50)C}Cj<A#+*lx8dNa~FtnZwYXfxT;
zC89q+_Ar?SD^^-EvwJQJ&S1t~9)-<Yo$S*y5;>;VwfWGYc`dw73_Y42r{bvIzmf>D
z8*y#PVpKrZ%*GNq<mcV<1chZ5sO+eOG9LkTqByWbb><-XLR7PNcz>?rOmS}$Vch3E
zW?p<!^0*iAetBKe3p@kh!kmIj>%GHS0nVkwvB74tvst8@E@Sxerm;w9KT4UFD1!|2
zXGUB?;+cdg0}jH2C-I6e)T*9E;{<#4MY%e~1Gv~jUIg%I;iptx>#W&jt@TuKuW8Qk
zw;Gr39Jt!c*Qv6JJpTG+$>;+2Yf+~F{>$%z-|%88RjPGBsFCV?^~XBX_g?)z6aLIe
zK%ZgK_Zb2!TF?R-DaTOe=&97Y4=Y;$A8+dNP|~lrvMnUWK;;N^SS4{qwP<U(p|bU&
zlqQ;Qt+eO!iwuEOi7C{R6{4ttGJucQTcYrq@id2YJxkWoB6~Q9Joz4vje5af>p6Q0
zdBZXMkCk{wYZJQC)sv*Tul?7udom2$Q}f7Qy^e(nCWzB%d0x5OJHMCBrAX{qKsqbp
zgM_C~FU&_~F<4=yykI`Xw;`I)Ul}Gu1ZTvg|Ij}#9*i3IKmO|A!8otzeY^>tR>K%a
zP9LT=Z_%J6e7=LDtIXCr+@IwZNB-LRi2GfDV#+Mqgh+c@rg`t=lAWJ*S0s<XloEYP
zoME-|HY`bSJNHL6qig3O+{J3H3tnk=r-**7vA7^WRva+|yexFQMW#d((czgyTglSU
z)_#&rTF^%?l%Q_2e(2`|u}xzDkMc%~OmdHl=@?Lk=zkD+toMuHRu*4>iX~Dm7pLS1
zSIppTBTnbTr4R|E5}fTBVed$X^U-B&qxr3QMBY`jfCT?0&4Q?x(&fCMP4HJl6pHE~
zom%8E4&;RY+WIKp)%iG8XC680<;Z!U`&cixX|pq5n}+*gujk_TJX5K!D#Bsq-QaVb
zo1CJ$rdIa*J&Rzn-m&fx*LND<orwJoyas+s<hHDg*S9>UEuw68aF#xEd{$p=JVK};
z{_s<E2jPm%I9<6DBWv%)mi`tL1;WS%^Gb7P#7_b3vAb!4SgeY{Ntd6nySi6CxIV+W
zAYOydL%zf67A|?4bp~F*B60#U!z$lqlb?o@Rt~a3J<)KJH6rBAu3UU1`J;wHURLed
zr&X7`ax0MM5h8vE*x(bb?a|g(Jw_JjP*X>`mJ4U!;i#->QkH2ZgVE;+EYWYgNw6QT
zvpJdpLw7McqM^2E$?bC)wIt$cAduCBQrOJW-gh`j=TA1?Ib{wtXi&BbjFo$aayLn5
z7{9}MHvpfYKAjFOwQ^y!%Q(QxYgwW*A7{AszAKDO()r`fq4^f~E>|ZmgMihK`sGUm
zQ&h#|iHR1s)nDwlG1@E;u8H6o%HwzTH(;bEjM0<v2OQP40>)DIi$d{^#r!%M<}TCd
zns(S&(H`};V<l09Ul1*BWT5u(HWS*}#1DZsq^CNQG`aZ%8;!}wOi?CC4Cu-tp8kE5
z1>xq9#8l1T)k#x|V|{kHj(U9UkI8j1D2X4e2$rPVQs0R@=hQ_0Zz<^bWgl*QY|8yA
z_FQ%Ar;Wv3s8rlM=|w63hJfC9ahpdwDiKCS3tEnIEET$dw$g+N`6XY&1u;oA%NW>R
zWnw(yijyMo5$)F8Gh%jobEu?Kv8PL#OTNQFGn_#aDP-ZM5_G_`ES-(v2S7~hKVT&m
zhw3N|liWHnMb$tAOO-z7;D||CeZhkXN~+T!5|zT`Qz3pqn740A;@G}E-v&lPtjj%7
z#3?fAb`kDvX>DSjH`eX$MXN|iG{;_UN1OI4O+TE@mxsii0FrzR-PUss;QT(hZ5!tp
zYOT$^u$IFHB2J70)5WYA_pYs#DJCQvb2^b4yf(TA@ANr3IxW!fi3^kDkNcKo%Dr6c
zORvwGt1OwBoL!hW_Uaiy*R7)tg{|m=efL`&su}*$qO!2J6GdxoqiJ9K9V1s29wd({
zR{drkes8=8f<=2p?px3w3o;nvkvNUEbQuh{rMQn#FjKSF;J;wmaFIvP<64^qZ3QWg
zlM>qYx2@j(UO!Vr=kMC=L3ARk1vg6ce6qTxy2U*|_31ocpXbaiFFtu#Xq#{9Mv8a2
z{w^?pguGsr68se1?7nGvO#IN$R~&UTJA)9PE{%_}n6Lb+&>~Eyb5iwWa^1P+QGa)w
z*aI0Z9*e*?)$+`A)L<X?1p2v0{GF9o)h-M$$0Vq~b78qpHl}%Ul?%ytVZP_<L43@x
zvm8Kp&|ZP27kB&TLXSXJyCK(4`=9fGHutgscC6RXB+)%2yqf?Q`K5W5&J(W6sSJ`!
z^7-KY|37Vk<={S-XnQO>8ziQJi(zF%lz+r{=0k3tbi~XIN+SFUN_{yPI7qs$Q5Xz;
zzw8GDo(>e~D3}bXCnWVgE7p%!S!KHSK771b<_=HySCjz{&;|Q@bjgf6-It8-CbDw$
zt@#M>#lGrIrMX9Xh!sxYN9<pmhhuSiqzHy|Gl7k}j@~c7`b1^OisSq4Q$C;fY!7GL
zeE<MFpgMk4Zd_#P*G>_lpOW@6`L@GYhblN2zK71#-?_1t9F^i+?TIeQZUFYUjf>0n
z@9D&NnrNfkPI}-$A~qb~OnuEs`hAUSNBnV=a*78cq_V@)jN9=Er1Y#G_Nc&~R+#HW
z-~xwk;ZZR?oh%4DM8|eWG3E8ChKcY_x8Z)WxMM~TF$hoMaf7mYk1+WPfa<Uw7~2x_
zL8qvGak+;%iWd&J5yyCp>Q^);2eUuoW11arKc67~QZIozD4oGxALCaoOBzU=@TCfJ
zb?eFsiIThXGfjQJ+Ogrm55S$N<SgzHwDdlRCIK?aT{YIcCr3+^)JBe2rJ9nRFuVT4
zmO?QB%HE8h%S(39>MOY~Ij7F=d)tM^!$jli5`9Sax2u`i+WkCDaocsb=HKF@9bOM4
zloj>HpsdS2m}MO3VyFGSJeozoX0+Y)joH*ETfH4gcwT?&w;ZYu>Sp;ms(Rn`8<$^)
zHM805Ct7L_)Z`juNF+CbC|5-V(QaB&{xDUK^4!ZWA8FJ+WSy8@HZm~z^n`1n8(Px*
zD>*9=g6QPm=bDm-S2<#9#v{mnpy<@<X;H<)KY+R*G%QJcNse1K)3+H>tq`yKtiUQ@
zst)$BJoqP3+@;esff~brCtj;*^kMzL8V}R&;AOyQzL3$K;(MQeGE?DxcM@`u_v^Y#
z<(Olo&?ss4YVN;n_#iA6nB!0C9TyHzO6ar+fD#|6NS;7wzJ2LvJhiT1V>b_vPTa&S
zwkVu=V9sJoKE7YX*k<HW!I%c@a!;u&IpHWk7;GKTtf3f(q`v#cw0_j4i{o}PZ9_hV
z%@wWNo5&FN&+UT=qiEqOC7=42#NTX?CTfCX_H)HQvx~aXI7ixc_ng|ZTfYvs;P&Dl
zP2=rM;hQqs{#tdkEln9fo<kX%i3Lg-GoGj65-eeoH<$R~dT}o%YGI#3^GobS`yNK)
z(-73@c7;9V_c@(68fgyX4=?O&t!uBo)mFOibiTUNB!0G!yRUwHyInJR@vcXUf?ZI~
z<|f!a54a4xFfTtuUOr;6wHtRwAjQ=Cn%215$H|WETACf4>+?Ne`rK7GgxEq!-ftdP
zxQ~#acS0In?(E<J`g@_$6b;Kzgv466Sun$g+Il3TJ-0NzGU7-><vLU4xP$a21qRD`
zxL`|3U*@2F=#aa+ry}!IT?G=OInYfl!`Qb56)?nyAEWZmPSfd9ZoxkK^+a}|Z1(Yc
zJ>zQgTluOS1h?zY89d^3_7$r1#?(9i<=xn&FLrd|UR3#bfhu87Jp6~YnGy+T{kZ2I
zHB+&WFHXDyYOfapt%{5uSn=ZiEP^~}(^S0Ae2YsPGbq3JuCYYMf-z!z*l$^8w5tZv
z2Pf_Iw7yc$$dHap_h1ZhgkIsu*I$PgFP8*YUh(BlN4FG;Zb&a;{u3+P%V>w9ctk6k
z6Oj$NTKkTb=q5Zk>UC%c@qbx6k0oc-EQ>yoA^>5Bcy9&5Oca0sVT3n=C#yCOS0^K?
zBf3XD=pN*tZq)s6{>qg2zH|0oYo`H2e>@jxJX9tvc=t<+{d5V^_&rl11ozEuv2H9=
z6O(e!xm*loxrv`3TYp=VTcJWido`pBx9$tt^5C<wtO58;-G$YM-*g&cvIqTFZ5_%N
zh^K4~=0`)p{T`PAJM=pg0p5Tql-?Wqkf`+cCYJ^AA*@LOQ%`6Ep%p~yF2icbtr}SU
zEaIs;4Q!YzLUr%FmoD()I_=(8>hPt7`S552rU^EEybMbeM+&ybYGu9Xe)#nb^Y(zy
z>gB;Z&4BgT#7p3=j4iV3LMwY70=cBB>}wL)v?#!c2~w5pYcWgx&{=0^(m;)#L4_!I
zB-HBm%Y4t#7Vr+!Igca-QYVNnvY!CVkL(IWXisE&;D@29%kAM+;l<x|MG*`8EHD|%
z;>UykN-9|clb3?A_-*7M4_K)^g<Zcx{Y}tfMJ%ug>O+giiCEQ)U}9hDds7swtudsK
z8H7G{8GYBt@4gWM@MoCw=ff@iGJbB_q)2!8>3RPZOMG18o%0UvJ3p{Da#YosR^n3m
zr<7R*>Fx=;!H-X{Le4c{N9D0PIsTLbl4K{G#S@qmO`P&xpYYo7nbW>%4aRMcV+LV#
z^kP#jn7tlJ{Rg0SU~&eNJvS0GxXAme@jA{Am=8E#x`_(>2<d~s(KLxGvwCifq5FrN
z14=9H%}2kG^#cgbV&&P!!bOVvjzH*zu@q><h1Uk0bVhI}7}KWo?=Iu6BSJ*c1Bm>@
z1u18^W>q0wwx6Ecw+Jo(_!8VC+NdTt_gUii^fr+1y(*me;0Q{vE4Xw+zSjmm`GF{R
z8q{DwF|64!PQ5_|!KERr;iUbV51+etd40fno(-UVA`N4i9uRJX`jR7RJOT;cu@Drn
zSm9rP{y<cKi-A4QDxqL)2!z<M7#(L{n(cT@yWu{#JUsn_b$DtQj4jaNL=GPyir}+Z
z63tp;F0<aeI{R=brcZCfsL#YEk`Z$%p!CKeP>bGojMc7ay>>eM3qJ@L3G!?5%eg73
zduGV1GXVGM&qm;GH-4}7nu-z4ngVFxn&|(M@Z3BHAO-l;Qdwm6^#R#2qPGs>3q(a}
zUO?b|!H)ake#zW>uoT*b0l-@_(7oY;#ttO$NT|jOb`#K0<GO~A>DQ!p5h_L3W&tv-
zfVow<yVY=}^7T~8RvZ1?C0y{7?GQg*ZW%wy!Ue;i=B6vAS|L;Fc(9HX4-)Ps5&p;u
zgf(Hhi|#ErGupbYfDsvt1aO=-AGFD;-57#kqFc-h2U5(Dsga3!K;8g`Wh~s`p$ZJ@
z)0AdLQ4>x*|3RG-GzsedWx-d_#;#~y-szCx;g8){NLuX;4Dk`76Ae6>R5<J%1=K-Q
zVM=%Fuzkik?m4TmGMp_N?@AU@V2?V1rnt!+;4KOrI~Vi}u9J`NY0B%x-g>aA@nDNz
z8>u%J>7FOY?;Q8WwdG;$6$w;#4m5o{aV)SrP5~8&KNHU&V6gN7UCIHVQfbm&B$mSf
zH96=2np&?`(yRN05<mD>gafc8fa)*Iei-T;$v@3f35djpMFe!g`7e6Tozm$@%Cf6+
zE^PDN*SsD!kq>gU(pza;?Gu6!Y|w&=G|zvEv0IF!#Vk(?bPIs><j+=eMD=4og%hqk
z?rA)<-%F(8Y3#omBDnaGZ(`6eP6L`)K$8Wdb(geNjqnc#Z-LWLB^qqu@P2grORInF
zW?SP~T{s=%bW2=ul${s*^nPaVH&v6H%l(K+L<Qi3I0k`Qo_{nxD}IJST+`o+?WK=h
z5L>(bzU`xVHone7N2n>uPxbKnFe={Ow;MaoSiXCl-Q<vFdc`yLwU09w+u79wb;Sy$
zeXEP-?}I2Cs4G7zyg^uG=pW%HM%WlenpR#=<V%X5cWl0D4QZ*;c6Fw|ibM@Ie^)Go
ze($RG&L**bydz15iotPf#F5}>I5gw{JV1<t#WL0UdDx7QxMg7=(hyqiW|cM6(BR{J
z`}C~ZpU%zlhJvNz5Lt<H5VnC%0nKkj@<&1mJV>w(aAKc11#VK^t%C0ch@gP$gPY$~
z8R?^1bvxvf?e6o)Vh@U2%iUc-6|8v8;(^*D5hk_|QvUP(xNSVNfh2LyksnagF1xoc
zjgL0|5{Zohni4)LXv9#CVwq3b7(;K8LT@CcO6IPI%$_0v2O(f7`=|gQQXB4K&Ol;o
z(pr;46&Q9u3ec^p6NA8q+lnLG+cJ`wD^}np-xFJDk=p;P?`ns#jHh_R_l@hYX@rP#
z;MG$%Jk>2i?s$liw3gNo_hmAke0h)KoAw${07VtstzI0Srp?kI7NkG#Nq3x|JB{T?
z4f_QvOPIwzK%}NU>Ezv=M)k7-$Z?b6W68$#=5Tl_5PK!yW$p;TGK~=NPRpcJ)MCf=
ztyFx5^GLXwB|z8;%|h@4!2}aJ6tCM{qOjUWeT6CJ4N$`O%Nq~k`5|PSSV;FCoAZbd
zk_gAZ0lb~01&#l>466eWvA4*~KGVv_LpYW-6(86#N-+H)-M0uezsUdMes@^O3HSeh
z+$wT#8rYLUQ>@zS25!5aokx>DwWRt6AMHx}1&}6l5~@zpTRm2#VSFs*(t*Moh|2J?
zUhLx_jcEp^Ufkl0r>2q@%JJt*?N+jf3mE`viXaL}!13AuF#~168NWRA3)~f#vgXK!
z8(LB?(G7xv({pK%{5X&|Wq#MY#^F=1J;1X9Sl_LaH1t;*c&hC`oRE-Z0kC`av?lb*
zgYCXT^Zhe*)y;+97b)?~6UJZd#o8KIVS;L*^083$_Ox8&+#YoTFZ-gf?VX3(K0nxy
z6_>^~edHsW2u_tz5HqAqf;sytJsCQK#@P08&mxqjC<tbPoz?7RTpt}VbY%s*xcN~z
z#b+{8{3+bxfVmP{+ogrP0lf$o81sIws(YPG=Co(*d&D&DzU&dGp376L02ljY!)~EY
zh)5Mr&~p`#5lMI;<w@dizuE7RtG^SA`(F*O?o;CE1h4LZ{JFqqPji<9D^{R5J?pE;
zZ_$ofh{I{cjJj~|B~g64S!Z(~X_(!99bej>Qzq=o`6Z1-Tpq6><3xx49q=kV*;bYp
zg(V1B*T=ir@K>~ruA@&7K2Mzm{Q!sh_>qJX=DunFDDx#Md!~3L230UD$)UzSfc5*h
z`5cg}p(Vh$W*Nx*FZ*`>VpFW<5x$OswaqzHJ<W@&kOuONE?+<^qCIlJ0AieWhMUIy
z1~*jdek)}b6G2lbxgnJSAg3gLNO_)0dv1wTsDiuyVjD?Q?EQNlfavx!Alj%8hvBM@
zTHjqMvGByFp^I=E-W2~i9DhOd8yo9icpZ4)X}itzht#A{3Ko`+8|X7`MkSZ(MXvY*
zkkSjiPPC`J-}vDSVCSgl`xpo!;$bv&V>BQu>2@Ozn|*+PmHNfiTL)G96XE2bdP<UH
z8MF*xgC(opcjN)c5x1a!QSa5Evrk_xZ`8kQ4P_5^h<f$pCJIi0J9YRQ)CB%=@!jL$
z&e31q0kGZosT<?^^npVik~%mV;yw~GB~W!=$MA&oSq!e#KbYLgyeP$|jsuL<4j$nI
z-}wQA$4hnw0kMF~2(PO0h)(WN()|^HUOm{Yp;05Z{b<TM%*gIKfav(lqob?AiNy64
z0583(Fy`k>keK2G=o$TdEBelxSuN$JaZm%}<assj8Vx~yB3`EjJ{$mg5fnD>Ux8(j
z>-(5OKyrY64X+CXdvjGdJ50X<$<t)-l2ry#GSjUA)GilSCND;R#J&AJplj$iSsr>q
zdiKCxmMBFeo;xfPBL$xNGEjOZNQAN+(Y=!XOVv8ixE?U|$iKZg!N49gg1A*Lg9Q)-
zhE%~;2UC|Jk?H_G6>w>~;5T-;9Sty8A!)x}kGtHZR5|(t3JNKx8GW+AL+pD5!WMrv
zpbN|aTD?g32TU$c+W$xpnpWoHRw@p{tcddinG+6!FRWag^2Olgu8iaT1uBsD%YMEE
z)$V6lAI(5e1N}<3$DZ$GAQVt2Dwu=xTHjFtYMeEb$lK5_AMZ`Tf&=}`*K0_O)M!!+
z>){hf>X~@Dz2>6p6|g5iHpNiHZ!#oAU>6Q*Lgq@lQCYp#_Ef!*ZDKwaOTd3}RgV0A
zdzlX&JTvH-6UgG0B^FjIjV}|wYKgf}Sy*@na1v^u4R&k$KEJ?_e(qYyL~k3DFHpw2
z`wAV0w(SDrqO7$y!x(v}zqE})?i)$#)f`c&^TQ7++W<Kl-tf^kBoBs9_Z-R+?uLD2
zoqT=b5)+tk3KJo$1P|b=uM&(dS<7SgLRO^={8k5k1m{t6KP(F%r6pc%5*q3UgR8a0
z{^%6i)OR(42sGABK#;;!0XMt&0&9sjN*n?%&M1qNyjo_AU0f(>F!_OJ3HD|dXq|kM
zZ%C5&si_k22Xbq+$)67=#0UNR*}KJ7voDEEdyKp}^7c^{?TJ4s0JRUS)B=cMFw69W
z#Ok~dFp+EdXRIx8ckoZw$L(=CM%5f{&Whew4t};DpICnkuy5p>J^=1vnMo6|*n}#W
z%vL{}g&(TcL_ePWIq5B`;P)6vCc>w`y;cZWVL$N9Lyq<HxdH4&?D~^Tx*B7LinX`{
zb3*b4atRcsZ;Tf(8TZ6QyYJ06$L&)IaZ0NS8^8lpmCl1s+FMI($96t;3UAd>3~H4S
z0WWM8V0Y-P{N9`~2i{c9#%vELr{ozMOcB0{>irVYqh|QvwIAh^0eQU(M|@v>0#Jc}
zAt`l#D`Int69J6Qd#s1{hub}xBau&j3s<`f*qa{c&~cDwb)&>*7ELJi8Gy=A2h&$@
zP!1Rlv5r<I(7<fx1s1yT2bFH_A>3JXa^ZZ_pSjT8h6Bk{2uItoglO$xkGj^ox33LQ
z`#mgIg(}`!U6sxZSG4w(=tV#p${^<;D8W$F+P$0bNX+$diRjvyo6#5-%L5A3lP~$k
zck_M#vubXhs$FaXSksNoY)G+?!8*l}rT!>J2*@#_`T?T>Xz|89L=$Snh`?m25O{b9
zQzjuee%+=KLy7>-e8p8}1hE}eeVb*&0!<AD$Vk}JoZiR4NJiM6HyFo4Mzn<8(;d38
z_2XOes1C?%=M9<9#c{w;WD|+@kqnW<v=EHVWCBmVDZGO0Rl}lfNrc50j7g*FaydLz
zo((Y3f(a0u$R5-L*>8nb5SPQ>9p{B-&>ztqC&1OTiy4Er@YDtGFVwk<RP$2zMQezX
zaKnu(F%s;qQu@vSU=riRWT=9y=m189Oy&AXf^X!zA|GVnRpMwF>*H4Oo9{$U+Z_<w
zJ_arPP5L#+M?kc3o#UIpIdLdyknJthuLh@{6)Cv>6E`)y15zFY1`jS2`|*oFir$X)
zONST&l)U6QyTB-c(;A(9MCDlg2V-cPP^~9@mS|~S)-v}DC|`%pRKx50coC6JaoP9h
zy${|hR_Bx*@}q&mk!e8^SLHLaJ{|d2s{juMWgS2WnB$l3d;o`KwghbO!`prr^uurz
zOQAY}caywjHoAbk{XtJ#0}x!qOO`83v2|UwPuQeTwN{c}QAR(e>{-*)Dgcx3m!EZD
z>v$*j!raqtRFvcnN9uK*!*5el9YyIu$FVcxWK_AKp0ry9B>RAvb6=S~oTmGJ@y*!?
z7YeKk<F*ADe+$yzeNLYKjvDQLedZqOL*56(CxI(Wa?O%6=+4`i9tV)8Sum^#w;&Oo
zX$uG}r!!G&ojG9x8VWp)4txXsSmk@y(?e4Gm&w+0oJ2op3*dKJU1CmztDX>XGu(h;
zmJqw$*Z1~mMyiCtT0&v3v$==+)sXi>+L?iQf;@xiW~2p%%XdG73q;B9<a-py@pWJ`
z6Wa$irzum;;ArHQ?q}8d@_s4?%A^<a(JDJi;?F$mD{W3=H$zw35;#Z-FGV~p(NI{V
zsx)+sKe+_RRCY4HW~kK$-TCRj#<8H2bwv#qCu}K{J=je_E7Jwz2_LEQiY6yOpV1xk
z5_1IVO^5-b<@}KW;3+ku0S*H_BQQcNjZD5G&{E={E43x~eKUYwLkwN$Mzrb!{iUW>
zDBYAJ6lKbxKW&4tcA7*U?I$u9o_d+i3HbTte7Vtrz$gFkUb-ICrsPex;r_BfE>=wk
z_9M0FG6?`fgI?U-%v|qll^NV!oR8_1dLb_3S4|CfsKAz{P>vhZVD0<)c1W^k<1Zg1
zY!Qx>#a}3?082Q5ZSI^wXxfKDrl6UF7{d=|-zEPp=7j90FdfMey5>(96g_F^qsCD5
zCO_m&1(AvYrwz@xXzb{r-fl2I)H_Rfl5Il!yVDsy=Uq97HxV#^<rKg_I+!1i!;CQg
z+cnG(i)VrT{f(&|B$9IkEs$`XBWOQ_pXb-2e$2F5XGFqF-<+QEwyII7U||D<xBa6B
z@TYX(WgR^2vwnsV)aHdiTjF^arzGQ__WH5m^<O((mjK)USU%YaH#YwPj#e~(yuk{6
zD6$FZ5L_C}bsI(c0ZczOg>DC%1MvMsObaCT5up2%4SDNS#XsSJQ9V;sx!o}UGtA6~
z&(g~Ic#5kg<#)Kh-<zdr@JDPb<Y~DPePtRh*U|#dnw><oMTO3MWFi@|DEY;m$$CrC
z%YAjRBFC@^#P9louFY`90y&^?0N6@XMH^T-2C&*R{a*=vN~wo6?@~WYL%;_#_+beM
zLn~|pGt3)ygcrb>7W4Hc)eZD`-}{LjTm?-kT|M8}V|+w&pB+0NeP9Y+!u|i>`Z!3O
z(nvYjm;e><?|AUZ@ld&QzcCU3Y6))SR;u}_1z_p7GzSQ@CWZC@q}wOO{o%SVvxY&2
z83e2r@q*r1(PzD2d7lClgD;?r>2Y}vtuT!qeSzF#DB5TIi)p89FsMfV&ciQ(LJxNG
zqMXJbSfnA{)@FcZS|{+RA;$(2j?rS?DC@7#zkm%C(S6ZrbQS4|@qh~hJ?b}nAixup
z?-1^y81-8{A(O{{!I$#nC2f)i>*Ds|)l?erE?CtsST+}=Xt2!uvf$yvHlUV%qZEF8
zATe(8yWn#&9KbuL<~(8P$tJz7rvpp80~W==)Jl>j^!360oZ!EqS0`^wz<`~`9e{Kt
zU{O|!0coWUFzcD~Cni9)dAWlMA&!AG*gMAdW&u$+C5GdVuva;I{r5;trn|K_g0G>2
zGKk-!;m^q*Lt0!@g3FzntO9(wY;k#J&<56kS010UPq4rne{_!i7+VaoNMYg5pA>0f
zP55an$ornosyZ{!v_=FR(`Nd<pv5GZxd>xZ*axkwb|+|^g~OyDu}ESIdsECI%#iju
zyg^^F!{KfCLqN-hxP^!IeQU96O?uz_&Hy#_FloS}Sm?W3<cEB~h&-E!kGmXAt(sE-
zBBPLNUh;jwN`34P>~a8a<tIL105BP1Y#ym#7x-`b;@9{Wrr^%#44f;S6tGS259lSh
zCC}JZJ%m;AHH}#zZ(ufa>H7DYNe=EE#VpJEK>R)t>A135(9|b-^>q9$Zq^-<G=<`{
z4fKkN;1BiIt;6o&r_e7MSlz)GKne8%M${MN_a?xXV?sJv)#MY8Cb_p)hvkv^YXotj
z;NYd>Ctg;xGxyPB=&$Z*rx+RQ;^ob(I1DuH5#^&sFm((ci4`p!UaE6+VmmEoqu_!+
zh&)_Oi%?>jznXy|p@hldcZFVp015ndiG<P#sn5p1<;AOs9KI8H6}!lQ_TBRdZyOtz
zfgvQ2Q0)P$w6}xhn`ePXk}~uZl;U?P^1-AbOoTye8^K`cYR>o5b*sYyB2UcWF_5>N
zr+lJpNzHjxsCX+M2|ptT77)H%Fhg}$E1lWE!u1N)XH=r;aQckhA)m0E>*=|*?q|ta
zMAE&?IbX{@48fC-h$8u}IWZPTf|x>b)z}HF_wGCP+tQ&{r_(_~B||K|@hF#~DVaDB
zZ45x8wFDzF2t7L6i79%U*n0v2VG)RAp=99t&b}^Oeb<6_4!R={w~iqYaWzaBU%K1J
zYL$CDx;+?0fR&O3J&0za_8GLuQK=nRtXU6`GG+YL=Nh9!Av&M(d;jro`44afjb&fK
zbzIk3*JxgJg!DmfW}obmpJ1*jVE$n1P)RcV62{9DL%oWH&13izU|rUH;PPWSO8D@&
z>Dl!~x3`(!sjMJWUjeG@nYwy5sZBgK-k+N|>=>EcCc!cE5Bb3F);B~ktfO}3)csh7
zGI`G#g6wAl=_&|kpS`35ar=SL5a&mR+iNd{FDTw5)e~VpJp#^a`Dz+%H7LF&ArRF<
z6eQL027R^7Kz!r`<nfn_d8LFz@%Us{{XFtPvsys**>K7M#L9OFwP&iqSc7G(EV`FE
z2Df|o-Z4X2b1+d2&Ii;1b^IoqUstE%TML){=^%<SD8!#BgwZ1KvEICa*!V;2EbUe}
zeOl`YRjT)@V*vXA|9-AefZ0C6PLeHhB3sJ>h&T=IUz2=*%-1V#JOx42kVtB1hnn~7
zr(6~W^l$YgtZM|W69L}O4>Xg!U`|ctyUk{0&U8-twwKnkc+h5S&+qRKx@ItOsbcOK
zM(oKIz*wyH?XR@(s80L&qo(h7##(FS26*R2^SjXTirQkK%(Fx6k56+|rqs1zkQ9v;
zEHbUi(T1}ZXOyf~bsMybpSF6_Seg_{t-Xz4Do9DVZZhB@GVOekeGd+t#ALz!xUfKd
z;OR;%s1tof21Oc!QExNNCig))ewjI-^SD6=E@0#!&gW?v09Pq>`V#-Pit1)@C+#Dv
zXP>FryS@Qx)7at-p45{;rEi!DLKF1{ampR;o^_+cPP%b*Ud!A?N+vD&2+}rG09aJ!
zwizJy1Sw=QDQt+Ke-(OzeFK;tQW$iOF{S(5_tI~8X=;AldGRAD&em-ZjBMqsl>A_m
za~Ysom;5%4A9F?f2-@&E!R%7G4OAn`ESurCO~&yFjR;(z(8pAQWcG{g@>{9)IJ^+V
zEF8{&(J;ZNPhRbD3h=iD?Wc~oT~4lVOM7=8G%-j8hYoTi5FJ$`U<8!DFH05sj^>Ph
z;*7i{fszG@74U7usHlv{g#oMq9pdeP4iOk8w&F&p6z)Mjt?~Ib0Oe5T%Wi0mdXf%)
z1j~2k97s@Res9-DzV=b^{TduF9>qAoo58>x&zN{XfWqBU&5I^qdoaDA^jSurC?g1Q
zs;T5HqiT5IryG3@53b4(*PhRBB1L1B(S+dU+T(>EW;<d(Q{)I$QA@4^(Hx$I!AIO5
zhWDf;2t~5Z!#OjekPqGG6&jE+?FKm)&=@9}@xG|2y$a^{Ax_k636P97cTP(~9&MOR
z;qIaqflCGf{HNhC%c!0O*vd9=ndw-1&Np^UFcDTP%!#VI!AkMoGmvq7`Pe!vDw>%6
zl=IJH`8+f(pqez9;li&qNd)<$bTD^co6x}1oVQ90_;MFF56L6lu#9I@_miKF=mgzM
zo`Tv{^@PN=3@hqDTQ8%w;M}+Rr3x6~dj_&!SWQYtPU%qNB)-g#%ME*Qz{nDkn`<jo
zl7`Z^!P2Gm@9tCD^Gl{yXtUJYk>M%HW7DmG?h$<ty%vI=D)qB(DAxooeISnyZ1@Au
z(t3$lkZow+2AJn_sO>!p2<BEyDMEuCo{XaPCY@iP-8vV0iZ6&uMM@Yx(wj<t9ax*8
z;D1Hh@*O*3t@}H8;3+k%?&9a(fIYqdpBeurCifm|{{58stow!cx{onIduu=ao;$*P
z>EE2&^H;u@tpQWPUg**@OkrcMsDKu}2q>cv&c`Z40l9BWrOgaSpcDqAkUU4+`L2k&
z1vz?%+mlr7Gi7+HUE?1NJ26QZ0{S{nu7?7KycWJe@efTZ+v6e*CLE%gDVO<Yg-hSm
zH{agz*5e?!tpUW_N3^D6NL)cX0E*|GRbFOzK0oQg7)9K743-4=&<(FQb!&cTvZYUI
zjCS*gY#C}6q`jF&M;s?W(t&*hJfaIx1Mg|4kJ!47Oief;^QgnFK7|+sQ(dLUy0<ko
zUdjfbwGuj?P5;s4ruE)|=4I5Kt)b^f4h#^cA7}{7p2iB4BlNT?<-loH5pmmX5c)|0
z(i~|ysarYH3r;5TF7tthton&;H`j0ABHH*lL?P+u_1%hpFY999-FAG|ZW;C0mb}8}
zF=^21j$af1yyhji)i~Q`fZSmRV2U;yh}5<+=+H|&5AK6MWjQ(lALQ2S9qf8ug(?zy
zzrYQz*Cga$LvU4p9)oOq^X)TY`4g}*PA!f1mWI9XjKLkyK-@A@9=+4@7Hr-?Q_<Xg
z0e%P3_9c<M0qf?W2*T(NTG9rjgq!)XAZ?9a#>5Hz?u^gi#%4Do@{Hqp2!RtxLH7po
zZEK;}N!e;Q3cruW{47l-H?~8+=h-|&v0#<E!EHe&eGJGMp+aPng~GL9A+K&b{V-n<
z$Tlrd7#W@b>1C98)?jaUbrmY1UV*_v$CF~n<z!Zk!qbIl@5BJn{hBEmzpvs(H9<as
zgx@kpP~nY`^-`wL%{pA1E2Y4lTWpNa#75Xd=F079e9GYoAWRYB39uP|wF8=qfrYbK
zrdY6~=ND>^+Lhm+f(1ou6}*!WA-<s42pqg!xD~rTAsy_M54sKCi_AvsJy8PLF5c1<
z<eg587XI**n|5n#ZHU31?l;k4T7BqO&3>0?Jr1G2w(pY~#(fT|18H-=U-R8b_Hu)(
zKCNQ){9b}cM=9h5bM_;f8uYNUsdqhXSdKkzitZ~Nldn4yT(v>?KCZs6^0CzQhh@<#
z_YQ8lpcVxn+SqaIQpFOycQ*XQ_Vz?m@D4us%ph?C_F@qX$ek{y)e2q4xyRcAN9VTO
z6rl#o3!FEatMsX--cuTI*T$z2<%`<@g+KO8PVYo523~2z-+X8DMLTcJSn`w~_b7fY
zcmor_S;*JOfuWBN+U?8RXmKB29VNt2Phufo+Ou%~|96(A1OkEZg|Uh{EMJorZg@8Y
zJ*o3*$&N@nDvpRZxOhtbVoA~bCDH}2t2EM?W{NQamB;`YJCaX)LA~GFugzA7=QYVM
zBdwoGon;8MOoZvCce0~N!0VU#6`s|gIIQr3*y8tf%vE^T9@Y!bMiu=Q`!QfUv4aY?
zC#K6bS@-rvRL^E%lsT~=+J#dQ0HY~;Jbuc<Cr>p0K7}uB$G5ksQ1ctw^zcb7(nwt9
z6cBX*(EhSs9u#t&6ZF*Lx}C~hi}>-F;zx0iAoT&&iV5G}(Q+Q^f)yG1l3C%t>e(!p
z{+ut;m24Mn-g#-?c73xHzx3dBsXMMdHJnHuybn2bvN%8j!0#+O0?S@fKOnOZI?5Z~
z<=FgWXw6*L=aFPDdHhneaF$4%JN^R?$dkkQhKV*6?!D~i`!!_MWSMqT5L;Z~BISyD
zLBrdbcKwi`g^2r*umrGWVgp`fH;?Rv3%_7iU69HKfsqFs7*Z6+wZ<mvc;j7}Zu6Vp
z@_S@<Pr+FA5ZC6S$UuL=(oTT2X)Hj7`k}^SEZN~U)J&AAbO*RAaanY+*I=>CN}#kr
zWKCE{vKqqr-Xw$vH(`^>`(-7#rxtg>rpp^0_}aRuT5p$#XERRl1E|}w{XEk*6$r=Y
zgM4ZJp8Qy7Lh|iSE<aDYfoSdn5I_x_RN2Cr#baxcq2rML8{w9hezUxm(!K%auZ+KN
z+o3cF(U<4OrsTrHqVs#Zz4@;tn73v)O3VHjIakxbw9^?b#9!c6|2bqv+qeM51;8hU
zn{mTHJhv;XXdPy$;O|%7GBhd!z+2m=x#$(>$*`s4miO}47u20D`|-t^DIyU^=;o6+
z^)swv;eJ2Xy#nQwFaUn?9~lJF2|ED4MwlmEq$Q^E6g;7&c3SY0B?L&_Sh!+!5x-|o
zc&=UP^r(!`5TC#b|HaB35|&pby?D`i9h1$+u><!bYzN-K<E4Mx2?D?s^Ju@JPPon2
zd9cB#oz2N_UlPVE<jTDJ14YftfOb<_dc6PS%meE#d%qv3D+jCV@h&dHVJB;hHUNtV
z5o7MR^DGfptNP3H#toPTAKg&VX&L<$eX*dT>^%jdkr+N?%plyKoMN+IrGUY(>8g_3
z2}6JA3K~FHSmW>C#rH%*7T16!U||B|85{<dO0Z?ZWGKK+HH*oHitJptAwt-?Z3j7)
zzv(AjozA5fB`jq5LHNxIZLc7mdwj$?vH9Q37Oow?ud1O%aE@W>1-TK<yu)uCUkQ_N
zFTxBTzCOOo&<BDgJw)r|l+r-pO#0v@shoh8ksFAHpRd9ZaTM5ao|kE>F&3f-iy(ZH
z0Y$_u=xsJo1?rz6e-?Pol<_#S7Cb(j&#k+?fwK32>fUdV=>q77w`iOx#{P-anH!@V
z=3k8XIEIWt`t!67ynqT%7grm5^Nnu@iOy2fk$1ZFQCcOZ^7A#u@CimbKP2ol=-4Op
zpQ$yvFA3;mKpx)Ze?1JUhy+Xd)KZ5KVwXu20w|6wC71DjaF%^Pz;Os#&r&c>Nh5|D
z>U1~*{SfJ9!NyI8@im4O{`YO=yZzJx;RjfeMfu%UsJe3Ln0}+01NM_!--rppzGBwA
zaA$FfoH$t$*Rty-e5z*slUBg=Ot>jSA9qjyz7!6HU3GX9;F19LR{>AqKGs9={D%jW
z^q^mx!9P}Sw9dGziLy*@7(J_B`VQqs$f!^srg}~a$uj)(o}E(0JCtsKwojFJ5D38)
zEqL-R#-^j!sFn+EYLozlB_La$4fDutKFSF9J2$Wzdhf0A%*D?lz@AKstJ(E7NQxX1
z*+_$Pyhb3~OEwv_kQQJu_)B%+!TthUHbuywRw^VsIyLK4wpwKOit6Eeas80CV^H}=
z@$nTvjiO{5dmEGszkbMq`rrl)(%-YHL`i42mkKD{DFr|5nf#d*PuI%w){pCNC!*8@
z#nS{;;i@$$kQyGtS(M}Y)&6~0k^GIfeB}1X0tw*k&{!fNQ!FXY>)I9ntEj=)9WkD-
zz?c>1`;T$a1l~8morJUt*JDiymV<a`9F8E0SD^3rBzcAn&8xwp-PksaKeQ1IY;&KV
zkjn8#)UluqvJu5Y1n%W}Tf=6csY#%m%5pM|U|rm5XZgEpdL~8(X+?_f!kgo(2R*1o
zJuayMKA6|M$<uBVL4(LFo#U%bP@r`VIVfme%eSw+*~lr(TFg_B!6bMnWBe=_H)DCt
zU~n!D;WM=xvCXN+=lLXr03AP!1SBfhe-G7bl|P{oqSIP6ch>n;RDqZ}^HZ}KMy~xe
z0E?AMR3;pgu62+MjHt$zo&Xy*f&nnDzi*_?#>g27RI3Q#Zpnq=O!VCTfcol$TgO1*
z2gF@K4l^ImTz2088-qH|;Y8qs%~f#*`O_P|S9()U@;OvV;y@bDquwRUB+i#m-)Z+Y
z#<Syqw*I+Ma!=Ht=PK)v$?KvM1s(bpx*srP60A;kKA<2gAwKx{!1ke>iN8E}t}DL%
zBVb;O6L*gN`F&R9zDo>1O(v>(D8y`jt~R#29L{m{osHIpxlh~C7atkl_wg-jH|$^m
zU<swLZ@N$McmheI_<2ybWl;!n!fGl8vjUbTDe!qnFftn_QHoC&hhd$^5%2T^3W%DC
zQGY2dx5hL2_kMhy(ew8y+_eyo_#30`6L7e=2vI;qMDuzHfLILT_v8gtiDwT`KC?le
zkD(Ivo_kU7>+q&vqQ6nXRDk$KLZ3j(Aq9}r3`*9*j&)r><U$s!#Ljmugldaj*aGr|
z(l!amDfDp~r~_*+JNDjA*%oc8Erv_tpOihmjS_SQN~2}|&Ie3LZmiHtGaSI{?5>l@
zYv`iXf#S5A4<Y!~jYzoz{w?M})OPVajJY>0``E453fbLd!yMQ?s9Z*k;q`@TR^B|j
z@9&i+)oahEx;wekzgEG;GV3I_0i0CDH~|T(#%Jjr)^K~Ko^_vzj$`>WeLV>DiNO?{
zd$<=2^3o-FQd6N!#kcUTdtu6PbO*d`dmwGaKR6i5!WyGaZ*59{SMyQ7AIGzxke?sA
zqbAfDupAuoS?AAM6?P%y<mI;-2>RGIUjuXHA_UCMIq=cmMj$g+0Zh?DE1CfF0WaL8
z7mlX-3wMQzJNSqH$gEsts}rA3+WSCAT-G1a)y@;`xFPPe2g&({34|P#j8q6P7C?<!
zM#Cnwt>RS_G5}C)Yz8@;N(Z&B{(5DCRd3)LHnu1F{N|<f%oh|FhG&Suiwwn@kb8vg
zcR+sUH$~wix_vP$fX1|y<>9ju{d0#2gQy!l_OPIm;Y2j%$Zt}AzEc1Vz%8s!O#)Dw
zHP&<s4}jIFl8NBtDQytJhRVH=i@2`)Ys>Ukvbd4R>F`+teJjZp0hl`L;5re`U<u@)
zo_{co0xBYG`ycj7ms&aqg?n`M@CIeUV~wZZ?Q1DS^l_9Y5HYww5#i2wCB)OiN|O&S
z1(+s}1CE_8`{8>ncN7>SOkW4`?AJ{O>t;N@<XD8LElmHNz>Sjjj=|aAdfQ``+B9qy
z?#CbwQGxm=l#Lzun+ifMgql<5e5(+k>YYqR)9HEu&H94tS1-E^sk=3_UzBDE0C)E(
zx2pBR4!F+Q#(z|~NQ>X}>kep<*kfa{5(2xl9|y2MaP$F_%8Yf3z&(oYqYWCpj5`0O
z%*sHvY2>d0!p6Ym>B>a@!q2yEL|}$#5E9JZ8dKo9LHjH9QO{U}0cG}k>_)cVz+}J4
zU*i#qBZ7b07l@LewG+(Zq=g4GQg{hWv78IXgEswMJN#gYpTOzwAkT-DA3Ekrb_XPf
zBb??&;SH*kyI1`Hf6rP7RNM<T9lZNNZNeyy??vaU?VQ_cKYeIt3r?*D)g!O>FJ%2A
z=V#i)nu{QliVIf4y{)am33KPgXvD?psmEw6k&wqKndG}n&%^YP1U%}2BvK;PfzYZp
z)atOI8Sv=!-8gI60oHM|#<cy!;shZV4HT|z)3iLiDyj|BK%1uDWSw1=+I^~La`p~o
zQm*d4@`P;Pcs><iG$r|hS_YZw&R!ivZv^k74MZO=K+9+x>T9~^!2r}EdjSHqsXsYF
z8#AhYIL{r`@1(&?cH#eUih%EQBPOj-Y{0vxApq9Hcm*u!mkH=to^}}dzZC0y$+QWT
z0IQdErS($cN2_#QGT1pA^M_?q_hBfg1NZ;`_(XG;gIQYQr`<>Uvwpyb{`DiJm8d+&
zis8&Cg~IKp3xNJ6;oRrJk6kUa14btNAWPxLtcf=8xPZ`5DAt>|>GuKxlwGuc%FN_>
zGtnG8Y?B5D-VYCNm-VXoxAk5zn6KPCP@MtR09wrg&O%YoOwrx9P{XY5_pAn4s0$6I
z$MC~;e}{GM#}2%`!;0{?XGy3`@d*_SVSQ@Y+^;_%W3F+joF8h09bmQzA(Z*2CVdvu
zP+)LzTtL#?t}Dhx2<?Mr*<*3twG5vDJ>-u;z!36#hlH}tfGMY6gZd)E55albD}ikm
zgXnx~!%AP6Ec;aQtj6P!_#MyKZeA0~QNR)eaErKr*(>Ua<;-!AX8__Hl-;wff1+#Z
zH0=fp;xXYv>!D7h@|m*}M{}R3U2M^s9~hvKJxZPq^mVvy1CHYzLGQpLz$VOZo+<a)
z;rs(cA6}b7h?<iA=eId7J95!4Mkbp@tm1<cGN{Sp-ee%Z3JBWgO=C2bfOyLW4A!cE
zNyZ7!6Zb8^&=X^s5THcx$0)$s1IE{H8iI(tiPqzMX5g7d1l{Gxhh=VAI0x$n2Iez+
zad6wv;eGbtf+NEF*RfMR|9qYyz-d%{V;Pi%kY=u3+i~t})C1qx&eQnl6uDMpXx?G?
z^EOsVU}mCyFFV8BEY5#s*`v#EZzG0ST<XvF8SK3D6Z<`g_T?zqtp;Bg35VP$y4w*~
z0#6nmc!ue0wXjK_0%E`vNFev~In<gCm8(qL3Zn#k_+{M+Aj9{(p3>pV7?2OuFFGf=
z-afcp<1`VlJUy+iJj~T7LsdwGLSO+7PvNkQl?0*L>Mac?Q<+2ny)$9S;F_D^6qJ4B
zQkwHK`OVIjyJm8qQ#VOZEq=T<`20t}>{Ip>NCrQSDNchbniJYQ?>19OcWCG)nF_jr
z5~y);bb~YnWbKoftlbNz+7b4ttJ+Yjcq;lke2YvuBsB5v+IKTHkaqLHXo;g>B6`|&
z<|eT~6*o4aC(Hs6!72!nxK`?C|3Tl$gn;YfL4vZ_pYbECp$fSBV0vzy=z=SJ0xwvP
z*DchN`wDwT@^wP$M^0NDBH>)m6K_N97uX^JaKsJrBIz|jpq~+ZFr*LnD1mw_vfn*l
zVFL4v4?k%y{#{u~{dQpl%#-?q%VQn)Lp6c08Fs8F5Kdko=9}YJ#Q)?QW{s-tC&p)@
z)n6eL0QGe9<k{o<47tla%?!QF88|y;Hv9K$PJs|Tf_0j90cfMrT{GWsk@5m=@<0#v
zl?sw)VPELYALSw6B)b3H0|thx7W8zjdBj|3nji4juRC~KzdU%tMNZd`RTqDL$Y4aw
z#O1ft4L!N|d;_FMmIf});rlnNYDG!kn~aB#K+^CKZ-P~B9%c!(WEhogqj3*Rd>Kuy
zFKKzAcUYgJx`E-<b&#j)Ei8o00ZTH2XUesC&E-{&%t1V-`(Ua6DtIZ+@#RO$m#9sU
z$(6x<eS8t|QFc(mDwwSsIf}JGCqWWM!&QK2310OIr}NwJxqF}!%0-}T3KwhAo0JbX
zx>F7>jm0;C`(SSD8Ax2dgu`8W+lD6LlYTYLtg3Ydu0Fzir~sAe@jU;Sj?Ac4FFUL)
zi+t`$2EOa8#}f;%{;DDE6<0hv2tW;m7Qdl>B%AQ!NXP3f64ZSxc;H?*Z#xAn0a5^u
z?D}0&R>EV%FQOIvk9wNPFawgLYR`!SLhZ~7I6t=kz%|C4jVG;F_=Ux3bcgNAQgxc2
z0r3Tlv%et9u9YB_UsC7ERy1on5>8M*p=!~7f^Pa&3$V+y{y{PYwA1x&7yE_l;V$Nf
z_XIg88)&4;M+>R1>Hw;24wsVkaG<P1qIUZNiKLL`NqhjnGte?eLglY!z6<|0g{sN@
z;ZK%ghRms;SJUGJ+3%BuzyU2+*%7n%ih3no7Z+JG1{+}`q+PA{aJ!Rg752|yC0dl{
z2>_12A<PUgQ%%D5xdIQ3%xP*U5Rs%l9JMNW(3B7@2a=-~O<XtQb=Gqx%(Ow%#@MM-
z%t&G|JiUdSp5>2%T;ZyeKRrXXy%k@cLj?V3eBRF&n!`c!oFCb(xc+Jt)9$6sk07Cs
zqVNq!suPUdT0wh+SxBs?_+p-fM|ZQcYfRnt>t4>)9Yg+-{~2|_1SETEE7jd$nUoF_
zW?EBCn#ms|eAA3?CiCcNA<u39NCz4Q5(*(cICmI-i0%Eo-j)mykpC}V{p+H1Li^pn
z5m_}_9@RCYF#p%D*8wP~U(wuNj0!mHXaHd4e|<qptbRMp-`5UVwDP_Z<606xFe9v@
zRjoVJa;Snt0`r~Vs`3ipD7=9q&ebr=!2nc`X6npQAd6?O^ygq3-^3d%f?g4OncCfo
zWntRY0R|1+@j_Y{AkaS^YER%H|DRtSGde8ceJS_`+c+zkZD9+ek?#BXf~Ol?D?_Lm
z!e2oyB6}x$40d;4js0K0`WIKhLJ^XuUN<e^gtwl@b|!F@0*E05D<LLx8u*o@7Vu8|
z8#r0U7XXP>e%zq=R4^%GCC0Z%7v74Oyj&{7e(9){NFO++2Kn&<#(wBSDF$$$PS7`h
zR+?Ft68?V9uyzX+6!Q}Y<u8f>eV{Wx6(BfY++abZnDO)+jgS-WupPEQjyi{?Do*Uu
z?<$P`ODl$j7h!tPP>v$rvrxYxMItvFcvJbkCWsy6Lxs|P7ss&T@^wQp`R~to)sEFj
zxBvG46ZjJS*T47r+;<*3Hfmdy6HJ#kGu;SUioFBmqZTS+^t%!`iL8GFHj;PnJ!Ris
zHIZ{a;odPrw61Wf51^qyC6C3&3)Z7n7(w`CoZq#8M$reFiLspyPz5lcnbEH<K($>G
zdkHhKrQ=)#*%sB>ITsgvc0)0xKVbf(jLf|OSKB)X;p2?Sr>CfCg8!<zk%4E^yMc+5
zgR=BG7W%9DCL!#4VAs#jn8ZFy!IR|&)Rl)evjRC;9Ug7@6ro`SnR<#q0V9q8D<yxV
z!5m)EdEhu*$70*?wp;JS`RU<64|IyRynRFfKfg`g)Z*&~K9d|GzCg#&QS}}Ge<Fpa
z8P`}QTz1;iYvFFff6z0?<rgiR?89THIHSbqJ;>@M>s+<iud{R2o8UPws%eoA#PUEw
z&amMR<ecPusKrdd1L8CN$oRG1W3hrs1E@5>sY?99kXz4yWzq+14PyXkjE3(AtHgP5
zA{)OXpv2#qxSBy`CE%@nm#X5zO=vozKexptfwBa`QvDrFOBmSAu`XwW1-0|5C6IRO
zAK;>t#LOOvNNABV%%07y(>>T2lS}=3eC2>Ci*woXIZHpaGrS&7J0g`m8<yM10JDUU
z;oHK<YP8V<P7g1jdvUAw1Btk#8Ubth-)e+MHT41S{F|+B`^-j1m3cD_eHE$OBvgf`
ziI@>83pEy?A0oy@3ek-E7;5ykuGb^JgSbTLt+-!9$^Yu;>(hs`dnJJj2SL2Tir*l;
zQf^_WHAQT2-*AiHDiXL#&bPK?SdpBMc{?8Odpw-rj0Wmi8$rBv5mq~c;`ygGsSL8I
zfMIL}HWtuNFx^M&8)B8nql#@hLiJW_HImb?aXLfp+cTMN3)25+V27}v_u=|jH}3Kw
zb#U#KYe3|1+*eZ`l`NAtEu3Cd3zGspU9^e9{PH3IQ9*5PK^!k%r+MKQ0Tu4vwcl~O
zMDRE-TG0mI=5XvYARg-KQ!vcUOg|6zv$%=VD|p<5X$m}tT2J2`wpfNu`9xiA#;q<D
z_Z1?pq3!e(T`B^3+ne|JD$1*&OYmXd$<ha#f}YpV&s_-GhW}N@CivV4`lV>SP*pyD
zgZfC*m?L29Hm65u5pVrA`jDU&1m1LP*94ZC2R|TLl0p+aKf?FLpJ<v+cnQ5R=R3bO
zNr?w@f*dyUQA@WLCXn2%qRb)U8!IFCWs(KIz0+J*^!@dOfE{@LpqILBSO~I_cF(ER
z^Y17(Z`tMp$B~r6#3zs#f1f9W!38C&vOScR_wHwRM^fSb|DRfXgQn~xOatwzrqcrj
zc=14fFb+7ydP)J&6=sim=;A%h$$G^!n_}TfDGVE-ng99TAyWxOS@3_rs6{jl83Ldu
zDXU%8o$t_1BM^g1-{b|UTa|$~v(eqG%2y<4_nE!bu~v~p@S}Zj;8{AL6C(gP)89^7
z*r-vur(e+I)<Uv*;AL0A+jX)HFj39-CYQQ;`vJ8$1hVIA_7q(n_z&1^@D^y1#}k0t
zI?+o2K2UZ+xN+ksTN`uDtHaH(w#2k<L1lE!9>85aT@vvt--S8ZvYlXIXt=jTC*RV$
zzn=B<<q@!$0U9?&)V#dE^4)m;fO;=L=S^6s+bg?2LCN!g9<Ws2)L4N)TutrT6HIOR
zwl`M(ddjvlcgy3~!4iBPz?`!PqzMPhb)4W5;}e7FsVoK(F9-}>3Es^2xB&47+0meL
zxmC1qLuC3@0c|eYY2cl|oW(9F@Nqojc*DSsV6H!-dRSVJu$IxlCtHh-SjDg$KQ{vU
z5SCl0gQ!dc6%TV^&X(j?%(TG6=ZfvAYD^1>hcex6_xEoL{mps;v{PGo0d@$>el4JK
zDDmg&j6TH@%1}cwo{&Z?8XbI2LA-OHZUzb>q~xa&>-ofQ!DJGU3@osWg{3+I(}=<3
zO<CCw5HQ?g5Sais^D3~!1IkNn-ixDr%eTsWxO~5^_DfEho~co2pxIoJ1LxjMu<P}f
z_ta)c1{c6P8o>EKjDFzuMAV3GSG{4BqF*sLwPk^y1aE*C5XblOOT9S0qi%*u53d-n
z<>ugX^yhk<88dyYiPL8Ur3O6OT%H<OD$3a-Dt_>Yptr<iAexVFT+`?(;l6}&%=Sjv
zf3_^o@Q@)JU~FMNQBilFs+7P4(dQE~`b>L&#Uenazf}3mIR0DES845x{W5biLN@y%
zC((aBz@>C5(FvcKakFUm<6BYssF1ac0vYk~M<sk}q6jGA8#I>48QgF7Z;T<z?`NWk
zYCdiF65IB|x)tc{^+az)H};h4>8#1pxT1xR{Y0{!=#o#)L7d<ISn%G?L3!c<wz6lA
z2ug{*cexCJP~R={Qh?E3$=YRLO1?j$V`+xRM`Egyv-fT_4O-Aa#&ew32h1BE@u7}7
zd>RL8`fAq~AaQlnXAQyFiYl(Ps|d@u_$dH{Um)uVcpFx{bE<XAXq`UsY4`v-`k~Z9
z2Q?A=)<SxyEM~rw^bu%p+FGr~<T|wM0Q(Anj&6s+Q7jqPdbtBlL7eH!fXE>LKiIrx
zFOf^W&XAX<0yu3#AX=+>#qTqC%PTa3udp={-uov>XR@p;nnlqkB0_o@iu65-AWRGt
zP&%ateYdRU&1&DMK~6HV^3S?g;rq_nd#x{ht}*Zet|EJFdmNZ39}S?g)(D&R@f_2_
zG`pO6_E)@sLhQ{CmYfk4J(9L#MpF`QO~l?$%&)w+$o$KL{!n}HDTOD8R2<?~PI|7n
zYh$><^i6yn%w*Zth{{VJ_iy|LnR52TQF6S!?dfmjqmf#7bl`11)k7JA5_5;J@v(oX
zb8Ih^$7tOc>~;uUAU_V#(Hwlc-vfj*iSS1$xq}+-T|6oCKF3T(pLEq8-QfxhQmB2v
zE_G^=-rDt)_tj(62uf3~=gk#pdhce0q~u}!BlqK5qxpv=>leU!z9s;HE5FM0yV8XH
zS~+L4!SQfDkvo>2kab}<d+>#~)m17Hbs*ex!FJQTvEcEd;D~qS;d4^FiQiqiiS&<W
z<1484NMieUVZtq3=ML;k8EJOVx#uBlZ%W66mR$%V<5;4{wC#>E61|bW8xBoXVP9S1
z3zG=r$7(l?`UfD>F@$S+j)qEc06|Bs_rShyGQw>%8r!J2T>PRv6XK7(&E)H0ozg;K
z#=Cwj?P1$a-yXKhon2eB*mScYvyi=1clDC)^6bn#ie`>Ka+0ElwBkRzK%JsKUXBL<
zc=iYEQcWqwQYRden+}u+UklS*?6?;-JbA)FN6mJsBmdpp!9PFNcicNrzD)$dEX{8I
zg%N@5z-`jwpyTw?xh8^e)a~R**uc4A_)F8o&$NPAI=@rybkH5{;eMNlV%Rq3kXmX}
zeukt4i2@R$fbXHn-y@XW#B*RrpDPiciR=yhJP@;KBp;EgW(?k;{T)Ev-2I1ncA-Av
zHslU?Ep+*liw*W6<E!Ldsw&*>R#h+uTbx%OeufRl09khWl>)mSL<li{f$ac%;GAit
zxrO#fdP7x>_mA(ClB}-0?tWh<TRkABKh_rj;Ky~yur7%YUTxKJD7?H&z_DHRIVPvO
zH0pgZ{7~n54a@6ZCG{J4-1pZKP6l_yU~r%2^rhj}Rx1y)J8T+6z_y1>UtzzVG<25k
z`9AdE{lIO(d}QmDe;)3bUL`dCMQDs17l~!kp~CGnR-Iy+lB;Yi&{dDlvrF|+ABGeZ
zKuUYA(1$U71`?Ym);%`D^S3x<lLs1kxSTOQK|6%kww>lSOdT~sdgWFPQipT5j6yg=
z-o~ZjsX<OOZAgg?JMqz!n{~<I!Xw;)vI!yanca4>NZ)9_q_Cd6-YfqElrNINQZLU!
z{`l^sYCmdCOleX@Yo{c!J(v5A`Flnj<@ef;suu)Qss6y}Az!-ku5ZiRg#P^%!)WW<
zeBCqhw|MLGxd(NvxJ7&!qAr|(_aojijVs9bE^VhL-)Fq%PD_v4!-y~iN{QR|dJ!LK
z16Y>z7cjjgoz<)9Bm1rqni@au^bWyMMYT<fj7vLNc4l9Uv{Q2aNd_k@>I{6Ybhe^A
z<>vt_v(F(L<Gw5HH7Q8Puy!?v;OpmV9cG7vN9`sZaVbWQpYi6jXK=lP%FFdor>4tO
z;;--X)!25AlN5H+?xBI*wTCO{DHncovQRG+PaNP0J5$#W`K%5|i*c?VY+7>l=_Kpx
z-+4y=MInG%_Q}n>Zpky!j`~JxqbKtwy<`33QT7d02Nh<#{CYGuBjdYM-a2!GT0tE@
z7qJ!UVhhu#{st~OMtFKR>hvWQ$5{`Bex69B@T;$QOxQz<Zp_Pu)(XnZV0W_h!#YK;
zb-?EH_&Z*+Bd;0aZTS=soCLyvZ_n+-U%d|q`k}GCcWl1gL0&WwNrD3^UK6iB9(_Bm
zM55}qqo)htWm>Y)?26P`v-IKzcM3CN59_e^6r}WA9#_6-PJh&<1LbQ~tmtY33`ywx
zv<GLe&~4bm2*TJQH}3am7#G9xIBLEfAmWDa!`WB+9X6yH_2D|A<%4fZTaVZw>R)m`
zU7(qGor+rOO7g2pje=W78zwMur12i-^!I}$ZG^FJ^h?w~WCns7f7#A<V<lKo2gc{l
z8l}4RAOSVb3>z$<$_ILKYbi)uwd`(^*uG}=)A4vuv!Po(`};u>R8GyeKkAG3e!h-4
zab_Xi5<oTv$Kq==rl8#wS-of{pOV5j;LyP*QDy71%c7Zj*qEEKHT5x?PKFpIr@B_f
z#vQn1>q=Jyvw1@inZ8(I7UfX=C8=+{?#K%b9i$ae3w@XI;_g#8fM?JS=$}W~(u!`1
zpQbw;al0m)I3uP}=AG*R=i*SC^At1JV~^Gct=82=ZS6_2V+g3+XqfIe#glnIJM_s1
z-H1vpoIuClq>X{5m;Bbg)is#qb%xCLdF>Z&en!W6>TK5Y8XQ_?KfU9)Ak};F-k8*f
zg@3K<mWDNZ>_oKa8z9bWAO-l_E#O1d12ypb@@+EkpTWJrie3M5-eLP%&)1^M#O{M~
zs-B9Ib9)mb+kNdF$sW6ws@H*t{2kZ&cP;u`_>>|Asbh=`$aWIX>nY5{s%zQPET-YP
z_21uCUF<155OdZ$OPGiX)U60`cc1y12F;^1IC-ap8ul>1)iknK`bAeOvW<Z^z8t$g
zlLPlQo8D}BBwmFWx1b%_LB<%%fUSV>C<8C%-<eK2v%BkBr$rKfY3zB6Z`Lbi9P0T6
z&|a(Iof)*<KcZ5eCsc{w!>#9&p<EC=Biyf9#X<1>n?^hn6P7QT|6!K0e^#R%X$tOn
z<`O4pgwL-})7*a_);y8>A0nE~Z#aDyRYD5}lY*e*?W4b%AlN)L=FAnm8N)3e9Fo{q
ze91Z%;G?_XSpUw+d`<dSa{l(@<bR^0Zsbkz-p${!)FA?tZ!lrY{dY_|YC8GDk!Q}5
z>+7H9;_ea=tLCUa)G0OB?<~OoiKX-^GV&?vg-5~_Q+)HP#vN$}PjcSq9xW8^Fl6U=
z$}2VjhG{nm4)~-tMz0@}8c@_KSDM59|DSLmhMt@M|JT>M@8bRQPz^};Dg%3A-x9*!
z@@2GA=BYyO@OG#f6pO(<O#vwk#k1cYydZrK6H~u9O;PEq>hjOB?q~aQT?N&JBIx`h
zPYh~m7?S}T+dhd0SpT0#x5Kjy$Tkx1Pv$dzemEGw>Cn@#5?@SUVhv(ocE#m*t9y>_
z-k(0>1{vThsySXx$a~NR^uTmrBhb+DPXCIo$(W@}*mqO2s6zNj%1v2MFDk%3uJ{h=
z>#d%K`a!u|8}CG#tEho~z9~Na<B>2Bu+aOo@KZwd$U)|FvnCf4smp#c-wL@&r-ez8
zH3m+lxWwB7Pd35YPK!;cCrdwik}d7vLiqArVRzH4b~4we-0F3oVRBu@(z9aUx9{tw
zPQmw%KQ&SQy0@3^{9s%6>fMyN_{1daGNy0?DZa$>76j1;prwcfexrh>Agv`B{wTW)
zS)Oy1w$is;%u#Xl-B%IPK$KAs>0GE3d(+_I`9$-s3DR_4`R&u&iL+zcRn=%*hi`bp
z*F<3oUV>Wd>+Q`P{XK0dP*t>Uc>aZBL1n2o^3hS3wm(gR*p>m7bw{tj;0&wC`_Giq
za3URUf8%zByH_9+Q`>uVw4T&0ywXp0*7gD<H@hXX1m0qRv^j^jny?!x#Zo8{A1({u
z=$K5U#f}p_I$gJSBadv5(F;QYgu$8iO8hd2UU{-N0fyw7%k}+AJ+RA@9>=ObSVr}G
z5xcf|T!YR1p8F);XFqRw7I016%(nzz#>lgTPv^AET?&?P<y+B#cCI`&kl_-HOVT=d
z_=<A=Vm7<7NqWLUyNc_I`J6K&hsufTvU!{-0Uu>m+DG?wxLrHSMoe37%?QO_NUNW<
zgf^>tA{<FS45PBZM7Lw5U3I2Gx9;}}&A;6QcbL~L&ph_C<X->aJOrYntBq?FwRJO{
z%EIx+_~LHxTvmB_*P_7cMO%<WC@k$N_3au!rMlyGdv?b?-a#FJwD#;jR&g7*d|x|0
z-NN)|6NZlN7G5z44q@O>hA=y6yFo<)xPCAKm?DGqt$ry|455m-)#Y$ql+fDk?zDv?
z*ww&QQG=C*v!eNRth(sUwCDW~V|=2RGAy=2_m@Emjx*}Mvp=6^Px@x*!tC_KaKdQU
zd-oowunM0fU?|!fc;>HqBR_}I;cITCX)s`auhd5WCsm07A94f_)YHe(1vl$&6^2GO
zZlZN;_+aI?uf$v}vmEpgSCkANPc+v?eB{@5{7_{~px8sa^WjP086xx6gDpvO^%A6+
z#pJNrkD8*J?R1Hfat6h<VvNg9&7Xg_o43w3;q`ji-p%)We#M~b=e1muxRs`CbmV{S
zhWW5v>U(z^0W#A@_qVD6!yvhI@T0*wof{4|+WTjv-=~o}j?C@y*0-mVO3QNoX6EyN
zU@Kri6OV(HuzJKKmj!Q3J_G&YY@5~qkOxpn=V5G)Ob>Bo**d9wKI4nkJ|e{w#rY9m
z5j1I@>}U*cdCf^Q+pZ2@eE?O!tO_XHjD(8$<7lW+fg>pF$3IZ>+7zsC!p>EPAb{Ou
z?k5+<gzf>>Pz-rnc63&`gzhht229RTK!j=t%J5j2Z;e#1<5B#{$xDpO#$RSvc|;^h
zzk;Gnj-Xw}zvUTx{O$e2ZN4&3_@ehO;Fdkw4WXi)HIN*Rl1hnnc^$giM3#Z0>lUGI
zJQcob7B%T{JdXQE8qL{n@8apphafNyb?_Zk7hzL2RG<`ZC+85&taw<O^DZZ4r|8^k
zFe=l<$}<Yg0HJA9V0%eG0Gc~*=t+2e%3hG%D+cGA=7`1nFjk~W?F4o?x8-k(2=8Yj
zixxC*fR?=ZbUmdE7jBwXd!FLY1EUe{`2wCznS>5KPh$%)#`{~Ly;*rNT%#i|-`3al
zJLQ+y->V;Fy2unQRn^>KSG?;)Nf>aV=d&+Ya~^@pe#7jlU$bwn0j)mT-!syk@BEg6
zPR`!~_f?v14Y=^TP4O1iYy2+X_<`Tv*gXxBbc**mxD1@mC}S*Ia*C6~@4H>@6~(I3
z4XXq4!7Hkj?X>hHT`rrOF0=aP&5XW&X{`f+h1&D`DbNGv_J>|xuLrW*g2RKW%#hu&
zs$re$^!JykTHXytavk~l_PFVFhKr(Z>zilYctItqZoBGwg7PuNzy@eT?E%dDzQQEt
z{EdbFv$T7;s;xWJX65%RO=k9WQmU&TPHmCU<Ic^BZDb}97YfkYh2q@=)R@aL5D=Hb
z$)7mC6CtGm(=zKXlfSu`9zKWeRlRQMKK{I`4thf-0xJD54BOPBxJIIly9HDez7qMh
zM!k9pmvBsMv!Sq^On#onm>L~nuR%g_x#3?ENT`dXH*)W!9EdM=|5Lzq$3OxM#yhB=
znp2{^OfN#z$ZOG51P?!?K$G7Q6cw;4&F2E`pc+bfITcNv{=HsK0{sxykvWZ81yLx@
z$X&6%l<sD22!E>n>OWp##_v%ND^^R28pL2y4W=|;Tn;^^AC4!&HtU@6Nd>_Q3yqq#
zP8n`^P^ejR-$D^eSYh(czt(l@v+!yT+K;`WbSdac$pG&&Q5D?>*RqjTY%pyFlZMlg
zdBEU2JoE;>)gRTIy#sf~YS>HzesGvwc?KCL6U3d1Y)!&zE4z3&fbgCwe&yt26ORGk
z$Wv53j#Q4H=XAz+jh|vLA34^B_h!02SElAq+3TGN&OjOwgs(qg&0DA^iv2IfMDt0t
zy9bK0<jkqgAt-XiNf6yWMdn}<xCdLT*Xqg-=@_VRjEE)m^u-Oip2~<kVwQVMpFH!k
z&6CHe-0KYfxi?>Eg|^<FEPI`weTY{Id6=9FzUW*&u2g(*80}2{#DbQDVroX}RSP^S
zOC%BTd7_#!eH%K%Xl?ebE3I*^$sdL<EJ-9{azUfKEoaXdbAo5HTXin;a-};q3`F6Z
zt?${7^oj3GapBK5ptU!4pQ?b9E8vAGN%ue<*s70D2*bVHaeg%MMwJpnhdcDc3?efh
z26;b#EWQnFOOF%S2WAu9i&tD;uQo|)=GbF&x^ut?u6|O11f`BUw0-4_Zhnp!{mI{W
zL3r_rm*|E5G`Gh-ZM9|a@`bk<R<5l0*jmabQVZ*0&1J(G_ZeH$^!~G<K40HRPe(`7
zfMKhNz^ps7gSHd$1o1vod4!j~Huj-R-mpXP&l6FdTDZY=_Egp7j{%UQvo2i;^v(l@
zuuBesE*pqYRPCE>{j~RY*gvjo>fTPF`I#K2m$!ZUu+kT^!wbmwme=Fm!`jN&)N*}%
zBhd91dsCQ-((~-`EXNW6NG)vN_Z*go7}a}4iTxW|z!z{8^U3`YT-OB!d=%Qyw|DM+
zC)n=8?it;E>^APmd6iqHsCV4<hkgJ0%kj5K^EhQK65*c{J8)76gKYcpnKHWl8a<R8
z2Z<?X&kfI;52G`IUh_Bszt{V9<y_On{hjK)s<}SsW-kZqoX>Qt3N0B35Gu%^D{4P^
z>%W_KJ3^0jKAo;U>rA?}N5CV?)<!=Kj0o=>M2m9lK|{35Jd{?Q*+WzJ<oD{WnnmjL
z4C<59nnJaEqCgjXsU!9v)By+LU}v*<{#*7ze@*(05<}G3aq<+;>}qL#uu8dRhqn;6
z+pW28<655I_vdBHQFBpG6<~i2ZM~wos}8saV^n*EECfA&{i9sl_lGdA2Vvv=eTT1J
zxzX~P%DkZ(Z|8p8bVVJ6!?QXI5D2P{!M+eb&gxYs<zpq4RZLine(#W4-IO7c*1cQp
zZ+MXs!p)O9Xw}p=4v7GGnh$4oaCVVriMr37a2Wb!koGta<KxE+;oyemWnXc>rCJW+
zfjRcF@_tc#*=~i`3xG15E-$Ez$6`3pHM<J#(S23)f>LR8FF9%KpWb!H7+AS)+a60b
z)(r->&^B)G@}P6&00BURH|!a9rDlM2mfzVW;{)pTw(y#2iLH8$s?_D!ua$kzDmd4W
zVJUP#*sV{h?K<H?h);UX9(rA#1sC~*m%3lJ;|AwEbwr~*zJlBh@#mh1>${?4fUi$3
z(nI9YExLVg9$5;ruZe!dE{DC{WAIMtbowi|TUacG1I!iG{kW$yK2MROmf{NKGLS>f
zS;M{=><9zS>zid=N^Oxn2HCwdE1r*-*Kj<%Dn@g{HT`-{Oo)tHg!p`fLVx#xT#HZ1
zb&HgWWV*Q#OzeOC|9|-g><NDH1mEY`$ok$C+rB!FyGNLlz_Q}LUo8fwE-?*QEG#GO
z=hp@%q<#|9*jvD!^zLkw)X_b5I}!+I<0~Aa=V|luqo>vK-l2_WTW87uV=1usK~$YT
z7X-4rEtN%h*7mz(Qx%&hL$;e0$^JS{&L}>Zk(#m?2S!Yi!*?b~bdz64*g2$5Irqo3
zyuk+;`T*QkToy_vz<r{@6+~c9i^UAjye!8o0QDj8Eu53B8VP#ZaD060rivW%>rvs&
z&e0}cr(-G(@cP7;LCCFcHCFCISZEruc8gk=_S?nv(qW_af_r_&%cMmmIG^!$Kp@|A
zM@m;y>ned_D(4+^N7|#^@@q8Ry|N?{8zzJolsiHB<BuOLX|n6qe!}!7<mYQ9Da{To
zVRmOdE%1+qDj^#D08hQ}T<hR^cdEr(u_w@%<dvi;q+QR!sxdML(J(knhGNo{+=|`u
zksxR5bu&9T!Vf$jWI*Np#bMXs6;S*2^mr+KU;znou2IvJ<fXd*Hby5HA;l~AE#(=r
zS@U<^9aLjQIwJb8aP+lJY~-WP2EE;O-EU3Ur7~*j)SXG5XefcSGM9$ii*&&*0F7?T
zW1`CE#{zr(?lf^_IBgAwMr%cntyY6_XF~fLt^;O2{n7$+pP>)260r+U^P#&5sAv%D
z6RwDEIi7-<`G)*QRf}BMP5USRpg>P%sMiHQ^ZmO&?Icf4NU=9jKic~^!C78u4ZPne
zzt5g+8sH%Mq&)}dhp?~hs1p2nQtfx_zhX2(03EER<nfMVg-mq!bbtr*40jE7-*SA`
zb_>L<#M2j3XHGJ2!*{vV>dclq;q^OBq{LBrXs(aDg!K4Q*n|@6UZL->Y|yX7^(Wgw
z8>QCZW}*i>7HppH9Q#usmw+rBh4`ivH;Q#Q!Tc-_2KnGN_CDQfrZ0aw&Wj`aYl5b2
z`%P0oU-?`2S)VT*QEgNij9=lQXs)?c`z-MFZ9nh0qB-$8)+?Jy7nV5tI{j%I&A(qZ
z06+~Wfu|Ed7yD?AAK2&;9n)|oVg=)MRy|&My_FsJoS76o4+x)Q@46X=BAuPhkD&pW
zb=Sd+X4agQ<~6=2_<CP2V)tA|;EdVJ-lGW&p%reII9l0@*?>a{GN0Eg4_xWg8rN_V
zW}v$6QV24^CqC~^uAY)%pKtT^JoL#4oSX5}^$_iz&<=Em$L>>Jbk=#j*eg;^$gdbw
zbALQrzu0ysGao2x69J%)pQ5JCFW2qd3dI%?TGjC9W>m%OA(JDb-^b|7H+-rS&LdTa
zvlVzSwz2Po3_;R!AjCjS(yJ*>#8oD>At~W0USKOb$_s*$%^H5V`gi+9x_~`M%Z$bD
z>iwFjN5T&9?d5kU>==z(jFz!qHcHsL13XH9>^4o%EPb`x`N*mYMiMs@EwzN4BryxE
z^`Z*z4hO1fNZP*49{W9P^90;IMY7j9HZx0&$eD}uK`>(vPT)}AvVHX$h@J8gCfrc5
zKx)s8@D`%|0Mk$atImg%QCOI@4y`S!j_!yB1k}AJV1~#@)$O%=)bP})clJ2!-=eG2
zH9lP3QT0^P$d4aBcb9DMGnEu<*Y81#TwqZ$2mse6CaGLn@0%@tMp!A%7Ay69tL&k(
zc?gHYuciAR4Z+GC|Mv0pWIyKgK8i3d^6v|DK`KivEqNYCnsz^my0fj5qv2xG@v_2n
zKf{=yJLe?Y2Xksp`^)7<em~b{e%<kbgm~i30}#A#8ckPrPBYri+wb|1w(fR@L3UAI
za2F60)a10e@3&H|5r@hVp8N@rDyg{vf2Tk^(Wra-Z8Z9~7jbcvMg3MN^4h=2mEQEv
zXZV-$(3cVv^Q`o!NX~CYsdx{-+K<zl{g4Wk^!O;h#V2OS*r~O_;vU;=jnt_$AK^!j
zzdd?mUL>hZyc6h4MYeV&yLlHI;YS|7pIV;eB$JN!mr5%f=<-ds@yF{Pe7RHzGe}xs
z0qqy3Sd9bG6L<&m*TQz67VI>F0ip}8r78!@NV#Yb(-v7*7vO8~m#f%C<6wVDv4dMQ
z$K&3FwJlxlPq5+;gjO%Z;Oa?@jz5{a5ajNDs&RTYZ}R?R_oOh@1ir_~TuwNAa*qlF
z;>x<p^kE0=W-Qz<LA6upJuOo$BA5nF0v@I9#|;H4$*Ro6ei}brBAYHG4zE}ces(NI
zF%%e@vOmT&QyIhI$uSp_MB^P*R2`F5>xK51_`56KkAxBfX|_#p-akgjZ?|1DdLrcq
zuMp|+9ScYf|Ks)MboV!gTEkmE$KRJ6s#OXsXW#N>jy&n)D6YCbYy^3-dQTWtv3N7_
zxZV11K~^c58Ch%3k-vs>t|fcnc3U(F+^ZW3!i5Hg<?WQ{uR>x4sJ)o@ND$E0YG>|#
zS-%vNai!?e)^kVtBrvC6JHgNht_evz0DfX}%olD3EKs~;S9aP9KMr1?e6~{AmyArF
z;ZlCWsiK;RCgkT2JDFsZ6Vupt9}J>Gr`JaVe;I7uE0>k8fB<N#S_1l69Sz+D5x1ju
z=|u0!MM%ELLrYvPx*b+p#^MPA_aZy9UZ-<^&N|imA>Z;?amGE}9bLNYc-^mD&@waU
ztDSa~W&8Yo?84Kh9}zqtaAxceADO=dIbvz<E<)feM}a&(+gwqIb9}&wbhWGe<+CzZ
z*FnF>HvbTacPLu0WHQh=LkC1=9g5jqnI&R7E7jcRI*eBb)!4(}hioAHQYq)^9G6+Q
z25Idbz#M2(dPS&g`dk<*3hx#`gZ>S&zY~)zu!q4h+#Z5nK~aKs*3aGdz9=5Y+X+xj
zvImZp>mK0OKi})h6%m8T+#|T2q-)M!@=h>=7p&xN0DwC*vb1^9@Y`6o{a(lHOE}a&
zElb;)I`TuzcHn}~PwH*o_dC(EM^#DS<ng|sK5b(F)5U%+QBQt7LPoq*e=DQRfeTPg
z6j_jby|HChKR*$GTaua9T>0k_KWjjGs-TykHTDVG4X(iBy!S3~$iHn99afy#?=^@)
zT=g0+_t75fmJ$!=^TOpIl8?C6_8tklWvQpd>m2I1nmKXMdH|gW#O?NetKVhbL$aM=
zn|)k9&vEo;<j4*t(0!vX9)DR8X|+FV*Y&p0X%fm13J&4VUu6C{Ze95J9M9;Js@ry~
zZXPV-&U0hmk0N}(H0KR!K#zOVRk-#A<<JNi8>4}N&PhQaH|(uYnyYoF)$L;Kr$X=R
zB>#!M;c8!}?<L%j6XPCY^}aSLd5Yc(NMUE*xKXrrm1Rt&5A_S_3{jR0Vlv*7kjKB=
zxHc=&Xh>#~{c&K+PHr$mtK!Ri{Dosv0pzZxgoCJHa}D`9x#Q;NH{;C$Wapv4)Y&Z-
zgB!h<zJG3A3yz{^#4D-Q&`Et464p3;0>EVaHsQpk!J)@g6ls-<G@K)K=~D8`J!XZX
zv7cq`$Fuo9!i?iTwhr2NivR(%-d{1EzJGRZ=@;k$oWEzT#R^2Vrvq3sxBLUnuJ|?Q
zVnW#x2cFwKXLyHf7PKd>0}IrWBN+SP$br%8R~f$seDFA8gBTBuc?Rk9RgioA2I5K7
ze0L#hK2zJ<rw>Q#&&cvk=8KWer(Kjd?O}@!(zUa->KBzKi2(UQi#!S8P_G0Y|I)%t
z(?5W0>o0gE@%h-)d<2%EfM`r|s}~mJ%QyCpd@bQh9nAZZMwo#QNB6Xe%OgM8Q}YUh
zCl6s9W^C8X@^Vm{@r(t#cb;Bo!V0MPv%n7OT-SvOA(QKQT7Qu5;`_GZopz=U@mc5g
z@h04sCNX8JJHi}uC*z~qJ(dY>I=fGgYI1|5jCWl*DZ>X3TOVdR0Dw-~A?XU!>xzoh
zB`%;q>mKuiORXg5x3k<>#_pRn>U>ee<Z~mB`S<9z;n7m?{;&U_x0hLt7Eq9^FBja;
z-8(^=g?dY`CUbU1*rk$kz$U^Z<v0DhF02(U_2(g}vdQm>UnJd7-7?=<<q1V^x{a5e
z0(&<l<4v8^*c**4Z-rnOvtQxb=r~@)N;%|3Qv@=3TtY#*qQz%fX4svX&w|DNrg2Kw
zMe3Wj6hbO2C31lp)0B_OE|1WUSN@07yHzZo@4IwYSxd%y8Pv_~eH#lOvuaG$Ic2}i
z0YH&aSW%DkP!*zfw3}6|pP(9p?UXQ&_@2Xz{Kf>{^frsT-9og=1>~jdCv>G8-v~Pc
z_y2#hZri&If<U3V3YJs7frOQgUq|V}YxTsRc%6@b$cB*Xq@p~5_#y6LazQ<lYxwa^
zVa}3#+|%pz^MQI=w}-($m>z#HDJ_Pl`sXJ`@OM?B3msSR6KB%q<38fdGO2<wjac!f
z6}to{0*$xlJH;_g`vSGD=h`6D^7hScwEpw(zs=4bieDeeDF7|ihH^f?<DJj3hgW88
zvA*4SmlantFX;UnY}Pwy5WDg{1diV^+5S~5?SeSe(iz2{Ao8t(YMp|54G!HC&6s!6
z&!8)P5}dsxIco+Dd>BUOc0XZ{fNS&vMS6GsQumg|OAwWu+aw<$dSSoJi~nqM3#!e?
zb64}49v%HM__bs)?Lp1-W*Zoe66wp$c+OC!cCRycq*>#>^>vyr>e)7meH#nE-gH9q
zWY7TrntWg(&=6Ec0$m~YEFg{s_4)J1288!24k@s0mUhtKKa(-jQ^@^yii%oEg-3C?
ztDovR=dy4yT>NT`ioFuPNHGDoJIWQoycN(AvF$!@-^rJg<L26Pe>aGwAkpDIF^@=-
zdRL<&#VI|vDG8uGjKcQ3DDbaj`AqDp16&dIKf>tS1yBcAU#$ZB*75EWEc3onS=j39
zEsD>wyXWjzsKhX#e}rLi1E2lfa(_SCN3T5Ct^r15o^wB#91mfB&n2?Tjn5*LLO0a=
z`P3rfRh#>0DJ@YwBX(?-Vj+ZFFhhGET+|yX+u{)9iG|PTMX)&J*r|fJo+zA=vD0Jy
zOU}d<3qMV!oEx1*NbMO$2XWeF3^(`2i3kPgt?-8RA1#OuKkjgu+6H?fHu-M-Mf;M`
zL#;Y+T4Fw$pP{iFaD&nB3C&neiwN`quP+<#IBG_iqDU6|*DL{~VaNoz<?d;;>78Za
z45Q4OM+g!BmQV0|;Lat-vEy{?E!Ji-%Ty=*eIgVL7jqr=Oc`Wg*}<*GUcZn-BkLFu
z)YuC@(m!+O934_`&_e2iZ}uzs(bwQ;A0&Hj#)H!7PvvuMrw!r%;q1bCpO>bTxQ4XM
zT{FM4;q+6cqya(5PdwTu3`6zQBZlT;g^$tkBTD{PRlGLb&v@)}vdgNxiMXtAS|8jA
z@c+q*+jRV_QgMQGiJfJbwHR@i(9*#g{7$B_bs?w8ehkjrl)O|Sc>HZ3zhB+392=JF
z+lxNdc)|HEAmFE9xn6F1HoL0JIcHZA`IW=jci5D750}yad7O<a)a5srd<N?j=g&-Z
z%63jjqvGZr-iKnk8W6c>OUB|bm!}cn635<?j7#0YnPDO>e<5PBgfQ>Zo55$FeeFIu
zQ`iH%1#88~{UwygM~wbT*Bn}?aR&Rg@zh1-fiDEEfj^eMf;}u6rN`6n)gV%(pPVDr
z(4ZcplKB{K$wlLU1bLsq(dau^h~w-9y3p?mJ#}D~Q~dmjk4ODA?t^IW{L>VQuT;5M
zg>&xVlByO<H(R#v4;e9-KMBjtmxS2EYW&_;aQKftnz^|rUDG)pZTWSt=`R`qL=dH~
zy~#I9`yM^2H)3Xd7rO#f@d=pMq%0ja>xD)2>>B+4<4Eslx4@~WdwbW>{-7CBuBeaz
zDYCwV55Ddr(|eBl*pvmY7F-O@3c<uz6K(tTdj%+b$Mqx@<jZ>}o_4_Fgx;@AFqL-(
z#k&Q+koYzA^^vc~ilVgT6}Vn#H2kecwO{<zh9*o(v^VPx1m)j`)-Iom38)&P4NCcg
z`5cwjK7=39Ic~S|{g@I^7v#vW4Fs}MB5lMz0GSP7?)PIo3r<_5I=B?-t<<6B!Ykru
z-@XCmIl!)9|3KN70n<%JP|RPfbydTd{MB^G0LD$RuH9WO+%k(lR>mEEr#_u_2Bb-2
zC#L*>g!_{cBXZGRs?6Uj8SIM36&OG>zrT!onsU#vXRX_ELPJu7w6%bOw6g^U@6--D
zWJXz9a}vKgha-ZY(&xi)d%K+Pwwak*J-A)?1`C)%;VZ9v)@%cITE~EJ-z=D}4JpM@
zAQP?E5PjM_NXLh8ypzkXPxsA{yV@N>K4?X^Z@7kJ6UL)Jb)|vg?ec2tjCDIN)i<;c
z+1U`DBnX*NP<7{W;LPUz<Do^g;{0Rvw*wca<pb_0Y&6jxO)$fhzNLcM$L_PmY8L$c
zDGh|_+)@XUgLlpTgzyN9>m^EN^&gAp7hHz^csFR!oo_k1F~=3mA;JbObaBn%sKkg7
zVq#uqt}mMXg9lTYm2-<Gjh%gQyeE{KmtS+a;UTnup!0n_0R>}f{6r2XcA68B;P=%H
z9T!b8Y#O3<6AkNDj8NJ*Pb}>YlI1!9dgyD5w7El8b#@>H{=gw*917pUitCATp+gFt
z>DmzCka+<2<=WzAi4AW8WE@GGyoEZ>S#+lkkxcBy_9<HIE;8OkK&_H_e$;crTUv(?
z8JAd0{!KK<EL^}@ZjBT~==W~BAJM87-a@~N{{3q?>Ic|97wHaJPW~ub4XMsIHp$HG
zJXO5RB8Xe@w|!8<E2uA+3p8oAth%)vQZvgi?BJ5uCxBvnxqjUF=uGB?ic86Y4s*fW
zhC>2i04MG9HMCO$Tg97CDINaG2Y)IJIM!iQm6^>ZAWh=z$(in-%lRG#Rc6O?IY79F
z(a=3Qb2feTPg1nTDQWEcM*>=eV>ly+8{=Uy@si%gW*?5FS{5j+c1_0_XDd8wg&y78
zPeS`(j(M=K{A5+miyZ+fh?B_)KIw;idlMvTY~2&DcM$IZ{WI8@DAF||kl}f=#+i!-
zOX?9MA|)GX1~sIsXY+~Jw+i@%dacMqE?po|&#UkXJI2N@SvJf<L{e@aAbtwv?9K<N
zL%%?TfSs%a@~`>(DBFfWg{D42E4lf6dYvv;s7^wh9O1EHK}igO3=1CHAf4`SAN9N#
zWkg<i=ZT3~T2IufG9Pav?`BFcrH`H&DH49~e%E{Ui-|IY`bCzQ`~Vz<`uVb551*tN
zGH}qt(?TD5kF~!$YiC2==do^D%t3IpCY6n%9Z7XsmGhO-a9JFluISX>3;x;_LK*x)
zH0<!0?+eAreTu%CMdpqW!%%Ll@n=pXNNT!GtF+QLXPj<>Wzo^PFS3_#EaOK{uxd_U
zQS9<=2--4IQ;>d=6BvD8^6WmrDvN)HQBgK13bb#)QdX+wO2LIXPbUBxGz<?k8nV!V
z%a^!dtBuFdG%<=B3&O?8VY$}~Zs{!UiysDu`v8Thpu8uFMFp>g{<Zz?(~b4B{mJ!C
z<w$|n?%eosDY<D%9^FP2$Z7AQPct$!Y(6e{_uK(&XN$<xpHr0R@}cu{G#&F4(jIie
zAt`kH`TkBo9w<Pz9BkA4@#BHtY{;66(~A_E4}PAgE-}0faE1n7p>yw+=j>1b77BM9
zrnt&y4*X8tiC?&uI*e@qDP?R~I!oKLEM~}j3zBfOobI@gtS&v)ZGw0_XttB3cgkDn
zh^Lu@CUj_Le%8l9^5*Qxc$!qyLs~sn1wZZ=DHC4xVkT=}=o!MWpUJqz+}(rpF5Oqr
zez9hXj-U+`spEMVzDu`aO^r)<2x}xKOp%!g<~3+Ye;UaSQ>}Sd#hyd=Ft$Fv@Dcpp
z!Y$02Srk<$(K`wi(Px5j8r!MJn84I6RTvKr7j?T8_?l^c;Y*iKUI4IG@PKH`p6iw#
z_L|Jo<*5il6V<z?c^2S6>!h}!%mgLhlL>9#Y=c^6C;u*h7u_i7M3Q=;i_FB^8eFD7
z5tt{SET;)|F!YSx>&1TTTt|4SFF@^Y6B1FBRx+S+1o^E(Cf{>EQb9gfKhOBlcDtN@
zX~j|h`7sfv7SH?H1>R$91evN|zvJzpiez}_4`Ry1v=4PrZwcm0`Vb=){J+n~lQE0E
z-*&)3TjN#^t8EGQ*LJW*sim94NK?$T3IdGLM+yRO54pF`U)7kBDR+2{6+Y|I`vASz
zj!)k-ILj|;c||u{sG^_X#;`(`{G4@<M|QvYTFyOhY!|ZE==3*(2I22<nE8q$%HQnr
z8*=ZPd`B>rEz$=ek~OQ#E^N5h_Iq@DlbF!x3mcq4xt-Ew=>RWXqF?ng_<oLa#LVl^
z5XQKtkWL@_6sW-odx*M`W`V=oT$(a!ZBU@QAdew)G4*V(*=QXD@ciyIibB%;*%mQu
zz&&^g<aI#2b$${8d08QuA*|e%(#B|}Y)N2=zb5qabHn}rKTGW?`@CyKutBc<=^O`V
znJ<jDc~Wbi9VBwW++h7mtx`->e=d_@JF%20_Ph09zBJRPkE&<<UKF<-o3HBNu|vbs
z+;S(&zUUCek!O$=4zSkl_FxfKOV~Cx!N?3vo@<bFhvc(+{+^d-0=*B|iWp>vdFR1J
z5-#JrEUTz<S2BP_R44aB--NVNWqnCPR&`!z_TW$#!MsI_CIHq06(D>!+2FIN!TEN|
z)$KPyF`cfdoN4d_OU?7CK%4WE=V%WUOK1<d790<{)*gL*xSemDhWBbKV63qvZhL%9
zZ`h*A1Gie>-y>^$c3ZNO^;3nMjQ?<WST@pEeY&NOfHCt1BP7>6_*-is`QW#jcSNzR
zcx~*_^*mw4gT)D;U1DeCAuL=wu_tDC>&Il-a({J*G%r$rm8s_A)L$gAfY;cwiKzOM
zJf0T?-b-M@gKpHKj}@mg0yg4nJ2S_4-u3-axtzSIY+P02<cD^;SC3Q^)NdZdDHwKC
zzVG{L{D=_%-xSFk+5P<5jkGT#DgHPvm-gnfiz?c4d+h;3nSuy>Y;E#Vafj#cj|)->
z{dN*=GI5*7T@pEPc?Z8kB6STRJ(%RmJs!`~@e*rAa2$S(dw0c0($)H20rM+CRCDlJ
zdq^+8dr=;?P~2zpF?iPXPd_74V0L+p!r4NAKUwY4rzMm~&ONVzKD#l!i-V`y=|qN&
zq)q#2ajEaFJ)ld!TctjWb7#04>kS{i!0_jtr1b~ka<`m=A=u<Q1va$B9NAf}#{;K^
zqzB)`$5-!6Ni*;ElFgn2cE)hRq1c^z(4H}*Yp(SDC+)mMqSmLMO`o&(Xxsah%YEp4
zJZ@}G>hofA%)Hy~Bu2rH&WSWsbB2R;!nxkI2ayN}1hMG7Qq#}pFF=8AgK8asaIxe{
zg7{Lxc#Hj$%5+3>)bdd?Z=ySi<1Sh^6ZS@+EQ8zYNtW<d!`ZPv+0<nj-dZRs5xYWn
z+-#FzKMJgCcPiDl4)cn2o<7;t$J6=nyqwqbg<wKv&X7hQ${n#2&%gKqlu}0tN^bU{
zvjL8?i@N>g+=4K~-&2}v`U|lh<7nDmO0FGi`=Tvm!`!$$cZ;c~O^@?b4-2pF6Wg-Y
zEL5Y_`KDDL9&23oN_jur0a|}4)%8~H7Y@hx111L%Dq0g49xvC2{&-yjWiX6u-jMpE
zMPCq?^Y1-1EJA-fr`ct0Mwh+gF2fGaU~ivLHCe54)xBg16GWCQgz6*-%=<S;+7ifT
zp4pSt$*JGvuX71m5(o%g;cG{&``2miugUhO%ZHDH?85{Eq-54%8qd)x3GGT=pF&!G
zP4{uouMbgwlz|-cNBj;o)m!m-8$#$#Z(VQRjf>)O2l;zj)0!A08XQIANN(9kkc#^Q
zruo?kyN?%D4Oo}G_sY9n0ooY>8+#Rjv{CZx7ZqU9`Gh8MM0{3n#K4h;=%m~G>44w8
z_Hp1-Lb6Ibd<MByPSG7O&?X$egIMjUPX#H^?SO06gPOO3!^*O8yIuV_Hc|a(C2pGI
zOZhsTskiREA)&F36Z#=9hBQS1I{+81P#k4`+eKL}>8pDZ!(9WOU!4>?`O>8RWJD0D
zLy6Up?Kwao(41Q;ufDw^Nv8U&2cy4|GW$E<aN=8KT{OUA!WFsWgbTGD*4!(HeD<ev
zXWb`#q_&7>u6<cc`TlUBm~*mxKaW@~_3mAZb!+y=rPG-P=J|-ZT(4+d_OPP8eGQdN
zj2MUVEQc8}qALBKSdgwBp!Op+ijs&ueYr7?Mq)<{<!@h#DgmhGJiRZD0C~{)Q4PO4
zGN!kU3+&g7RQYzPdOgef@8T`qvEK(EzWybNGscI|?F$cxE4!c8|DvGs%!4=UeNvYy
zBljX4ZbA9}EhGc|E4`<f?8TC=z3`!1(g7WH+TjFq^@=#VP@cJ9is*(th2AS2-q(i}
z9dN2M-Cb9?8!i{}WA@E;H)*nbob>>iJ<9gkSCFVh>6zS;k;An2J}Q2Kn;6U84>17z
z*Wk!qooI4>6GX`H?lTvTuG-PFj#0_D316h59*56Jv8~RDwCQT7q?FGk(T-aJVDxdV
z-=JzU8GXsi<9q!QlG%>Z;`o8woqKV&6Qc}>Evp~n3wM?-PrP0~Ln(%C;5eKlY}FwP
zM59F`1S^!~Ig|}iI3C08(Y(J#`RCjvxH#MJ!yz{G^i{%e%LcQh@5_pGRDh?D@t}_6
zd^!eLR!ua~be_^#5XWQmAhT!8yoZYto`C4~=l=P#IX@XkV9GcyG3j>UhAc6LX|4?O
zOLSOf=C51-%a5D*yNE-`+euGCVJ70AUAtouAYUX8*u6iTSKn<fiZ}pO%Ju^=(_IT{
zJnLhvtDt%+wvNtH@Y4k3zU%1m9go?SOUf2$r}|2#6*vp#{*29!4C}YsDp42V2X985
z0{-O4BxV{zC|;&x=<HPMl1(FV#v35SD3;^_=oB{8G#VOi19Mqyv=XbWt`3$~(4#Ui
z@j;cPR(L=Km;7Q`K_c<_y0avtLCh#-^iOD$y0S$~T&UwoX+HVxi|$?_AXV?_Ulote
zs{RC_<0KpvXKxbzEAj1fIsd&H$IlC63Q)=to1Y#ZOP!0Z^%Vn2nq<uJuxv;m3NWyx
zvu=rnpellT_l&KT?~F$TA@&>_SRqFuH~8Y!+G|6@e|3pyww6Mv8xf|1bGV`~d`p<@
zxVD#&PPZMqH`K||f7lsjM{fC`9r0SA|G6v{FLd#~o-Zo#f*1`FOigRP@|P<muQNLY
zrb9w!+cFBeemMVb@4@~1SeHdr(XCHypDaC|vv<9_{d&N;KEZvC!wovEt8SXk{fncl
zl;y&2#k;!lYQy!5l^k0EhT`Y)lKnWV1CHSIiPt69+KfSc+PVMLUGKhbA?zO9AkL!?
z2`(cqcLv%n1eV?x0_n=^u*3U@z;Q#IgzGKYn@Wl#5j}|>NMiA&s{0P<{Wp81#n%BO
zbsWZJ6~Og2YT5TmMg`^&hV+eRb-ig&(9p>>skT%3%54j_d2UI>R8>E}-s63ri8`5w
zwe2ful9n6aNMoPLy*ysrn^=f@EyV+;2l>~DEGhel$1bjH>fRkb6)m76q#=8L7SKd~
z5W?Nwh3aK3nD#Y5Mfl8Y(1W$7N}CHOrw#3^zrhEGg~za^1M;cT&aCI6U)=jJfdYp)
z!w|mQXc^}_EE~QD4>QB_qyt(&lPs}V4lZoPm1mgO*}qWjiNfy28Wq`=bmn;v$tRmS
zKlhYK=>v5K8dm~WxxC<n#QRim7C(9Ey?Q83Lwubd{yAzZ3ZDQXRpQ9<&R2n4U-~V%
zR)j+S&VUSkJcxxA=_y4=r^Q(LY4+aLJ-^5UE*F-Y;mAJ(v?qMLBG_wzO~+l+`<hjp
zetHEd-9X3|#DC`_5sCh=*92m9mE7Hq6Ay?}$(<?}$$uBb9zXk)wbxSqM{4{taS(Rf
zWS2~UiHRJ(uF!{Ja&Fufr6x&ND-D5<a#D+DEhSO69?KcLH`kq!zqlD=J}Rq{05h)R
z`*FxxswL^?i!qn?7n9p>j*)SD|KtzE*e9zZkK^#RLcf1cNiBNMBaWPEo*4aDEYf+e
z;-dXw4dEJ{B?SA8r{ehTLeVu0U}q#aw{*uKWS=SQ;7CzL!le20pw-Gg>nEGV^9yq}
z=f&gMJ|qChzmG9~r;%$_%xsRWEwXX*VGlDgog5oKKyoCVzy_zuQd(@9pYg85SKH1C
z>2N5+-3o%*4_-dadD^?feY)`!hbh#;0!!sVn)Ayv*wGjYW=&tqY~&!RNHq@dhne8y
z>i1_Xt7@}svRo&pQ=p2}PRZFA5tVW07L;(w@}I`mcQCUD4wntoR_cNK_3zvrn0a9L
zkUh?1F)Cbx+gNAcpP!&Q7-CCThtu=rC13OIvK8xy*4{f)gXUSxh01Ea`_%`EebZHi
zFQvP?UMJ>BdTl-27^VM;9@ej4esVzvr;ol7L~0Wq@HEbMU{%~qMhXPn60?STEy=rA
zM``0sJ=<OP?!~oyjX2K~YRT{#8jT*;NqPnc@O>rYPIJaMTwjk9cLiXl<mi(_V@6bE
zt3m({EI|DJ4Q%<yCyA>te#`GJQh5-*`A#6-jr1dkLj(oO2yo!_i#=HQ(&u~}E<(H)
z_g^JNfs(xTZjwCD<Mb7sott6#A>L*M&8Z6a|NrLJ!H~wwUX#mVFi*7MDCcP}<1>0g
zh()}Qo0Ul$`Q_<Mwgw!$iL54_5|YaIN3PMt=NR0Rhu~gM#K(M9)w-W=Ob4O-o=^{@
z#JuItj{SZtjS<fmc#k#uysRG1<=jpZTxXBNy&5IBver!F<~bu}w~vZY{FpGN?(OT>
z_@Yx9-Uc3BQb-WujD1&b*r-={KG+^<k=<<B6;&n5)A7mdw$hAZbb@oijq-BJ$u{X^
zXSdsh=h$?s9e6&k^6|S-C7b=+*B%HrRAdLUXZGiYZf?x?lvtwqPy$*03Z{85c0c>9
zRfg6zOL}0*n90><tLn3TIi$0S_jR@BAI|zl&tw?zRB5Edzo_=rG^u@CxSj-SKw}a6
zgOp>2j9<Fc8ewP(-RHTmQn|L@2jUT@dy(rGT6=?0x_jY5ST{j|AUH<E+5lhsqn0ss
zHqX}CL}p<%Q7#}~GJH_TLY=o$NI>SsYu~+X&o|VEYs*;88q1y0dh-{3zmU2RAaP@f
zpP<dl!8C{c1xTLj`JRX(jT>2X+FcG-C!d;A2zUB<cl;Q#s#DaHJl>210b@bE^7XL;
z!LkFEh9;Pag3MjKy1~5k#g31zM&Kd4nroA?UW;FQ9t>LTZcClP*KH}!BT)f)<+0Ov
z5&E*^F`*L(7&n{mM{f4}Q^vNd2k}bR-m!i;G6&!2n-fL=#fmF7``o3t6o!gjbL?<5
zxO)_tf<%y+IjjJjO2Up=#^oitx6dJgShNciw9l;1eV5Nepj>sd)n?)EOtL7XmzQ`K
zIK{y0xS<RtNK>K5@cVe;yAeQ<aUKb+FJR~mT;tdzj>B8$1Zd+|Bg4Ybyw;nF`Gi*A
z5$Q87cv#s_v*U7B4nGGl9-Z^&MJ4_ZAw9(Z4}`m%DB@Iro<mrL{F0T4dp9dKV+46|
zxwz?yuKXc}e&TPoNH~D)p5{n-a;qStqrm@08@b(06bko>mrQ;Auq(DLz$%|^^6vVT
z|HsjJEi0>~QS^zZB7>KTBuSEm8;c|&NrH*T>-1bb_qpln>eE&K`S(^>>-**$qgsPR
zVMW|mE*}AJY;hp3htLusWoSdnm6f`y%2-Zf_i@?>N<)O&>CHV>&+2v{uwb&4yrK8l
zTc;R@??>?zj!&H9n#bn03`6>Wh7=+>_+FCe!|6xBcbappihLEYwI`ZQ4mgalbGM&B
zMhYhO(xHB@v(Aq&jjQ<<bA9piz$m`sMf^-a_1M;MaFNa^PfP<(MSET~%Z<a%dPTC+
zm@B*an*_8rkKH7S9B0ur)Yk)|*xT<BA43xy0+hzYVx!LaWi{U*9hAHCh4v9R&Fh)b
zg$lj#tF&(9nX9PHz(gD$+%U#B{jsGMr%ps4r;0jh_kDM5C9b<p{zKn!wtW{LesK4D
zM)@RBHVFo1k|iQbmLY;2(p-z4d|VxQa0`>!A$h_g;&#ZZ+odatS5P%4u`&<J!+OsM
z21cP&73uUL4%N^BhCPl@1W?2a&zr+TP$G#L##VPr1=LuJYhf7`bTe%(&mb)~#JYe-
zhF@=URdpwQl>0{!8eqj^gjYV_4^6!894K5)3i<R#@1x|^fgcsVKO7o-nWUZ0L=F?@
z=OHFdsAUT#iKUU>V{HoyIdHP@{k<mRHH!82MCiw5c!*A0UUF8eT+{nQm=*gUn|?&h
z*+DBX&G$x>!c_*y(d{DIs@;JJ$sbYP41BDj4N>&u?1PDR48HMNyV7kB=OIEk%oUZU
ztM@||&Qe=nzX$etlpTV}4gNsAeGk6cN3j`Mk$s*aFQa-(4C(rm-oI0O=9vP;Id|K<
z%-gl99)L6Pvz@bN#Gk`KC^?z(w&WvEdmltV!V0Gmfoi4?w;MdG@iq7~heJ8dXCiW9
zuqo_FJVfoJHJaxcP)S}hJRPsW^4-emmHF8|+0G+aApSxGlRgewQ!h;73siNcWn-Dw
z3};`AiWdEA_3mMQ2v1YLVbqeoxI9F!w~bc+dhc>H?$E_ZT|lK=BDt1fbi5rQc9Cwd
z_*H4BGp&sSIe=sBDH0Uoe50vB0yL`s8oIo`7yfv%{Cn}h#I8*br_h*}wsfFOBnrHg
zASIyMKwl}^llBSY?bcuAGS5RhB<aIG4&}Wbb-FJ_|E$G5_N?+DNB>#(%ufFbQzn1<
zSMjZ%(5ynQZA-d};mMkM>!xXJ3am9Qc}9sLPaqzL`&LqlY3*Xh-zk(+YdFG-R`3G}
zDRomb55yBYfqi|`S-^?JB)WyK1Ah8v23%CFeacO-=il6XdJKvfx;1EOFuj4Yd-ZS0
zNFF!;V%`_vh{o|p;R>r5{wxaPTp-x#_ghK(b7pScPS1nnl!g)5fj#9#5XYK><pHM<
z)eku3c_gaaKKpTl>9*4PH0xr6IOQ!G;R!1Y36tddb23Xy4`tN7YL9InpY~MbIon6O
zlZ~A)R>ic4caF(w=qSH#QFrk4Guo-#T?<;)QvG$<)7u>ppWW;62$tRGQI$zHqBQhS
z-kV6y9_S$UJG&_HgSs!7zjSPQywJwpyk5qBtmenw@IK7v0j6M)xZqcRD8L+N?@7|>
zU;g5I3K5AQt^35NcwEgtOkqk`Eu7We2rLItZ7IKP$m1ESDkTK<GaP42^I6+G#^4WY
zd*`Wo(>Z0QH2U44(zfSvmGlU-o#s=dlyi^_6!^|@0&CZiO>Wai&-W<AZV)V<s`T-D
za)oYuo)Po<zCl@g!`I@RZqtpj=UK#=uL7>3F-UR`_dth#Z7tfQE?L9S*I1Gw+WL7f
z%FL|RS0oIAc2Q#EmzF_;@$XmSZM>3bQ^>KQB?sYJVHou5yrT0fz=3fn9uDN!vd$UX
z;BMw~M-39-+9PIuTmm$XRByYWv?Rq|Wk%s!UJJ+yIHufvUj)W}ySd+~?QocLy|!8U
zc=qt5pNN>B7GWJFkWOm^aXAC)tUCR|du&FSMXv_`tbecPnr!2(&4lXZ|KecDl*_?X
z(QoWCZG#`LKH9HxmA$pc{8ozI*N5_}lWTax!cMp;f!Y|sgQlEECmXj9GgV{+Aj|d!
zny&nKEYo)+e?^n$alC$Q-M6H&X@G=x_WtlZm5=JIVGmNh?dqDZbULCyrYk$MysW4=
zA@_)6lM7-&X~_KqPmC`U&0+Tu!Ru)D_<7qUCY&=!j|u_t9zZ?8OCbUB`X*p91Ubgl
zjkvQ}CT7#Ho%dx?ypv<G*1J#deMz(OUi{IHb`E`HE*EemPe=Al(P40e(quYN9wBW3
z`qmLiCrFkvk5PB;+uQl{z=yJLJ_x>W6ntm;YRU=X6T;Mx<)F^NJm;7E7+lbxHf-xe
zxx|Ks$8V>LmF{3C^_=VzM3Y&1e$ow#UrMS%QoHQR+RF|Sc_kv6-^V;2=Z)@*eiha~
znhPQ`%+GOH2+2yeqi`3fgAQo*_h#PTYQ^$<tU?NeYz^IQg^L?uCq;(ly;&46yVDl)
zrztgn>c!OlXImLjS11~1JAuHBPuwq-N9cAmR=Yi)DY@h(wsAY+bAEE7!;Y70JS)3K
zi{c%7^;-3oIl*;ow6h1w!P~@a{^w#2$bxL5`Gs*78QrkK7XePxARk>Xo+?i|iDi4u
z58uSCw}l?}MqrzrC1eo6xe{e9Av3p#8752P&TKhCD|}g0F}@^poYpSr^TJWv$B~c$
zc**Rq8%on>0}doqcy>|D79*g`RI0_b{_uU@7#CD>EevGZU(4M%OWTEEP&nYw311Nv
zLiV1UM`Ymu_+7+1l+yIj;){@=kU_|Y<LkFEEOe4DlfeQB>(cz;8`sk-NAI-{%G=%U
zfn8B^bw58Z8Bjt^)&G9B;Jf7ua|Bx%V)r)fx?T9$$7c|HRGAd}Q*aO8mq1NGJ1!et
zqX5v3M0AL@9U;P}P&U&;t>&!JX}k{Zw`E30Ac>8Ib$m{D`Q1d`l>0j6P(-k1fjA^u
zL({5<k9jx4u4(#@rkqGmhq1nM>!*GQ>c^CV>`e;HfNqPaV%M2^h===yH9it_>Vn2~
zFGHohkY6ESH=WowCai6A5>07%*z&}=ah-H!?F@!kf5Xh_gBgO!xUmkU9W~}gG2Typ
z&;0I&5(OmWCt9vF0j$w+fXu_;nCbUX-;-MGbYVGaE+8Srr(ZdD5CVld9`VVkokD8`
zIbcW&X^DP%jeJ9*(ai6j_EVaXsDX-@G{+xL9lZNT>bdXtJ?fveJ8AHfyU?}_Yaw1I
z1=oz17gp(Hfjz5*xc~o4e@-<@uz<9CjH@7gR$_8tKSCnLkb(dr)G%Av>qx#`EcU?Y
z=Y#*|Zn_kTt<|EH>X3$vo_86tK?i^5g=g*t>rL-0xg#&|EKdCZsIAEl_lA#m&IRb}
zWXP^OurI<$Q3?5FZZrot;%uYrteAaPX<CraI|H(1)RhG*JiLSCgYNYGpzOZdzI+Pi
zv3nSe59;+n+~I}1XJ9+gsa(2{#5lihhGv6cawK~nP5n)(3yBQm@)=*CsJ_|<fMW7Q
zweD{}22aJI$BVOWL(<$%-(S=@BXgg<_4mR9jNzoDs2b#(MLkl!zz|<8*q(x3M}W|b
zJnpB;``-^=AtfHHhKv;Gn`;1~9l?;<M@}04@u;Jmy#=6QRc}*$Ojz5?5wrug$SCRA
z)dD+ss^roUhsJ6qFQl23yEPv?eec_%u>+2u03f}ZETEjE3mbDP#O+l|M-rHROaHw4
z&2=M_h&EQ#nZsNAG}0A^1LA&&s_#2_zI*2m9K+N+*v7o#wP_vqC{QM0@Xc-yLkaon
zAI62?PTqL4nQE(5tX{P=>A%2|u`z6>7vvW;4wWXs1$C_r?~jgWtos6a&&nW?KrBIn
z0tfofPxlEr!k*m|>l+5NyH4ma{s!-C1aUcsZmN9}1wUM^x+T5sY&=-5fp<+{<0(1F
zwkOM9>k4&|{*1`5juXK_63ab1KKa41lC4hXQQNoA^Y+tR^s1R3EU&=rxCSqbtW^;>
zP#xI)^~Q~bKS1W{IG+;*Z*i@Nd-w#T^4v(vg9{$EGGfgkDR&jFh%fQDVVecg=LOwc
zXDs6)D<h2rl5_Y}fo7Ah`7>!zbZRB6T=*u*F=#K|a?H!&Up}rI0Sfku$~ZYza@62V
z2gyKzigfSD1XWL`bI85oY!{cX<*3rydR{$T!4<Yh+oU@<NGartAyPmMNB~Ir5WnGT
znG?Z&#+!fF8OLZh@!3D@g<Z4VDPtU~W1o?PnL>}aPnhG%Lzg$}sz&flIH71<JWn2}
zh)^L^uFM6PLS(GVkfF2*<Fk{p9F*LFu;aPA3^IFu<>#9`3ep;!jAvxH#=D$OAhqe6
z-gHQZY12vJ`F;vQ-n2>mIxeSMNgrM>eUruAElKj?TNwVBf~aY@xZ6{^F&zHf#-p5P
z#+j9FvpV-dAe=Ae>4>x6<E9$fI2^Mlu!a;r;AsHKg^rWzRk)-js52vV8Wb!>F&Xl;
z*Qw^d_O)=!4<=65`Ey$a1$qd`T|M1n;#23OAL+$AogzkPT{+&hvuh)ppAdTaAlI;@
zFOd7xjsO^S-Jdh&_g&>02zDR{{;dn0r>XjWFQ|ihROp{M&x&$;Sg-bQ2#0Tx=`PNZ
zeP;f?(VJ$WxsMOKK6f2q*UwC>k*9!rq|?`$tQUj%nOzfyVJYjiO4R{{abvafuMi1{
zf6W)=DyODug4bhTcSFwnnCvp;sQAkS6L6QO5U!o+B}MLu)C~V&IqGTgg&xF1w2{6D
zzEJ0-S=`0!&fMefw%K)|O7>}&daoxQ53<^rPb9G)rTLHyKloBZ67AVrSeR+##TD^;
zFJK6LXiyP4QWhSzz;$v~9f&JBYxjX;+?-*f8zDZ6+$|2>x;RXIynNZGq=g6g2`g7~
zI09R#>!R)Z9~1|UR;M552Yuuj#*U#7n@A+vK0j{9#eIj<PXP7n{YlAp*fi9KdQi=s
zJX_=)c|>PuJ#C}8alO2+{7~@XlRB@XGWHu2od_d*DuAPuhk2dMJestVtKQgS!tK;y
z;aGu30Mj{cN_wbe{>t8UsO_mg-}kB)C&F~zYYBz1kY5?_!*}lD=F0UGDA2R+<6Hb_
zd!PQ^I+YQ|X~UgGNTH1|9#T%1>5$|)Ugz{*p8Hi+clefq+jI9M_V33e2&}#crgc<t
zveN-6-|187oq$xKDOzW=^q9i^?0nT^w(^JGfABxbUqtlBU+a?tZ~cO<I(I^St(K%N
zs}XQcu8vh*L=192_HeA%deHB^N8Gd1)*hbjsS$BSV`Nw<a(2XiALO%rMD9>6Y`_fx
z&Gl?iuPS-%S17ggmDVs0wwJoDdj^bwQha7xCsPB4=F;hE<hpz|jlY7SyK_K#yS}PJ
zgVN>XD!VDICuP}Oyr=1>&>9*bh7Uy8!R$3*x>kHEjVG>63P1W4wg`jx-o;-jv~Yvn
zPv2d_AIlUFZp4e*+*-(IbsUT#eAuU$iUPlwZ|e936Y-!{*2KLzuxN53T0RstV2iP3
zVdb87PZ{wv#F$fKSf(!7ecwnwoku2H54rSo@iIIE<!h@?TAM?-VTT8z0peyG{YkiA
z==Cd*I%2JC!1fz}6;&DjR>musGReD<vE|$Sw@I4)#qsltN^(S$<2a`WM5ZGUxAZJd
z5s?{hAx@sfYp|^Hs9`2>(@)!Z@o#zM(NB~!fH2~H%CbXwoI|`VqS7$x*5<N)cx}o2
ztxh`8i;N+tn<Mm8jX{TjL<`m^uYilL<a)TBOdEB!Z*d`MxY>3m77Kq~TYu#Te%oLF
zW9*lnHUT}`uU6T;on0Ek>X6<Jh0-wm@T~^p(q2d@B>8>8McVTdkM;R*f#Gw{9iY;F
z@qUUu>PeO2XL9*aGBrI>#%s^+Wp2W9M}0?h8GYtla#Bd7F!$(?79uf&xj4AkgGPoz
zVN}FmxEF3838$I%Rh~J@`mV4JdpkW2z+P;aRGHgI&lI`gftRkg^2GbV#Y-S+dFdx{
zJa689Nj_aJx_yvcOhyErGv@tvIDPV_4)#1~bH%A?Yc~Bk3nd<Wq}o=_DI0b@oEkWm
znxP#yKhLMGZxsUPreC{jczF%gb@$t+RIqFC5l?^3kv_g${@crRD~>y*q{cpCh6XJ8
zhVOFI%;C3hFyM@Q%1qRwKmsOjZ(AAPuL6u~a{p!cy-IO6hS?P;n>+xw$2;dZ?okgP
zXkulpyP=F*Rx@CCP{;kbtjXu6O$o0;BBkBVGK&Y#BQDo1HiB-|)}~)Wj=t!KJH2+~
z)E80NoA2SXjk`ziJ8K6E*sjlhC#7M}<`=<&z3~<Yz~Q}U3f4tS`-R6zLdIXbjSz@5
zxh%@O;h~nJjVT4#lc<uk{L5%JB5wdTv7V!medU(gww+*<KCj|D-|OsMc-W$!pbo($
zY@8fRBBEnJDJ>>_MA6mz69%>C-UmGIgwWgp5`p|AUsY8F^a;itq0;e_o+bb8{;el8
zI>&<fJZ#-pybgCBh=QRrMbHz5M4pl>yC360ZQtgHThXGSd2jUT&+Z4U#*a`4`;;77
z0p-T>vbn;Y`vVq~<5{R*NF1z$_BoU9!wJM~%M;{+oL(1`x{9K+aT{M<Z$o`NR-9B{
zaoT;@=Z!m0SNq6&tJ$8e4|DrH)N+z49obG0fv~psg15TlRUl8K^DUD*TKFybAm^0t
zpw~&?)86gdn<wGp^+W8r99FbSNC)6F8|cHs{<BL~2oZ<vOO!we_t8N6es0E-NuKfz
z+WT`y@r=O0v-12XZ!ki&#^3ywWsCiWd&!OUtaNEr7l5;Or0kE<BAhIxZ!Y)YdQtY`
z8OE#NAVO>=fO|Tzbzwy4`W`IBBvE9o3kZN8?sdcx<=FOL#fjSQ{kv=%^#LKCPsgEb
zuGFQ^UOi6@_|fr1fV-_`0q&z|n0m9NLEujd4#(qJzPiJB`zGT#s*J>QAfa_)E~7vM
zt3v7QKxO@-_MGcIodi%p$AiR7R?koegkOs~D2qQEJy=opp|Y>e$7D7j>Q0aML3mIj
z{gdiHEdHLyFoOF%cjxoK-eWWf(N}w_eWA&md<;Y!laxE>-6g!@?+f!ru3K-<(==$g
zD}4iBx~|OwQYG9BUeQ4wTl-r?vut9hIt~>ZqbEN^oCW^3S*UH!=v2JH+6Q>0ij$7P
zqM7-n%ijYZitBj%Ns)-kq<h}Am;EbPJ-&JMQH$EF`O|!t{is6Aq_2-sU+s=$C`1X~
zrx%$KGDw32u(Q}yuZ)yST7m1|0xUDyWtoi!=u`O}x9*dtbQO4@<3+bJxqj5^WqZSz
z3&<Z+GTCd!t=h#<S@g*$#%hxS{rNRXhcAE0+TU({Vjqtm05UW1)t^3Z@_Ic(s&qpA
z9zKu72J_^X1y5ZGg8TX5t1oT=-NXQ!`fUIzq>!&*yY$3WFKF^Nx-_TvYh7|?HXg>E
z)H4<C|NlPg#MbPKOvZjb=d(RcA1!`wzD|nCHBM#W@#t;&7A`^gK1U><2hQ(lsy~~x
z87|JPCk7a|eOoEDBi;BnvH4Ou-dVT}y0ysdi1r2^&DddtE3fwj*@e}}<}?sx+efD_
zr@rFY@7`(Ct720Cq|?y%En<f%c46R@L~cK{Cvj<$;0M9w_nlBtp-II647(IpDfc)|
z1?e7%(w3v%bGqVd+GDn%*Sm{{vpOH=2feBu`jz$Xcja;xu(!R7`@t7wPxkJCS~CPc
z568AoPVjvp9meO=uN=rZ)zix`dA4`tr~U5Rm-1jyMmv6ox12p&tqslo6;|)jPqsZ`
zIeXbtlB>S3A^76o>jBv=_G{cNaKeq$8;J5zCNiwG_gg^=9A@2A;#G!I;v36HqPkhJ
zn!I+?c2gl?a{E(wPxIdG@&nNyE{McsjCz+s6r&bT!QK)6PY^p}l^UW{5<>QMf4g;r
zCTX}Y&kEDzyRZE)N8OJBeq@D@!E(unEBlrVWS~HzLKl@hnfv0~C2;KCfyDXjze5(*
z58_G9E~%gPKn{*2qS}X<s}SB*W$pw3P*t>;MDiYJw5BT^T<$n$s`&dh?W!B=t}#Ti
zPNS{yvy1Pzv0rGge+<^@(7t5J>6gvk#y7Yz6qZp=a&tfj>a5cp*Q%~}#Q~O43X7a2
zQ?teS6s3@)F!P|J`Se4ikAm8-lA75P^%f-aLHPx5<~a|7XZZ(lG}-(8LpC}=jbg+c
z%$|n?)pn0%4TP57D&g%hA@mjI;jS8rQoo(4R!7YTK=3^tg}*aqw@JtFakre7;*yGx
z)*k|C=bZM1_7*6_v9p(+)iW@6?u|A`%4Qd~BX+ht_AQ}LT4o?LyGzRlw(z-Vd(Ue$
z9}mY;y1%`9fa*^DQC^qgec<KK=#5&>1Iu5R{#?iL%lt;yhiHZOy>e^JaEb(~em*`w
zjZz*XiLG&cUO3}%Fd*FhhYNka%eV8j{%R5e3Q2Tn-Qz`(9r^N}#KNPx-AskwRqgyw
zrs(@_JpdNeb6Ox*#v<&n%-5z@w~BFx60Le9!^4Y{LG(W*zn=XfJ~mv#!<qM+0obH?
zHwhRZzA?8!>X0ssTcN~QSea0s!YdUDJ4plii6ZvjuklIIcLN<P?jkSI)e`Q;MDxI4
zK3My{Mhw~9$2N0UB*2Y-!C|YZ{u&)T4<m2+6e+lqaA4%NoN7egA?$QA*FJ_?`QO}Q
z{O?QL1$TpQGN|A}Mop*K#ZYbxBL!UXH+!~rLGm&TK5CfIR)4kL|0+F?I8jm_+@Y+e
z2OlY6^kTvJByihW;-9kJv7kkR*;)a+Ope*UuO6&z|MZDojqg49@gjmcOL@obx_ML@
zUeN3S5r<;BZ1*8VfDMj^so`xUvT*x?8Kv8O8%Xlt)QS#Z30Bpm9+|H#zy}sy98gwj
zB|iQ*0Oe(T4pjHhEgxmxCgky?=MTkbrasx*>obB`B2WY^IC0F@#4YST;Y9^}a*s1>
zdOWgV4p#f=BIQeuFzyevS1=8M69k*?%f147x7J7P+ThO|)Gia6y$;C|vR(UG1suu2
zKOfXY`nFU0y;)36eCy$S%4L56F<(#2l?I_Tyuy(+h0KIV(w*)h+tM~lhivJpi!p^}
z$lb9eRTYt}OFrFEa6A8KE&S)l?qi92#QFjMSzf$nX#s+OR26^avE{&q^sSZ{Gm8Ds
z<SuRT3p2gF&Wh89Kbc<ZlfEPg6tjA;+@zLZXQgYy_R|oxe<E^s@Bmm#D%QOXSt0Nt
zeBgodM8I6uE_xh5JoVk5nU^meey;C*-S58R-z1C!Be~#tynx0@?DuQNUu=sDtL2)5
zAmZz@wVpyMi$4o0AJ5k~Q;(hd#pujnX9}5a0|udlcqKM356OL&J*bybl_JEoo!xbM
z`gP(3a_&>@2tZ$a!mCLO8|l7qj=6tINu{LGZAr7o;gYN)JJ4N>0Ch!%`p2m+M;amI
z-(^4hdkBNllp;aEz>em40M?<@S#`{?%1`!k(Y%jEw;-@KPG2n#B7lk}Vyvcdy~m?1
zP8XFBX`RJkS);=DbJO;WFU?<&Ay526V_4z$P&N+5b~md1t2Q6I+&FTlBUh2L#5_OZ
z<oc-uO>ehz<Z!r$+1fxV$fc>euuw~8dv;KVhkRsJ{BpFr^i{Xci1|08V*mXatsi7d
z6H!bhby=^G+i5oB+;14e@MR9hXmvtki@#Y+4^r8=Ga3ZLm$L#H@yKgN?VY(rr<Zac
z9Z@wb|H=Bm=BdKyJKntPZ|FkD)k9XQL>t|s7u%B8{gRQ@4hRh@Zse9nk`0j>kyMm2
z1a;Z4nXT~s^KRD((K6LN%bpt;&iy^|7fjzj(VJIge@|tM&F$ZtKugEKd>wNe9mtfT
z3)R_Gb+wqZ^X$}TDO1r`{ty`99t;18K=VmTzmL>{@Oc&SFZ9A0?2!W}&|X5$>3ZP}
zAeLjd{KQu~Ke`<rW)JGh33?ayr~RIpJ2p@J|0BypH5i$^s6g0UWGsL<x%#zp0`W(t
zH-rMr+6b1*mlC=&<6*=el&PT#^NFM8=p<yX=P^jV2MsjT_{V^_%O2ug^rBLvvc|Tj
zf+KXLjBvpqewHp!H%$+7&CO<2q$|v{+=PK9Y`Wj&4Q)kVTnurQW+z_C@7%&QkLJT5
z`KMryiu)6fs3{l3JQW-~AeLyGsmX=Wow@LUVNJ6HLNK|+G45HVWK&yrCr7S3)x3Hu
z`|@QD)N8X3zX5qDpw4c$JnE#@7YF^y%V2)tcA?_w5>T*dA3V$u53;iZ7s4dR=y8wE
zO@c-UQi&T67uLtSb))wMhTLefno2tU0v0GzhTFWna@@kb-&0Xz@3$TICqJ$Bm%co<
zDS4V(maqF0sT`f0o_{aKkf5FgutQM}@%X|*E|)QuLQ<;UA9;L(i;Xr9Ny`~N3V^oy
zEp_LX3+MfMzs)W(i&pcPMD~*7qN^h%0;QYI8?Q!j@qnJETh5}xyh=#Vsx@ibc-ozT
z?%J}6GRSAfn|`(Kx!&SXGWzvjYd=&Hrj@5#d`#Z-7c#+zx8Pj?hkRbY8tRcJvr4)8
zZNqM#KQHF_71R#p|E|S(=db7aDeO(mzvHH#js2!h)q!5MkJ3N24;J_@(m3{pb<=Hk
zmv!{Xd(}BJXf9Rr%?e)5Q(H*Z)`b+P(29IvV&l;)!mqc?D)Tb!y6l{g=@hU6T7E5?
zovb9_kfb2npUqe}st=rN#bqM>?l>-o!NTaf);?sE4vjnw4Dy1sh3+gMz&qIde15z1
zv*i2L>xisvGIGWc<_jb$hhb`l22}i9&xIi(vQ)^DN0>yli3n4joND+}ye(Pr@_>Is
z2<o=qxjM)*@upT1U3Ok$%QNecohGW7xk(guqZmz)<SBz`$pAYcUY{QE3mRn_cNx1w
zssE(P7#x^|XY}C%*`(ca)5GK<YFZ>5ze<73UDIiu?Eb?1$M>wgmvXe5^RYH#6~nhX
zGkz{aqQnPl2^e8(uRmEvxfLosCJ`Qp0(-$U{<txlr>fH`Vk|wnOa#w2V^o>km!($p
zvwcOh5{@45<`2Vd`+F~wkI^yizP%ov7Sw`Q=P6&zmw&!AzjzMB(fNSV&8z7BMLikz
zm@2_2xG;>D_0o^%%@i9k34rVDtPVG36uz&dy)xqS5OH&9y@{O}oHe;%dl|hcZ!HJ|
zKih98eaZ_x&OoI+UV!{&`>a8&uZk5?sc(Jz2-XwkB_4!rdU~fxuB8?1r`OkKacWXI
zE04N3csCh+wQtfg?;7-?IGK+1`ve=14UIQ;&bL0&#QMA!g7tm{>RI!OMlLOkeYosP
zbuin%nBP8|cW=bdAFbnYR{XM-Zg?1@v$g%%NF&oz2oM;KfRUb+=YZQn^Topa=%W=p
zuE2A_O%rP8JDIwPMZewwN3vxzLlg$LC)Sx(zcg{N#k4g$86H$X>*B@1puIgac%2;d
zYe&>ho^f^QUS!xCH2_`X<65b)45t!f9s&ghq{pg4WI5RuZup)sMSEDRFUMbInl&SE
zdAFmDbC2k-;j1T_#-Z@sf_k}^4;R+90u>~~O8WdDc)n=^5TWeQXmUQZXLxFUYk!o&
zYlMo^Go>J%@P;dYneQ^t0<<e@Wf?vKS}Mhw2v3L?-n|3(Bl08U^8@bx|IwEQnt`C)
z*7Cb26MJL#g&6lQ8q1>fV_r(fm)y;}q9+T^*h{v2s^jE7L~~E-15y~CUp*k<c>=_O
zcL_j#{gVYr%IS<@D?qDCb!W=PSXAUEoUeEqx*i6|0GAHpdLi!o6_IY;>A=kV7<%yA
zhBi0e^*NaArxCY8k?gy7Na2#kdA>TlK2nD4qzQX%>>=X{0<Il{^3#WD9=ekv^eu@)
z`YX~tS|5LR<cA>u9c)I&GzHfbFwXFaqv$>H@d*VGaAcWG+f}<v*%$y;`eQ*x%V}(U
zw(XVCAT+zad&A@BCkAqg9aE&IMEJUA$Ls7?mL=MouH5;<yUIE!c`9C*u2UA-;Y*`&
zmW7_Z)l&Bbi^~4=v8H=;VTV#W2oie}ME~$8#XZr<_}rQ<^Hurpg<Ly)RlHoB9O4re
z%2$rCLv@24@?gxT)j}ehKu^2!yCwMive>r7=O=miDVjS$Py}!N^*ItxL4QO(dwWC=
z4$?xW@ozIume%)n^c)u7o;7#1-R`~I&|PT6#7fqL-)Mowdt<uF-VUxH-#LLT1%<5<
zor!B1ozG){g5z~3hx7Pu1bI`Ku7CeT{rProc8o2wA5{-mCQ2G8NpD)0`Jo=)b<I4p
zw;ipXa<Neg4&wV$jxy3Y#eV^v$8ogatLGC;&CH3sS2Q<2<NgB41YujNbchk%*o~j&
z9-irU4cjQGVOUqaf0^E2uQzE>_65S;?YM*w?~Z}-Dl{{ls%aIL_u_-jDEwNXYBVlM
zN(Tjl3g+WKW>40}36+z|G|%&Sybmz8ctrKdUpFOH8&o0C*S>=!mVC3za161=V=(zZ
zX~alGyh6<M`yHRHz*l1hanP-?SBJeE1OdBLqqleoapnG|`l2l%WOokFVRhVe;ZWn~
zAu{}Qi^we@j^35LXpJL&i2mH4rVk8D$PM?eN;O9N!NGrGiOoeNkIgAe29}oL7rJQQ
z%bG)yoZe6j=(jKFot{xF5<BBpLKKzW#%mxA32+v2nKA=aZod4vM|q2@(^S2S?1;+_
z9a$w8i-*x71yyqIE2Ji~O(iG#*^e5Vski4gM>JpxE&NmT=P7`!5qw&YXdCSy^n%Ku
zsSH|dO9w{S9{$Ymv};&0>pi}|H#`X>4Or&ul+KliRrLB)sW4{|;dl<fdG842EDeb8
zRkp%W9mML}`lVW4$W-CP@=y9)955%_Tbt~!u5jJdt6lkt6z8XSL^jf=AI{|E-$$74
z_>$AS5VsKm6^@fRNF*K-uPJdGL`HK=o<{p6GmXMW47%r=uP%|w<*Jl@e@u&(+f&Ej
z6Z7%TVj+!3{f^H;%KEws@NyU7CQ#mmo6=L(R+_CFga1W6|8eEejJa|T_U|*H9WVEe
zA^K{+<^pg7r$-pg=l~%2n?CXEr?qnyi?{TC%$F+zVD{eYA7KT2)P(#aDq1Z%$5RG;
zNecS)Ld~|me@E(8Y%reMHo4JSxW8XTp1e-)>gvar7$(u{Md+fBw*T6<BYu0rq5&2i
z;S@^FKNj~kgU|rhtH0+&@g))!@eak?P|CCXc9AYizy}0CuHIH&O$aUOFJrDcL`EEH
zOCNkMpPQm6g3zSlalBR{B@x@`fu#zpdw+<i?w+OeDe%35q^}RdC~v<=aiB<j?Dhh^
z{}i`!w|^aGb3lCnJD~&({4b50gfL$+)XA8eKtN5$xaV>H!x~*q^1DiZQU>IH8TU3(
zSbP(XiJ?^o2+D)qeQ3YV`*FmGYmQQ^l=%#=5#dc=k-!3R(6M8pUBqX1<9~0Ti>KT0
zRWT#h)8&l-5(Ar&nctDUf3d1SpBu~mSS=~$!wwl{e8bbBy9_raF1$gl?_;UHcHuR4
z)j4@GVk%r#=xmVNFI;INtM_hpe(FP6?%U<4^<=qtodooIZ}I?h$SRuVlkD!@te<uj
zGW|R2g4E3I9IS+ReO)^C!U_HE#?5|7Afpb(Oc^0wU_XLqBvg38UK;teeAvehHW%&2
zG0eeXw}ep}@5R2YUB5CzwNaJVL)*B}{<7&Qc75O$G{w23-YXlyNEXkMB$9ViM1He3
znvHwl)+nTLm;$Y;5a0VL0utooC7q!hx1xKbcKur<j?7sM2`wasO%AzF%Ba)`K<{rK
zI)Y3!o|NJs440qMmM?o3dn@Yabutz4rO{b>^*bCyKHS9<oY$aL@sH9Y=iPmLt-n2=
zWz2vxl}hRHM$#`jWp&Bc@Cx+CeUNeI$dzwzWSa5*-G7|(CKg>>4+CL2>CLP4=6vn$
zPsM#MJL+~u;}R4@Y}UY;daV1mTZH7oKEk_B(hjLm)>FfQW2(LFc8?{5*UXqo_vA12
zfzTMH*dl>;d@?76wvB21HUxDz;pMvo^&UN)LCJ2@fxTq}>cZ#lK{7EYWLcmn6aK;w
z<oMqwu{ly<!X6u9TaUrf6)J$sQC^{Zhx8A&oGx(h*}AP~Abk(p{g&a-U_o-jy+~Dd
z^4)pPFr`@Y)^>hjUBhj%S4zW;_9J#tgZ%}30@dOrJA56?{gX{=bgL?`rcDIOFt4gN
z+_8s0xW|#k=tb<}=Hu(V=a22NM-g%A6(B@t>jTF5T=K7_9e0IPt{3czH@2_R-W;Dz
z`R3Ng>9`kr79Q}+E(eR`i<6tTmNF(5?T(ovHcahDyMn!Xfte}VR7tv11veM(O}xxR
z`un)%%=KH$B=5V~eii`Ey(-u={$MNfK0JI6&4H}$Cyv29-d%BS^B-8X{1C`13IPE5
zZ7CfcRZ)*H8hQ;sk!3rVyat1O_p3ucI72e?J=t<YSfKXbxc!AO?Ebi~%BM2{l|HO_
zP2RC=fBYVmXB=vdUbb&d0D=m+CwQiAii(_`0G~Qrr&Fb_5?i{T=Ly9~r!HFy&pK=<
z``@ZfME&gwrEDFlj!%3~w0ZR|fs(Y&{B^Hf+}tPyE%3R4XCHsU$gS!JB^Q!g@m-9s
zLQBPUv_65^W@Wxta_Xq<L=ipuM?vaKsZ3RnhoYKw;%h9=M~us4m(5lsoyo_d7_B4g
zi5u4URP4j|YIiq5J`ulf&Prjs7mK`I1~W5dujI*$ljB0^V;)Zf{?WZC;Ubr2I$xIO
z$D!t9U%lTAQqN)6KP%3Z%2$MZg?9Sd-@Xn@@I;DMCkaZQoLTYtyR|F^R95~1<{Flb
z=V1TAbteLptZ7zx*C$Y=$;oiWDBeH`fCy>j3(pt|m+uPwN>W#+Wo0^uiC(Wag@MLA
zpPraDUPmpMu!_{kROZ(67dY+8N+zmlVMtjn)skN}4N&3C^YZMS&iozil^ccq?Wj(m
z11ZsZ=@sgo0V}hC`+BUVii=wnL0`%YeW&q^_3FFRtlv%-#ZzfTtq$hQUO<P~QH$O>
z@Emd*XIk8{V25EXE9LCIYT-7gVLpW4zwpK`yI<`4B~Nt%g?)0|qK3ce$h}5;x*iO(
z${ik#0S1&PvNMEtGf1!Z2k3YWnT>fMveAPb2r=j5bKkCs_``tog|&utsMc0Nlb$XR
zd{Mr~UH*Qe9P<s%<e5hGq1)^4gC(3(kXcv^(_0!-JGD4HTIGomVkToea`<7awn^JV
zQrX*F#mCCurOSLLT+D*}@u<$oiF58~Ufwd8b5&|(PDURAQ6AhBXY1ymf4$e>uQJnf
z#g}|Nq648l%M*y+TlA>e8+7n$*5Y{VTSBnK>anELV_jy8H&oSaiJaSYFPol5!%9~?
z&o*#i?F*d_p82?LdM+>#Yswy^qcpURuM+I$q_S4pXpSFNe&*AgEG?_^Y~s0n&;HB&
z7-^8dccZ>9Fqm=Zi`DVCrCKh&)wHx@JmwBDV0y`(3Kx9p6-Qz9-jDl>S6=qdO#rvy
zR2!d4(B=TCK;~^cm*wpWIKqp4N=Nkvd#-)X5{@JqGZtK2eQYN<O}Lb-E>XEo<wcCP
zO{bgcx9gF0LJC7@tDbp2TP5n``r9j)#kk%L<cdE|p5B7)OkVFn-ru7EkKE4(h&4)W
z&a(|C$p@LTq<ywg75n`i*}SB>=d3{GEPkl(2>Y4$5!*k|nT(x9#M-x-9u{+Iv|C0d
zCsESd+oyZ(8XLv>(9%w=h0=K^+?_f+>+Jqn<MD%?3rBlre1wAM_3};e-n+V3OgeWC
z=Wa8W7=28BMd|?cRUPb>Sw6x5Dxmky#N3|TK+KM(`kPC*|Nl2~k-_}PyoW>(HQuir
z#J0{;QhZDS-ep>KQa(QTTEj+;PvPq8P;@&v=aTrG5W6Gzm)G}up>|^Xak{*VeRw>(
z!Iv1aKPkd3&$Bab9oI}F&~X%}-SlH_{y7Q{;&GX;qTO@eUu&31OaVhG=g6N#*r2$*
zJ9fe2LVYiXfP~3X0<{#45zY>;y<bUUbeWIF{;f);gan5tpxJuEbP(N+@LOkgdcsK$
z3h%R$4*;3VcrNPp`;?=b^?3%z=``G#BBzv2NvHbBpbYr3G`7j#4}u#$V+%9VygulY
zJigcic%0e1CWwk1VR622A6FTLyz4AT2P81ku4CbTLIIz*TYxF;@~RI}vx7?@yAUsU
zAB;1Z;dWv^^@@Yn*nQ{_Ggu=rb?$jeua`Na#NtKl=|h)%UShz0F#ek{*vDw7v^nLO
zIfgL+PrITaPQwnhcrt!X6g*1}%FZ(yJZM*N6fMn##7M@*oOYB8Hv0F&gy%z<!ZQC+
zZk!{gjKj9*(r!=jdyFry_k;1?T;?gwW(wLadKteMRy*PsU%t|f+O;7EEF!Lvv}V;C
z6rLP%U}CZmjl8kYJMhUuW~n2V35YlCQ$2V!ee2zvuy)B)RbQw9P2&JVe8X)D?q2D@
z6>n5i{4a4B0gd?9ayvfum&LIc>0X@lx1Mv&@Sv#g`H?*JB(UZ6i!c5jNRFQdH)o=}
zk1kI=Cz4i%lEUG0JK`{dE0(K0to^}v<9lSoSr1~ytsXImemY))Es~l8=Qr75nBSZN
z%PPuoidB4*(I;%4VTubu&f^f&Gb`O5j2c*h(0y+OhPz+*7zC3z%pd5$Kvs}Y?*$%M
z(e}GUA$TU6Q<-&yHc(ADzZm#C3Na2rPIOauZn9|ZT=U=IL>_zXce9UFzT;n@lm3A3
zIsQo7aA^VE(lN3X`_dd@J*%FXRTtv&76m?AT!sB{hN~UiJnJ{K7kk+~+@ZaNl0paN
zM7i(UK+BF;7gfr&MX(w3z5D#`!cTr1BfWJ`fTTUsn&SGxr2w4=#V|h7Kl)d2MKAaE
zy;|@akpTQiPeQ{?HdEp+y1aVS-Q?dzNaglkIM?5Br{I%Q%}b%AFkuEi<;NUP2mWlK
z2So#q8~-hYoU-g+vnK4my&>(w7ERUQH(1w_;8$K|O;URE`Y{e7dg@TTnbWZ1`Te5{
z(J$JKS@d}|XDT`#^uvlHoT&`RNq*i~81<%quVn8TRlB>bwV4;ejDyehB<_{#NsZU|
z2PAB5#c7YFz>$9`VtaZTza*P+(?>&qX@BH_x7yriPM03n-FhgIJ?JHJ-yFKnaUQ^6
zKdhSZ(Sm#Z`keafmk4inFkE|_^X?}jB<0&C1SN3UAn)CNUGO?~llojANYF-;VA0+W
zx&jR1txd1D%jJ^v*D@=O+pctY$39xrGwh+pd3$`Y3plJW4yVH^I{xGWgo3fZ8$v43
zU9sg=mwmDPy5y@ax{7RnVJ$zac~(PqdrJ57F^sbQ_6IF_`<3XOxkZf9EIz>{(0<fs
zx{Dw9!`w&qQQh%E5w{z*h~Q|28>iBXO$xT0&q68odFlCY!|2+W)R_HxhP*8Xgpj*H
zp2U`etRYfMpxm$`)wB`>1n@r&wBPM}0tl3SeT(~+%^bs{9K_@gHX-(<a3@lK2$&tW
zCaQF7K<IYrH(crRUd2%6hc5^Q=jb61&zH4g8cv4stx+*BTz2|cqyab!QE;)h(NXPN
za7Y&E^#Hr38|YaH#W(TfLOoJZ`ZpQ#b~cFMW^wWg59^&C&z8CVh$bjLA9|lLAo1?$
z^k+uIQ-xabVvqJrwb$Sr3|5%1!cN2;dbc->-&B0?UhM4Nz23mtqt=F^kOs}dE4FiB
zNIC2Jew&%IBV?_v=Ze$sBMs;xBt2gNP%>@HuJS>Qp%*##6sc=m9x#17nU{$RuHn+@
zhDjuGEYmzz%e1W_(0Z-0DZ&yTV;&-PQnYW@yL0&-t*8n1ir5*K&PRqBCKPgq3mVB>
zhIrwYBOW{i%^U;RQhL*7CvFmS#B3^n;oeQh0zFQ+{NinVp3X&mG?e#~HkeS3xL3GY
zeR3nYOZfvUHGk<?oB_WR#JYIqP;5*dL2Q)F-Z!T2Mt1%NvB)E%t(4Y%iNQ1S>&?m8
zL~biq&i)?UB;J~_y_T3D{>`_?Y&OJg+YP5vfzya|!UOau`rlf4!K3#zD*Ve(2qSz{
z9PGCBB);q0Vm+w*v#JN=_0X;&8c61wGt)VP?i|AzL93ZOCNr|nOP%f*STAAKIY-Rp
zZn6+}YIBWOJ|L>i$9yAa-jx{L&e`jzukwgFh(z8oTuPiMiJv?1=i!T;^4YEN8~B<c
zFv;ojO5{lct!7BP-7T67i#e(RauJ4kl9qQAq7mENj5fZ>K7OD5XW5BaYoDi;V;74i
z4q<IgiseAUz~((Gyld@LA&Ip(M_c^0^=`uTXOiH0p5q-FU((VrxIN4`iCxB<1qQ1a
zZm;TjjL*F8Wyc{iWNrkl?7^7J=S`<CZ%5s^Zehhxl*MxoD!-R{TqoUFmUrA_O(og4
zCLr*hnRI14#=9rp;TtARhtg?#-@~H)EsuQkJOQM~pU0jiViM-sPu&%~;fg*mELowG
zdRW_cHc5N<e~ZQMwG)`L+Re=X^wu=riGakIytoEYu3vWC@!|IeeYeM?{JNtNy3Kg*
z3Pec9wa2H%eFgJMh>5>vw#d-eC9{71a}<m~&Zbtm`k+n4o$}o)XPS5b-|kM2J+H`0
z$bi5b0;iJe0bBC%=_57K0LQSan*BpRz-f0JSOSl-zmA0&qYpa}Yp|}2LOxgT5;mJN
z{tklJuE25bK^TqBIU0>)<DO<%A};&9VP6MRJB!C}v2<}v^9{Xx)hM?TlauvvPYx{4
zW|MM%sLLJ6n@zg&eHoK=z+n!K9F=GkxBL(@>n9d!?)>2+Az!IVr%LLMxBE{!hPQPz
zjJ}*cPo#H(&oyJ-02xdHzJ}*B+QE}^uJ$|2zoC>;!+oF~k!L><tw&m-e#lV;flbGd
zr=G1hX(sRQn>}2sfcd$CC$Rvw<=#sJu}m(&T<f;{{-m%4Ws>lkZ!q>w&PVZf5g6m5
zd1>!Z)VrT;pyvFs|D0_z3GfJQd4N{%`Te+_zPEMS+zk`9D}~MsyjUvY`D=cFK)Bu8
z2Z;jt`Sv~uzkMA&pVOtJf$4>yjRn(NIe58llh3`mN2TK&HbC$l>FBcq_Wd^S+;1;9
zg^1!SJFV5JI=yxfQ>O{hF(TK$5v7Q`P1#Q2M(q6Ml^&B1Pt3#BU+Sx~mbD_0d?M9&
z<7l2u5j^%_yqp|EMSLILKYqx5>V+Q&D4NDvxwGa&5h(poym2%IxibEoI_7YYyyq({
z9r?SsG#d&UB`CN4>7C;?dB)8MvwJQZyMi(TKMj9yvTBCOjb=YeutwHktZW!iA1`lY
zM$=bcZa6K)P?e3Msm}RAH9<NbMhXCIJ5vwQbh6THZ%COOT_GQ8kH|?pDZcCt@9xX3
z4nt3e6a#Ylc!mmfaCO77TihjDAt6}RAKZaY?rC*b1hJMwR&l%x$6rLA?JncRRz?}r
zRR#EEZ5~$d&aC&pn7=TS+s#09*ib&Vc}};{oSr-1gd7>ydzA-k9E`nYH(v6SMQ`=~
zF}8OP<pD_=43a2P4k(^*4m@ood)G{zSA_7zwxGg7g_<h&T_%ej45ZOa?OUA@ZYFsq
z=lo-(FQF!JSaLlN*^;ty4v0YX1hao-=CMdG`j7Zsn$LUZ)`_sro);<}`}oZq20kaK
z6Jyd;&YERDv$D$Lry-Bx@$;DI4fu@LgGT-2XaVqSZ?|nVcG};6&$i<CbB0i(5G+MA
zcIW5iHyl|M3jA)hOu{Tj%Nqq4sBBE+ZqN?D+=C8y&^wPL_f;`9xi;A$i#O>V<DKtB
z6#g9VVO->|hr^@daC$K`=Se!1hv8}>Crymo?Qwi9$fMn8WhE0Vwk}Pken5U*cjj;z
z%=qQ9IdRq{vvE8%+6ilie8}0oT|eAy;9!%#-G=LqkKSv|eFSK^G2*8(o*+lzs{LM7
zdcY?$HCyBjL;BQ@%e&dmLMz-QqxaT>`sVJH^Hj%F4e57ceJ$>KmNqV+eefDVz1ji4
z9~wAsNs~*wXX?e*PkKt=n$wAMM7@JR^_>+R1Kj`r7r7zDT6*?Nsfl+E`tTa!qxf1v
zNP0uxoZebkqGER2zr|>-R(D#@BNy-AjAm{xbnb|^H2^y@xTL_5?%BO!wb#D-J7JeQ
zt#9)Srk~o}<9Nz^JS*hf%f*YD@P%<B|A>myR@3(*n{S@ReUjVl>qp}IXS>Z<9Rk4z
zJS$B@h9-7F0Y4OyNGl*a*@AeeH+fC^n%}7u?@TGlZA<#hq8S}}KpLJ}#Pfiro=CMF
z{onfNJqrZgXByl{zdK{ff?5zuLU>F5s`dElu3i82i_i7-LKSootm=j+!_bpMDldiR
zR@)G=`sLH7@26pnUoc!4G1=8AgH^QYwMW{#)`zcuEPr&f|KQY4?5}>%*{HoeZJgkC
z$aTDdS*~7~b7@vqUeRTG+pzV`ds{sP=n5xpqQJbAcZ2?H_Xn){S_ig5Pm3z?2rOC+
z+&W%Bnt0(2Jg!1w-<=MvVq8pR;>}%K$C071z}-0^o|^!2J+D6#rZB^Ivf$BS-mDwb
zJe1QD$&{(fOfHp=!?H>Ko7^3Dra`Z)jW{=vcjUIsc8jY`Ar{}?4JY~P95528{hy-q
z+I1DnqUaYPVH5pmu#E#?l1+F)HaTN5{9uRrsha1Z)oQ7$bOQ(WUTe-VMwdUCQ7S4?
z5APw;D)s9};^1ihl0a>9Y6py;fp_Wxe<CHCH*i80zo9e{AV>1SU(Ufm5+58OtEc#b
zSls9W<2H`rp_c*t^!d^9V;XgCJ<9Jq&$>G2_$-HQotglMAY6bEMYTHYF2Z@)*1>pa
zXdyYLy6s&gvlH+JjyH(Cb!&YYLlWJjr8?!3^w~cb)~L{l+nsh%=svs-YKlxQH15~Q
z;gTigNksW-L>UYf)oy<+^QMU@fBkrz^3z6c+<tew^Mk`aPM|-y-$+c{9;Wby@0LYh
zzJnm#bLwX!IkmdmeS(Xm-dvCwDtxZq6B>c^v#U;hQ9PcND?XKQmVK7KQg76c$5Etx
zfe(_sCKF!z&DMnc%^hJRU{N0lN*t<AQ4YAP2ofFA1*!RfgTKK;YhBYkCs?V5fza|-
zkCM~9j1&mspI?Pq+!KBHi!Zf@&jTxDI!jS0I$*|fyVnVHybO<Tdo<eE1ArfQOHNkm
z7q}iL6L0q?=QiqnD{|{K$R5}b-kg1pTlHl{UJ+Wr9*kMGy);j%?198nUoIH-PlX^n
z5>THe&1qqz<Y(Mb%@r%P_NbX^WIPiN5fyFChy4-T)<|^~Gb`@%i$#2ry+XK)g~H43
zzxz>a-u68Iz#2W?MG-<DMZU=ZixTrrb&bo+QF)*C{`mk#ZcB$>SjYtS9y7N@xOG_C
zoyu#aNEv~6gGg&n27j!nIkxF~P5cB?&k&$9Vcd#aNGpb~4$yQsMMf3I8@Sw$q`;#^
zN;S#seUtOr-4c5Ou&8PGHNVNFtYvO(F_c{>h8#O18E_dldGIje=v{(ai$2cpvFMrX
znh#|A%3FA>lkxgGjAXA=L;QLTiBAEQmR710qL!s@*T6+u6dnUAx`^kZFm19b+n-ju
zH$F4afmQ?dd2%0SO%9|EF-qCulH_{tOIO?zp!g%xL#pL<N}l-|XRh4sw9m`=?BksC
z+=t(J3_ZF&WaloVuB_NKm%{Y+;J^>Iyrt)nmpD?OpN>4?wT1#OKwSH=0bAkLJ_qLL
zF$d)v!f>M;RE^*2Sa0;q#Dww<*ZP3RqXwMxtLTp)Jwdm6$2r%o;b~8lfi_k}P@ETb
z&j5!OwU*Wb=XH=XKX>VMT;yoUu)Lj%3e&8e^ARrF#GC97dYJ$@=GUsB!0VglWof_q
z{uY_>g*x{|MvP|E-V`jWX(3CD_k40ZIz?I^H%N7?l$t#ow%O*0q$5<TJ-unWJ`(2e
z#9s`r0;q%Y*)Pc!j0noMw?te`ntcGpY?R{8rv3E8RVTCf8b80WYIr&ksO$>C#fU37
zt)E<zAn+uAB*S3S0^GSGc%NvIi^91&Z;^GMWK>zF!#??lUfMw?NfX!WYfW!bQy(6a
ztAivS$-mor%D%*mGt>;ED$P|AmJ(0^s#O}PDeiV}y&<HmDW+Eh1($ocnWv+2!j|r~
zxn+m&`4R3MMXlO-*o|MhJ#W=T=R|PJmdnpt3a&TNo6}nn^+@|f<_BfMiCBlXD6I2!
zN!hG-m#${1_)rAk^ZN(}2i$EtvDZ6JK4!A9P^VTvkwK!qiigYr8$CWqe0092<f#6b
z6*JMicdRugpLQAH4j*c7i`ahpjy!blS9=vse|!HsMkTh_qf^+?<=$*zh*x9o6Yg{7
zZSUO`XkrHkJK_kpa8G%qZX`08>idU=!VJ@7m;RcIge0@L-=i)-7-T}#Kkm6~Sj(Wg
zlXu|>F0d!-B+^vhQgKG<_O($zRPy9;ttF9)TzFvapoC<kIf3ANcVE(Wk&k5IC)E5(
z%7lIGk8I(70RMR_-{_l#++%hvGo8-~kL11}xdY-+`f1VT_vh+Tc8`^!^r#(+BqwV}
zn4jCRf|)co)^Gti6dcLVca=f&KxA(yL76JxtrRWgea1+hJUd7oC#Sc!Eg$2#drpi7
zP1=;wD@#T1<;|&-%YNP=0AeC>MsgtMPL6I$+WBX}8~e_8zxUpcA5CcK`T8W}o42SE
zrGwMXs{H5}dWQ$`C4}=PhLs7xTTqD7XZ@-`VO@;m+Wt!4r(DNULt9984{1#W*8$T~
z0DzUxQH&kC<?%z^IlAtN0Q%_M_#7{t8Dt+<q3s~xh5Ce(n{?#f!x&^^lRX#m@I`t8
zOq77iu?7p~vwzwDxa;XwPRS{GCv?AA6!w)UD!L<bmUJv81>xC|#fWP-ouf^Z3rKLO
zcS2z<_-P&X`9pPl45V+((Q~y7qI>*kOWNHp>y&C^O$Vokda;!YA`~j2Z*3)Ao2U5l
z?kZVb^0a5M&Z{NCv)^SRjg=_cf?tglo~1v<^cxkmxJBw`**0>h5X{nV;>?BX^?Dcy
z+s}#cI&#gsQc;z;AFSuAhmV=Xk<sm3e;=JL9trN-7mcz~jmYC5-L?yBkqUaA_R|pP
z0O|QN_$nWH48liXC_*+~pb~#Fekvc1=V8D<ZoMDW^Ukr;48BNamqeZ)VXfRGlPyk`
z))v4Qe$#B<L>A3<1qI`Y#32z$o5<Uj-d$V^K|i8&e}C+r`1Z&T@rG>LxIf*#<(&dO
z)l%{hKO5(|`7y8`sN{klDY{<#?*k)x3rY*FJb^yA4dlgZ7Ug{v!zO+f&xya3>2H@}
zcK14Nma`FjTrz=m>w}XUw@U%l0cy{tbK;2*)VpNc!1lLx+QQ591KEc-28#D<?$4?I
zF79D+xX<`dFUliE^JV{`nH%o^r%pM;a&vlXD$_Lw>hn&*OA3d`1GF!uD!gDqfvtSJ
zi$2oaoIP3Q^<->1lkHYXA(gjJSo@(Duy4fH4vY#QT6VAK{6^DYmYI9I2_}lmU{7=e
zZ-@s)y3U=oTzwiK!bN_}=G0<q_k+B={pm)85Fq&~_tm4Tvp;u|q<wsK*-(O#p5^it
z+|1^Ky`7O>l^5VRVTiF;<Lv1Yi@6Ir?tVlfEQnmbNoWj*#aEM_Ma0hYQ0<2AM?wBU
zO-Hpy@$)W#>cHFF8gfB$9bEN^sNAGGBhomhN6WndN)$v^wiZ_K*qSwP(%tc%2?gff
zV3kU1&y?0{+i7^;TGrcJdTG3p+2x{#aq3RaH@gTsCze_2MXd9*I6jsXaD&*lq^}3g
zSPu$$K9rT)Z<BjQESv4jVkze}nvbK@opA{rLtyda2S*F^sX%cc3IlHdIQsA=fz+iE
z*z4!Rz!2jL2deo(&xOz+5)E5eb>g`tf4E#Jlc28jTYPpS&p_laI><ektub<O&%Hg-
zqUIf+V(rtnm^^&^<HKM3S3$K52#Lzcoa-88?~ZwG5B88T*9v%;A1!|J-Rj?{y9X8!
z%?C~S;=k0s#rdqx!?wTtiYXZPy5^N|%p0e}5wR424=;{`Puk~tc8>FPAB-SMr)Q*n
zbeir2TaHeJ76x!c#<%j_U%Z<@CH-T(=-%&~G4$)^mCD2%{R`Qh_qZM78(+LSC7bHx
zdLsxMMa(;s2!{KD9f$K@nm5R*&+hysi%R_rtH{b;(>l$+{d13rSs=e2S8x7(ob<&v
zYW)?vIBI{QW$yYT6|qAuvtRP4eax@8`*T0Z$zb4uzVB;I+vIO%G>;oBG{#FKFFn;K
zMRPQ*1rI{iyCbThKWjDVH}3!c0Z4e+)MoAI#TIv!87976`?uE8%A*z6;%iU*z<LhO
z$1A95!wHbx-7(d#-JN*Ly7qWjLvo=JDZ?N1azao7JqisRVAi|)b~k1$ceLfvvX2k%
zI?L_O_R#Nfb;-KLPLf=U2JA}zxv0OM<W1=hx?u9CwFcL)ZPhHS1L{txoWx|PR(>C~
zi?zmg6uHNGe-0heVo+Tm(&Y88&Q(`1iG{<N!3k_XgiiStsjGg@)V5aW`+Ar@Xck-y
zN+^)P;71OiHiBPY#FZx_I7#qiOV7`wAcqB>?$M`uf$)|hZthfB7VS>@zA>U%$oH_J
z@<J;ueI}Ww!@a4?^TLESS9uj7-7=ke9?R?<>OXr_2MYiLVhS>Va!TT7J^Qc&*&k$E
z_mQ}~ziQ)=;XujpsC{(&9*Bkge8?OPOv66}NhPPGYdjj7mD_MYYFQt*nSjSKs*N>p
zmi54$Z|3FkfoC+7o|Qq)7zZpUnw<B(5N?K!0+yVtg>p;}`}9f`5W{BWK}Ae%rBBih
z7wE9~e3-K85ZXka;IqHGXu-KZ)I7uCVF=WBe~90VFP_-vb2<p?=Sb2!x?bVugxa{-
zB0n7Xz=;<+D6sXbiZecAkIQ)$zh;TSaQK>jR!+pY;D|?<7$3c7BF~r+qPpKn&=Uis
zUy|+BwZw<wYw2IX3dV6{85z`lcisTcc-mp<=?q5j(nA(rO)wZVWuDQ15z)t4s3!?m
zbR?1Ct9l!Yaepxl>oaP-Q=e1J8{mh4l|$Zp99_M4qT=+_UyM^}|IjR#KXKsiZPcgh
zBV36o3=qM+^uIW`$^2t@{>eAofL`#&L0{)s7jupSi3E_pmdrzDc$iK;sSn?)D3#xh
z1lx!Y$-AM&_-tsT8LBb6g<W`8DXRZ%Q@?xBi0|TB04JKgAGe7v0(Z?06T5gvC3XAp
zv^#MSANk@ld>qO&nz=LqHh4UvEVG$9m4pBIq3qi%P@k3JB1%U$YSFHH9GU9<TJL9U
zzawX<NM@?J{JXAmp`Ue7N0Y)^2~u9h-&1xk%y9)|C8_GuJbMmUuVa6HCkJZKb6?Ii
zb$#xF;S!UW>eG~94PEmHW%K@eQrJ3Owe^#Hk`+jfm%dwO6Z5mnt9y8nmiT*k>puD(
zOZixTtqkkSsX&DYixdN2#A{eVktsoQvR<D}(Fg`Cc<0FH{bB#cC1Z-a<zS<ojGL(c
zJPnvQZ_xajBM1Jyt{lWdZ@fCCv48w5YJ{-M5*KF+x@$h?`n@FO$F~6`VUd5Zk>%i+
zXIe43a7Xg}0gkV1K6pZ*$hc8M{W;cG`tadN5$d0e(bMI8SDpTYp~zVuE6h+jg(~Gr
zhWLZ}I?W!wgC|@b$W?*PHVHA(6Svl5t`}1HkXm~DVfhXpl0&vz-{0vg@@!6EH*1_~
zDQDx6bao>H_NhkP>9TDn>qKzXDNrHKGdo>3t7b}*^C39k2U>a_f5m>x(hK<K6zID4
z94N=nle}^tJE(uIS)7&Ee6~6#oh9^md{6N+`RLXD(eam$#xwqv0^qQa&6<}ezZQN$
z{BAxf(%us=bk;(`NDEJarhXqhE-%`bZO@R5`ANw*UmZOjnfar%8K<xGId=Pkz0BjM
zufwCL9gHg!6IR_&IrIn{`yjRQ-6-C@lr{03KaQhFsvUd$nLnk=S8Fgo`M_t_)aKQp
zcfzCgc4Y7C)TC0~ABM$&kO-W$Yk8>OWg#*rBQY}AU?B=Ix0}YJzn>c1eK`TDa&ac~
zqdR%?!KjFKgSzjyE7}{e@0DJhhr8!T5ZGS|`E996j>Z4sE`=`&R29BAd3smwGcp!c
zZWlQ3Y38(~S#DXFxG%BKdmvme?`BQep?z&f9Sxoz)~l-g7X#{1iLy(qPfls~(oJj_
zUmweiyd&X*jbpc+i%o<M-R<p|=2kToe1C06{90|3%NFy?Drmg*LU2QfClX2H^r9d;
z?X<6}2Tg0TPdo`W`KZ4`5u61Pf>p8vq4;WefU!v0aqI>oWq*6OYr7>&^Nci}lq;&9
zcL~~HQ5$5{sNv)o0;kPR=IhC)-A9ukA6Oh@7DCg{`{pt{q}MgNk*f@HEeQPq6D36G
zakf-zQTe)j^oqd7*dF<dL_7~l^TI1Fm!Pr)Yc8a+J^!{8(%wmHc^mRXe%|K3OiO$|
zhZ@dL*JwYlZe`b<@klV&&hPpesr>wI-smRNVqbQAX*y9{#$EXMs-aSS;!aOtTP-e!
z7kB>~Io8VV(8yZmayuTvzD9{q7-6C>u5VQ8ME{JJ2>N6SDSl7t0NPIOp+t{bj&<Fu
z{?hbkDb=i~x+%g)+_k%r`EDkqCDWq|O~69n$xb=W#-2Ix1;ob9G}*2zz1RzNZDheW
zf3SlON+tdB3~gN7pL058w4F1m@MG~eMQoLb7W++!-a8L}Iyt<8#!C?1H7>_PU4EVO
z#GpZ6HXWhtXyKz=lESg^CLq;Q+U6*No*BE5%!S%!W~;^`rSR`tXg4#@ul+j0@(h18
z+4MpZ;=yZg$0gbqKUC{Wa#gMtLddalPlngGncKu<Cgp46jb+R%>X#Xtj8OePE=n(C
zk0#m+84Od6=m#ZbLEgm_{R=<B-Y?2K+sm`gwHLyyYJQ`~ZO7Y^MhdwVzEJHKTb1Sp
zwNs*>cBytfj}>5C7vY;<gx)SGcRd@NyE`9lq=;Si&y@8@IQZYijt@-3UAa?u)%=Y*
zuVD5|{UV%g<(>L+&p7~`pPE2;$@B5(BXA+m*7BN0uJ)*YFXN(ax%Ad51Bi!4St2w%
z1@Z1OrDIpk7+Qc8NwnYX2`T_fV@nlbly|{;qSz<rfOrxUJilRP;DEk_zk!~o>Hd=$
z`tL|HA?O<W#Pi#td!SK$#b=q_n?ELdd>3S`rCA3pg8`&K6W#sebX8s!@(S+ZSse7;
zCb1VGV5Iwom5Gm$g>g6^g#pV-c|BJsoVXP0hsvzlHry~>w?l#Uo#OAP?6!yVb>Q4O
zRlBkLhQ&tgcTpp0OnQ*F-%`}_ku3*{3d_^1hvkQ1@m_$S<@_$!enET2{!O9Evku>C
z<GB*QlX44zdtE`|yK3iV9&943%%4Q+<<98&<iaf$E*j-NzR62@n^kR)7+F%Uzmst;
zf6rkjD6Qn)^6$%a^QY3vr(cl{8GNaU_jHYlb$^%3r=IlLUZ1Qcyw^z8N&sD>P}F}c
z^Rx{3JKia>P|beYw2RcC!5*iqdnZe2ec=F?mVp9Fc)r{|YMdvd@!rq(kRx1ymOhBd
z;J>@PNM;X!6z2ZPPeqbAQm3EI3wA7}{*Zg^uG0(?p<3O{v}w&ZU3)=E13Ak4X}{u{
zpQq8hdyDCaco8%@9o~dX@pFdzIfi)4;U3ZKTNaaM6)8yeen7$Q`Xt}-j^96(q8PPa
zg5bO9d+?kOj#Ek1fLDe?CER|W?$2+Y9TPR<V_{|8M+yP`Eb!*{Y*qKE#rxxWWgI?U
zX>!WgZ>f{?V^DCaPLihZkBjsZ)0gW%L)$p^9Isv<(!im*9vVuOH+tb_siy>x5-*mu
zwztQ6By*YDnGBAh&HGYHTl?7WcfaV!+jIGQi}z!_R1j7hCy5Exdnf^OYct{l&>-xz
z%c#4Fs8Hq8jd&Qz29U!&_@nUUSe_=nyP0_Al$Na-%&t37l%FT%kV%$0dfIsPw*&hP
z<ZwVJ7bzoW1^Ge-MCbBqZw}BfPkMEh<whTd{1F-I*U&}d=Dud(1RS@USp;B%AQ>Ev
zukKsd-+GERrM|#n{VGv(dsA}OU;R->Kxi#>|IQP>LZ4ac(TJt?*y1dtitgeKg5z*D
zzv%ky;5^fazDyt%9Dtkf0qKt3vc|w%8r?FOpxMsYfBXlUDPgc<j8X_Y46VsEv*gxh
zKVR<U%4NkkzxCz}o#(B_luEZ%roqw{`E7-!#mZ?L;KJx)!1>0I)m+tDX=w&4KyN*J
zl@t4iHhgEN)AJtfK8l0KVSVx9bAzq<HA$EE1Y7tj^~^m>>tEqx1hRfUExl;yFSt5=
zA;obmcCP~}ExV97EOs8HqnKE)=)V873}fb~of<7;G1ol^tb-|tivy>D`jl@-bpGIS
z4PLh&$QPM4=#iwT7Ex8E%O_R)_%OR0?Um79zV6Ob@n}Aux6Z+_S&C>-vxQz?3@yPP
z`z8RTG}<BV|No_;V2ad|0UGBeyV(Dq9=JFqW389JmrqFH_@bPG_ZKV#4!Z~M0i_BA
z+%mAy_IhMz2mybu;612A(p5*bpnI~9D{*(*9i)ypGVcg^Y!0?VT{i7R-=2IlKc)DD
zOR*b8FYL!hZcg3vRrH(A1-94TH`@sze8~Cgqc3bGMkla!PHRiI0{mzoJ4-pE7ls!I
zRq-&B)0V)Y;+-#c7Dq}-TaTz)xib}0{Iz;U)>EssV0^73*-_kmW};sDMy*mmzx?80
zvvHBgfm3#mJDZx06GV670_xqmf5Lmt^*M{VIj}a;NNWThH=K7pKc}y6kz1q@Z$5~$
zYGnk}=ELyePnTHVDTIFNbZTh&U?9dV*fUH48O||B8oiwEqFzZ~W(e%v$sJXq<Llqb
z9PdUy2<jJMkbPFUKKqO*B-h_qaW3vrRBQCePr&stnLb@1{)F!+c{$er$qHG@o+HhZ
zGL;TP-FS3DX)neYdD2|pjq$hx()s5?GRZHi8!$-3NVf}~W-GG7(?lV&k1zG0?V&SC
z8EjXx!TiRzs^8;$`#zQuF=Z~i9B2P^`hucH@Yy4?!voGT_m6LLquq1mxyQ<{ct%1I
zHid=XYRgvnm5v>&;Rrv{1TlQ377_Vi%2LwxXeJsksg8X)>^VFE{mzM&EyJV7$D>ri
znCa`E`wKkU2@RXW!^!#b2;Vk2^fR-hgk+u%wOIrvY2DpxI9O<MF6^@fiGR{oFG#bC
z{ff3PNEn$NL3i}3s7W3Vj5C90aUXOiBn9DCA+~;4x8F@0&F2m%utec56ylwiR*t`H
z^?9Gn{+z6GfOGe27<s(l<kM#|A)5;NbU@RYeaI(J9a_Gh0T#Y=ALjeUAN7?eFN3fP
z)&YyzS9KoEle&R6et<1;DQRBF0=_`^DyTvvow9S94-MXR=~-~UCkCFNP2s+b9cmC`
zCv@=ox`A<8d+U@(>S5|+)%%P%MMgAt)@YI!%InuF8QJ(Xta7?c=CZwwFl`|N;KZv7
zbNTD>k-Fd-y`ht~*xLhEU6+Um&_3UoJWdTLm(p;2ByHTE$4U>K_cpI*jKxAzWuZa>
z7g6R9Sf$_1*L76^@)#vM?VAhsssN5R%bkfok#9Xwpks_3gMpacoZNHbI$eSY`%^)Z
zutYzrepKBVivgsnWxv0#@x}DPGjZUYf8UwyAS=(~^)7U`*FpSJ)d3(;q^u|0!^YsE
zl&L58hn1TSy;qnA3Q85tLP&6AkC)+14j-e6?f4T@q`Qk*7WX!<_xaF5Pxx2jSM_lU
zb8<9477%cuq`S22cK|&YA5A;OGF{>~%}rdLG&zCL#|%3`Q-9Y|Dt4y!+l>Oz77ITs
z2zY$<6a^BZ4YszHzvXdUVS4#~2kpy^5!>3LB1>#&-Rpb3SkLsi^2q1E`d2HxqCw6c
z-hg+jdH!*8%x}SMFzA&;F;%M*!zuBd29+CKx6uBkrmyaTKsvKUdD~@D-YVVYkb3CZ
zRrkHK=g!Xo$y(xd(}{d6$>}pcMdvHhr(lPd#;#ALTu}i}z8K#=yUZRz=mNu+IJ})i
zCfp6p4eG2|wCv}_ddSwZjuA(^x65${GaoVi;R*sIv`CWM?RV&SR>3b~K^lGIaxhSo
z=Y9bf3T$<}^!fAR4+5iEbC@mQ3liuC8&h@i?vqqGeEu*#8zD;W6Rr;ijD6?ez92*5
z1i#(mhjQn+4QfyH_^cC<e`)bCQ4L@ochqS*^T46TrH|x|!LQZfVIa7);s{vP`S>_3
zh4_4d0MQ}Z_kkNu8obI3@PFL6&_sUs7QY|rpC?`W$)?-Ll2>2VVt5_%1!uUx5_Wq#
z(L{9!fUPX1E^C3&Xr$-+h{~1}2O{03%-lH{^ImUp)5bKrybh9V9p6}b{v2ZimwuZ=
z@+gRkel+fq@6$W`faCtpyp1O_^+-3>B|;E`Z5BW=#0<p&MX*0r8J{Dl_0eXo3LZp-
zj;g?X1c?1!BA<vMJ{OztA>0Ulm=~5tz1OhKc?C*g^fqo?E+X;No~Ob%R=@8ZJ`(w@
zd?rx_q$Am%Fves~@4YHW75{pW-RrLKjo=%~kz`u`Oq@U4V!!CcqX9N2a4>t23>!lC
z-OI+&2)1o~E&?gC%!Q>fT>jRJ{`_!6bjGzdN{&NRn!lVltS;-)#vDR>ppF2HOu?@S
zquK`QI#479A@uVJIqoNUxXb+R-4F}uVZx0aqnPLz$RA%|7arsaUOtmnxU}E7*=+&%
ziRzu_H0AE+5#1j^e;PP;P-O)6M1NFba30lbus<%G<co1q0ziEbji3%DT(-jJ)Jx%1
zQjZ&nI)Hc+o4@~DbeWmejxe8jar_)P{?L`z<y(9)66>sZWbm>3Rq<!zB}_sc+46F0
z*GtyVx`pEOV@v3tWpp~u;cXBBEirG_1deV~#T$RN;-&mNaYn{w_mi3yD<y=(HmL!o
z%MRmNR*06Ha~OSm@qtsYzTzfQ7;)w4KD;)o!7R^+N!2|+m%H3)<O4^&a_vpir*q6+
zmsZsb=GrH27Vebv1g?l-A4)n?b`xEen*9w>a{Qf7k!Jh15owhm4giV7#&NJ54dw|O
zNAk7BLkePomABysvl0oZYUaGgHrwg<82~_{qaT=*-LAs~s_ON=@iEwtLObP69Fx(0
zU=Dt}sGp7x@uJ#%E@LeB!B01xADqV|ss_y~i?KVk1e8<Z)L}00xS>r`hgSb>-lxYB
z2~{R|pp7&@s7SCFvmf3#&R<#V^4IB}ae;12pmi;}C-RzHSxVRhVCslJ!GtE%4KV|c
zrRQa;*jPQ7)_bl$m=qJltK0L_=bnEa&aEZFa?+51eP?&QRno&xVe;Y*h_W#J9M3qG
z2Me}>Gh`*d{PLnZ+?Tr5k~1F77h?XNwMZQdLl{Zt-CACm?flW7cp(O8+A?0@Md+2g
zF4AODD3Q~X-2A*9&Cb)Ocx{a6iXDNxldvfJZKvJ+!yR8kyb|`St)^CfFc(_G-3Id9
zw*77X<@xEO?I;OfqxUfy5YX^Z(P!!`;$}43qr;UdZ!~S%m@(&>=V@Lqd#S-9Bn+iT
zcXq-kv)O&_^fl08PcAq2pyd1g8Dp^ZMJF8IK0jRj`Uf%!+znEjC!2vjF%=bnJ`#CU
z#q=U*PceDde6if)Ckmk#qot9C?1@^ryJmR?&Ies{fPPO{P>GjY@OVx5(SLsz+`X;Y
zlw7NOPXrSVmqp?}dGS8J&RzWt(I=AjGqql){hoKOG~LE|wpx^=IT2(T(-z14u3or3
zO?`P{Kf46GHzSJkC7@X8>2UtuimR6Y^4)wIgP-j>4e{XvFeb92v?uHNe7<~*Ormv+
z#X%VIDtcF~8}I?uvppo`2zlvg2x2Kz7vs#YOH=Y0`&oF-1`R*C+}I>U@RJx%3mu2W
zK|A$KG$Uu&1<OG?hGKxW)_19$KG4bS+4q;_g_)gbZG!%B4{=&?m0ZMiTd~`QI_|uz
z-cOda`^&4}<YE9CCBhpH18)R2B?gAhxf8+(bDPEtzvK1PAvScbG53<?8(g+Wdp!MA
z?N09TuhgJ?4lj=@oD$yw&e}~!N>zb$BjwcJ0U&wSy8@<b3JZs6r}I)6rXD}d!l~qI
zdl5YFf8wM(p=Z;?F^lyi$;agwX$EID%t1F#r0`NwGWa1J1pvpVgDvaqA&I9bzt@>s
zP|(!dFETT`6IdTlCatyoG0RWy1L{{a$92YyPt*PzP)2;i#lB&Qow~jY{+{2Ym&SX<
zBG(p-sP2_~K6;YqPMSXxMB%5}&3d=H*qoCzcWhxk@tdS{4s#dH>mnM*ttlle2-jab
z?7ApBTwbV~cWSd&`bje}v>JYmk&?PRTnr;V4SI5LI)iP5$R9aMfvrvL8L83XZOfeN
zyLuVh&2j_ZK0!OTk5<QKTx#e(oN`WLR=n!VX6Z^BQjwz)5?EBen2_Y7Eq*J#$U9d3
z=-J^~*m|eAA3x=v*Z~PoueQF&Xo<h)%BX`zwVofQNuY&g0b+hkQ-mUCKes;3?MV{M
zp7oa**YEcx)5VVx9z<z@GmL-K;5Swhz{j9JdeMBN!$$(}C!#*CV8!RHKZA)+%jG)<
zi1JUunFi)#v0M8I4z4eTzY8z$YD0{O2YW!TX@BFE<M@}(XPDn1V2V%$jLEB9%xX3l
z_y7N~w`HD<GTnIhRs_S1Y2&JT^A02qicRBA3G{~3eeX;D6`I@WI7=)4Xayty%rSj$
zp?9fIcXO5_z%^1ZVuE-MKzrG@NAmkI)*=wZPj!saVI8~$!HnDV6WPel>otd`>Tx{j
z$U*=7<PN}VMQ@K0tLvau?{zyMYq}Jy($-$;+227v-KlM*9#+TN^-=l`7Z}6kfKla$
zEku<oB+oYR7x_cQcHK;#K{=^nGN;~8&?3GkNcTt#Zl_KNYV#!^uY1yLaq<?{kIDR5
zESaz#T?cWDeAue=)h_lH1$1#0g|Y+NcOI|D%hC|ON=H|XyIa=bw^xUXS2fHM0<Sa^
zeD0ndrI{tmgVB9+z|K-M<1J}kW(aPH=vhU4a4SKM^9k4acIP@J@6tZV)u8)v@^<|x
zNCpYM-k$^Z@<8hyOh11WvQMYm5He?HX*$yT!;NuwVB}~s>{xNLZidsNohnlBx4K5*
z9PFof)h_9qDKiA0*yZwapHBl<EYQ~eeoiH<nw}0;!s&yV#rtl%RZ5s&uFS<d0XrTG
zNo-V_uI}+R+#ilNFx3?V+5QGYZC23svLc!1<x#1sd*}jPU^<uU5JAniFA<Ss49KNS
znP2e6zWfGY(RN##3Ev;jer<YBJ`X~W;iJb_+oNMFsnRm@w~1nD+&>jT_ykt9P$qqM
zZ@`gW^W||EPL(i1#Yzbja@R+{IqnLos>zD0<Gp0k_2i|T%)5{7LuI7PH6nB18$zq!
z@Q*-kDYLo;h=dmo<ni)+W?j|&l36TozqKOCO0ttaNt5la%Vl$DV#pYGJhm>+X}te&
z05<_0Gel^wPEJ>rVDd;&MZh<j;$MJ(d+1o<%$M0d5zuTjS7c4m=y%FreuIdyc}VI@
z*j33py#Yg@7;EmXous^+ZJ@p9ru?XER%h}l{DgQs^-F<~Z7X`xr_(--n2F@Qq=7On
zrG>ChoO{_nDP5>Z6NhGtp%q0{^B!A^Q+|OhRiBIB;8PFWhws?ag-^LU5I7E4dxafN
zhj;qAaYsk@?X(jaqCjvSl3PjZw}c(r>T&~Wy_u^%9`BmRGjx2o_irKQBVA*Xit(n;
zeptU@bX-jkWp0t;ZGYtvtLLvebi+m+lCX^Z6lCJ5xejvFBJr!eOC%H_BOBl@ccSb~
z3CTKV)jRQgdIEt>*OjcNOPC)I=rT6s)W5XTXPnyl=_^Pc%@Mt%JG28u9<^Bc+~eI|
zA;-(N(iw*y0IR?kmOe|V-crK&nle|cAemK~eE#7BD6Ni^>?yN*IR;yR2l)=O({1CZ
zgC<1wxXBl*{<aiDRa|$q-!I?Wg=J}+2o;g(MkWjggg`HoOMzexjQH6}Oiz-#-+*b*
z7BNc~zwcX!L;QVre9>?4B&wdSY{D&1Sen?jtu;H8<i8(sK)2GcIz`N6tmx#Gds4MN
z;V^q_U@Ibs3wA=8E*}dIeUq|^q}93}y!%y7cGGqw5|!E-ZVFzeND^Pvt0=b7PEvB8
zN25(75ke6LNdX@7qmm4bs1&l=$=Km=g*$n#5(91KEPPc;8)wj(HMTt+EaxthC%{E4
zdoQ<#@$ImJ)AtnpPPDJ>(3rPc_!3g1VA=FTN=#d*a<7O~{Q)i<cRI;8jzA)(qDHL*
z5X$NYuCa5g7=3IJ3HD{~LjDY}Kw)gELizc-B9BGchX9E?NLD8?67Bj`dvbjs+)np?
zx0fa-^!WB{kZr?AF4~1DM-6%S^c?KHc{fH{*xh+Kb3z@39Uh!je74S{`?lQgEKo!f
zP}&>%raY<d_nplrNVM~Bs12EdH!RcQt0aFQNHw&4KGWM5j0%=7&ueKfHO@grVb}WU
zu`jXOuT%Ya4d;lwQ5qjF8u=pRFRtQubeX#AZ<TgwQ3ck%B6s53A9h9I<j3xrq{2xa
zqvQUFJn<UF^EfK#3^&V<k@9?-l^$x1V=tDBC_-Dfqj|}m`Pf3!$;!S$c$EZm7WS~)
zOuJV?BQTxOcN*^~#n8a_bHX>Oo*z*cQ5S~UuJ5qsKotYkD+j<Ej6o>Z*rjJZ2L5@k
zIars#l5Xu=A+UzWC+DI3UY__#I5RkwX1te(>^ThX4|P@W#k=EB2@%<paJlX|(<Q-X
zf?m<%Nr@Z%?3)*vk2iSdYa>=mU(9xOOPs-!^&+3~0uCE(<QfYV^@J-uAJ+{j1=?Bm
z#qhy*K*Q;{Z$u$pA*G#<#+<zQfY2}V{Gig%v4P_r+t4q$@|(+ZM{XK`m=@#es56}W
zxyB8I5TQz7%9@G<k2r7No8J~zzgB1*vnM<VQ~wLSeP9nij+uq?;Q$Oq8hPX9oju$M
z<3EmJH1p}qz`e}6+RzV(6CCsV4-Rz==D(!}$mB7YBQ}oGbf^1Kl+FbkFSoI6_uj3*
zA^{2!$!3P88@A@trsd^lgB1^70OY&<+O*QU8lZJcD#3Pw<wpMWS`Ni)b4vZ=;ITZ*
zZ|31u@+h>fMC`NX&^`8_Fy7rxMH3Eb?#7`*mX)G{6hwhUvRQ^k!2IR<Qe6UF-`@u?
z)00aDKr|ZKsXCeaRwCjBj=mcX?b$me^Hj02tx~b@P_4l#-4>j^(+0^`e0q8j<6I)o
zx-2rHi%-l5$UPbs@oUyPCm@2a<WJ}c7rpipuTwToRM$P^+6$o+dKCr=LR)v_PAW`J
z>-I%?W%Uea)THWhpjO19mSxScz@j_<>Z}*4KKsUQe_RI(BXz3X+-<NwMVdU=HEhY_
z378f($pI@)b~TzLv*BMjK>hc`CuHD5EqAhVb>3Y)waz!<>d;Go$oEWs2QZLa--f59
z^`A@o!vG||yR5-zcwPi8a>Gsg9wp9-I24)K@6IB(X?GgB=?ORV6If~`+HNCv9F=Xl
zD?@@@!l&O(MZproA`HG%bwbVoJwDX$j0drTW2WvlzPw@9qrO)6vRZ=Vz}?O^_1)!S
zlV!^Lz))Gj1Y_`F=;wU{d`7&PQ)wIhi3Y)6=hZpcj-{6rjM*;xJl$X*#-GUgO;nrd
zcw7~}Yq!7M27Ya?q432=qOiY5YbBA6zV-+aZHM^OY@PCabKQ)Lw~)N!z!COr;Yc40
z@#}|uy?^wU#N{SV>F?nQEw;gM+Bbym2Dx;Tns&(Tiuz+XQRr818$-mkI#V6ld`^M(
ztI_EN`8nSmDE$1!j=(~@4zg|Rbk}-;&UYO1?l=C@iT(oMiSK%+fChTO7kqbo6vUfB
zKxb@xLO|ckz&rP_@@%!c&dANy@3{7Wk-vVm92apn{*pdivUtN|)XpE4T#G0V-DtHT
zSsJ?^4Un`C^*F@!MNU1>!f~tz(T>_TxAX~cb<@?i^ZNBNT8_e9onMcF4O1H&Bn}2(
z{k;3o&84?19FHVic}yj)p|7znGb8Bx{l<YFtBFfrR?qUsQh|I78I~#0D^67NgQUuq
zy9u4fN$q*Tuh*`@1&>h~(v!a9?C-4uLlY{^iNdV6<Ro==dG(NUHcr5gy>?Uf-+R2Z
z?(0!Qk<g{V2Z6U^RcOtm5|}5`jQv2<Y5qKU%2hcgx6Y=)K)p?@xNxb1j*yci4E@@x
z^yD(0j1Qfr1N}p!gAY`6F%S<9yH&fe22Xgrc8~RO6L-Xc&OgaZ{T=6g{r2lK|6J^l
zjxLZT_;|mSonN?K{e2a_Y-qQ>`P{R+cM#>NEk#`9*gP?T=K8!`bE+(?<JVxfW<Q{S
z-<Qi{cZ^1;PhY|oZsn!b9!%1cvtkd`S@qFcT!`UEJsi-X?;8#%tnY2|E=+CR54|eB
zY?eG|2(*8>Nnrt{vGkuce?Z;gV;jgd`F^I4oKw}W4FBtl4%BhNz`v2l9PggC?x~^=
zweoZN@_X(>VzGO;=>4Pw&^_SX%Xh}(83-Aa-jUAuU2Nidu@QCr`Hd^)?fU6P&mZO#
z3mKSW5saF;pr2c+xwzk62%ql~Eb$QVJZxuG4a~jPp7GJWjfWz%firT%^@;c>%<-TQ
zZ$Izqh^MY959w+j=BVIIR^RdKrHyw{oKYYYZkQde#2vp^B9os7XG)OUsgX*ko|HKu
zwY|01YxZqR%m|Wo0=$xbQ_#>16<ytmkh?4ZBZbCy|2IhQOxq7jS2KQxV*<XWy<ptS
zUf*ibk9;0wB5(Y;Ab1HgUQ@7-nvwQKqv#&>6H8H3V&X#Sxc~qEC}R}mw8_-1q28va
zHsLfN^6&Hdd$<Mi{Q6lE@?{5henTJ6%enwPM1-R-9r7_!F(V7Haj+G-$2{U?W6M}*
zJC_^`zm^~AM-EoYIZZ53i-9bbdM3~pb5pK?wTWbBQkw}JTf{4w%08F-OBQZ)aVTKr
z${do+EF|25h>+^GA$lUo=A5c8x7+Kz9E^BiVR*P+rxQYP3^U(U8jFc;=yWn(r{ZRV
z40j#ApuX*VFD}(fJ5K?Tx&Utf9=n|{JroXo#Gk-c7R#<;nnwXSs2IJSJ5qjz!PvR?
zOCYbka=Yl@bC16VG!sbZ?y0Moh9=GXNbPTP|Ni~Rk7^RH${Zdi3s;<={ONszswI4~
z+>A$=mG7Qgm^(ZqV2od0Hwebx4WMCuDeifsJxSNu-RypO+hXy^J|fy+7im_-9Dc&x
zIW$`;?fUdx=)FXGt6BD^twqd4LNxECkO2mmDtkl98+ii);ftba)#K1%>fCj*3<D)k
zJx7XV_JbU=UGhDzZOiT6AnoTgbwl_sMuu)-rjb&;?bAe%i(ZCP`kU+CV<?*+Lm+fs
za=JwLcn<rmiM?IKoqHS#?4s*lq;qCt`CIj`05F83v0UE^%Ah41kjA1K%ai4)<Trw*
z^f_3B=`HC>-cQ$|{^=Y4wPmHIE^oTOaaH~RJz@y@{6UX98`j;%zDU)93$h!x5zI7n
zUpCY<rvg+L=~2-t74HX5e2&dcCh#!AjotHFSng$g2NYh9ha&y}E_>&hSG^YB(OiEi
z1{*hE$XNZN+z{)Vr!N3-nXm1GSN~S7(((7x?w~gYwQbtGP6~Vb)3H0%FfB$JcDCC+
z;``aC4hN=wK%G-rhBa3#4jd`h9Ty6-FL~EZpQ1WiipRW@vxjodAo7TE@4zF)t0#^5
zagwg6uprLf-&&!07@o`WneSoIh~A*L^;ZCg+P4WJ@Xr{oTBCi&pucL`Lk$S(!BG24
zkpd;0F0^x|bcS=tl;1Z}D<A-Q@s|XMX=sns{ibp`l5hL`>><9x0OF}ph`s~Kai<RK
z;cQ9EbYan%i5%X<W$t#<KHSa~FYRlXRrNxkOk_sK8fhPfyun^e9j6bvOrgx-PH-37
z*UN2P()k*PM8H;VAdq|8Pc!7%(a=vYhvN6ad`NHGhM&jn9ZgShh>{LG=WhC!IgbbB
z%*VQ0{+VXe$6}1{U-aDg8OQ#a@t$u1z{k@^WNr+y78hF!LKlJWDdLMAf|axzM$v)T
zIh5nZh)89z`nmC&qk5#zDi%U~^w#~v>~<vq+)OlV|EB$UbjkTuhsf-WmaFmlMJ}T6
zYj1O9_@e3$vF_6MqtC4ISbPRrnDN>>e`NSRSAyT2UQ=%Xv_2mnns7kYP~II<Lwi8>
zy;L6Yy!<#yD`X;_3k3o#8(*@nkHq6?-k<b}F0rg}cjl3bXNv2rHQVfZLW3JDbL*l-
z)lff;OTSdbFlsmW40K(Cc>y!XJ$a29?q_V`@7|O&z3pR(A~=B>Tibo=6Z^sBFHDdE
z7$4b-Jbmv2VG3zfu)^)^iUG>-@(uHGuJi&|Kh}Y(46-9#lc_A!_aJEMrHPIvs@Gjg
z-AJH<53KuzVIFhL?4>F74Y~jOS=h-_tbkmq_O9~WQkfJ`?mIi~N%DL83a1c-Olbm(
z$VNm?C`{Onuxvi(27=lW40rBG;9iD(dDjKI7=*&h>iIt4f?XRXj-od4;Sn@jq6;r3
z2s>gF{e-|IO|Y)ndr{TXWBjcqe{fiOqnw+VIQ7-adPM-xX!1kz`u?^%(44qWMD>UF
zm11QO)otR?U2}e}nEe@d{o-}q*G`bjnH$dHVNoCoIr=MpAk>t@qs%=hxA+`+Ke>wM
z??DNOT0ErRf!-UP4}xSZHwp5Wf#3=)*37Y4_<L(V1=<K%$8vR>1chS;Z3)Rqp}@#F
zm{TqFYMtQrY?|Exb0`uc17{?P!Ke`(t#6#fA6k*Mg$%?Cy8)`_J0!+@v=CTF|6ta5
zgS3Z7Z@hiZ{>^Z=9XcCc5z4h_@PAKd3^^HGopv9C3rD0H$t|6StAx4mw1UQGVTNC&
z%#Fx;tY;^Mp|<e_mMPA0C*`^7kEa+i1R%P@aX8dC&Ya3Q3I(;hUI&MBKtHvWGU*^B
z9sKEIy+0g3rmB6q;`IFB!F(x|oT+Mr@0iHaLf`r{lLrhIAT+b0Xz3yue0ymRE$$BH
zY5u%kGWfr9s<!XpOFWnJ>{#rfD7JT0IPiNL>)d(A==;6zYLq8rdsRN(4n+-&F@S`8
z4s7rPY7^0@F8v~1#r8iQLwY~l_ei{>({oVCK0Ry6%r-yR$F6xwrf3eq>L~WSCR|&~
zshiXAqUJYUelbt}-s>z>kKfMmj^gLSySvM9{w5$o$k$F6l_Ch?eWntNr?d4#t@r!7
zMJoB*h1r?!Mjn-cQw$6lEuVJ%HTnfs3^dmRmY15t&k7C`iu7IP#91}5?~=?jkJvw0
zdV8uwlLXrd{04*kS%^eBIi4s-NzRM(;&bttj+Yypcw3*r4Iv(V0uqfo67&decN!-4
zw&NDkXKP;C^?Lw!iZV!%z@jzVyOZ@nm_$1(3da6kgdeTXn^7Ci5!+oJW{6I9v-z9D
z)#j$B{<!~L2Z$Tx^N4y41gJjr!8l+z!V^m)AjMuAOC?0O8qqoz>CdNq%x7hFO9W%t
zE5{0j8DN38-+Arj<a59CAEW@FxaC1m*WqfW>*!8D4MEkyj|mQUHka4q>ur#t6fx=h
zouHU-`y81c@x<k5k_o4iwksl+=WtlG@)ZO+r?D$LDhjm^jiX}qx0{45>R|6|=&LuZ
zdg=K<g%N^zVwCP*_xlZ%aH-0thY-l+2xOK3by#YD4x{wSbvh=f%J!rF`cS$9U1FYf
z=UxkLz;xRWM8ew-w_fFTHb_I^PRhg9-!gF%+9ML#cn-r4lAuY=DX9HKkF7pbNaZKQ
zz+L%u&zfY^2Ss4t{qXsv28yvk!Nii$=i<TO_wl~`!Yani(!<LAL(lGqJgad=QV4An
zFD%#teHY)zH(_;}N#Z&xll#MozQe4*uUzAj--TTTD{6e*AmKRrdVVi;(dIuX2zeUi
zkq}1>kSbS$+ldn#ZUdO;?a8gac}jzXEMKn<VRRz?eczh0q602H&+<DhzcYwae4o87
z_P%_Pme-P8IkSEvN<QVs#e9}a?mIzON0#=fipMmI0h%lISE~RweTW~yVAw@Om#k>M
zZx@pQ9uPPz&@z_97)$2%P8}@dG${xh-I%U|OqAigr*+7D{nq-3No51twlX5*2y*(f
zemi>iI~?}Ff5b0Dw9dzaD58P?*u74~IAEf&oNDd|u+i@0a#Q*1tMh(u<vU;2!xk#O
z9X(iCz1KLdXM3jAHVW#JByvwEfg0Q)@Ta``-B|6WIwTXB;7!_D@1SFR>iMUY9Jn1D
zh4E!~INw9(GV7KX@Ao1SV=r_ZQVVL%^=fBd<=kD=*UX!z`@Pj&`S^5Z9`o&IiN9x-
zjNQsS?$ca&4FIgCb@db8IpR#Vb-6ZV^~+<86YsuuJR;0X?zr#_&&g&dqPBjCe1<FQ
zrZMd<6(Z9LXX}zdUCzC{F;z}4rQVO@J>Q?P7*&<Rq#?JunU43pA^THrzd->r^K<A<
zy<rsXp1m73Z5zuuyyo{KvR(V#qX*~uiI0U5=ihb;K=hU|IB4+Kmma=_*3Wfw(D&3O
z;<@vlhd5-+ZsjlL!Gs<-`B13@a<S(Rc&%(??QKck+rH-BLD)vi{k{h-Bh@dKTrR<7
zXEo?$MmqV>Yz#o)>;Szn2P%6Q^HZP432s#FYBt|Seg(UyMfEP|y|e51t^vf~*ZK<T
z@49Gp%8~DkBUMmfW%vy{AV+CzB0o(9;s@UM9{tU>RK#Y-4#pc!4i8oza3=RI!UFHv
zGx(LTnCz<XGMiA9pa*t;V+5^Ujxtpg$?Am}LtqZc-5<iDUq39!es}jdRVYPv&YSVB
z1>v5a0iat)>if9SOBktN&;e9cmCN*!FY$Shl}!!BYPebwfLGdY9gUITzQ^QVlr<p3
zsi0qnKI3(ED7@@zUlUE}-w4_=h;X^7Z_}<=amla1aB;W!r^dWDILF=Ar9Zy(^(Xz<
z&C_TEn8(poto8g+<VK%;qb}k_XsqI;E~0S0iGTh7f2t`rt`d49C#3|&kUzYYg!MuE
z)$Mh5x4cAe0)fYWNjkGF1+^=Rei35`g21EFsC3duBQFkm5d@^iZ@fu<DXWr)JMxs9
zRF%Rxd#^Po>!R0?R(_VZ@<s8wE<#A}nznan<-gyFza+LT_!xx6p+`4)`Ey!SgFRxc
zwar_r#D?4|46%2hcI&skMAm)Y827~YA*|)JOGPp2lhO3G<!3SeS%S*rNxZwS7jQS)
zD(tC}uXIvVsOOE^zwLB*1FDpi?uWbker8_48ZjIHcX{VT^0y~@gWqirq%%HFHwvi}
z2;p?<u^5z+qeVH)ds!EnyEPag)7vR{Y(}jrPKO>kb7a@p2^MEb8xD_zi(@C9bawAV
z;>vA>(**nS6yalCSyc7#IBW%e*#=|*!2|tV)|V)X{7Xi~<U^><t1B?=g+PRpw%rYO
z*u(92PImFp8p}3EU!=O~!Nn&6vt%K+g&S(7v6VS|f$EnPh2PJ|M?CqMsH_a8+xy4v
zdYm3N_(%e`o^zn+Q4>wmiAR12@w)STS{s|b6NSs>^<P@^;=Towq~Qza69o|i#x4l>
z2`DP3bqY}qym8=kP0N{(9j)9U#_SC@rIn_uX;=|Z@|~-8o0RDtYe~YiIH^tK7jk`?
z`@UuJ<6eJe!R;$&h{}Gr?}UQuO=qDSQErJ~H#J)G%28Wq1B!{$OPY`Bd`DyPo)|Ro
zc~tM~xQJGonb9vlqD=6bp9xC*4c*O#cO<~C8*1+?|4h2Q$DKeKTw*+;V+Wz1iiPI2
z*qF}}0kn2{cciu1cPBZC4QwXLu_S2VGFSvY#tvzxhCyV&7P=io)4;zFk4qU^_xnVV
z5ml=pX5)5|cJuhk$kX|5OHOAwrb@r{5|JsR`|+RK2j*_F_{}U|+lfV0lq){Y;4X@m
zaME5X2}%~76x$QVND+>a253THt3&T`_!3Kimwwy-*k<KLqW_l8A=wJt-&AXvD?NTs
zHtucLcMIv7D`2>gzZ3Z~K-8!w{bW@7r#ORO8j4mg=U~VPm(Ah>D%k?5Q%ij?ee!1|
zEPh{&+pN+T)#MN?7D)o>&>O0-&3bXE!fPCh`m9pQi5YVcDDxS1v=eV_rgB#2Jd*DB
ze$U7cIA_W0@g4$Dw9GWYoB05;)T_zrxcwNCtaiU&L5BCA`?+6xw`A;}gVy_i%7bPP
z%P+m*bU&C^uIYHhpSMYWR?u3fy=!<-Hu72f?OMvmf&j3yao`8Gzb$1RImD&S6w%MJ
z2g5v#&+qlvV)Y(ZXH%?ml)S20RjP{3WWvR#>y>I<+#Vw0+A2%A+liItJumHL!TdHX
zlx)**6~f@t?Z#H;p8dUV>|JA(=jLO8>Ycn+(kN=<iCsa7-I}Hu>UEn^m3g2FSmjsM
zLFOfQ<6BBz{wVE`huik`23`r$;?$;oCh=YV@rmQ*!fHu*Y?Rk@ja-)V8La~1;4~HX
zA=5BE3dq3I=g|_S;535zY1(RVRD->sml1Z3ga<V8PC0g(g_d)3c@NL;pd1sUJs(9B
z-}w~+^5b2Va2E|OOfi4d46v9oIGxa9W5lPl8gLXmY3<awGols3b|Td17k*!(^Qcc0
zUR0ga@<K;|*e((k!*vanx3(VwxEtEQ0KE?f(BfO*>8fve1;D2xo7bc{%YK(}KdHar
zdLq0zY=5OP`>Or2)<Q$SPV7y5W>K)F8eMb|CK-am-XP+^cV2O^PIQO<yFaJ*@|;F7
zd5BlpSuNLQ?Q<cxhwZuba=U!*cS3hnK3t>X<^Ni}rkLX1DpSAPHIKTCsO`mZs?xm(
z-ag!{rV%v?edewY?pL^>^&Ne4{pNJGQWO}_#3`9wzN*H(Szt<@t+O{ed$g|%el6<<
z?KG|^qL{u*Za32|5cI9u{(d<)FNu=IW0#h~kv2z>;#52h8|7!I5+zv4iAb#WQ`^D`
zLncWrmfqg;Nz?3zPVq>GzhOHyt&)GLO1USW?sma#_2qYpeu~E{KBFUDygi|KH^*0}
zwP$4b&N>oZ%>*7>r@Y@R!wGXyDW9A|tqdgQaN*o}_eJbPx~2SF+cY>?`;CsrP5ap7
zz@z%_>|?ptYvcE&CF~g9pC41LU$%{(eb0gUb=;No@mXJFR2T08o)5Rj<UJEIaNFLO
zvJC|3C-pjpo$gF~PX97Wc+pj11*p2Db@|!T>2vTZaemG$$YlE~v>B>&d}lc@&!NQ@
zrJyIcvOg#3Hx2U4{7`2lipOEK*y!e#^Cs777Cf6D+G?Nm6dcFv4<I~$r$f|czHU5p
zY%j)Q+;3~h(2Tu4y{UXM00={LnW=NVPlqadEEaII*B=(!k)7E;Jenhp8`bP`R?mmM
zbqGW~{2c21+@y_1`8q`NgK6WXTn;!g!QQC_@+BwzqN5w5$)LL2k^V>2g?-%t4|QS3
z;1%$wb}3MNnY$w}cj58+{PZbgIH;bsZx(bZ@(~g`fxFcEJr7mqtMd5Mp|Ag&eE*IY
z=~oglqD<lr=rTzfgKBohyOv#UFbKETF)N$-Y@XiU0IJR8ceAq9_KOMXeoAly+3@9M
z*YXNPAfPsUL{NhQZ}gsz_h&vhi(nm+ui2x{q+eO@Ul9}W`@_$mslTt*FUB|UJ0md>
zo8zQ?IuKrSX^0<d05~Swf{MY@&aIEmV^7$}T^Moqd-xqZVCW0^5_k7S=!uudM)1?g
zv7ha$uRwE(#q6)k`uvef0}b}+-g<{Lu0&|7<`vx0=eT};&Lf#(u=Gw31N|Ap!cU#K
zmmzL;?8J`MuS)a$G%pz2MQc%$af6Cn(9}O7S^xp?4=0A{l=;LK;`eUDNRq3>FzxQ6
zcxo*X3+U$1)<A|n-dNCm*i%A|9k$k1%yoo$zA*}`bH?@DD~Y2;5h347+?vsaJa7dU
zq7NmWM2syC>o0wW?=N5N<lA23`xtZ%rnRrs0qjZ{{F5|%;dA``Y1ZeSp?1YZn2HPM
z7zU+~Qn9j{bf#!B(M&v}<@;Q*r_kFrMP7;=BiBWRBdE_VD#q8@vq>NXbv@2wVlZr%
zJGYa0z}(WhVS2c43dHhMDEf}2qb(2%yYSau%YjDubU2h=@|1l6P|5%GvBs6SV?VPH
zds#gp&!DO{y;t7%rdbUzVOKU5gi8fJ-+jTT;)U{VQ6H>R5Q15Eit725h9cWKhutLr
zkp+8vUx|-tS_OzaKm4lv`uMP&v>Z%91tr+J4QJ?yB4koE9wGiM3{cf+n{NbXkzv_Y
zH6P#HNs8QSg}@RG>eimMe27iSA=X*F{wh&>t$Dr23Ounk^vYnuxz3K8wjUO#u|0D%
z4wg907xl<~UpMs_7yME8Yfh(bGd8J*;!Fybr)XCKFwR%ke<OvNCbJ!YtDplE`%1~{
zhxYB%^ZBuqZ^Ao8xJi85@GCm%&(Vc%XR!dJI5zJtnw!OZ!Kxj6w+K1-P_&_%i5`L9
z<_{2}I`(r71-`ANkB$-k%QcXIRdzvIv|~BPvWA{nZ$R*LhfF4R5pvt=;O5bv?V?*8
zaSgoY24U%elc7|B?B&!S8tKhXsuq<+PdnX{_$_iCHxWvU_bus20)Azn{gO9$YL;az
zx%!Zw)19ef*53jCiXGkWL2}0-6svOdlApkS<Z7$f@VeWSI8=z8HQslJ--*3a^wQrL
zPJI5@?!kX?M*d9{@>=|{b&>m0d8N+vBe*w+H51h3U|;ff`Z7n4AQtUm(;;<`@uSNY
zry<AX+G(xfaRP^`J#?|Ss2C}#fdAxI(&{6WULJvm7E~QQsV5F<$Bwy0hYCyS7O!b}
z@4=!cT-bbAaYdl`nGZi-oAM|CHBUBOSyZ%tvgnJc31*t)Ql(8u`73S=D_#)h!^QtN
z5izS*kCA`!)`2&Z-Eighi-3aTn}OscY+yoKqWcyEO@bbXk_E?BYzV{pbc1=)o2OA%
zlpmld+HWQ)mzyzmtRkv)sQx?ylsk58rtLtS{XA2g^?|&^ix6wC!q@e+aVIwRkNhZW
zTwl4;rG61C2a~;lA+&#J>T~O=)c)SP83vc!ht18q|9IjC{MqemHUWkpVIJvT;Ce^6
zB@Cbea@cKOH%~B99a88$cRS?h2>ck|@0jbxF;OX;wY#}LT!SjQ+nNt1iB9oj|CY$x
zg|9yT00^!TCN8#sChK?y0d#T%NHnAT<b+DhHim6_I)$L1pqG#iryL<vu*<%e+Xq5Q
zbrb}(1`ne=Ve`rmR*n1rKleMkgyKm#V=MhCVg#8;>>9{Rt?mVxq`~{5pCYz(y`i9+
z6V&wq<0dX3nT_R`7mC05Bz|D^c}=IibDtk4Z+NdTo0<tbe~0d*k1oc{z-Rf06D5J!
zMgEw25qjZAQVF`mkbG-Z0o89NjlM%^R{5u#IF8<ZGKr+b$uTgKY~2&bPl#pa8nZ=G
zA70uUv#3Q+*7PVAT5jo{?zkPUug`YMv=oFvJ9(>PXyQV-sEZNi4rOB;Ex|po*N$eL
z8jm(_kdC{&pNH6dX{(5JKp@_JPfDmIt?aP>R5n@EW_9PWzIACNZ*se^?CtP_h>U@~
zpzFZ<y_$)LxWJZZqAA*4*wE)!Q=>H^Hmg9o5?UxEyMPb8Ijp7z97WX(Awv$BT&Mwy
zeL6~S*?xx%s2Wx6EY<p#ZeP85zu4gDbPqzhKbP!#$$q8H$%^CAp-Lt}5ymh-aQZ+Q
zCCwid`20QrzfQv*+v(&zLk7+5eBtBFJbf+JaQv=!9276#rVPqq{3xgCT!re3^QE-k
zBaQ$bQ1@q?-pUcp#lp*$9GCl>W?BR>VN{*WNx{+_b=<AaQ7;4%5VkKSTCfx08=1tO
zH5u)2y?=CFOT+u8I_6BfkH<?GD4$0dnWBPZ+l}9@iN>9XYC`gp#Ey#(!93SYIkz~L
z>THF*JVIwG+gLn$2s~=<(4QDG!3ok-skCD<18rOao7{cfgZJsg?o%x;>tl~R@%Ohs
ztxx`CF>}(7a>`v~^3lA)uNqTm&rs~hiu7AroblD3i}jc=-p)ClR6|N43!@P4@L|T~
z8T@Js<Zk~+;aeG$s@XG!r5h6~sGg=Z)V&u#qud?HkT@euur3#VytYJhA3hG16?-5R
zM8B+WWqGv=Ilt0`02HQ+AEV!MwjK168C+N4=WKI{#fX?!9dIW0=DOs<mDdgo0Iq)?
zuAhS)cj4*s>Ej6Ww1eQDDhV`*-7X>Hq=ecISiohK4hXC<x9+B3^!i(|IOfj54<i`T
zpvy75Y=N-{2VX~mEGY1|p7)h`4-jZ>-d9ANyU$J4ag_?<^qVyWF;uDj5XG^=v_FQv
zmm$LeZ<S6g@i91Sdp*)Xhfk5C8ni>=m~S)&Mn2Q(FTpa}I_5jHCzCYEiPdCpaRu}S
zwUvAN!;L^aF~4gSLSQW=B&kfzwLh=>>7wZh7{l*f(c8g=2%at$cm3-sLavuQHB{bk
zZF<u?Myo3}4L(7KA&S}Y3|{hJ<y7LyrI`#`75AC51#enM9?9`%+>pL>V}f81aOtY5
zD%pQ>(rpzqAFCrgV;e`h_1~Q2`a3$E5$DI>87tg_k6j9)&ddI`9U?fk-joW&(B$m-
z@i@83z`Y*vNquddpv!kbt`wUZC@xlI=v~LlF>ai%h<i(h_2GMnu`;gCn1QiCM(;yP
z-_!ls$FL>2HNz4;Kwo7NjvkJ5uro{(2#4eELV<=L@fmk)POTU3POq{-FZ3Hh^n+eq
z@`T|5r_`9JQBHh9OSMQQKE$Jb8U~V2GM>jQ&~U{S$OhL`+UI51<#?%@_S3wySYH25
z9N4Yi{l(0CI`zG)ZZ?cg{L<aKQ6q8k@4q#P5BcMGw54iqH~LLJH;mQ0XGrdHd28B0
z?t)BjC$(;0lkfE^mtDeWZ>NOl{L0Or&(DZFZ7s2P4)<&o`s>Leveg3RBg4Qvpd{mW
z?ruPW&boET+@EqQ*H=`2dr>O>h+2Qpi4(v$VXX1LedhdXKDxT+?|MD#U~v6DDDvj?
zinSY@w*VsQ%e0!0a?E-cohkIk5$gqQ;~>A>^hNu4D%fhY+S_~#TBNrR*HCuzpIe&Y
z*8=-|a|NWAjjwU}@aOy?nuq4+y2tdS#**Lmx9Ime0*4!_nVAUwid*X{k!qhwWm}H`
zneHXWYl^%$Dp6^!sCLHvh)TyZIt;{aB4X+H=%j!IL4%--Mp?}}A_*zn%pGKE@+@7M
zr#R1^{3C)$KICI87DO*M{c|Q40DJC`y7mcd&kd>>2QD(ZSE=Z7*>6`F;QHvQOx|t~
zS_NVP(7mhsNjPd}$#&MA2@I)=nK3-8h#N>Y-D)AVWf`*s>{IRd+jX^;ynoTE#?r+6
z_9)c4`$=QRp+V?{V%#y5y{qHs=VyiNf&xQ{fnoGUcrLf|yo3&M0}T~-VG2LzVh%2B
zL^$aVO|t3vn&LuzU@Ph^*Y9vV#dt6heD121wF&A`vabue)b{ygDIa~Vu^_1?A3&QY
zcvXNwG9BU2CjA`Hrl7u(Y}9G?X;+J^3{7MSKJbbsHuGyMopy8|Al~$_W6-I`WP{Q#
zKHS1fD)0|oFYmtKoNXyHO5i0@AWp&akrea2spKLwZ@yoXIeNC&N1?9m8^6fs?l@8X
z5|)vLwSuO9o)-*4)%?I&?BO6=?rZp1IUpAzvvafS2?F8xeTweD5!VZjHG=Yeo}%S~
zI7Q7l;GUU8og;CvaiWng(Qw&f-bqDHXc%J|E1l5Kow<Jo&r5z>zv8xFG=D#t498q!
z%xh0Ym&gj5WyB?0zD^wR8+cf|{&Bql|BU4ABPxARW(l6!Y<ddn@UwE;e9<!$^&3+(
zuk3nw`@6l&RuZD*rbXMk?3MozJEcWhPohs_B#GKmKxz^!Nz?I;p$%edoEZ&+%jN|)
zSJ!^S*|{4OZNm)ocz^)%@h;4(g-N&wk4$+CUC=QgG+s6?wa#?ITvy`Ek)?T6o?zWX
zN!EL45ZtsJz{Q=ye{VCy^F>}c%#XgJzI~d~e2UEGLMW;@J7C=<(Rk86T+L>-iNKU{
zCv)PCn>4hc<bAMu1QQBHx?MlFW3el_teivS&$y^rdMah8<#2{8`@w7IiC<!7wP%O5
z@s_wr7J7VB`?KTUV4Gfu-&K;5>~K%cJd=VCc|6SF4qzGjA;!NF_Zd#cHLHN&;|C-g
zXCPs3%#y!6c-=!M$+3w6>7@r=8)J+x#_ltolC}1od9<xGE+BpPIT}pQB7jCW#&_ht
zpeEJ#B8}vmRne0sZaz4-lLBL39B>8D1}mRC7n6MI!vSmt`sK;#_oC05ACiSon&z%>
z@->EyWn$-^^-eSPnm_ImZN_6`u6P%BTkb^mnviE@2hg0du}0|MRX3^B^L`w(s5m~~
zVWt3Sl3za`e*7ig%rkW8W2&a@(1&fHIYJW(NSFIt3!n`d+U412?K_Ib;|b&ZhXU1)
z>yz^?g1vONIm9cKx@#{7z3JW`$_Cd+){b>yG<_X}JAcAoyE!NFmV<{gJcccJohOu>
z32w$5nZh1uE>5KBMLBaR$SeqesY>>#>y6fdcl?P4A;Ty#?J&9$&F=>Y4L)BB(8d>t
zvF>pwfBG*<^7g^*913Y3Ovbj#NDr}dzh?1%fSv4-rMvH!s7GkODUCi<yvm%e=SeIN
z$T+#s$6j<?YQDnRXaS!_74X!ILGmfY%c*-EhLVlo0_j6}NMolYgW-V!thSrM!7UHk
z*h2|mcOM|#wvtT!(IIk!tL;t@^krZ!-OX%`bJEm1fU>Q=s>ZW4I6hjdb|<da9=yBj
zT8WHhyxe#TF;563)qSg*9X2d-Mc_kjMOSE|aF5;;il&nHkv44XdcZ?W+TSCSPOp0K
zxxy+~bQ3{-e|o$7is;ut9Xh9vg*`04C4@sZgqM2!1@U?J);|u$&iVDsdUzN_texzb
z#v*ccAB}VT*aIxk*ZaoYE#m>Xm<wxZR?gkkP~EYstRbuW^Qq)EfhY1JtY_4J*6x8H
zZi${8gq!eYeZ%(ThINpi&tDWgkyAAM{;J8amMz8@#4taaKk|^LsIA^E1(Qm#c&&tQ
zcHt_)41lpWAMuQAtCimYX$^z*swKzs?_N2rxR7f<?hu(9t4ew{0|=<McLR^kQ8(}G
zgE@mK18spT0>_tJByHh{2|@9Qy>vrx;=_m8msz_e#Fe-7<|D8~E3WVRV%;>H1E8oT
z9UR>=2=97-E_T<MO5F^^Xl5_XDSvMPSX1dxE-4+`tqygTC{A3m(%!k__wIo}CDF|-
zhT6cM0`zZzG9_K&jjWTU6cl4b&+ds3)#w7M5K%@ykLm6jnU52B<ga)8oa9dt9tcbL
ztx}&A!3Ys^GS0{9T-6aTX|J2N+vboFR^`mdWL;R_8%qS;?So$%Fj0=QH;S;$&)v}*
zRowso)p2;8!NrD<0%5*Q+{(o$Dp_VvHWLpw6zC!@3T%2DSg}W4FKl>pUX}Iaxck?I
zS2Gc|JrAE1#{K4Hx+{colym*v86n<3#qSl0o=#7-xP9|=!R@_uGh#PH+^;+ZUS_;W
zn<{tleBY5H;t}8XN$Z$T8Ds&QZ*lG*F)+r$E+Tr3pmgf1sKghBuNTTZ@qr3g3%B)K
z92mXrce{IR3iZ<)8Rz%mexI=#AD{bofR&}$X&l3PEic_TGVACOsu3=IllV-dP#*??
zJTI&H!*p~OF0%g>@U&G5bIl%YqgE_sp_bmv&?ocG<99qFlX0rGXcL+!d0L&<_-Or%
zOd<~vqHhN7ALs1z5TpF3%p=G*(8NL5dEzcQlPrKvKleLl?im=9h5<s0uzlqXaZ@*s
zP^IS~y%~01_&Vo&0G@&pe%oR64xsH!hp?q&<<m_%cyd+1If`c+Ke}BfK%r#eEH+IJ
z<sm_m%rt1{w^Dm4qrCHb_I-MO>8^GrFoRX|B4;o;cr6&441IMThk9s&z6&n=3s<3;
z!@cMlT|Rb+Ve2eZ5Ro_&dfy`1jq%gbcctEn^zLlGAS6Vk3vErlSu&`I$Ss%DA1P`{
za=P4#TkuvtReD3>`2{(Mrfkv$^mQ<5G5r!bLofkNUy0k9$^`BUaDnRl^`a9o{u-23
z5HFRho=S9}h{54LgK@4h$GC$=6}XR=oR6#PY&}VRm^aV4)N=(m>&Hc4BFI>q5r^j!
zW+n=j9#DvhFJvwHlXWCV0{bDU_>eC+uk$0yjHyL$q}tRT{Bk|yL4-6w_k3amCGQSI
z{&1|DeOEx$AQ6pnf1UCAV(gy48F(6CddK`*LmI~*0Wdt20*2G!d&hwhechQpvPa5(
z7+lq1S?}ejpsC#Z4##I9T){XG4n(@nw?lf2g%9dVm}%_;=sw@4K6zzw)=N-?>r-4q
z!1TuY#qK@HxbnQ2da=xZCSQKroc<az`JQoSaAyuiviztY?V%IH?rSm6^;bD&>-=hW
z#2eD(Zhhm<Cfh(0ZpfR0XtH?Tz+ZUbTeAk8W+zJ3rRV465whaHoB@c^`h1ceUt?Qb
z<d91nBo#NOVVTY03$J9S<`72<N@)u+lRScxZNG@-B4)<2T;7?k?Qy(ymz>@Q){W$V
zUFqb0=65~^A^qva{F-UDML7Y}mhhmxnIuyi-}~;q?L9;&$!ocPnc=-SzlMUmGtK)c
z^iK4<?feVmgUGCMQXXqhxRtFrq3I?=@o5H-I;c%P&s&C+`Q7Qs&%2-ky9-2Uz*9n;
zUL+=+no${@EhNmq)k+Y)S`t7*XKpLbsO(t8w)YfXeT%o%Mi)q5Os-u~A|)MO?e#YY
z4hpgBK|KnyB|?mb9!dC26G6rv5-8ORN$wu5aJH@5E18c+AS?j&o?=!Rz?7D}Yb~Gn
zpk?t{r^T#dcDzc%??YR6`i;|8dwWzDrQni7aeYxh|B;?81rWtGO`r5Bhl8er0?r0X
zo}-o{d&UcW*JFehpWI!3yF~Qw9AD16UnvgsisEV*@pk_{bGL;o*70c^d)oSCGhyuP
zcW=enibb99^dgQg&>&QPRBx*JrAv0DY-0O0ys%a{RLW~hT`s+0IzCl3fFS;IaJXxq
zYrt$!xNQc+%fAFXdo;OtN|rEwJaNm|#?$lJqi6d>qCV=f7Ze6_e4lPmJ+eQU9ld?i
zywZ2MD!#^%=U_bbJCc*y8_g5@Lp=k0JkZ3NdWX9r1ULROP)8fj&1ni~FFWphD^+pY
zFG5^~^lB2Pv(z{__jr7JNImMPt^7T%e|bkUt}WE~QLZ3F{Jc)X#;tLXS+QsyRAP}p
zdZ%pQnwWDejb%;TzfgAlt)mgrXqFPc?4U6_BF{n0Gg*fD)Y)Z{qtjB2-RbD0%4x~g
zS3!C4k7jQDsvcie(e&(9$dT@5E(w<_-AGO8p^v-+=#kayCYh43$Dhh&U9R+#0uCq%
z)5d*+M^3j*#%AnoqV}e~0ebwTS1X`~^igz+@3Hq@NSlD|LEI(ANkCn)s5kB<E^{a<
z(ItjYdS#zx{z?^uwDNvLieObqy*grJ{~YpP^m=q%jdb<?W{cQAyt&)Wc*?G39|D>N
zuM<>zPZ7xlLwl4A?`QZ60{W9`GRPfo6ZP8P8OCx{^bc`$jeUn0t!AvP?){G22j-_i
z!8AE2i}gVDDODb>UHiN7R=a?-rUjuqpSF}cm}N|2$p&G}!JASHM%}`^3)ho<jZWTj
zws{P@FJXL=aqUd7oCb#Q!1lqOSn?l+c2IMnmh=(CChK(!7YFZnm%u^!qDwWJOx%fd
zrjeV%-{6nOgiLs`E9WfmB7oA*ZtCd??7>s4Z~N;<&Z-}(OAkJMbE*?}xvV7yE~<Bu
zTGZt8K2Aq)FH;X0(9n<8*AXttL5(wUaxX2Irqo)q#BTq9=cNS`W&h;ghn!piwS;9p
zT=huE!-o)K29@}tl)~TH!W#3t?{e~qg{D(qjLSm+xXJ-DgFnls{rjQ78gB;~wdc49
zFL@X|t2-Z?&tsE6<zgR&^|a?-Rn4)3Q8>C1>|87Q?n+p6o^UOK0>LF01^>ugHqYCl
zzu5{m@zy_Z!4lS3Oj0J)$^{A-PTRkeL~PCTV_WT}kQVhkF$Z;eJTw}U8c3ZHe-488
za!*oyyAtkFlF~=Lb{9GI2UeTH`yHcP|Kfve>e<zvvAD2~c9kRF(P^^P>?z4d$@oGG
z*K9vw1w{)Sdz8E44HE9Y8^UzLM8QeEC3o^D!@EPr9gV2HcoAl9tHYg3^>sT{^m^NL
znj63paf`JXZLpt9q&fO3Ba_eOoMaL{3X@SETug!=^yPMFXW5jAw-J^ua&Nts$ogI2
zY+X)|M?c-K?_t+t3GJ2_lep2hQ;0tCcJ{xYJ+7`s)Y{MEH}$QX=~6HEs8rccQl^8s
zYytXOKH~`;4H$p|2z_gzt{euLI$S2K=?sBll>G%n%;aj9#bAooMO>{8zF^uUA+Wk2
zakfHWT5^Ryv#<`#VGUBab8^bh{4*H6F5fDelKG$8X3Ou1x;qnK^><takdqcTljNn9
z(8I`B%@g)502|IM@tR?=Ur=2{{{H&2qe7;x?cU6$2kI~*w|DU0f`uJBxK1dkD+Gq@
zMGc4WkKEteQIxFDnv@c#SmfLDF<-x4lB@8vo5_g@q#F`}=G$p6d&?fDa6W;pKKWUC
ze|+0L%@VpwoHLEv^JqdGpPqDQqF?oRHrV3agOB=bp-9SZz%kz4*o<_a5169QrtU#y
z4F2JTPoZa<+@KEnG!wZ%rhl(o^iq8X`cpG7lIB^kZkoC`ey3kPrAIDn(}Zx3=q8>+
zbU(TF%lBu+?DsG2+R_rN-#)JV%%Oo6UKq62drcv!2rG~}{l|6(d@oovT}@Z-hcA?n
z=l~pIBQ}`ZDe+V$TBANAijh4?O~#92><u&K<fGoeD8PF8tclQXF>tAsVY=5i;`?T~
z`CW1_JJIN((X&`E$F~fIXu+H(dCEjY*p;VyzcdN|7v1TI0o;R!m+d{85J{aO%bDkG
z?eHwSOI<A}oAPx<V(v^ZrQgr%vs&(~!he!b`&=52jLzow{m$ODJ=-n#D30+}5i};j
zWqd)*sW8D1TGPGmc;j<3bKURqx^PScOr_uYO)|4mJxOiL=Ne21e7>P+nWtwc3%h_2
zfxT{=WB7D9HxiEaZ(^eu2smROLJG()FlsNoEIdee4g~LX(<9?FCQ)GJX3S@I|Gigs
z`r5Af(wlX8#)Se?^MGX6r@A$JV2tsw@Z={n7;`k%p9316Q%8DJt-iU9c_Sf>X;^hj
zpNnVmZ=UfloxkB#HMmaAdO8AGzQ23!s`<P_nKNI}9h&XV$sh{w%8?(x-+d|{SPC4A
z+>cnQ8B^xx{f2aZi*~j__N_Ab;g#fcobv{-n12*Da-HaD{>QMs1b@;f?<k&r?~A``
zkX$bZ71l4~anG|i_dKWJwI(jAub3NQJb#vk{m%2ytW$=^4(|8|H`r!wnMU4*w(0cc
z{41``nP8B?@3uxqtqLJn2L>S7B|fsZ5~yiEOpZc;rTp*X>?LLD%%b~go4rEX`KtR9
zarqG7cxch;hcUt^iY(}o*%gZZSZA75o!LzG<H2J_f}cr+OrG2Ki2MJ)SDWHH6cON}
z(&~$S2HoPqre=X4H^AaDMz}K&(?JiFqv-Gl)9ZNq7<{&g6Z-R_OqlwfL$uJ<UX6e5
zqv{Ee2Qeg>q>JKjbE4gPmC!$oK}rLd5gXRmP61)=G#(X}{SBslzZv_henhe2w`mAM
zKOSZ%h&*GTz_t9%%{fK$E~qhEM38f^K<f*dySw_g6UP}hIygJ<Y7(=EhyEduREMi&
z?%b7t+0)};fJbp4=bK<tkF3Ev<^;Ml?Hu-p1-E2+V9=1|bo(M+{A^t$Zs}grBDlE^
zm`DHiBk|fImUO){>l)Q=^U-e9?enuu#!x<2HCqXli^bh?=3ic)xux{zKN1mIhrysw
zHhA})*&w?}*c+p3+2VTHC@kgc<PsqI$)YLK;*aJhrMlyj8&DxYyX7#w*$D&NB<|Yb
z*Rv{n5G~tPkBrfcDGn=CeLY+q%tV@%*k?*(RMFv8_r1JQ`<-j|hwXePg_Gr?Dx(pE
zXYQ1DvBJ5a2ir|l<l>8R(xrCTi5qZ|Erj+3;nfAmP6nbBctD@yBc`LdbQ!aaf9JA5
zyUe97{cn){f&1p0mtR2NFP`LmJ(-`3biRcHN%tA};i|wcc^oxb=VURH*tfYU!!ZSu
ze>^{^ikzPpfGX~?4SwO7b&=esucS?%{k8wJ_4afR3%R@ptP;KRjFVk-1GE>xOpE=Y
zviHQM1E2xsBTKn#*7$l9P6difX;=-o|MlKxgn`^5D64DXv^$ll@X!vyYL?}QT;*LP
z4Q1>P>j?PNj?@i*Zf=Pw&sThYAHzdE1lmBM@>D>8m7b>yT=oR!OmI)-P2%q;@{zxr
z{wB4tMjY?o%W}S*4mC%_Q=R}dym*;RQ|oj4J3MKxbxxXnbkjzPc>A`tb0YEaIfASs
zp3~S`Pqy?zlgfMUG}X*Glw-dUjdmF3WfL$q75A`i&#%Aiglo<$UqzXrB~rh;?KB5x
zNI4ax)`;WAQvgfK>P)8Le5IzMKTPYS3D{mt8^+{csTdKQIs@q-UKrt*G%111xL$bv
z=XK?Cr~@?~p6EKo_iv*H@Qq*bU42}^{|&*ifO8oqbvLQ!J%*uJ2BM7@Qi}HrnD%yj
zq8|<JY#dT||9~o;9`&GxrR0;mb;G%M>g5NQ_$Frx1@h3VLYOFuCMCIecRD$jFD%E3
z{Bph?L?P}EO8q{{?o1w-{R7{QW_N2C-^H198zd|Xe{k?N^kW}@tZTeZql5ru|F&Y;
zyWh#>dtP#gISUxIVIIE?oq>2&Te=TM+uO1dJsuo%z<^qQjWe3z@5hn*yGr$pspU96
zv;Oj-=2zq-EIEh>-$@G<2??GSXU_PbZVRZnz8#fEcw&vK7HB8s=N?OSsHABi>#~R&
zI-e6ANn=tbC2){2-986YSHyCrL+!*u#`RtoqvBU7XM(+a%rG=^tHT&qbF8(juL|Ca
zN#AFWhN&($ZOjx8WBTCjso`o|O5Nl9&h}abP*EKXwN%8JQ#G~AL{(nE2#qMu?hrHT
z6IZ0jJO8RKsDmTLutsg-F`v!v25Z3?Gj9#IEpcO^<2=W{Lccn&=%^I&jvtymj&ZEn
z@^>#<H8dQ29S`4xMqq-+vf{CCsv)=<Rf%J(Em6yDq_rz4qGemC^jT8pR8dF@<R{Yy
zhj432a&&q|2u|;8XI`2DU1(QpUkK<8SXahjZq<yUi?4k{Xf?>PoHHf*<L80_gCg^T
zA&<)IlAYJDPPT>P5ZSIQl<out@`l{IG+wDO;?T?a(9uO>2f(bwedp-l$O|98$2{RO
zN5!T86qg7=(y#Z9UJV{C`;O*2@^|<k^il&B3fEeG%tY_35;1WM?ZSSx4jS=Ho#EwW
zN2|^eZT-TBwYHCU5N{)siog;Rrk4DT(NaAb={nnwSkg&`K>gtOQa**H+_?i=;VB<>
zT-hdkjXtr?vXjfQ-+lWzy>pM&*2p_?LVc2cJ4KjRh}lvbhr}++4dfoxz<xhgYpaH+
z9ON@Sn8B<qyK+32(V5tMLmj+YuqgQ}BAbmBEBrphbc4+NwdrFox-WOrLj+Q9b!m(K
zYvs58Xgt6}iWbBB_Qz<MgCkSjC^1-2JbizLqZaas<R2?aFvV6Cmz#MFw26uHi*xM(
zV0GIJ-n6TyVGWgy7gDK!b`zC!L=LH|PVot{t;NMDLx$`7-HgR@O>1K|VTw$TO9bm~
zSMbPW(<L^nKj%J(@$~}a!TNQL`9ZZxa9-amLHVyK0tD9|Fh=?UA#2ntVesSZyZey?
z?9M|&uukmAU2~THGM8%8shJc$n?Q62g@O`Y7Z>kCc<bgl?5BK_w*^Z}SE-_~+zvpB
zL06pauwqstBtB|2=A%&ja|kj{ykiCJGb5%svYli;DV!=U9M4VHXJKdWXZyrCI^%XC
zb1wqo`?2r2hycw_pc?r>JYxyZ<Yy2i?6Tl=R(-wftC>5xd<aBXYe00jj^R?%QS^Rw
zjQueP>9u3{T>pFJ=qi1*#tRkvTLeql%MX3OVyKhLON*#!_Jy{`W_o<`wA=B3C$(QD
zXS%iCct`zx-|l56Rj)pVA?axdo%Xp^buA<C&mY)q_MdnvT>+t)J^<t0wm7;Dzr?-c
z3!$lB9LD1Kg^_yVJ3<eI)m?Sy-ALg#+__5?0rBMMD|ozILF-KrdvuQKQ93=E_4Q@D
zz%~tb28j5<1=!Gw!@<Dgg5#c9+{X;^cMSu^VL0Q&dmw1StRi$+bI~lkMCNOSf!gkl
zY9gJc_v<Hb;Z{HPIianmvX55Knq6T&{V-ExbgMa*ook0sj@)={bM39pHUX4=`5TuM
zK=_zw&4tJ)@pO~Dm?-z{FKuk4s}i2?X7%kscPQHnVToR-KVolpy)uw`kC*g7rd6LV
zbV5Gwq}m9>$HU%nOUwtG3rCh}wJ`+wcyE(O$bq8^L6p@*&^5aKiixY(wjXi~@k=5}
zw5JjCG3L1FD&pZIZqjW~l5(xT*KWteBL8S5cla74q6n4V@Gt1pA5-*RKJ>VYwv+w+
z4Csq$^<7Oc#;Z&ov*VeQR1k_A2|aSYx51_8aIc1G_&lVO$vo93Jy#y^!76S*IQ-*p
zhKJD)!Eteo1iX6L5;PO0dnLh7dFpFVUyiu6`8Q`sb19dqO@{H&x&mQDKw=<s$dXfF
z*t)XJ2A~94KLxPMlC;~x2<>@oJ*krS=fu~{YPHcauS8_a3HYDH@q8D9-NXhFHRr?k
z@X56`vliGvPT~2!(2og|_SfX$-FIQa4*=8l$5Zs|&68nuKDn>EgPTUVV`jIpv~8hv
zVxMH=zD5?K1JJQ%#QN-Mom0swJHHq;_3SUZ8|&sQ$8s0y-^mXkyK0Nh?qtZ|<g*pZ
zworBGHWP4syH@)ymB0cO0C~8e>))_Hjc*Da^YA<nmih*qBQWA}_-<LCl64e4t?$-&
z*neFY;Rhag<7@o4MTlvJjMy&5);*GYS|;{Tt~uU=Sk;Yt`yXrcX&y~=c>j=haAZve
zUZ{#rR`!158s;BthbG@DqkfFj|2wacyy3vjl2j_>oA7B1cY3EFS*F*FaQFdeR7H~R
z4W1d#^W*g!*Q{%{(`DOYJ@SBe@W2-xhJ($^#e*_BjE+5f|G;7n_vUX#^!3DD++Rki
zNBt?P;p5i6ZnfwA#do4_=W-gAefu#znAF-IpHnVNG?aThZE?3Kk_!^-gXs2g`fp~b
zN#>gm*;v%Obi|9#kzrL>Cokbg2X1ib<KtgSU$yOias}^w229cw))|lnq?^fyTa1nY
z{l>u1J3bhmM!H`Cu5kFLRNw^bD#5R$GCXwP)~VD#u23(ullQrvX5<CgL_}Vgm{ro8
z8rQ)8Z#-#)hU8t8qbVOjO0%en?y~>1-tdbwYwEIL+RxV3=r7IZDSHAfu&~O`fk*cd
zlP3I`$jF<8AANl1Y7MA1lw?&G{9nHD)FFekXHE|fHxO)y+&GLqsguOvrphl))~(aW
zIG+eI-|EvhC^-YmDh}IBR0;3LI-;HR%@8vnk)nl%ysM;Hf+OvALIs+L?^5*HKNlKY
z>6i@DS%2=L{Wn?H)AQ~hr*HJvbyV}0?07glAUKF{pXhwyfcq^a5}mjLAb9koVnKJe
z{TF4%dwo1tw=HuBs%38ZZP=fK)r&XW|Nj&0jvgRXRWw_D{~@}F!bcw5`&1tK4+)tn
zj^!<%sLEQb0>}%mv999@hpnrd`d_l@D_l=pd}uiEyzwH&P0Z2IYTkn9Gd!hI0=Hdy
z8Ul~BJJtHk?E$71DR?D%h<FZNfJ*Z^6h60U>qC&T<*lF*MeVNbp??=ud)K@B@sLPg
zXBQ;Myhvw)+BflI_qpPf$8PU!6(~#>=hGAHmlM!xi|C&_`K6r>=UDTvIz}%9hc^>_
zNCNi;qc1jVpHMX3Nj41^*KI1Xc*?bM7<%*ewGEbTlc=fb0gSFvzVl$N)VJ-r$Kbyc
zxTjN7$U#^nP_l+~A1;-mKH7WOe9!h=0QjR(hy~t!e5{^_uzM^KRh9Sq!S5>>K%?)q
zZev@J2?Ze|O@*t5UO&4sVlG&Q+Kzbp9-E`=unAr3!$WS1_RCSP&~#lO-K5{q?v=50
z6@BxNyz}GYRqY?4?eu&L^j5G#8RX`CZg&^adOu6NUq310Ce!n40n^lu#xp8Dhf)<V
zBtmN&o@|JPqt=MttKp)+P+{rJ2=(YZ!EYF^!tj0<y-<xJB0dAm#Xp>c``7tvey`8<
zuASAJZWH9=u(@!tjTCeFAqg4&(t^4x{VcXt|20ghpZ2fJUWYzAb4uTMk4vx+UYT~%
zuM0FNO;+<TgvhYB9Dy}Lp9AXA?Z6OSihG>_2UbmTJoS`%aY!F%xZ-2z$+%15rWbND
zz6>V`jJa*$oqcoLFhtyrzi{(2#pE8+Bfc!sCf^h}s2(e%b|Y&$0=poBY1|6{Ekt6-
zOVpz8SKtRO%=bM%58G?!yIys0qczAwlQWLTR1H2dQ6ty{XXvful1gy@=#cs4?Uw1u
zW?7hAo@WN$Q8t)<?0aWaV5opujdU=cRv{RI;@jVkx>wNF3w{pyu&JC@+Xs7JJ}iKE
z(_nQc{#!!1mwu6&gjzCf&bZKIx3=ycFw*n{7{V=*^GSMO$8RNKHT-aimYvHdmCru=
zj>k?uKk08u5u*my%W!+}qY~>xKiziw-h0Qyf<w<Pb-w8BmA2D4#S`kD=bmX!#R9B!
zqdMJ0O*5W4Si8S<@%A{Q8qsQ&upHgh(9J>DUb|{Lp~iW#SCLstcqOP~zU{Kxt5zo?
z<Cn3nxRzW<lOIXEALvvBGI9&Vmt>TUMPW&o^1q4sUcbl=nQ1erSN3hgL60jwVeKu9
z54oLCy7k%+3PR`lYsJv*dwcx0$E%lF{m^~ZN)64U@7@x4W)O^~a;#xQyJ?5gUe~iW
z0Y^jec#IjT!fBJakN%E<`<U%w`<o@8NyHW$I7Qthm-{mC?vVC6ymCN)bNlWf-C2aM
z3Ii6{K0{XLnM-W|?A28(;N5i&nJS#(yYM@pN_TmE9Vsw}KX8U}JuLD=B_(QaLbMr&
z-NL(8B6^S4cP_a|CR0~%C#^wAinoNLkD<u3UeVRLyP}>6%x&YvsKO-eg&J89-<6Q_
zFdEf(1+n{bn{U?*e;>h;MiKA}FTZEj1r+aAs;U}>xY8hZ3%FQ2$MHKR{zS>Ls){lt
zmHcj+awCZ1N{&S2aV}yMC{WZ*qMQPdRYAr|rJJq4pM)^W`m|SGf*8{*9<J)`7$gC@
z<E>R&c#g3NTcEnAAXNMnh^yr*Zc=jPZI+a#x$U|oY7QNiajeHlXYu2Ut8ziiLHj0y
z-+)ITTQ@-K#<lY7L0XWe<!SeM%ph6Wx+OnU<~6g9@IZWjgq|jRV2G8dC-vj%9<FbT
z>4oHZ*xz@S5ABxrv<Dv<tb7XqW3v<@3$?ekP4$#q)x$Te^swPjUF~qRKh0P9ozZ0l
zCc|44FWmK`(ZsJ42&6I&>*aJW=Tb&hf)nINJp|99v9R<|I){7}XS6g+NI*13Dg|e>
z{N`ElQuiqKGBlV|QH<wTX?+;&^gSLds<4e4&`cCHM^I-f>8Uv>%Xxo(iGuKnUjQvS
z1DC+}coU6%{>{ooE`4>cpWDMMeQNG8kX1mS7ZJK9)g^cc;&zaT%edP^K3bBL8C?#n
zZM^#Re4gUZ`g5CJXEF}gtNvm@IBFcVf}Uq~Kz~Aj#6b7&r-K0L{7tR;{nsWx<1u4e
z-G21gfKHcut&pI;Oh<_THfN}|5z`j_7v};RS=fZsOTxkkL#_%YV9Ev8;q!zh-q$H<
zX$o9Exh=)zI`BxNBFA*)3rdPHlk|%}u1C7(f`f3IcN`NZ2jh2pBjBJjp=<r*BB&RB
zXB@AdYp~HCI@GIwnqO+O`2_S0M|nAPC#k)7?J=V74t8A^?mT1P^YjmBWsh+F#<-q1
z5JsH7q44u|s-va*a3B3x@C=sbSE(XvAWsSom)Ov|%jV=SD~opzahz*>NySCC1$d`M
znYo<OrFrksX43oF^7?qd5a8>7`9as!K7B?ill_SBgMOWyEI#`=uX!h4pKpQrJhq$l
za!MHqFmXEzBP<CWCy6+|hkB^CAKAQIAsmu5_Td2~$YMR53fkA*U>wi4+g*91zM)R{
zEmR(-i9D9udTneNc>L-rmB+c-@ccF)SBDGc>}S1N+aG{G$&vLz1=$7r93#Ndb&iHh
z3Z_6`$}bc<+S-j-tUiy-WapT0HysDWJKm6vdarw*Zxk)@zVPgDG&i+3g($&?C#B=^
zD<M7OiI0eT-R0x(Kl2cZLinl=#A3G*d6fs)fYdK@YK_k$QZ(8zqDw}IIFhe&aL*_2
zHH^7>TOoq(yRW{;_I1VFxq*lW$?$o~F6^`>-Hv)pHZF{>8C0B;TbCB~v=0+!4BY7o
zAN%9XD{Nw{sLHKD!x^>fU)QzZV9MKy9*Tr75YOHruXKu|pR~+Bi(B&CiMJ>Bec(TJ
z?7P?n_=e^Cn}pkR3k@>XsLk}u6R|_TZUiq^SYaF>P7ba0{#$yk^>}FCRC;4Sm+<>Y
z=cnq7hmhfDttCBA1R^0HBP->T?}Y*B$&-mL$ym~d**hYq&-d2lS&B|bm6F+3NagG3
zw&50i;YTwi#(IA>!Hxp??)BfJdcC=$-x#<DYh^z^mO-Ovk4=#(4G!b^uy!0JWciLH
zWx!r6%_S#L?~0#CV!A}_7Y%u`UB*`Iw^1)$ntDvIhT`p#&HxhJ*QHY91C|UeZ;!9b
zg3C9yQ2pWIk7cHEhYOmN={ru?U3NB{KlBW9-(Sn(cdwJ9(6qE^V#%)E3nKsIt2goc
z_vJQMwGm#BiAW#&g46Ut>qW#^@XhC91xOW$9OyH?|AjIa(b?5oT|cntjrf-Cc<aS=
z*JzXbeSCn2CfAiE^8_tT|C5@?NdH!C5cY$<e5TII4v2;$CXmuYcwu0c{@k5=+n$<0
z_^O?o-S~%`hlffu)R%wiX*9Sm<7T@Goau}U8QK2D*Agr`-ybk_)6dByMIvra5Z!M>
zt-OC-FT!Op=*8$-d;hczW&44mg5adXnLH1%Yw0bMrq&}k?K>ZjfupJ)<onzD8Rhz8
zN`h6W`X?`!levEM=^+HsE-<p%zGyop%q-qj-rL=KIH<b`U#k?#Ry?LPpOuwe>6f0h
zsu+&pJQ&upd8mb!U4^}|XU_Nem|z7Ocwi8eFSP^BvJ+z>{R!tEO8s>^VSH3Q#-^E!
z6+RR+%HdG|kkq;`0sWO4eZTSSN%nA@QaWka-I(?ebBAAm^Qq-5OS1&oennG<8<&eX
znxCUDour+l?xksqeKfh>U$yYJ%zl`VE2VGyJfWdaH_qkFpUeB6Lf;3v*<VDnwizr<
z+?(lNX3(}1OhfIw6Qb8X3FJq4H1X*=aNPNX`0M=8x3MsXqC3SVAoFY_b~{MO_oYq$
zm!k7pR#n@&@Do`@5P?e+2}+(yx}iXl1PLPPDgSUD=(KgQckQZuv(}snWAxtI_bGM;
z9^Ch{@aHK1m;jp5YLiS}cb~Vf`@GHeoprvbmBvmOJ2C>4V@W=KIoo{o=LJ=$W5pUQ
zQQdI2Q+`TY8r9(pn7thA?%5kr{dL$&4HLqmQ+aB~s?HWoa4p#!qOOwK+w%#`tp{`E
z{O2C62-wZ_VgDC)zEs5Ni2SfIN@&611f-NN_|P~V?eWOisW(nl1pxS9C{g)iX5W=s
zg`D(DKXLtLSOjrj+Y@}07TjJrxnN^)5rzwMeVPp*bb6}}XOe%skAeJicfq^_FH;G)
zFNwTDCZN0D&9ipj09Re!%2Ko=@tQV?<q65!cLxDf?{chEft|rxQo}9?Be2oT;ZR`s
z)RrIoHdpyFPWb+TiW?gY?*IRD6X1u3c~l4Ka<s<R9%5cZG<6ZbZ!7XinGwLZZq=|O
zu50NV_3wJj`kz!Yhn8gYI0N}I=)&JDE=^n`XE<4N^kwf)&tX-T`n6&5W#aeiU~oYF
zn3=Z+otlRC>55wV<&wH*N#<jngkw5nPVMIzomtW0!&G_Vm<T+4{o~KM^b#QQ(UuoF
zvZ5+VWwW1}2SmpYN&(mHPICEQ$Q|n<i)-BjzlfZWWx1{W%#nBan@EF8#fe1aR{Pr3
zxvFPn!%d{Fxo1E8?mfwWC%Io=#vgw``Xv?ub7a4=nM_@#A|~@hlLr6%*#p-P-$w$K
z`yn8h>PtO`+ANN+T*5^QOFY8do>g+$Lg?owx^@HGcm*yn#BvYvdm*1s++Z^}=^!<r
zf3{DX%5HP$E2;uvut1$=#$et_B}H^|Q(#2QY`yEvzaNh7>N@%?CXd%}C3gNPJ(G5e
zUUo23`1^3VQ?l>e1<vQ>+`pHedg{UadZZCSvjeIuXYyLcRW;=D_k-%1O&nV+7Gs>1
z+Hc|jM}G3rA^S|_^_{Mob&pTg=?kWIB)$J&RJuOyl$L<MeRz++v7y_$)Xz79%>?!u
z&j^gIfZ&L3t~B1Ol40c|TsG(ze1p$Fh2AW<MtG)8Za+$037nR`jb~q97;ya^S|PZ|
zpX+D8*m|A0YdZaa&y{|UbvV^Qm8V93DPE`dV+pS7oni03?CVdXc$-rB`3k=mkruSs
zPXm#dL)?5mC`OGJp$Q(^E8WAe!i_=x4ELAXF{S4&S+kcVs4tH+E?=hbYzFRJbRBgp
zKE?ED{*us8KiN$y(^&I|+F&RwRaBqiyKAh_v+NSi#-TVCV(?)75c5n=?{&EKbQL+W
z%bf3%tM)=XFO8z7B2oBrNVf4m3BV`pNDGm8oFVEkdjtu0!{5sf?L*g9zxQ;IHV#{Y
z!Lq6%a%GjBzn{y;&n?6wKfA!~erB4(D|kY<cOxZlmk<(Xh`DD^P)1$-N$)c;Cfm_=
ze(GDD-3$;WM46=|Kj{eT-G9Dvx9Fa=3UWHy{=+=v!c92>?bqD(>X%ASk_G5IFHe%3
z&;qcf;(f;~!Xuw<E}-c8E?^}Js@TNR&H-zfw4|*p9T^_JVY)U$EKR-og&6Pwo8rP_
z$BJ3s7WjK`bj!l;-b0w3E{*uOJ*Gg0Cwsd3w9;$N*@(^yf0xc;^`|;NO4fAnSU5)3
z#J7hB-+^0UU{kx&7Ntq9R+QsRZfk&49yH?h(vM(m<e+4{{4ApFxu0A!hg_%#mEegD
z$0Q-c+-Em)#coM6#O0<_eyf$gqC8C$fT4fmF|yw?Tn5GWC^aU&PrQ8kb3xSq`LTQF
z#Crtv-8!xN`<8ao3ZT)UU~_W8CtYNwBnN{Pq|e5+;3oU42r3pIvA&V#Sa>Vqph(ts
zezi#B!<}$La;167E){=|xYd7eHL2v4-Vacxu;|T|ds<r8<WUPCNZya^NwSXRBPEuw
z8ylu+U029u`-s2Vk-m@+EqBBlDU(HI&fGX2dD*$drc3qpce(46egr*yK2o-Y%iUX1
z79mAHQETPz6U`RuaVzMui5sq>&pk%CsfLH>O?%`z72_7!A1;=00=%p+4m%+~V=&FM
zbNl*~e5^n(uKy<Iw<e-jqb9c8aH5t!<Z2c(Q5=$!Goqc46E<;T?mRgh6@o}V-jJ9`
zAb)Sb%@)OBZo8a%Sw&myd1{sQUtAixaU!`!jO|g|R`OAe0Z$x$-G=N#|L4Zbpqw3>
zxlDvJ$k4L|G=26uXl@!AuN`P&AA1WR)Z<Lw3m&A3xU~K9iq(K{{flA|k*&hIf~-Fu
z4Ta!2w-v9ay@uQo;aS~iryQMl1ZSha3%GgXpb95b!@e3FS4Fu?eeq(@-@3V;7&iy$
z9o9$FKJ$OQn^DZ9k`+A94gfSYiDmV6ug=@ipSa|+{KbU!l#Xxua6svr1`LXfUZ9dV
zP;+w=abBeG5^yNcUk;U>m5!+^>JdNtuh^xBKU+P?Ej|I>pP_wQ;bY2*dt=1gl@P9V
zVG&$(mtINW>p%xh(f0dbT5&y9e$~9hV2YbDeY`$!(EtF-Kedek*G3|#sC)p>$}aVV
zbO7j>!vi23zjsg`S-=D8;dJ!*$oP7X8=Bb|*f~GIRS`dahM2(BMcq`Hf6YEPpoUf)
z@u%l^!Hfq8@Ew1-HBc~ew_lxlKe)5W{y_FPmNjv$aboXxG%hs@)=m>%rR4JVH%U0o
zN3bXHHFqz`a|4^CqLOabo%)#k+{coX#vv1q_;A!;G@p<zwZhdYhIEURU~=fQ8l04_
zb6i=ljQ&BNhp~c2aO<h2JRNg&D8B$NFf_tL_wpF)3U_p^d{B><9MqYVLs`x-xhoO~
zcZ`$CbI<(pfO#BdVG=bo^E>lT+1{uVM>s1`RbeLR?TpOZHkg8{o-h}EGF0^050IjY
z@0hHRgxbThf2uc~&)6FUt)&kv07Hk@&A@0QCi%a&Iz9~U_ECT_gBs~5xzFT!Y>9wJ
zS!-0HKfLvP?a{53%)V{Uej$#V(8?!btSI??<_O&^^SU<4s+n>$_1BNzgDP<nX+t?#
zPjKxA-i|MWBBuQh`5D@flRLDvh4@^Od&gpn3`R0HVrs*#ujRD`E=Nq6S)AWru}wPh
z@*;)GBCH$6edgnUDpiB*XU8uhy2%{tZaTQ<y7Or>L~&UO%A5!HQ*1QLRfW6GG3?+M
zQEE8J6K%X@xpv`|0GhoUmn2L<v=S@MXEKZ4HSFR~RzC{X3>|EIaQp3ae?`{BH-*By
z&!_$YXf!EYALiEKsJAu(NA{dO=k_;BTm=}O<<1!g$@^!EhCy^lI)#{aK};~hu9Et2
zmD>mF%p^ym1^j~ef$}%#r_5m&({*VC25BG2u7v~UNHl_}A`Hb}VJI&fN>97|yUk$M
z04jsHFovW2I}D^Gd+G~(TJ;Wp_^MixW_~r@vd5y66=6Ls7gqk$s&4q+--Ek#{5kzy
zU*hpg6NCzR#toVs>U+@Y>xgpM@3QXTPHx!Hk;M7NCJ={EUsm68Pd-lFUPiKVbs6~{
zB5L;-@O|O68gQ>|?r_weZ&U@=$?#LP+0)+3hdAXx*s<hw<^8|ImPb<<f1@;KZ^SGb
z`ry~26TE*+p@*?xTf!B~R=r0e=`!n$cnhy1jz7>tYUk?!&r<=*IR6YdYV@Uon524%
z+&<B(##H2>&nfX~em?RS#fwmpHky8t$=~O4;Rq~@?<M=C+@0>XKu?Z;Q>$oi-fv^!
z*c{8$>31{@*G@})L2Ya&)Gtp#w9+jJ9_$nTyMGvQ^U@5X7Sv!I!Dq!GTof=kFKs4>
z+~imK!$z@tk%p)Dba*@){W!OAkB`%_k$B@b1#A1UZ0#Qu{P5LiHTe8Ohqo~lRi8v~
z^CrE0{dQHHKyc5`74rs)kqr|ajK!!tSC>A-J2LD-4V>9ddvMilY%ohVxji@+54j9l
zEG7fDF5W8W&6P!|NX<^q_oz!QIIfy|jY_#!y`LA=&+pHpPf1w9+-k|*yMsU0U`U=P
z$Gc4(WAat$XAD>Ql_0gBDzw=j0<Y&H16DUo?e2bU{q`~IWlALY3?Ck%;UzXr4w<a~
znX}kKB-Z9;=3kl-V%0k>$FC8}DL0#qHa)B|-eVY^+RdAFm4`B=uVjIft=I_VobwkO
zRUL{J&Ip)ki+M68CBM<V`jKy1HB=w0B?k{C^M@}d@%E>_=4ZN!e7e3A0C}@~1w7$g
z-F0N1K3R(8vi>Ret!&ywULF^Gp#DZT=AmE8c|>o0S8JLOtH4)AL8(4=1W79ml59-*
zGt5=Q^7wU!(dV#)R!U8c;#R7W69K0>4jYw{+DIYUfX;1t$@_F`FH7{rn8kDD@I}6x
zzlsXTkJ|j@C<0;})yndfl4DT>gF8CCAdhXm3&N(5WxQ{84?oe#id>PkV2xEyF~b8%
zH~z9*0EH#^B(Eft)`IPEG)S#Sg=+4?=NW1vX~hi6GhNup`0K9aeu~3edT-L3!9HZL
zh6)B1A>~*Te;jJT@!8Ub^YUID1)s`QExi#n=cGjq0K`b?ojkJgbqGF;^Ij_fIO;-U
z!RWG**b^PEC6PCL*|-P^NOlpD~G2rlL)JFM8?w=<1%s5$4D_(+`eH6XI&_@*7@
z`ysoZ<+51fX1M?V?*Tw}&XaX)-V?vQ+R&h#$1pVvAoXEsNRvhT2&b`w$L3n+wIKgx
zC<}hwHw~7@Oj$2kbIs^bJ_(h9s_S^un(sYVaq+xUR5}@_p-;-+P4QW{$&=(eE;O@~
z912>+zLvoGZkMz^zLw{Uz5Ui8dLz8{4?%YrCgx5*@0av!U1(pz>NDlOv~aqyoy&6f
zxrWN%yDW`*b!=E9LmWfwGfK!q^M1Q2dqrX^e;Pveln%qvP?vjd{!>%AasrzRTSRN?
zM9KRNqc!TP$nHX+0)EeZ?Mb@oFj@<r{5l*_5;wfJnVIRja|}o>dCH$RWW}X42d(I0
zYMEG83Wwu2vc_W)-dU3W1hm{YxgnDZ!XTJgea^(a_}wtArujXZ;2{y=DXRbqY#6k^
zKcEWnje@!?&a@9{8xYIYN}j&|E)xaer+ej&lzwV&AUIUDOgv8Wi3$$Ot$59m1^EaE
zg!@57%<sD@jbNp8@&z^nUQ3-tDLj2UI%k$Zi^}9@w)1Egc1L}bQ?GH75%`BN)V;%w
zD=nL54mpL9J<CYV;v_Ekb#i@a0FCfn|NarH1eWxa&usH6A9kM%cJ&Oxccjt^SLMT(
zz=DF}id_3t>jk^JXa;+#Iz)K9_#y1b;h{vR#=QpIQUHMc9FIgt>v$NvQq=5_eBa+~
zIVcY4_*FPH{D`h5!Tne^q<jvzm^G&lFI=&9^Edzay~Ll*^LYKFDQbK>|2c|dW$TSj
zf|x-5BODNa*(VlpWIRO0d5mf1k;6=udo+147v@x<gkb(-?|X0J#jT84{GNZ1O*k=*
z(nMI09+fE3RR(fo^^npU_*D0{i|O3b(^Zu4rUUw6D)@$QgAbe{M(1jO4*;<H;2m7K
zwYTF+d8m&Y%)m*PAQYed;j-F>tI1!ZcT50YaDsyD3s$^W>7XcJLTVpRBD?5z_A##F
zYrR^P2G5iP68DC~(J8uZc;RutnFBcn%gz(!uB6<H;P=+s(KnMPxce?VR!-g8nxZEu
zjZlR3WMzH5AkMO#yzhQ2sb8f&P$!yUlgk?NiBi-lw&Rnj3)8!m8?q2sK#v<=zGN0F
z+^Yjo7W{KOd>;_dqoUZ#%I;Gx7ZeWkXGcgxlg~9!`)2^P0)y&S$K53k{7UdlRM3?*
zP2Fz<;*<|AV5sy65f^n7yOlCO2p(?5OQzE|Wsnb>D@h4G5qK^*e4WTLGD!n-t6P?K
zUSHGD<XrmOwW*xC3thV<66dop2nV#h@zDHZFWV&36OvAmVzy<?YG2e8Tc}PJ@unAs
zC9niV{`={{El+9S46_j%`;~os(F*rgCXW0NMlok;s`2cd#lOxF`v(hIhZWse8e=ip
zlIf>n$<isL3n-}RtT9V!J+9hwllXAzBH=}*!?}5JMSo=pl<H=-&IrNA9AJP=`S5^x
zna{j8P7CcIyLWQ@J6}I5gM4nSKOzd~nF&|^NQ@^CUq)tZm+6nc=k}Hsfs!8fQ$~x}
zo+9y1qxe-Y(8sDU)o*6g$L`fi{~iJPzWoX{=F<lHqyt`rG8f_@FM3yf@y291a@f@0
zEp?~i-#MI;3wyFVOu~(iDAeb*rg|JtYIeIZ9cB!4U-xo0{9G8a<c*x1^z~7KH&1ms
z`TV=?#_dSCHz?$DT}5+`8nM#K*J_yFTkFp0UR^OZT=bIMb5BA$E`105jmshFl%E|o
zKX%DHle{F3^ww3g_kEq_nKD!G4MuWp-ho7oWfA2IY!B}#e=T5vPwcrQkhSea0FBIN
za@^(?LCcXi-pH#>+Kch6+?RJii&DnA26|sjd**IzG!R|_^Mmzs0~6>Kh~&NTnD_J5
z-n|5GsfT;QH5eQi8fnWIzQe?tE7^cS0RgHfDSeASXDHj=QOf7ZlHV8XPVSkeu`+AW
z#dIZqHGZD{54ESW*Rbc0!vfrVZP!n+>>ut<lc6u0N9aQB&q<lv@$!B9gWR`wgx9f+
z#lt!R-<w%I_*iSoWr<E=o8eU+K&o^Om9~Ve|0OP2HP31lGYm3fBJfK;JHdymn0gz<
z=6U%0@LpbMPLb7L=_6iBrdnT@>rPWY^&Tzi7Uv6E1`w22hxyA7*Yt2mW4`Ij$l;*z
zqzr77##ie0=~JVTMKRy6&c07k7ksX5K46{klz8ljTOETMYxecu)1&F=e3va7vEg~*
z7a-?uxr2M?Fhnf#cPe}E55aZ{jAkeGLYLCTfb`^Xi`?5?1xB}sm-_}W>6a-FgnK<)
zGcJ+c`QJN?{&gaXOVaQIV20biTpKGmtSpf-2tdCG6bR_OtsH{)N8<rhQ`Ws(Dr^jt
z(nORbssVL@=}T^&`jrxmS65ig5h&Wf5nf5|xIUp2qIrBKuS;u<*HQRjN$<K@cbbmk
z=|QD>&O$=|>X%`9M4v`Q6HfmNO)Z|R1B~mesVqMEVFu}dZfJnZUIH#ER(BJB0MOxQ
z1+YrTh_-C@ctab`aYRi!Uh21cn9QiiQFyuEET$&d3`grv!i%UNQ=)WjBPMPArbBjs
z0Gf8%0bL@p_1)gu?i3#HF++7mPMv|H64Lsw3E6{VSsIxqPMUUD;ZnYoQ(tmqUR`A{
zEPwl8ID?BlDV3KXeI4~QcOPtHjcW;Rlk^@~Z1)z-$@kOWpT>~K`t}i#nsM>xcxz6r
zRJ8**TueZuLrwNGVF<W6pkYTuFI4zH@e+A>$pJOCuQ*Oc!Ks>&c_@H(IvmY-zTiUI
zpy;psOXLFvht6dmX6lQ-yUT_T8EHjmNTlJ5uJjNt9x8YsA-{3x2c(A2oLp;OPr#U?
z(RFybr_F2n`9M6|(`5hgp$yqg=kJ0`T~f@+c<#pkrq8iEk+$vlzIsZwpPw6F79i5c
zP@V(UfZuot+v}54dOe=j<x%@j3NE9A?TAxyKPA^XOyuY@J<yGQ)jFOd9~{j3X1>qi
zch`#h->o+9$3xKvv+O<XMzhp>yi<Ij&xl4oS(*eV#`z+b5V()LVcFyH1%coxn5x?W
zkv*pbPxuYD0xxqNF{<%{Z=j<xO8=5J55kem4)1pGF8D*l9ioV`#?Q`mbJCwu;BGF9
zr9rgTk`?cz&u@FvlK~e(579Lx=05`zUhzV5z@>bH9EM_z4!knpq6hWOf+$~016A|d
z$n?rmn2rDAc%x2|)3!AESUtV9jGh=tJM!NC*`hA4Cy&PH=o__ifU9<S(;|CGzm{Q2
z$WVQ3*_@(OU+-4tvGL3bnMa2#$DR6Ylm80C<|-%VpP!rl_nJ^1>6Ap;gwrMO5QO@(
zGMwC`td#VEml9ti?7wPyJe`>4uV0a0Fhw=)x6=o?5UqviY)YH=RD8S=U5CR(iL=2u
zbWiu!(@a0rx_?$`JN-@CUnxE<@3C??iAf=}3g=s6V(y5l-{Mz*-F^Hyt*amP^hOOW
zOx{btOSvoEl|U`%Dnyt-nGTT*gx1I>MA-2|7+drVpH(M9VGNtBh45ZluJ#P*(OI!w
zx9xu5sXT_Qqaa)|p3~)ocweC8@8B$S`CNH3SM8-l_U=smykj!5g8iVA7V89Cz#4OP
zhR~q8-$?*B&!Ndv`emBSsZkNgnMSqQud0kpx2VvEKPKcA^v$|$JAf;sT{veFFM
z2oW5YD7V|UL!5%)&CuJgy;^bRG~474+4Dj^d}x2zZ7`5~Y?cJaPf_|SpDh2@UAAQp
zwpNToWF`3{87}7s^J0Tb(2ts3c-R8@sSwVyiMyn3waw=U^@XF&C}33>^IyJQbZP2G
zoa%2tJi<E9?my=KeeyS{-G80od+Bv+NT_4q_8(^O^f;6iMQ$n~ZI<F4-|DbxK^b_3
z5X0b!C8X|+Lm^Bjg`Q%hQo7^fepfW<q>A7t^TcaV2M<n28)LiiLZ-l|McS3j^FGR+
z3EtI+f@N0nOwnDYj`#>t2bHt59|_6?*|+mue6=&gFW)!WRE^t`TlM=24T=)%*C{NR
zJ&&tDE1%F<jz)ciU5GtBD<VlILT(^2ew-b86kZc_qqiV%v9oSHu03;tsr6o-9%s8i
z)Uq1M=X3~Ud<gR3EpwDrq%o4hWit;4q53590j`@Xfv1EwJ<Ol|n(X1@(LVSXvx(4+
z4L*6bg}p!@*}WOXZwHn`55-e;ZL?nyn)9c3i~Q`KRM%<fPOiP~g~&N(!Y{wY{r~^C
zg{4-fB{?xeF7H#sTe)7eXnEDuSIy2A7CGoZ{K&%HKa5lh2uIHcditAz4x>XeBWxkH
zkDrQtnixC0f*p;ZVmD7Kf18O~Ue2!GthDy``Z?9tfISeiU7Z&lZQaa_Qxq3KcW0s2
z=dJhBYR0dsW@-1|)A6RlwsMT2CKg~BpZt*Zs;QKI9YI~q=#J1GqyBvMm+pe@?}>{q
z(u!MzF`RTHeYuN5{k}YVQUL-Ky&c=E7nZWbb9xELW;JeRHe-Dae|7S4Y{9UWiSp>z
zcqh-LxmOpT7hsYgmLv%KFGK(Q;b5F&v5p?JXTH?D)hNv>F3Y*}(U3v$wLiXux@Vu)
zMmXn~Z4aPa$sE{bwQ>9=^AZ5^cA#@IUh|k%sz-ii0kB2fEtnn<*^y=NwKD6Bmu+5D
z7HO2HHR3EYoPGfv5)5{ZmWZazm84;%5>C-n9eOanf~wEXKF5)P$ecmjd$<wzcSki0
z#ea=I$`+d-MYo>L5ZG~deGiS5yYr_Tu$IKRnHj@>vr&yX#kh$%&6)JT@K=#TssveE
z?jXL1#z^e(I7FopUDm@=|2psR;r5Fno8!Tg>e+>WwZt6z@3Sx8N9nN<0X_uyIhq~c
zf7%Il?$M=8)|yhRd%cPIjd&E(Rw4Cp{Aw=Lcn9H+b8n@b=LVW#n@zmWu24pG@jD{I
z&A(Hj-XFdRGm&kkA+4?u^pQ+bwiq!<*tCA^)<W0)F+H~rzb)Fd!k)abiQ<%(ANCDl
z<tl{r*XM32+#YsuiE5@YnqzTJhA4pc%GPHCU*V-}Scw}?;mZMSUg?WTe`?@&%v`wM
zi|6(gF)&%~ZwVw)ZxHlgLVET(Wc20s8BBw_qT_Y(7n_hSlVrXM+#L^0b2{D-msYnc
zavJhoeUBA5gPPI*9)U*G;kPE9^s%CwBA&(~ddls&Uj=H@!FIlR%kOX6##_s5I`EK>
z6t(TgO&3AP+ZR3J%CpHm^c^y{_IW-|EJV8XfUMz^)o1xfd(3?P`>kYoIU7tRZ7%HM
zT<>=;CTe?H`m$F#h=#j^$08N<sdZa|iLy-oNPM!aeDG7{Uk-`@Qw|5cz$HIp)b^Dv
ztj@`~r0+{9({tyfw3y88=Ap|?d;Y|l5l?8f1C^qGJR={^2h;&l)bJT-a$d`LXs4fx
z7Fyqb=uA;H7hDpk{+qH?P$?*_w!cILn*q`yTXPW$+U1bn1DCu*zrYO_d;I}u7>RVF
zjj`ao{02D>(TAq@kt|DzfV|$$r8--hjDN{rAUnq>9QM~$QJ5<}n)joB&+4{_8B;zy
zZqGh~<_d!t1j<zKNWE7e5fz_YI5ZxW>#8#N&BB?mJm&T){hX6L%JTXw)b>Vh!@l0C
zQ(6i}r@u?;G&)(k3H4TLs7y9EzGZK|LdYl`Z(H5TJ78Juquw_&PFow2OA6&6N=Ii9
zHpk$34_?=a15pj7CCt|4w@HViz8Jsklog2L6K^zUqy(6h_m7p7(+GL6H!Bv8_vG;S
zJWHsRQdV+|dl&KJH!LB0r-Ohrhd-#h&la&4#Uh<^m(s%Z1*BmK+vskXmc&+D6?_kj
zx9^gy|A03tydh-cexbP3s-XI;4qz7(CogkY@BEkF4qo1!aP(t5h)A;V(qy=^FOO%q
zlfG5lfb#rxzEZFam=jUsCMxLS2mT`X```P5KGqqfisl10zrh32Q$u7bX?SaW5kvRq
zp^_j2j^mH&Je5~>jc!2XMo43FvqdPzcRn)-BZhf<(oWjyR0j<x_kZ7fpc)|<c8-X!
ze+eP)xikGR6-zWqKtc4znMH-jjMvZp%!NYk<XP+n_rzbYfoQWr?S7I8K?@*;?;}O+
zpLjKGNYxYe4|_}Wh^erA5a$2{mnB2kf#pb=jjI!U>GDo>muPzZzNU<dkC<Q2I&kPp
zeioAX19B%Bzu+if?D`FL_3aOJcF9)1>a3oIo7Y`V`RQE@vXTG9C%vZt72UME*EN3{
zEi;eTXbInmgl$WT85{&j0CYoE4Lz{3lXWEwvt3#)m$|>gVaA|s0!!=Z2Uk(^SbeSS
z0)g1BYx!iLxQIp|fRWdpRv8^7{`MplpL_8z96YfO<<We%4Q?&tgI<px-LvgQ|0Z}V
zt<3Vo>xd-%A``2lP#-_|cJO}y*%_62&2!;%K*E}!F&+|&BLJqi)^WXPFsk7n?PR&f
zb|I(OG_Upbd$Z44>^1<Szl-~PE$q_bP$)393XbV_N?ky#+}<dcA-buM#U~m{r6GWr
zk)lq(>CGqILwg_-zq0%6_p50CyG^!Xp(Y0QF&?&Y79o1ik>n4?M{$MF>zG&dDc&5@
zE%ugO10R$WexXi>7;u|MAhB`)2&{CKJbEif`mb)EPtWT2)-7hce~R1L$eAY%0ebiv
z{_uY3%PM{=-sx!FwC(Tastz<d?KRifG`<QuG!yaWx05LW;OTVL(WN$fdIA=C^v->E
zAQGF>qlZpGOO*{xD(PJR>^_`J5aAoEMQQhm12t$=?<_B#(%$i6Ww*t;vD0=kz|3Xy
zlje`O)Jgl>#4jF?NH=4vzH=_`+7^aKcU6H2c$CTO_<Az=_=%AfP$E^a%Y<~jX01m4
zc8^`J5_WnG();0a+}KN*C*zI65BEvRRQ@JLgD>#(T*_on%g*Pbrr!3{uZa=7@2R{$
z*L!ZMn16#idpUkDZ{dFJ58En|x5`w}GiO2GobG2HGf3@V|4id3u5XbBGq(Bgr<2&)
zcQWhz&oy~b_LsmbaPH<~&~VN^7q8?=Ox$_CtD&%yE{5PKVdNWP@}k$zh^tTieOdB>
zjE(2zeKRp6My^fx6S>&o=z(<YE$8C&PEbS0f$gbp`)$V@R=Z-v2`y0|__k`?l1T)P
zxN9hN##5<=h8Jr9?O%+`zn_icR<PlZsVj36sc4I>>S0`>_ccCV)gSun0(@4q01&ni
z^hrK|p9lTWp--yoptKq>++^ea<Ro)$pFZbR9ctzNtwR`*R1UlN3MsOEBQ9D!yT9R)
ze%DN0MCq)s<l(IQALe=%7!G3z@&YfDri*YA5)&XBi(cnb3lh%`YE*y(*zc^0#6&2t
zE`HTump#p|60p*L@5RyNvumOt9P;MNOiKA0u`LRpX8JGH5RL?{Wx$^8P8(c4`NFz?
zGv>-kUOyr|js6lGDi%X~1)3ArXXSQ29=A)}t?&EinRWMRkmeC=e^z{GiEo{lhbk}M
z=%NS*ImFd8*Y5e~n1Lv};vXR=3`WdlKyIC1#N?($gn5$(Ro`{%`F561OqR{{6`r@>
zc5x3^)C^D2y;AHNdrj?vjwGm1KK<^gds2^u^fof)y>GVvD<T>wdJubD{*GJkCo-Q3
z-tyZP<A<aw>iN({UwGxs9YAYzjJ`Psah_?8jOHvcf6=-mWmsl|N@YZ*;fv?AF57zR
z8HOqXxf-LkY%6=c^|H=r$y32eTH1};I=aH~vZzOeyfjeWy<`?o%|Bgd{Yq1ig_|}W
z<;vgsm#p-q%g{3xkT+n20NDghK}f8;077~&;<_I%g>wkuY`ys+hN188U+jWFdgf2x
z)BN{N_U#PK3WgS?G1}+8A16CP$s`oxeV_NoxJ~Beepj4|ZcC2Jj_LXMyCwu-M#u@*
zoMMHjT!bc0xqi+#x1Cw!Z+StLZGO7w-rx+>*{qa4*c=?FeHa&0c~`R3f17oXx%&64
zP@^q}IESPY0t+dD86htD<a;_|*h2qi6y?<b4LRGE5P0WJV31nm0Ad%|zQ8+d2tXYV
zH{Gn$#3|Lr1nK+)4Kdz|UT{DD18e&m%5};gE;GbF3F>2@@$jNulD?A^=0zU~X3<Qc
zdJx%+=FgEEo-QL^Vg4+|{4CzdRC58}o=UsXm%l}sYcnKztGhlfib3IE_?I;Xf<~F(
zsgE6ESmAaGs0)<4=x0qj=9z(|+4uC)K>iq^F~QSEAJfjYnxvmE35G-vwarIt@tcv(
zcg~?_oJG)aC&~>!>KRSRjKV&6FX!MeBo-E^>p*T1?H2-!@fHF+v@!|y@wqUGS-**S
zsj_=bYv1pcS%@ds!La@(MQ{(k{7ZENV^GtEEPhuJFa+n<!S?1fdNPOC7%G@SlPUx^
z7x^dK66UdQ$L}`P21m>@CxncP4}Jb*&f_G*PP*_5fKh_0;{N~tAAfLpC>dv&Vh0!i
zi~V3Ysg{;vB#_@f_!b;a&GYBBZCGsm(iHQQ02mvOo}UMFw55+sV#e8DubCM+6IIw!
zTf@C=9iJiL;*u;?V4sHSWzh~bzWBEpN6P9#lf^u221aQxuY&;bz8R;R_bVFZP6D`a
zO(#zUb;ka95Y53FDi&kj)K;<GT-Iti?H2zn9wn{3r2IjsTCv2@adIDJJ=X$wPiJql
zBdn5<PF=j?-3(aZ^7R;YWKekL_Q@y8wxM9J((bp<>-2rTL8ZGz8l3X>2UJ<Vu^0QE
zQ8zA~R6qtl!UO@$5C?*X?mYOETuAk4Bz0DYPJA2I%rcR|Ahrdnr+yjuw(j2$XgqbF
zX`CC7yANWj;m+Sg3_^?E-zjnbQ9>9-r{7mBhvBqXwXr+M?$%Iv3Pt{?wAX#Bo#V=?
z$~-@&wWMPj6#_Z{7v!^{OG*6wP_QXJq@P5Bz4H6o++y((`$~CS;OePvYP&%H<@Z97
z>je#;G1W%-2%YH}5a2(K?DFKA*v1paw9oN!mXzT_oGz4T`NwG&Edf$v0`ewk-dD<U
zzT%6!-i-C;2a*$A>jXh;CO^wgH%IT=`L1oCX{+9Ws82IQ9_Q?j1Adm9cfL9=T35gp
zVPik~%*iiU`}ssF#qu|6tFrcn4}hf!&^%>Qe}D40ZBvB6Y<H(vDl5nE8<_giJ^kEy
z)Ryk;>URqylGRv%^sV+-*Bj9`u}wZ&kvdyJ=!IK-){K09jx1ir>t6@qG%2OU@sPU+
z9NX&EpX)z*FK`fX7Q)NV>AeWFa~7E1>ipqduf$&fBpK4`_DXw4abut5!U|{jU$6HV
z7}kFW^y&WF@R0i)k#&Fm1kZ3`QyW3^75)7~)_uyHH|7*UP|RU(yvzx=C;n_w;KO*+
zAd|-A@aL93;{U(E7&x&*rAUcpwv~4<s#pI?e?LdM;9|BmNL^n|%xoS2q6RJeH~<
z|B~g9xxHDB#lWnnBv<$KlG1K_?=k>jl+!0E4B<%@h-g|q@};kr?NkrI;@oHjJGS_Q
z5C~l4irE<n5$CXb{Q3QMei{exeSi9?(Ui^?c*pf88cg<TFzOoqI^ld&lO`?wJNshh
zVqm{pSE|nbEU0XGCFx;WSVTnO05~kAnvDS6eUxa^vd<_fls!KhUR8K>DY^3>G#mWp
zd=A&=xa=W)KZp~mOX5!wOI%uCkCLV<R)uqIJdZs04PKKnXeRf507&ny!1AT6BKz!L
zZ62k|>y12RDlHO&WH$JOoQqi;;<c1|FE72V>Djw<33*v-460L2z$YJ@(`S@ONUJ{P
zUV0f8^Rvi{l6~_j`?PU>c^}ZhAg|(<y(A(_UV=Cq@AvP(oDa9>_|1CeS~ONP-j0R*
zkv^`+4`MeSPtpMX&uj~boY6(V{(;g1K85q(?W@$rMoA9+oq|zezdeDP0#xXYl;%Uu
zL}wlfWzH`{@|R7qNs9OCc)o@77wETRL857qdb24F_&z~NaWr#Ld4Xo61QhyP*+JPT
zL7iUdm^t$SU=Zk)AKSI)54_f$`RfIZ(9d@L6JK;prtm=Xd6zVPe3Wc(nngV)z7%+a
z%2Xq|9sW$$&|TxVACVIqtz!7hVa@L-I$E_rB-<ZQxv~x+bXZ>H*XbN_l5B0e@ap+Q
ztT3e=a0$+iasx^$#DIc}4<Kz)5E=JbiW%sS7f18&ykRe;3bf6A_``H|Fi!O*?~U1(
z>FN)W7-3C52t4y~ur|hlhx>|uGz!+yJpEm!FLq*kiT|*M#~p=JpNKCc#=vji4lt(z
z4?^0Yq|?Qr8Lx`dzR<Foj=MCe_CN?~fBY@lGT{mzmI9k6knbL0R`4zc=p7Y05h3{x
z&8^Mj&8-nedf&p;J8pl9&I&DmSGIWT=aCdCY#9vG-AU8?{w3-)h&7?=<8N{&rzgYy
zb+<P){ykAvnuH|(l25*^E|2sY(OLT~xZ)NO>BuQB@RDN^)8z672M8d7mk|}_!Jn4f
zp{T=;cl-0}lZN)@IZmHjzy4^`q?RtG_PgyF-m5RlnE1PLs@(Ty@}*HL@+RDC?fe5f
zUy1GhY3h@VQm(Mzq0m@=3YOr2?;V5p{SAR<0%U2torXyH`!k_uXvFNB?nLmRPi!dl
z#4CvoHB){l*ZBU56{ACDnl5|>ur7b0;CL^88bP~31Ag$`ZOmv{C*}y)akpF9I2~S}
z<O=OfhAA;S=i>{{z1p|kAg<cm^O4d+iU+o#&}Bz^0i!rPRKxLdJ_MWMOyxz-N0n|5
zoh1Hl`k)?IJ2|C$4jwAl^*{Zx3g#Lz(#2bDxklZX5|&XAR!|X&cZN1_DV-V<*?<<7
zkcai`q;C_HG%3zWxXyO$(6N!N>vn|qu1oH2RmR*Rn4Z7wQy7%~;Hd?iat%N<+i$k@
zN$Sj}i#h*Uw^C$%yswYO1<wBl{@8Rv<%?DXz#vQNsuiXb62nX2!k!B2n7FQ5C!-&F
zar2~cbmn*u{F7Y0`g=~Nj*QWrVQ3!&9Wod1_S+p3v+uobtZ#`*8?VOC-&BTRFhBd-
zqxcgx7kxz3Ni(3Z(4sjJ7-*z7X_wmDvhw9G#cIqtfi>`s-nvyDQYeP0SYS()yg33H
z<y}53R8Bm%&gQ_OxoUKyAOrP6N6OGKFKtxm8IeT&c%2T@aD9Bi+5}Y7vibB11<LpV
zEa+5rC*CYh8p>bs$@P}2AB)-Hh<UQm{oPGZh?0HSS?^bUgdbrlbNcyfyBDy~iY=Kr
zCXv4V$j9`En*QPS;G*=rmdEhCSa$g6{n@@os`*$R+;Tm-iB`f!_Q`QvzHC3t0gev{
z8^cARft=p!qjJHb;!rgg<U9|;tzzTDO9geAd@Z*{Md0W;23uHgb&y<uM-bG_PEYeQ
zFzZo=*XR0{Hb5vP<HG*Qpfn5(c2IJy?8oJbjv5#lC$ahI@%7mqj+krEJeApz7r|=7
zF!{WAIFvKwo%4^`Tnlr<4w!|%a*dD$W05d1ACWwh3i)dY#^V7uvjE;dub%&n2*hfG
z%|fDZNf0{WOC9sHY4Iww(D)S-z24$y9>24!ZyuUvHi8?33V0%ELD;SzWO+BzwA{#f
zLwrEp2jl1ar}3aNQRyM=)<=W)xk(#qcP8G-N8p$@TguJnTT;4NTGB<JHJ3KWnthId
zRDmAY48-wQeqil%i|5JsGhq)H28C?C7vt4;Wi4IIoD!G@nT(Tzh!V|P^KXlWRLh_g
zo8B`fqi9u(I}MAs@LK<7^=Q$WNj{Y;(zgEkrESuGO&BqaG9A!ap;#z(zM#v=56F6T
z_VBF%Je$2hM^xmQS{!0WtzPcT<~Ju+@#M5P)sN917m9fdVn~{-IL4du5`J>Kj$x3z
zy1M}r2TLTQaBwk89|P7Ko6s4X%J4KG=;mUV)Cc|Bs8g9=PP{&3Q7=UZCH_1c4cI~Z
z`x4W^&HyoX!@9)bV7tx02j|_@)2_t{g@VCQb1jRh+bO&;5<4C_zXnx;FzBbm;61;B
zkfifaq=)2uI85t&2F?+)IKd8EW(V40KZ=!kSdRN_ntHDPbY;5;h?@PlUjlIS&{?n1
zZQsh;z6_DFD_mOA-{tSyM|Yq6M%g(*j+N_}Cl4fZ`J*NE9!I?f#nW)Xb&304mDrCE
zAqqUtNv*f0Xw%JBZU6c&0BL_HGRC8!<3>hRb&)Us6wX;wY_p$U_)&0cyIa?Trj96p
ze?RAeR1v?!qXfjAKS|%8`g^;xc*NYY+uj5`Yt!d1y(b=0Gxh9s`*^(&Dv{iwuLN`H
zuf%m;{6e`!cz@FOO8@c72}_uBg?^(@kQJbG$6M7)I~`<y%D9pJl}MAr>2rt>|Ni06
z03o%**xd=;@1-Sfl;f)BlV8I{TvOrE8U5eXuYX{W9lneKs{k}wM0u!9N5F7ev=sN8
z(g(;h^Fn@Cph^K&rKBp>w>}_M&Pb<h<^xU9FbJb#kLpIs9ni~joc{^X`2D4(`~A8H
zJ`8Ukcw=}=Y6n6^rIAY7Y|j43hd>W!i4&Ijlaf5CVf<Zw-RZ$Dj}&-pSOnrD%ry}Y
zkzIel<vzEToA;ha$0bxhGbTdJEbDXr0ic_+SZ|6*rhE=~r(hzyTMfI@2Q^|AiFMdw
zNi9bt;0Wfuo}8+{`EhJbGAP(R4$vy9TU&)Y?*IRp&flRQzo&<~4E`@>$UvoOQS48<
z$3Gu>b83Us@{Ut|=+%zD+|$ARTO$Sn@Jbj0hg`UY9_rKXoO)AxeQnb_27dvyJU7y>
zKf{2&jJwJGWq$Kw*^kE$F%*yEr3WX+kTyW|SR~6o9jU*oO|KpHsz;HJ0jmPXv!#jy
z6`cGo*#1zC0HRNo+h_H>Crp5e3>GI3NWiUoIC^FW3PxpzR%?$B_5xx+crlDkPZ@4k
zjJV0&zji=n>75u5cCU{$J2|%xlB*XqN8{n)GT{$9hs;HFotI8ByALa610H+t`y(E{
zTz{Siw9^;xFOG9_0+IUV^syA(1N)kyASvtu_3b?cFMm%**y;PKh3nbjw?9xq2;JQ;
z=i#sW%ETKtU+0TzDrE&_6RPLf?=Ja=uPzoPzh6OH-*+uHo{vuNPR6h9Gnwt)-3gkt
zUmfpwZwg^xSARGKl0*mU@A+?h+JpxT74@v0Liv{Cl~lz;bEph$9Q3jkZW47C*OF8!
z@uLN8c9VXFfFr)3TCLAhpFnBlsCdU`=WEqIBmjr>Y{E9kl_(fquD@byKOv6Uw0pr5
z`4N}l3lYxK$CV3sPb(dxs6%@BdyMU+xz*O_b%*SAYsz=n{K=jkNnT~BqdS)+(XH&>
zUO(igX|oo>w&N>49Em2`OnCxO{T@0|+un&5)%!IQROBwfNFF{M@9z<xe;&@++EG9i
zN<YA7&-275g88T07dU(pO>X{*wBw1(JhU-Nmbdiqiz3B<B;@dQ1ofc(CC1-%yfi8G
z^Pw9y4iC8!Nq+nN40*h~jklz{wZ1&KoojBl#ZlJn7Thn?3%$E4O{RF4I~CpFM=2K6
zp6<``cex0}h5O>%0As=AXHZEG0NfHa=^Z?>rO$f|q3W9vB&OUQY!0uKa<yLv$T1aD
z_*;9idHXBymf!9olSd0>`jG9g#TTl|{i|)Fk;E@PR3=6V$vgY}etfGFZ?dZ{SGpZt
z)kwmkDTZT!59Ip|NA(wUqN;^*ZM>@<@rm=5YizZr1YiilS7Q586h#On7=F*vZLEqx
zR#qmL(dXb1!XTr&$orD7(Y7-I(z+f~*2y6=t$+JJyXSp0;ODz=8cHzVKYHMpe0{y<
z?pLq8_r{6^R*hy852w^WKhVZ7F_&K3(-*>9O%gk3slDE9Lqu^vKzRQ`dapj|^LfUW
z>7;ota!)L0HMR#Wa|AEW@#QBM-&^y@A0GCrga69eQ#)=R#WTXC72LOi6Vv&*Omjy0
z=Qo6G<1PDyk-|K`(tVkY2(i3m*_qNjA`<;=lB<R<RiX7#-(#Bi4pL|94{hmWlFJS%
z#yGvoLJs<*cJM?qL*7$j;Akp+=gRtOAoD{i<9a00kU6K|cG66I{>M^)IsVV&ek&+8
zYkB*A*7^G&F2&M`B>Bp@NIH@S5fvg5!W=5UEKc+=?^8hMs&q}V__}-hl@yzV<`L*4
zFqF3LK2)l203I7zz9|QB?Qp&}F`0g<y^UPzP<K%!grCf;P4C{EKbsgo#_9Vw3;}ZY
z?ED;t&&`7tnp-D@5p$HZm)v!!-Px|$>+%l2{9GFAdCglap_iCF&KmzcW3;%71CC8_
zZ}~CFK~6w}@s@C|*)Xb$Qh4KS=3o3<+Vv<?;WEIET~Nf5v3--Ik6iOsUaYIh@-n!Z
zV0qgS)VF%$`1B2)^_+@wK+?ZK@HVVJU<ap>_|EQ;-QW*s5dJx?m}RwO<DMg1MHcwI
z7gzm=?34mf#zNhcGc7h_HUCLfy1Z~HLx|!Wzt4=QW<1g=#N!H^26UxFwl|D%`4!Xa
z0>~D0X_*9%T5vUPB1VB6x~a_J_|vWJ7*0$s9kh9#%395TmO7W$WOea6S8={OfO9F8
z{ZGF?C)fHjpD^&afe*I<=oHrR@@)R;T0gyY?PK9`x#3Rm$c&9uD#UC)^uGKI=-~@&
zA(p+%-rNc4ftvg`NHweJkjL1w(TWHz3ctQ9@l7}<VHlP8jsVPG|InY!EAIFoM$Ac0
z>nA#9{_Y?Qp{rWxg@q8tgHhvaA|3Vd;`-bM63Uf!>f4%G`FCdE*m?{AGt?hu|NX8F
zDz4lH5*rb`UzeQWA~2Bo-*2=>L^S~>Q#I-!B7KZC&ASg@BJ$xa>z&S~F^&ZYE2rqt
zorv5$%yB&Yg*N)gYx;mB`hqZv^Cthaa7PdZ@m%<0Grs@siey`cJnNRA*?-)cOH<b*
z`kTN)qK;n=T-HB-V98)FaXD`Hs1LFm32}qB@CRm?V#K}n1M4r7aX1st;S4XxIc*N1
z01MGAYE=NvCIW!Et+Q@9&|5gXT6%_1<IxhYB$8iuMjaJ(2nyuyi?y9tZp7h(0T|w0
z%nQAY3WB;>J8b!dd8PkKJL$zJ6|9#xPnR;AC5Is$yOWJatco*pl+|31hV&g>ZGA-U
zv1NpDJ^A-Gp8?iS%c(q(F(_pR;KN>Me?gQ9dDl0@*eOwNB~A3~wg3KlTlAD$T<Jcv
zmc=bc==33BAM3E+&qi)Qi0eQ>a57)Lh{u}B$PiCG(0R5sWuW-6*R}7_(EVf5Bs=|W
zmw-T3F>Wbq8~VAzlDNIpWbb%rGK%4N*Nh)E{UMUU%P}h41Rr61-?pbHk+FMGXl!@O
z2SC>!4KKJnW`A<^hGxT=M3=NCwlj)y%9><%z5cwrHgUjXV4p7inJ9^Zog+u@W5&=+
z>9d(o9M-^ZW)Iw6k=pjCz`U8~%c(cA(Y6+<<pFP4KrkThd2tEt4iV(86i-d2YTP5-
zu#OU6KbgJW&3<@r19POSWFGGDXC=ep;c8_*28YtM@HxMY$}MAlE`(9R;yZU0uSm`K
z@ADnZMziS}AJFGT7dp=SO;g3E{d~>_Ow~x%e#3)Df+*y3zw`YfBF*`0Y4uT^AHH^B
z$DjN>SV!Hkb=i1~pt%m~BHmX(arebNZyxanu^NX7Uy{)G+ok@=&>?8~<1RDE4ve$u
zFwFgNy3x@?!=z=yqsw*e4{+Px1;vG5l@ms|xANFm&&m=tr-IEP=Y@(CX~b5h<+MwN
zCd$Ia9R4wh*%7U+9JKPEXNH3D7MMbP+0b5Lup-n!cvaw+d&%`Xx~SPstm04^A<SSw
z>)QwceaVa<-Y*9?zUUZ<;f0}dx6dA@R)5}4cceiEMxxeFJgIwku1gOrzx&Jm0c9gI
zTn$lKrC@S;{By4P#tDGaxf9Nrx9D$w0>~3L%lLr_Omd@1QcJQep5AZXnEaLv%w)Xs
zm>de6(7eS=15Z2BSDKNEQ9n(OvA8MM{Kru4S1Cml!Gt>ccmloH4XAdw+Kwj!%C1yE
zzkhR=aU0JzPv2~rx2dN!Mh+-KOomq5<y$CFP}uPwJOj4Jf=K9Oe5ljN_S{_~5M&q&
z_F2%WTe<tTmopYJg3EFJV!oHb_ulx4)qnm=(wQy0#;#HLic}#%9H!9|J>f)Yg9t&8
z<UV(IH+#&z5C5w5SFO2b!uP%J7|+8IG~s}2-ek@7Ua+9vc%s2lFh-!lcdVQH{y_G!
zzuW=jI%Zh)eu|+of>aj1U|)3QAQ4yO^oJkLLX~{1lzO@zV!xDr#Dp_h{c@h@1YF&}
zFgHqWNI6G#QQkEk=85c6#GbLW7WTTz`SKS_aGtb(ikBhsR4NlGZ*(<``0kG>OlWFE
zfmdD6H-lG0vRZk@J5NEGYPa2Vrv$T_5fnnyT*B!3Qphair6c((Kvt4!DxzlS8G;OD
z1z9+o1O01o2fQqq`Qo*M89}Rfxv9ia;2~kk&FNbmFA{w(=IuORVsHKmuYGe$r|7f)
zfxfqEAgeaoV6@Nuo+`6ju<G6A!ENFeE5Tj7U)SrMwhLEIZHr%{1H7zA!KCjWxUiXV
zMy9%uZzIH8W|dtS?Mr^+h)URJ^14y3Nfa4RJ__#blm>S7tcZji+vwKG6t!1-qR_!q
z4u^;Ncp>S!OSi?`>vQ|`57hSDxikO*&1-kJ`i}}#LECu(@q~iv-CJbzmBvH1R*&mB
zzOYQa_D>`-+#({3LnFR%xG@g~jPS?ZXLL7i-s#u7%1c1?tox_5MYlpb$Enl?`#Vb?
zUHx1PRtI`?W*|zz@J9+VfQ5UK)WuFPPkx`S(_ES2?t9;16?J=P`{~5oOLa&t4P76M
zJL@$FSRA5`N+(Qsa0-~4jXZwF{v1yS=@@cXXRvWMm*<g{j&EvEKj&M-O&Ets(QZN!
zc<puy#%9LBLSXD|*phq9!y7uU7Ki))Ke{(kduFeBx8-}%7nxtIW<McW;&NzRl{21g
zX!B~^+YD5+EX3DBUReTw=`3>UJzB^Z@0z=0C>~C@WAuyvDu8apYfxdt=|p0@GN2<-
zS10h2bEm+YPx6}Paw#<g#;ZcwdC-ympiM%KkAC&hem2eza|;`k`FL%&Y_Cj}l9wFA
z=9%fIxj5g+?`3zanUJ&89dX!OAPI9qLyY^g!2|o%o^$W5w3#)|@9!SxQErmU5tV!r
zVO`lyr11J{&c|0QR^KJq=&RMl0)11X9hrt{Aaf80GefrPyz<uV9={wri60aJ_+a%#
zv){0=Eq6DxQb@UQIa41TK2QTNEf2?WDMyou%1#%PxJB0KYgL+<o`1i74PP(7CGgIg
z5cLcfP^NHZK}!y5s(eK_5=)%>GuG51^JI*|&@3wMt$Q8Xljh*%M$AEJrTHjEztAv|
z&-4-;KEn2A=qSU6_P4uCwxDsJyRS$dc%^iMqGccbsn%ZJnMIp?^JQ~{=^#y=H`PMu
zO9g`z)M0bddD>5mA8Tm`g!J4f@5c*=g%nA9&NZgxUrx-b_(}Gkm47hroy2tp4C`E+
zva$2$!f`B>g)FmzSX4NQC!o+NHyRBoWO83t(Il>LX$?SyIQaf63xlU59vQP1NSYsm
zw#AgT^ZhUVP={WS+B2QJlq(Ok>j__(?Ik_!7wW|&)3P$6P`?{E45$HU=OaQx$FwMb
zS~;=)@0;d({V1nnHHkr-m0&WQaOPgs;i!<vdhWM;*>ZTPPxWh`pe<n6?Mj2l;okG;
zeUIGZ6yxK@E_*kcw?*HD0kV1Lm?x9-nYirOYffSX2JQ~Sf3u^*qJVueF4wra_h<UX
zz5-A!K4-grX8Yv}zs?2c6`I{pl8@2(qb6QtIvyPt_u*Xa*sg4N79<$4!u!763^_ly
zJAlIP<c0j1#2IW!Fg}#M=^1D2(!50C3EYe~;1j1$G?v3_irzUM({7~HxC-=3>kYgn
zZOZc%c`o%MqU_<WYml1Tm?#a`gM38n8QQ=`8hNE8%%8X0tsykfb4s4x*_}VM?2wOp
z9qZ<{)*2<4W<|S5i;F9rc20Ony?I6$J<1M9`GbD1gm3H#vv%JJdB_w1h)$o&vX6g5
zv04+aza+7qdh`0pVZbu!z5HY$xG@o^EDFEN_Vf0bs$xAlsO;;CSFx8;Oj7#%P_}^6
zPdW2*?qB~Wu(LXEpX$rXkBx>9+e?JuLH_m*BHkRy2IIn;;39{#f*cXeDhnYU4F$7<
zdx3%l=4{L4u3wPw(qn#XY#hzeGhN;Ff#Rp}XL<n+07h5=+?S@jKHhLi;joGrCfoa8
z`+P-(O;NQyf4qXnZ2am-6VRbC)XZrw(cP{t^ju%L%Px|#OC>2(S=-_9RSIw?RN^oz
zFj;k-5DE|ddTwxHHZ;WHFRX@Xa?a?T@lIgCJCT<6JXM#vt7A9)Z6BEoDx=t2Jg=6f
z6LQCh3`6lEnv^Jccc1snfcbjNyK)+n{GNb$M=N`_U@h7%yRm-*^>;LREFWyw9BBcS
zI?;1g><Z38c5kHh5@g;_&h0nL-aq_q5hH6#3rtvG;byr*5I4YHsLvOEdDYQAkiZyH
zay?wWF(zQ&xuBgFY=P7D8Jrm>#<nsGaH(MZ;s6z*GPCS53^sm+5R!=308iV2{q*&y
zV?w23!6<a;)!XAs!Ka99G-%v--t42V(5QiT{K_BwPyP2KL5t}F7?@RKxAwTepW<k~
z^QEsV679~M-Ff`6c|Y{@{-w;{kaxq&9bWbw6CFRwnnA)YZzJDrb@~lcuMp2nflRQK
z+D_^H&IZwpp*)`3N$5|~IJZ}DW1W|&Jsz_EWwYAJg%{#*!Nn6DyyHPTZr17K+68fW
zq^OVT=@wl~XA$045F3X_=)RsLdXfBjNLNtu@GE-GJod$JjuRE8mDQbw@{$z(By!!|
zE;sG5KdQre*nQoPdKT+V9f<-so3F91#XTY416vk92!DQ?5UpUTAaSpv;bi|$?1@V^
z`>3z@1tXSqXW#+T{np-7m|9|hT(Lg&yY9S3IGUIDu6<59_}T+`;&-w8J}qQ$54O`g
zEzGtI_RJKoq%2oj2PEK+&f!%23EUobXIin<qj<G1=O~56TT`sumRAP|J<&fj>rvt@
z)yU5#MT(ND3covB`n>%JN0GyU>2QUi0ZVgpTcDV;!AJgJ;p}lNJlHA1+~#Sno<j}#
zK~kVe_*0@Nv#tyHF%?~G9w-J2_S?lP<uGeZNjWcG)-Bq7+s8=CbCe)={Z$jC%&{-t
zQRYD4ZEDFczka|l|J8j}s}M2EUdxm5x9U#HFtz^rsPd>*xn14T?vP7Gpw$-3SGrx8
z#++hk_Xs?bGgzNVI)A)rQ_!!%OZHh*yv_%9Ce_cvCuJQzOMT++=CF=N%yerxM^SW9
zQ_%>e@%t#JkfH<qzPm-oACe*KG*6IYBp>kkdRWWE&ldqizSE&v5J*h$)3BP0_YNC|
zVz=Ie?b^|%iwlBwY7=y3udD+zG$V@psDRE17y$qA>Te&xFcC!ye5$?8hXBJ30O|kS
zBt`cQPJnmQPsm(wf8K2`%2)TI+lLN+3$Q&+5+MMuLK4rSN_ss=k@DymurV*Qw>(f+
zV(a(C@DNJF!H*I$pn3dCI%>0I?@W&IE<rj#2<IubB-{oXcE8{2fL1v4k>g+9b4o@4
zWq-Vxxw#nIhXQ)k##(F2-^;3XJc-^7><_%O?_6NztT+AGN|hNd{j~RkC;TEg&{`|_
z-j4Zd2gk&7`Tp&khM>i+>U6K-V}-b(_hsmYyZ!#ppq|*8dBt@sMti<pB)JU0P81d=
zC8KJ<?cj+?8b>CttO@uxCv(_XqQiYfLcJIF_S1Q=FN5|?y+g&IHcsE1d%e&xp)+2k
zewLcjIZ!N5yER1bgHfcYnEj=jQ5fc`o*wL!XK*KFZ`>x0#Q5Fg{257uPcB5-I4rU*
za;}}*uk;QOXP>jOXvS=h$~A(n#w=1vQyGXO-;2BKS+xqe#W)54r0htzp5zdms!(Xx
zynZ^$5rYUuFbnxvomF(zBYKDJJ-K*3=5D;-E+9Lj0v`VCmhQlp$u#FEa_=Vfge`dY
z#bKnqS1bs`&7srg73m!(Kh+|Sl+`;K>q(Hmk^Oe0Swx*8KgBRS&QaM?60h7%Hl5M*
zIkN4OZf9McSHFqSPW)TSC!4<CUzu$ToD+TYL2G8mkJEdVl6{Hgb&293F<uyuyV8$3
zD0_ut!mDF9xPi6D`Frx9fx0BEqFnRR7rrR>_k~P%rM@}1>QarnX9tFj>c&_Yvs`46
zCI<Icrp1nQOXvu)+~2vanykftPOc_dT-^NWKp6zSz@|LxCFK4-?IsmTX>cO0Sb9
z?vIk8Ijwp1B+^tir1pi(KRS`1qc(s=I?F;|1bKY)h#mhT0DYn)^+2<qcP6iQ+GRgn
z25uIyr+l^ss*gPEIbcS_%{&o8Y6K820ShU*(l+Y3UhspH)gJs)7S|4cUv|vJ_-X`H
zg{!&iv=FXQS+6}h5w?^kmHKv4`kU`p8O+xH0}Vp8e0}jc$#tNs)wI+fL|tb+gmaT^
zp32U^T57&6H(OY5`~m@Y{YB^|Y_<T`6r-)bTf4C&gh6!{LLUZe0nnF^{daK&$hS?=
ze<QjAgGeo7{e}Fcl_CJkU+;W|qab_5vwdb`ql8TBd}sFr{o01_=QC`l!L(7nkT`5)
z?ggVSce#>n<ujk%ES(z5n6K~e&6nQMLWdi|cv@8Z_@=Cpym`_!3HXN#hW}_~pW0Zu
zqFY+=(bgsIl=JU;Qgj=~@1V^I$CIQf5>i(pKfJNWbJ5m!P3U~yz4o1di?#{rHoNVe
zi%z+xU76Y;o<EFZrem93tk>;%jXde|j1d6EWE3vwwKWrND*{5&-d{3<MU*(?<oCYj
z0eO7Xjqfle#=deEQr`ngW%pDl!?RQ4GRkj66JF`_OIZ}-u(;Mha0<zVmYE4}jwI8~
zAnR+eeEIS8ysys@g<(0IsfAs`$FyyyxXNW?g~p*>%!$5ViazM}@veS;6)gbI{`Z^r
zq`42)?{I2UT~VH`5gB)-S%U_BW*S5=a&dKGMFFS^6>-uW|9cLBE;`HeeDcs97q~#a
zuarD57u^5<`APi^(3b9b@39sksXHj<O?Qaboqp6T8-Wn><}ub&ef$<<$fq+8W8jLw
z<ISWel609H7;HW+ekm?*zFQogjQ1m612j&)N%r4+q^2bni#>o0SPI=Pr{{umMdJLl
z5@$l8;GueT&E_5-Sb(kS@^cH9T3GGEIY|=$^1p`C9l4j06qxSXkMe;>&8Zc@G@pc!
zJs7ThH|tf<?}L^;Rgzj|ynD~2*r5zNO?~O5(qw&R-o3867V5E&kMOQr1`as=#z757
zoM_s74pEsv+3TF2*HQGoH~xvntNd9gJJ@BEe2KG)(_WW#eurd+YdfO!dc0$r>jggw
zNGTu&Olf!$A&wM&nlLbKz}_AIv7SsJgPd-XWp94s;o9D&F0Vt~=)*k~aRVPN+$7|?
zI4gSZ;Wn_JU1WK^nn}_Q26~I;aTK;A+@Hc-1R3plu8W|AXY`OhS{jYlYOmD0LB$*-
zX&Dz`y(Q{wJ`?@^_ghj(3Nl!$>G0^URbVjM=;h95INo6j3_JUw^o-Peau;)XoeU5i
z2_Eik#*2vR_R{auQ<-Tp?la2-(px1s4XZMe1+K~1+cBbz2^ar&KLabilFcD`KHfKC
zUvXYSOy8v3jV!@(Nn-5u?&BEh&vo)I+^T+;>O2dH42conl9*SDr%5J_iIRi7b~0Cw
zD-(*{kX_k<=P&74mlQ**w*IXE<go0|l{@th0LA8D6mUMXiQN)7_#I#h_F?Vtth2L(
zB%2qC!g_f;<243t$oGiHnI;p8)^R5vDzI?PB>v403O)kj;@N1I7s<*C+^?uCUht16
zg^-=a!X+I7&pIi80X9U8F61f}aoRoBs|?9ZoIWwcU?|gPP&R|Kp|6=z|8Q;17HF+9
z?x9HC>uaz}TZ&c5+N0=sqefpW1PbEBsCJ%@o^<1nl8ySK6Mi>VACvh#E!!@9zOt3d
zU>276oX|st_(J7Mehx8ef0qLhAMzO)%K7_BQbXCnUMcgDm8ZVlrkG))3@WakChQP+
zrO#gOKXS%j&rk*!qraJ^-;W{W;C6FcefBvnrdHU~B{J(zWTC!KYD=}qC38t%IdI12
zRqWg+QTUfrQ`j4xUZ~sR<%GQHD&Ns*h9}5yPdmz%_j}xb&8TbLhFw9LkY##Rc^g?g
zw8qc(#0se2qs#frF?)1$m2gO{PwaRTnF8)z=R1;an_q^-GaZzwae8`w3h`QZRA$`U
z_hZL#pD_X;QX$tX-gq}5-cHNZJuQL0ej726MwDik8$f`5pvDf7=~`f)4K<Pz`KOMm
zp)ZdwM<pXo$e-XeaG|Ian3Q<FCgpl`+}a3O;@b-t;Y)r$1Dhg?DoC3j^>9P1<Xr7D
z(qQbJn0foP)&>2L=ar&L_hDB@U;A)+ot~W|s~?A<Nz2kinlIXJd?R3|zjt>L43jdn
zMN+&z_s6<kH;O%tk{~Kg(eG`nOJDRizSSIYXRi0>u|6Z`{~&Zt`|O4A;T+4Px*ib)
zO;LHDl*T>!*;b+tQLR+C6>+hvarEYy=6sEp{Bs=hzvBD;)EA6__gvRD0C$1)$R%sD
zP+Lv!%ubFf_C$}4oqwFXT`U#3ub^7rVF1Yrq5vyslpN-#j$y4#xJT9V9a+|H>qav?
z(7%J8wLCxW&MgRf0VU_wj$jG%bB(XkYi*?YXrI;-aSw$7!dU1PWqF6E9kUw8hutQI
zC*iP_SUTqBtf11V3x$Mts|YVm%pFuji;jcBax3)bup$h!vTBa{eeF9e84bBdzDOb#
z^#fLb+4l*zn%&simEX?#H^O`N+mW0*x{@2y1;-^N7%y|rS}l)8bb^1YypGSMw!b5>
zQfWiONwofBS@jS4x|f=4_&m<_;f$Xqc|Flwx(y4VC$aSlem5m${p8YzzwDD9+-+no
zYi0eW{gXQ&FaNb1Bk7(<?&ANcej6HqI`zYY*prp;cDSJUe80{6Y9dk2xvm5jMadR@
z&&<iJhcD5SU1$H^aJKVg91wTyYeg`V75ElGQ$ni(`Y_1gt}A|#pP+0$ch5~c;)&WD
zV~U=+QjdM|^8K<*uKQ31@eBs|2Uz-*-fEV$e{SL8y!C$B%?S*iJae-TRsC$<008A^
z@p2I+r~tS^HC$@K;_bm9xF$8d<>fP^4r2B;a+~fd)TO9l6LuImpI&tI-mzVxyVUzE
z28(xY4CkPK*m@D7FV!v&^t%tn3^kzVatvF|^Li_O=p+3i=9YYe1?QUQ{xiO{YEj*&
zQY=ii8ukz)+~t5xYuNW%`ap7b#dYQd)iZwu`64>M1`khH8H@Jlu+Gt?Kv_(#cHR#F
zuC_|<;h>Ih5GhedWptc^tj#io^<HV5O>!b&q1z!&4!dn<)QdD-L+5aQB1~Smmal2e
zD=*4MzjkP9x(WiO)Kx1k`45>sJ->M1lUe9uZ_M@N=QARa<)KRA;kW!2`fxMwnfqQF
zIOIZbEY6JtUm;W3$~oI5pzd5`imV>3<vP%pG|&BQ2>7%G{*`3Vj%1BpP2{q=_m(3!
zKc`*AWl5PQa=TC06|QJGuPgCT%C8@}+mTOSA~M&dc{GXZ_dNJkrxGsPTp&$UK{V}N
z#j{9QUXnb|epTp5JSFHlOrZI$QN;3L7~MbWd_Gj`ho+45^KfBX$j7(%y*Vm9y=CW6
z_6cHJ2Y$y>`+D}hTYt&2(W7MS?JwbWSwOIaMi@3HYe6f^J@+)qKUFJsWbK?Sswj7p
z`S{?&YXmr+*^Kvkd|8q<9yo1Gr+#?-B>I9QW=!er^*X<s{<PKMTa&vLVT~6G)6VR2
zuZLdW*iE@%pIqI-nUUA;!zStwrD5I`>w9|Y-xqiv`;$1{eK0O}rm*+=7krT#|GRik
zT`HxlH!yU>V=B4;olXp^fan1TUb=lqd-Eyt(w#W=E|c#aqC8l24)rnGrr!fihT_K#
z<qWmXJhg4W-pdO=C*2j@XD430bK2Lpla+A9?t}3A9_dGQ6o_U&NGg<}7v8m5z5eEf
zG5n4t=)yrJAUu=_ARI!PV3tKv=n;QktjrcawdAoU!0?LOwLevf41)H2R6~M0`1#di
zenR;`tY^<Sr!#yA<GtaT61}IFsgz=T7?tPn4xmguj_`C?ZM1o5d->7rY3|dfIO`wg
z{5o)LblxW*%1{@Nr;j@F5c~-pNj|QmSMLrx4>+VP7qI_VFa08(epbG_w(N^<*$f$V
z+zw8~Q91zs7c!t95}qsJ_l&ZC(&aKwZLe>GrJ#R#8n?ljW5A;D9bMT(PG26<2m~OL
zRf2b&m+-oBl@2Th;CXqtvggB_@egSbTT4kmwRPjY0GjizPhaZuTTSLq*Wbk#NdvVu
zK9Co{V)!`p9ad@d`2F=V3K40d4MrXQR2oMFA4hP0R7YTU6{d{5OQ$kExeJR$ef1q)
zSn)V=>EUHzwgzW!9Rp$r#L(}->5`Xu$J+t<lilF0wOjX4!0h=CQV2W!+r?=yLy<dX
zEt>XW6bMtKZbBdhDJ)tDTOeuAFtyL%M)HyS){|hM$;lz{WqYx@FqkgH+lCS%Di5xk
zZaem=FZ)3BhA$q(^dq9YE_(in!>;?oz-fF;eKB`dhqxkH`LM(6$ZuC(wWM=zdFl12
z#Xc%Bt-Q%Rsbcv0kR)AVi-E8zq64jybRhyvOqu1_{l)fAoO}PC1U5VzPrU-V|8PUi
zAokIVdV{rbyIm$?*He5h#|J1{4u?DDXJRGs?vS^{JuYgL-{dKfHN5R*LSRBr65q>R
zWxiHAhSrAt=1*dc>w#kMR5%J&EezFi_!K`U%uRj5!K9M707}AsXTs*Gr&iLIUl1>m
zpElXcl001V&Xl)DfxJQ`S6}+V{Bk$Ia{IKDsTiTTT3;}?ctYm&qF(l^<s>$fLz61K
z*PY#-zaN-d;O=WuYg+N1Wd3px7rQZMI)zjr$WC`u9GEK`t>aar<(!#<4f3$iUcQHm
zJAI3^4}H3{3~J0@KrTq^0W4~W3sP0Xr`T0{-(nT*aU1)c_yJGk`~J;dDnDMl|9+%b
zryE1Y{qkzOkq3%K=kz^6dSm};|G8aZUBPEaZ=TRQ@Xz7<Jhwq%fd2Wq;Nt;1T|+1x
zaqh|Kad=X4`n!lD@Xcel3+!88kcUs)1YmTX57M{*juph$Y8R}M?&lPK7#c0;(7^rw
zUnCJe;@eJD+zQ7fYKiR6m5)RQ^JNPZ<)_Lv{p*6kUGs$eNCvVnA~ho4n{-^5_RfcS
zbbMeByK2;xo>C$8|5`=-O2i?9!G`x<`d^1&0k=ycn3S*NVWn-}48)xN0k3(0`)XS+
zld`XgEepO6q97i0#d=SKg!}148JzU&hBU=FkvpTS_vzoV(0}PqokbKN2ephwC(SDw
z*`u|r@B0xiCu(@<*Z|2VmAdD{{t$w>)A6%4C|fGyZn$F0i>nPd@_ZaE(@ql~mk6+q
zyl<p6U{v~@(<m^#Um?;@z`wfWsAWiw<ku;rujT!Y)HG7x=BaZp0%oA>`olTq@q13<
zmbbql#XspqRRQpg1{nbnmn?-LY|&*(AV~+XtMQIMNFY^Vw!S&#?J=@+oaML`ZiQ15
z$mG$;`30=Y-+|SN6odil5zcmnxIh35%jBWWsfabXE>uRIxtuneE>z!l58<U(+Vth&
zBh{IVDXCEmC&Z#Y7w~u?%IeS9`AQ^KZR7QG*Nda>P}2izF+ILLfA6fc0Gj6?>LQiJ
z=?D%<ddaYjXN_>ybmP=F%C0AS30#nCny#wjE%hT^66r(?P$Zp-Ah`=0sSZ3~c~<p0
zo+*a(5K-U5D48u>cQ+Y;L7F<L<AwMjkLngXtpy>8oZ`2A8O^52{OL2D_xSi77Ey0?
z;GT1^RLV7(t`y8Sdtg9%r%J<XQwk_XZ0Vgb$5#Ly{SVc^^L`X<R?NS1x08cQw|5Eb
z7KoyZSnCRw6ro%5q`gSfSZ9_8>@cLn{<xFYnecZXSiuYkuR2lW!@z2q^6ttb<L?P#
zHw~dtjn@4G3CejU0LHz{us^JeCkh9qwBP65^Zp?qnzC#$ZDQS~x^J|>*vZyXa5sD=
z6;(nsURKH?+Qzn#mOuKIb&;uQ1s)Zo>VnJ2s(^i5qcc2W3`T3btp$KJ1g9uxhuEf-
zWUd|@rSaBxHO^Zz)5Y}e(X<DV<4VNKuk^c@Q~_uwp7yU_Xp+y1f4Xp0J3qSD$5xKD
z=!gfJZcf`hwRWg5y;?$f{KkV>qOeB&I!HyV`Kpd+z+wWUo#X*C$VHG(HtfV9A>P+;
z=^$xQQP^qp&to!$$rvxz`~0LI<@ahu6>xR=e&R?mQGAAf#y6j0)PA}NE2I0x&TPP?
z%J#Be4|3l1WtzUb{udXYdw6(1g8T<pTXC&H&#Iyk$CXQNQY#F4GUhjYBPK`#?ukPq
z5LVdVxZ0J5H=ehzZodq#Xk?(`aqVVkd#@E(<`E$n#t!&UMF>VnCs5?(I5@S05X*;g
zk7bgSbQW8|diW))BxIsD)!klp<CVnZy8OO{_4Hl7yOg`&Q1jaDJ%ohCUK_2X^tsM)
zvZ#25$!V!#`*e(TplFsD*M&DUtXpgfm(11rkKV?&oW!Z6_hzbiJ>;uYsD(>h+k^Fr
zSo{_-;T)dKKC=w3mZAS0-sN6M;%B|vS{OD*Ea?6;oOQQvtg*@~YF$iJ<AK4Zsn6=t
z{YpXdf^;WdH`IK+j#-yz4pd7;c6!Ut`N6_HbDhq^Q+5OY4z!&QG3#u>CjsCfxzFeJ
zH5n&dyn5jtFwZp~>h48%H<{yw?QB)9OJHQ^yB~HpoiF5znf8~215;--C`RHut@cd}
z!@RQWLU}e=%y=;$q7t2p{U%XKU)Tj9!>D+~=555G>P=FoIsHt+>-$NB>6PNV5*q69
zF#|p7XD0ICk}?V9@S~5HX8Vx(iE8UO+Mp?*M)ydcFsFgoC{B^V*@`nsv*cY$^&v+3
z0l9C`C_guEQ`}K;_TLB4;dE0Etq|Y16fvcztDt)mXG+l@x<0_2_bt<?(lvG`1Q#9<
z3S$W*&EqnjHR`=JP~Hd5wclzf%{lp+qH{8k4QNr3$a!Qqm1_P16S&W6BAiF?grk>!
zso#E9+Howf1`oYwXiz5e^TR~tTVSfGR6{0R0RXl5x#!^hJ=}^bFU@;orNKyP56GE(
z_NR;X`bbV7r?4nU`WQ?CJ9@iPy<=G9dFy#H{NMHaILyyE_{Lfel{&0?b!V0HTaaTa
zA9VWUf9yy7*;DsZ<z2y8aqpMY!&W!|#n&N>QY0AUowo#YVVJWx(k?^d>>G=WOWw35
zDj({}TTvf4KCeP)lUdy)Mkn1Pk>eJn8;;<?A*5}82$3tC&Zv)7_<p9RCRE9<)MISt
zn3Yl5HWolNDTh&oLI3eavA0A0#iJ=SaA*^#;KbExeSOp>rVF)+qjxN(aNG#%5EQZP
z5}O{!cddOR=4s3&{k*^9rhj1eP#)jsabIpmyZ7FDl_V-$NH1=)u=5I0)((%gng{eJ
zrW`-ZQ3!e+(nO>ab)G?eZd1AG_ibkE+vONjpG9E?1=blhQGm6H37TeR;8MNQZ@+)|
z-jS0d@w#)6f5&aT$u0AVMosVCEcy#pYu`Q%ASup0XWj;gZ}hfE^3b}$`VzD4W1cv^
zvPJuH2tHN>&CO8G8JVD)jh&h|o96FPA0ox9kJQ7+ugQ2MZp^C(*#{b?!g(Yzc>zyJ
z?~ZY%gRkSo@GiIhDprq>I<XY_o3ALlln`K&fRXy)!P$ycJg&F<>lq}sK>BbW=vTAT
zSB)n-%O5qZ$?B_eIH>NY2NUd8nkTwoDy-cIFP4o4S6A!w+F&*7t3+wn-i3%Lm~@+M
zMy@6~CF#dL9B2e{6iL79zrJaV66-FASBqr=f}097M=u2%EeCj*#hWzI6~lopW%}<_
z5DM*~zmg@5PzzKgMf|I|UK3wCZHV$9XVm70bVEhRB22HLd?bCQXq{Xo8PaIO9s-7E
z{cmcB_G8$9NM5Gb48)U2Q87lo)Yl)x;m7a+oNErH^ruVf6UonM+DyvGj@q?w`n$y*
zyWtG>!T~;BbWn^={0<kUh(5ebzS{EMjcS1PUhssbst&s&DxbE(gZi_}rDr<k<02xY
z+qd15+A1HbcXU<XmTLNx7EVQ_8hef!*7D>t5q8Z1Npr8$n-@j%x6~Iq6I7}?$B)y3
z9;IkpbG5?3=GmJL{FP<R;NY^+uam>1)1J3I!MeY_mLe<-)4eolDV<VarGU=b-*$!W
z!Css1>+2noKJsR`@a}vo3{CFXpmI?uMGVj~j1!GN*%=J}`hm$5dv6224_xZB`9l)J
zfmo(_-m4Vrv&-dqd#kl~7IQ(`%j51IMle<AHw~wpgRe};Yd*PC_V6!1^N)65Mc^sZ
zq%86JTW7z@@F9hI-IIjjl;>iFb)CnVl@JN~{9OTu|M7EwAKWwlC{F48qwn#tr|ea~
z6{5~?BYSefW94?w+f?*Ax>quY5KguUwc;(WH-H4v=7+LLqQfOncVc=(_A!aQN2FSs
z=DF<v`hBjR-N(;P&WmU-!nK_&=X#%~;*5UA{I#A|U$pjQ)gXm}jS@cc4|cmT+V|$z
zT!GP&Sr$n@9eX+}T4my#(I_Yc#7|52{Iev4#QLB}u<%#jE{T*Ju2WA7F_5d$t4zCa
zy#jvnK(5<x28|eFDL72GeL<<W<9GShTN27ha0M%QG!Jdg$ZYS)BxXouN?1^dOqOws
zjvXaz-2F>C+kiU*eH-Cjlq;L{KMzPU_TuhC&=ZZM5lh+vIH#YVr^RF8T;?VF{*?DK
z%A7B2)hG**vnBrW31eLAC1{2n0IvFRTgj&HU*bey3#i-@ZS+CQ6Y_ocJ@Ch|?LKf+
zpWEf<J@2JV<!9wvH5JAHCruHK$|dE8pYpnM`SBFRpT;&c>t3Uyb(+4)N$aFdknCd2
z`5F{U0BN?jen0anlCm(TmQ-W85opz0T6}S!x`bnM+WFo^U%cD10{G#1m6So2Bqhan
z$tPbIby+lVAtgP|1OCU+FFO+IwwD`^1BGj#y|`S(m$ao39o>Il@AkmweHIR?&b_s%
zYx-YOSY@NM4$;J0|Bii`)js|3P~>BZyq_gK7W@!L*$dSIE@fl50Yv}C`*>i~LD+IL
zc}eu7Qa2%)b@qbH^7^K4uLduz=W4@&rywpd?_VWZC<GJ}H>aK>1Rc{Ayv2KRB9)S{
zVD;eo7Dxau70BjinU1z2E{D21LY^dOr_c5ot#3%2f>&}>q_JKpb7^kO@1?yCm(;BY
zhc|Dp0;c<stWG^r-qm|)N?xPG{y1;=b07Zmi~Pg0kfB~H%^U9j|302F)%(u6e|$ZM
zUsW5|Mv_WsW)#T{@3vn(6@^j7l4r2Aw+L6<Z-kMv9~sEfYL(hnpMgPoZa>>DF5;tF
z>{Sg);qNWG_EB7?63DtCSyM#%yG{W%u17Xi!y`FX)q8%9ANV722FZi!V7;+tgr?0y
zABVlMJb0GEn^mnPxzxv<`@=JW;w`qmh#{99uXTh;8!z8k1et~tD&x+?p5o-b?G+D1
z=u_zCkEY(W$Im@_01L+^7st_TEFA(71ab$<t9+f-Rej$gt#jY>iTboxN6!7?ii3RB
z08@x3r;^1S$q6C*+qebp=+~t!)-qn`{WaW~^^`UK56ZsVo;6?L^x057et%odrNCa(
z#Tf|-$wf)R`D_dB^oOOXxQd|<6^BjpD!TMBKzvu~;!*P*{>b?9iMxrLonyf{cbi`O
z8Wr<K8DB4dwn?^d3S!3{0G8S5n10@v?}6x-4YqdDzsJDFJ2ENw^WzO$Ha*XW{NDN=
zP1@2c)e+=Pb_7}W4u9FEl^>E_@t_kN-@I)7y$?y59jJ1F<bc{ej9N4HNrImhb?*bX
zCmXdV=kR5fFr^A~5ftlu@_p<Fv}<Fwl!nV-_VW+-Zn&IY5?(8kWZH!fz3tw?#+J~x
z-B;bWF2l42-rr5(^H1Wm49VA^s`R6{v=?puXS`ss`HfCj2kTVQQ5!Y9WUq@Uumf@x
z2;m;P<(cg0qc_163hi3R^vG+fN27UjXH6C)NYd_aiW2691MBkIJF%{zx#;2ux(B6x
zk&J4XnP-&*ZNia{G@!#9=I<BEziBaP&7$473%GgL<9_oHeJX>~`QCkxr5akU+ISy4
z!yQY?cbVG^k8khN)Y9G0kam37_H?~3$^MeD{mB>>UZ^M4^s*Y8)hEkuih23O;__m(
zF!=g_23=+1HcQuX#^2)J)#FJ5I1Az2E7jcrXBCJ8^M=1X%lq;eYy30PDx>Ef%u!hj
zxXH$6;~h#O=rG-QH36vfDY}pLI%!{IWru#yBWp80?!B|Co4Lac?MD>dIpbrqyP7)U
zA0HDY372edRHwe+xckim!bz{_TNsPRc;*d*Y+LQ%Drt~7x}daFylin~2%w|!mB?AY
z_CN1*B%HEcb~bwqE?-689}d?iz-O*L;dR6`Logp+=pd)izDO;hVs3}l*90RadAOm?
zJqmdfT;q1%y#X*=rwr;oGrV|9ueQT-8f)>`Intgoocz$Eg>))#dc1g@Ru{%Wl1(4-
z554N)BCylP93Lj0Jf%iz>1hi)=bN9x%oW(Dz=Ll&{X`PdV}D<yP(4#ram?yh3c~Z8
zK&DoeeNVYa+DQ+hixVw0Bt#ImlEfQ$;@|i$9!^<1FW=$g?v6WH|6+wlu&}!Sc1e6D
z-jpWk{agP8ng(n=5wQzxho)Glo;HZ5@p-2nH4f0TX8UZ18V7ZwZ*wM5+R?3$Z=FWi
znS~4Xh~qA^h#Dp+)#?u+??7`VcuHz3i+6~R?+4%NxZlJ~7Qmk;$Kv1++8|kiyBP=B
zj|NlPM|&sgZb5$kDjTk*edUkHK0e)FCaKC<ug)oX_l@A;!&^%Yn6l}=+ZjF~j7+)5
zICtNXXNkdM&^9>z#XI)CC@d;8pmCGxJ&(r&dH(1MGSSrVCVgU(WU`4Ow|nt}w5q?~
z&w{*#eZW{J39g`a+Q}RW6EP3}_x?~VRh3I%4wrHWaDXIt?q21!B2v23%^X~w-Vek5
zvV#HF(w{cs^@>Zq)b{FEUGq2>@<|%(y@jm1I3OXecZ<}M>lwEd*ojZGmkCw`;cdWS
z6Nc5+qsM+TxB=&hL(HfP?(w`JCF6~F4gG%GE#U9F>uH|DVt#7pp4q22?HD8%=1BeC
z3AZP*=%qZ~Ptan1<RI_x7C>lfo6g@4Q}Z6pTkr9(zv|}Kb%sKTiQmZ&LR8U(1u=-7
zUz?9iB2O<fnc8|DY;{Wr&^)U;U9OQh+>&$OzQ4@#gh-*w$u#{@?^g8rdUr{<AdjJh
z-FUewn)->hud%5>KO`6+nAPEPiE?=A*S=gkr@pS-!Y<P|F4Iffg>tZS-F>4m3r()7
zsh>_)1BBRRq)y*Gv2Hb#$y#gA-SWwe^7%QsD*GAn40gV)i-YSG8uA<9KA$(9{S0F~
zbjP_Pn8~RhAZDzeau%pG$xcB?ql_7eZEdi#zQ54qaSF-yuCg7L$2z`xhWM<aodp~9
z8lPdO?LhdU9O0yA#XX2)TnaZ?-@a#sJ3}&J(*Zn22Y3Om?{48VyV1WvH`>6u9DGuq
zqV{4ab$R@}k-;=ynkjeaukL?9nY>M;v)MJ67ciz#1>byN7gJd^g4dU)?$&Q0F=vFH
z0ynL6>l?9p>2}mMtE@rm$BIPo<ljEzqwH(x;OZff_WIFuiGWG>iF5TnD!h>wP>w{}
z(3?|v*sWuM(ZSa+X7cj^JW=wQ{EQ#-1O}}7_%c9w<p_i->vc??+vTH<?s;a;kxx4y
znFrE)K7NG06&8w67(yVC8-A$DELz4Uxw1YSmrl6V)v|Bj@+)^dkU`mMN$>5g;h_**
znQzR(4bLbjKy<LecaB$PyVLej=JsLxdMGGDvOneF3-@hE9PxhELv){+mGpqT64c2@
z`TqMBf3A|5CBZQVn1Mgr`G{}vmH-P$%hxy*?;mad7Jdr~)!2nF%bRqLZ2d)(9h#b$
zJ`HE}gJ1aW@{}(0J(7YFr+{B+IlpA#6=Y;by)f0hl#uz@!(qQm@_k^i+pLR>X{2C1
zK<mC)yF<QYjI(yzR*1`i@L2lwIFS|n<ccvSqH>S;c}35-b@WgM!lHYGLj33qd=t9a
zJ$T7(BC3PiCg>?*pgr-`mMHn>@XWl=lxfH)$^#EO2U0Cb3qDelPN@A9OcX#5t8ypk
zzGAdeOH7709GFQJ%%<Ubr9UloO!Ft!4=WTEFUj}gZY*kcQY7c1PRzGeJt-WY%G0Ic
z)9mA=k6srA+=sWUNBuSB6!80&bAPY%wq2YROAWYmk2C>n$NCI~X*#qk+W}61nJWwn
zfpD;I*R4Ggat5Zz4v)?U*e{Ib+*k1@7slBLwLQcF?ow}BZLC;(eG7T{7JQ;pNilG{
z5W<&Yb=~C3t!gio$HBYr1#hQXX~EfdcGj3u<Wq|4ueg8_goU)U)gE}O?{9dpiDHzT
z!6$}TMM+cf^NO+aFkeh^Yb1qt;n*3D{p2)&I%)O}7Izr{hdCCW7pAKN<DG}sie>CQ
z@%-L$;`0r`8HG0G#9+@bggpv-MYbq$YOtR{T(a@^s)}a<)y7g;c#nDq{wLngd)8W-
zhoa~=<84}(={6Kc_ts~qf*C~RzM&kh)fbJ5ArgMXi5+1kemCH|b>U-ee&+j?V{qh4
z4m~*U93ax%gU687u&()*GII`gPk?1JYWa*9fqsCMugp<N3*ng7Mt3tu$*pT+%zbt^
zF?LlYscpO%6~tnT^>@zq0sP@Egi>2S8KFEm$DS*Tg7|n8q`{6KV6F%X&%9qP&LdL{
zI9o51S~5inH~4_uF;DOJv45HSg;Gw<hxJ6Z8D5ZK#CXTW&`+`F=*c9)i2VXpZbW;`
zg9pmM`8C@Gnz?&WU7EP*3>I3u+RxyE9-CMe`vBGY;~BKewZi)4kic<G*hvfr-HF_t
zvpTlm2gwrQ{KRbD!Xp{92duKX^Ot!&7I1)w1IkmaJ{ca<>Qpa9XP;9j(1Uq8>OW>g
zSQ8F@N`POma<-C-1hdn&wV=_y_L+OKsnc&Vu2*FBI8}OQ3CqlWzr_}w8znQnrS|$B
zA1_OFo+*Rqo>N>)kn`bJwcgMAy1<5T+XLzuniqqx4hD69_@AFhU})yHTZRQwZXz)J
z%<0YcwD8^zllB`Nh{#prF4#^%!o-1N5`pne1;1N0?Qz(wb&?}G?PccA=nJ9v<vg|5
zghuwLxMlvugTTV+ND-%AKn-6E0wuq=zKtJ+vy4exBWSQ39gU@~c1F_Y+UcWdzAY;0
z8F$^+Ezp%`_aV<eB<L~gF#s#S*bCb`?*8Q1m-o%recFCr6V^JGAEX;7BDnTj`BU%^
z3Ro5A?$bj72xE9$+x=M>#I9n&zrSTYU#l*^{31hCP4xby@2&}`tMf9AVW6r@@dSM2
zY4O>FFY+O`LM4|l^uGaBc^;JKxI>^XR>bAG=N`EK|L4c2<a>GrAQw))9ysK-asfBX
z249`tqe)Bz)0ZSvlG;Z*0I{WYw{pkkoSN5`45{t|t)Tl+heq8wE79jPYt0!exJJta
zNEdf)jczOnfh$}uvOuYv-uuv)P-*SSH{Bv1?Mv2f(e1dzXH1QuS#mPhXfD5R=U?X!
z)!a&8;E&tassT#Y>$0_MK=3oir0qm8%0nY<hr8|VHNqw8wqn$i6MZ&CL+)4sz=QxD
zzdpSlQhz_5c3^l9v2#BCw8xu)1A|8sEBk88b}<nywDue<dy;yh20Rq^b?*B^^1#mw
zzk@lL${gzb*V^()s!pAjn2+PBKFH~YhE0@#TDRF?Ke_$qmOMUfYM|B-9DzfMxw?^0
zr29-`opFL~9`DayLX>c+6i0J*tU(l2EvZxMlu|k~p-%WOAv-S6*0J}XMz+~oHoN&W
z{8qjJEC#0N;OMm`S}aqDoi{kOFFx2#)G{Q)G?T@x$Gbjq!&I~3UXOd>+3axXv<L1y
zsppd`_uT9Fl)~AdjT&R0q|uOQ)hPWDVtzwatebn0myz6a4|$q@rR#Sy*6RMLp1vjl
z!A>x0gsR<N?Y{a}L(z&@_9~pca5JP0!Vn;Jl8h=D-VlcuDHEF{b1h9RZ75bSL+0~b
zr5dy>2hK})j-2Zj&=5Y>hf_eMQa-)1pC&f#?{p(oaJele_$k+KiR4ydN3?yoiQ+1(
zv(;VY6Z@;Ug}~mVXSZ@!gM6aXm6dcll2QuJo1^}6Fh6aTtFLwRP~MyyWbQ7*Ivs6u
zi&m?>iIdYTPqo0k5BBWwK{Yh<%nJM;HSrw0mQ6)hQVf;bgL~MOjDdg{`vk47ynAb{
z*ZFeim%IHr-jdIcP(fqA2tE*`uNyw8_xN`bP*{1Ze{^ryPBHmyGDN;UWr;&T3jFpC
zwE>{RvJGdNzRx(OSND@xAw4;urrNJ`7W1tsy^5npXUEE}OcYeh+rskJReajU(sSP3
z7{0N>!4xbe{SG9xRtjUxJ0^Aq#T){VlBizT-_JhV--Rf`av0Z<iaGb4U1<r_bCX4q
z*xA3?cZ||QBqAfI(~S~oe2#x9#Yk9!ucnJ*kh=8c)K+6-fV>0`pt_a&fwR?!b(Bhd
zoq~6`#K-$9a2{^yoimtZ=>0+9pt*<pLNaJx5a}+)L!_`TT>ZIXcwu+R;$|7xS@L2Q
zS?YZ02ydPlZnf~vNTzEma&)7C=NX~DG}B-|p@;IM(`nIP3#xmM&uwlRBHTeK$?Dm*
zINa{1%~wIjq2egQTnqWy%)edjL8K$tOVuU_7w*L$JdmL6Nsg^ocXa|uD0|N)7?Dw}
zLw6N-(!f>X)cNTjlI%bLrMB%-_gPI;I~2~A+$5klwaz9jZPqs`&hilWUF*sI+SU5<
z$;Y;^wdVV8^^(3n@$BFNQ+#>An5g^^7k3^D=#JIJ3VR1quXx!YZVLxo{;@b+?FbLx
z_w`$da0icdo-~7qgqZVGZ|!}Up89mwArSCATg)Fk%$;m}I8OOZ`QB{ujc6kn5o3e-
zgRKwAJ?Joo8Yx)Tm$T^m<I!TMiNHArZK5e+vODj|1XG;kE?H?j5&`=EQVEJrSl9V-
zQBsHSpeI}lN}O>ro%L{<=$7Wv`iZ&E{yh^O912<X`R$p7y~s&Q3E075#vPh{^)T=U
ziep(X>Tyq{29y%i8!HLup%0<>OUcWQ$_^mO-GZ+(pVZgcy*mdox&(>wpk^ZW?{_nM
zTrVa0W~tZhwT{0h^rg{vdF5XB9=H8|!JI*Beg*w5f79gz_uyLtN|)ZR*^{m&X{M`-
z@u-i#tJd$OCx1lAZ22&Q1qcn`xK^R^lsyc8%_ev=uM=^5t_OVE$Q>>9yoDu|JXm<N
z){(svrdaXM@(H8DSsL%zj^ZxLH@1iexc%(QlM)&&jw4tk(F)@bZlsMsZRjifXyjxi
z3c^SFR+MJ_4W8wBF@imWn?_3j3U%!tO_Z0dJnMxE(rxPw=diqx<^%QGo}?<t-ez?R
z?&=W9&iVq-aDfI8&3WpWD5S5wtkZd?W(>M*_)362dMf4HzH_~cS=khg9m=g?ao#ml
z;~^!WL!LR^k29RHKTNAScZw{%x*&(+$eC&EwM7Z?(Bp1?h_CRl%PX@yh;mo%9@Cd|
zKhyQ7?4Xe57^&J_;8H%9!EJ|9iR*X+4oZ$=<G6aH$V0yrwS`;-oJAkk4vIPB!kRoO
z=qhSYZ?p8nt*#?g1L;aW!|n~ldM%rm{-fxZ49K@?<z~8!kaW1m09~~jKTn<T_zEo5
z*-WN<>+*)e#`+CqC-{wxR0&FN>pF^sK+lRseD<$8_gUxwww)a>U;5Ys4y1q!QPIGV
zUi!~~o{0Xyo!5M@X9(ZN7o`AHe%hIr+x;zc%|w?w59PYOcHrJZ3ZIw}>^|)V%&*bL
zu>QTX)7~dH@j}Vm>)cRpJ;J-}($VtD$!rT)k2&^{b&z6`2)>Qs!DtYSAkl+fxzAxp
zX`TcCd^#pnEbAL<N9N}=UmszPY1Zy2xwtt}n4vuy5C4;!-V|B(Z_SIUGeCeIci&&P
z^{4d*;b+lxy=QKu)720NTjxh_)pudOgOZ$HyN^Agu?xY4f(G`3Moq*jdXB3~EYT#+
zx|ZTS-;(@?zn6I1FdVBKtPL$CQKIpRJ-~Z<TH_593VqCwh+TKaSooiBcCBWV)Iz=J
zB9QJxV+0GN!;dOentM#&->ksZze_3)I<N$9fo@A&4JxoLV6m<qv*luXeEWM|c<p|9
z<kU?q4>2QT%AnrgSR}~L(=)}T97{>{mI0J26!Wpjh7odFl~>|R2u4HQ4Si6(<R_yw
zPQXq5A4%%kA0Q7Xgb_vkj1R;C!Ka#|9{7yeKR3mu)#MJ(>)x(u6^~!&KYljhL+wMq
zzk}X?3PsBElRpMUrnJ*p++S{@!mE;gVwfT7R81ylGn8&b0L`UycQ8iW2Y;|2(>53H
z&PMk)dF=ZCa&#uks$yFd{URd-k)jD$fCxy9bPPbGE~FGbHDB>9Z=Tn<jm)@t^PH;(
z_g-txF%)?a&#O@`pA1`SHieBU>LIqig?nebZ^l>6zl~iR0@(b!W$?97k-=-`&!@9_
zQ)a?p-`6|ZrLhl-Bw4A4=P9OM&FQHotLtwd@r+kM$*ygF><!a-#vsRr<(d!_QnrIL
zF)N$hv)>1#?u#>mh{^16-Zy>AsK-mtYd9?{1A^1#wj^xTI=jpH`gV1M8=3rR;fDff
zOWsQ{Gn4Bu61J-9_mH+@*u~jQJL3C6{P}&Qo2@wKC$u^TSN*xe-mh~HR8qA|3g5fN
z)Egeht{lEL!Xmt1-mX^Ec&~7LT$)#L1-awXpe%xBWN)K)LNh#&t1ov(M~diPSy7;2
zCx|~xZ_<unhY}uM;N8&nJRH`0>ALr?^Sy0-hHb%I3h(xc$bYgk%NVs6m(01eq;7ut
zqVM{q_ye;k2=R5kWB#tCV$yOjyGkWX{;0pd*EROa&_ej*=5B-~dA1OS$FPo|VG-}|
z{;E8G`i9+n9LppVH<tU}VkFi5^C4$tQ>acYkT+9ObuouL79n2^W2moJFvbERKnk7S
z$gf9i-AG!V`|S?L`q~`MMt)wEhOqr`*r%ucP8q(236B1Il3e%_T=sh=$@Sr+#%4T6
z?)!;k%H6xBGA>$QDsh7BPeI|}u7ledA4`JHKZ{iQx<6hedpvaar^tzgfCyI(bAt<E
zh3Y&nNhqYhLFX^!P`XR>pbo0VStTY@$Iuy^*3+KYsGr9PPn6cME?3Q5{cm`y-0*ZR
zeTqCh*`HR(>x4y2*LwyTZoAez{P;++t33MPXJT`P1Fxam>RF?9K-d4rrHbp~kqYXf
z)>vq0Ds;IpR|+q*{hhtf{gowP!PpJ`JwsYL5Ko%E06p`gaO4R-j6oEuP1&AlDV4rs
z%v+X)ly(N)&dOB%eX`TN%X3djoZHL#<hi##XERB|%V*QhQ!@^G%~*FQtvNifJ4>i2
zz#94+c{$}>iwy<HT1fm=LLDS50V|8f`0$jF&NlfyN=L#YYrBpiKV)4pE~GuP<g%Ch
zSvlb@VdM-1T6mf(Kgl;+VQ2VKJE82P5|((}sQAU^G1ckj`Ad^CU|Z!6Pi>03n?r6g
z<(51h=ptyU>7Oxo?E#Y|jx{nyJr33_IY98P2k550$8R*!nB$!U75sgu5<z~fs!wv`
zO_fA2(0O~q;r*iW2vK__e&PQA&*Qht>R5aWvE!xBdJlPM9z#Zha*ShSnvuCn?56s6
zx&Hk9o^svO$jI8Jh>F9h#ZOGF_d0}GnhZAxt`6c_75KQ%BXyA9geH7<mWIRYPx9{1
zV_ANKA*UrrI}5+9+N~vHc$X;vz}E@`_jb2_-|GC*K3j-Y7Q{3&kH;;azHmzfn}>{X
zxP0f$BN|Sb&{Mb8@ISf68(_>{<CFIE_5o>J5ATEarC+}fJye-P{Nj_sW>^!wY*+Ly
zURk5WPODe&cmbOwx1<B*)uE<XW_tER1{c}bkscS`Gwws6Fv9~k&I#?ZJA^XI#2P`?
zMzm?mcQAI~?2lpH3CmmwpOD%f&Qq;EN-5v4x6+Z4j5CT9?A`UQ$I6IE!FKu8-J*7Y
zzR=bONuL9;G%CNd7A~`y`~K8o$FG775-CF@5Wx;1;jEEDJG@tlf1*D`@#VK&4(P%1
z@Y_^j%1plO>bX8+I<sotBNh4QhPKkgo}XX?lf;g_*fznv4`?8bTW!Lp5!%z)0Tc5Y
zx(CSF<Rw<0vIMBRiFS^9HtrTI)=CAz2hvubdh=|c*FWSvmJIgqV-q2R@Zn1Bi8e&K
zMN0?p=lcs9_^x~BxSgQTu-m3L*idwu=g#F)eFN$aPU%9!F;ns~;9`ZMc6Q|?o750G
z15*U6WJCGc(D267CSNpP>J`i{?VxUkNNQSSb6RKEdk@dx^{aHg-@}8U>r8bT`@S2X
z(#g~i73yKhrTwFdKX!+z!{sChSIFB5){1HMZW>t5vPriP8W=>ON=}D@e%5Moeeh@~
z8Byo3);*b=nOoRTFTnGQO-wgYm6|9!Xr}A@`@Gh*9w3RtO>I=8mvp^<CK6?{Z&iFy
zh$kQQVP&`}q_4C{bb1;VN3VQ%-=;uj8{&E!Ooi<{OEi*_)e<v)4$MT>10s7ntO|Re
zFi*R}#KbzadHpU^nGSH{yd6~oSX1GNMt7bsg;V4L*smK0oT?|m^hi@!T~O>HJ?~`O
z++)HZo<hNXMg^%TB9n^gSFn?`Y_a*drN)6Lut<9k3TKMP{ri0Tq|+4~-v#c7E=5g2
zRt}+Ch(}jP61iEp;`crv1VFgw+y<fUGZC1t^0xe}6=FMBNHFv?e-BJs&2;-rmcQin
zIF$>$S_)uee}yP1@>_iewgY6=0wQ0&@&cbOsnVDo;_uH33H8=aTmBoL$wB(mdw%sB
zm;akKg~fEq>X+1p(P=NgFn57p@IH)}H+fLrKkmBANQcW0!wrYSN>%?{NtrVMH?rc0
z0SjK-I-;GY;SdIT?=3hWb*2bF#NnE8vV}K<H#o2}SU(P@TeQS8uaHMA%=I9ygO{0t
zmzW9Iog1MBN4f^Et1sf4M_A;!i&mzR&v%-`0app=v+DGYroMFMLs>WEb>63+5;QjI
z5Qc$<TzH*nA|=mQFi^&<OW-G;u~@asso;~m1WHWpGeqWX^Z0x)x$C=o99$3Kv*2g`
zO?!AslG!C_nRl|am$12oCJ-P$?Tvxy4`;_IEsBqfSP9tHeR%ZFcT{w0F0sAXj>{We
z?ijx14A|Wymic<`^QVLH2SI{k{QBl@wGwZ^yp-)^9d=R+t9j5BCc{#_9?awpi<E;g
zLv=+}pbw%&3mCooJ_Ac!NKnyyn&FSmMZS12h3N3ALbUu*dF*19UVD_*?-GfRisFLx
z3Yn4X>^Jt=O9kJiziOl|Y~Q*zPTAy+H@#_|G;-P<1Y`MKfh=2irGplxv<sd|B7W
z%aD)qawhb>d(j)F$}Edepainc1rb(#_J%DH*i}(@BA@BZ^nny()t*6k$uBGoMqH23
z<cG0NAB1)u?L|+z^3U8;p!o<!Wn%v1)U$@k7+dB02jbC6Y3d)(1`@tI;m)&nvS=gT
zUuZL=Xvux2y)ArJFX`Pcgk@2>M4s^;v(M3GwA8-L#x;{aKl43!W>8B2X#P5Cx_-lE
z`;v4Zr{d@QaPgCxt@*+V$3}B4GidS~DWTEf>=F7pUyf>}&yrmGPh?BYH{P%`J+5v(
z1o~UCw{&;g`@INmV5-3#h-%OWrJJdmW0u}!D-p`Vg8$hhJPKF1A$PKSH0F~~zi#r0
z>*-NI6>>ak0FWmasWiesIv1~}3wd?&ULd;r90BV;vE}Z9!CO$LDwkHzS%%z?;h4{Z
zFs4a%w=3XTFC{A;8MHZ<ix*l4#>!{nrF%s63WO=>kmZoW%cv;E<)yFBy`6xty-U>2
z(dn){JYUS6#fj?GzaE8uz!8t(Ea1=XE^c)z2|f@o20Y$Xvov>3Tr9s<dW7oby%Xhk
zdW5TBUDok-i8omtaZ3_+ZeFY6BTV+YTzshD-3YnDFnbQ5KyHw@-RFK|*qM5Y;%{HA
z$K|+|I<In>P{#QC_K?1no2VOHJ@gG+Ge7(<#0m0qt`y1}2ZmrvnON^21Ihr$VWx6h
zq}{$+c5*y#m(Q`smPB&cz7i?x4yWJke3Q5HrAi$L%1V2tS7W$}U!GCN<*0Kzs<>~8
z&idb8vATyzt1zK>!V!nCv6=aTyFX8#uLWHVW#0@+I~-$^p&dX#FiyY`>bXn44PXuM
zE2JrC<L9B--3j4x1BLn{d5517_%JoE12d*(d=1C*85u@cVziWJl=77GQ94^kQeZAo
zOFgeIKmCq$ye)0XYN4MX<u?L8!)7&(vv;L*%;=K5-1N1AEOK3{*goW!^Zv4|1Ncbx
zG>elRtC)m{sR}9<Sf)C!tHA-&hr3D^;&^`DJ9!pFGl94p<ZIcwIcHhDWbEYP3hnE3
z5`+0}CV~GHCoGDKK~=pFcMqTI5QG&q1(C1u$liXLteu*Zs327=h6fQ94meGGSHoP?
z-mgqAkiXg{n87L?cegI0=?0#`{(eX`5t%$9#@0Kz#fmU*AwZK%ru?bhAd&Y!C878`
zR8Oz+nJ{lM^Xtp&p&g}s0>bmd{nCs4(E0L6Csu}8?f1tjjX<?w>%1Y$zK+K>l+C~~
zY&JueZ2zFmC&eSuPp{_dLFC^4cQ~rB!^W3NXy4KHqUGNH=xM^J`~AU`zet5~TPU>O
z?jvOSE0+}MW3f<K{Tz(!o9;7*PP?LzVgxA#(0-@7iHC>7ainrSyDQ1ctl#fhF?j!|
zp8(c-q>WA^UPcIDfeDB0ch|ha@4PVJ&M<6jhr!NkgTaf2*yBMZc!bM@-|g&9Lu`8X
zbBB=2=M=DKXhjhEKEH2ncTUtZOt^D=3BN_&`PO;T*>@uzq&?0Hc(IL}rG8mAmMS-`
z6Yw`h<Fm+>J(*Y}pcWV0*jn9n=jP{SaMHxEt!06~Tjf=$f2Fr7xel=A<%I$9TT8<*
zp+VJ4Cgd2TI;li9{$j>)XMcSKRNLMuL%)J6W$btq9G{Ato}&I{Hf8t{4(fd$+q<`c
z%mV=0`scO@kSlbr7zHKfu~DKAIr!;)-jUN1r^$N+41xSQ4V*%+tJ*1&Q<Ii@9MG^`
zH%&Zw{_mjB_FX@8kX{LHmhHkYyfe(T`pkXlnoA;7wYpdj41mhKTDZ0eTr+R|9&Bup
z26Oxi>-NCZrcdbvl0km(Y48~aLY<NzaW~%&QFn;S;#6<Oh254DKER(@EGFft1!|%J
z@(|&`=W~#~2hc-nn`+4uFw+%f(NnYgSzUB|r``9=Ok@e1<7C6mv6PN=ZQHZr;w*a2
z(n7P~(OP`$68m4M3DKc3&X`wbL5O+rSHW0fzY~biy=R&>*V>82PUX!HA4~y5IeVMi
zdbAwTMY~;-AVqk)wHr|;fym@KMC5lCey5@47wudq#eox05zNl<wOM%%LuG&U)8=V*
za(#aIHv^A|fGi{uZ|4Vi_j-RK&Tk1Yq|kiGX_y+TB{x3-O@-q{;)~~p;UWo)F{XR5
z>U;Mppm3GY1k3q`6hRdD&@z<4G%ig6Ot^Q=bzLIZe!=IU)Zgdvan}7e5gaO-*wu+_
zrFpww2t2RQI>Npr`ZOhtB0RA6Cnk&&xa}NeKhVlG=~=7GiC8LLm?o@PJDE$!18Ew}
zQR0F;YbX@y{^IGCg*8St(w;PeDzXEpRLh-%{B2VsQHl|^BNU=`Bv84mJ`MZLV1=5y
z1f+|%esMn@c#e0T)7!n;W1aPjdU@FGqYF#XoMnm6i>Tbv<f_O<8vWqJjea`$CG-fv
zq+cxXZpba8W#In*FWJPaUhh9)kq^q1w5#ML@fBOr#uZ&Zx}`3Y<f{RFbd}obtC_&Z
zHS!<W;#qpAY{`u&AFZmo_WXc8ey_iKa=M>7<7<8^pdVS}aF698QyA8mY#N362iK5I
zCCMuEnseLCcL0&zaspjT+19L&f0o1_`;DKCull4?6^AuG+`mTxem3l!Gm$fbU;no9
zHLiKuhK}?&^QSJJpP<Y{PerEc(I4G!zgYDQC}L0qBFTFasac+528cX$)+ek$I{tn;
zJL*W2`@`%ZdOB4~N^j%yPLHk6-CkRsGx*}eyP_T9D1?0ZN<_B@gl{oZX~7$~T+xm`
z6p*f=+?>y?lq0mgNR)X*HncwPpJD7;@)d%<xuv|DepWx!`P;Zi(s%bCF&-!-ar@sU
zU~ypr9mtVNBK&^%DIm4OmW9goV|Bf20YLd~$nN}pD<2OomK({28swv`|BSy$7fdo*
zJWrho?5IC~^Wv9M)A!7uln^V;4BULaM8Wmb<;$U0Z=6@tH%htZ0kV_V7hJPv=IMI%
z?}ZM`LGjy9&smrd3{I4jN*fwxzI^Apw0%H)US+Nf`OSdAy$;XD8;jxgA>#*J0q%|d
z92Hzv=-};-&9B&@u8QmD6~-u;ksP-jYsrhTPnR^K#el0EgKJvEH}8EyIBwii4L!^U
z>h-%SFL^g){P8vaE~wlqtx2A)1<{_=b>D8ZC3g3lmdV`y5x8s!l+R$IySzVe&2`5}
z=%P{DYt&8|J}j<RY!?TXYw7-_Qf{pOO#!T23iaQfA{R+Y-_HXZuDf}a=y5zlVdkX6
z=^!PWGq&-kJxZm$5fe<`Iqiq-YQ4G-=9T*b8sIJn4XQTxLpoJB56PbkgHye4o+SjI
z^AFIW?<Be$mA&!I`1hmu>6CJgkEZQ?C0Gv5;rP*i2zEodXl2H$o%@?lrAXvzup`^n
zWfJV@Ak)i~W~IHv9Rc^#6~gcI!M_j3Uoc@NUh0j?hV-xga$n^|Yx0KQ!9TTqBL3#z
zc&+Fwn+(4LVsM0KgmT{pDPmfP^fT|&cY(QEj28^__jS&6brMWv>GHlR)ri=guh_V=
zxag$feQLqFbMYg&2frj>d<zHJ?UwB|*~jn7&F4B?E*(8wtPH?C@&g0qr->(CxSg~7
zs&T5K&OB^8vAvH|V~8&A?$cnofWUSKWI=01px*aw=G-_STh=?%gxPrc`ib=QGW6gZ
z*Ld_h*&S+YY&r6$H{8d0<quyI7Ja(Cv;J3uF-Nv)fF6dWyj?HEcy=9`u*z2Pa3XAC
zP+8m}`;SZD4P+V3Cg<dK$BZZJD^|?0W;LcCBkl`m-nd<TBrZ4Z?zP4B$&T%IR3mxc
zY>1J|ZB7|b3#B)3BG2?*5woy*%j;2*!rh2P*thrTw!kyZP?VSbLOA{rB8l@dPH<@j
zYgj0{zN$L_yTnhC%txI0f|jS~6=)s*S85kF1;FQtQ1zqat=Gaq<e5Sbc_~`M=CM4x
zouM?qjRd%CpjY3$_0>y^P!EOqRrkdxlhNH~1_bI%_dcI7(Gl3&wp_yXWu0W27fpJ6
z>*Ni=i^{u>%<?R;k|j&T;9iQbI&OJ#n7=F5M4_gYCJ}g6xa3;IYD!v#r^P#e+@>%<
zB)i|o&mKyzACv^cxtp?g7DkM@r=D<!D9v0+__+2e(jn44RpX*cvWhj{rd#4PaPS$|
z9@V-!&%6Dr32~WR<r}yE(vV6%dZNDmjAL%?T*BpCs5(CS@oygxU~6!l^LvZ~P+f0l
zRyF9Wxi2rNmxtHTld4X;2>no%TZjaAx>~@~9+XjfAYFJ5Lp=zil9;}<_Y0Cb84Q%B
zyb!Dp9A5GXe<c5{eJkA<sKQcCz;&4TF|jE(Vuc3xDp!W;?89V04dAmS*3+Q&_l^Ot
zTS$8lXpQdzU-AEcnO>`-dCZ(~lrEw*oSruKNybOUy~7HOQsOY6viO1we0D;Z7ThB;
z3d$=|i+9LVOmJ{v*BkVXA{p(B4Y)zqM1RYf^u5rpBSC|v8bwU6M-%i#7<!1CN$%vR
z`Gb`7^s$M|@0N|<z1BI!@4PFP0Ke8Z+_4D)z{%y!ydK>el$0hMlFHVoP(7q=&<QWy
ze(LL@J^cdp7&{{RE49e+@gXdsKIvCYz@^07vmE--@!8M8AhnZou^Z1Ha)fMztzON$
z*$?*#3~#8$;@t=uqf-NTF`kbmjqWZB@KbWwI>X=?AHOyzqQI21%qut~<VQdu^GPSU
z35-qq8Y=g=AKGBJ7KT~Orri*iu?Mjv982V5h#I1=uC@yFDb?rXEc?zI%1~{Idthq>
z76aEEscrkC^~a2=0=y{YGIDFshlfj`ntBvFQ<k5pH9Q~`)+`7XYsuOT>w8OUE4v@l
zh@)<e@uujL?KxZ4A9>+Cz!+t#zH&;<5P7<DKd+X1S2NkCC^y4wEhIEgCh>lDM!MV1
zXF$(xM6O+)*YDm$Pz#!*XEU*y^H_XZao>-9ACC|!i`!hsE5R4M5)b0LKHF<g7i&)L
zHs2H|P`N(0Xa@;$-vEaSd1)1&;if`wzh@_3vaR@>jJo9fNcQV9Z2aE!pZqRhoEYF(
z^=QP2nnX|UflM%j=F&OK-2{J2E``Xru7OHoIy{T};Hc7<Q>v9Ld)zFA?D5*73U~)u
zvE<<gxnOQ<H>LDDA3&(a$^CQYnn6LoM>Yp}v6PGC%B;m-KHeIBUNai|(GI4~@^;f(
zTq=s<J#8RUaWm*$US(C-lG5jccL=E~n$XWZBQG89w&ArqA>xE_W)-FGg%ZYT;KI_p
zdFIkx4)iH!ZOr5*dgF>Z{iDNvq+;~_Zeu9$b3Lcy`0R<vxry4;+1_tQki`^Y_cX(v
z>{LvendI=WJ$Lm?Vi-|QI1SnJcfscN;*--SlkPJGtL5vfR)7D_A**{`Dc{TSEB*12
z(Pf)8r6Q{2NO{Asg<M=s;njT}(l<bw=}VTW+rG?&?fxA=KpJ|Gdr7Go?Y)FYiv3$V
z_Y74wB+TStwM8H%>JNR-4?wb=<DPW~xP-x+K8Gi4pK`Xv@ig6`^gD4&LyxgBpWel7
z8*TrK_IyVp`QgFGA?qG2)z_=wmO-$^yoeU*EfYMO!u~4%v`l+7`{yOTmAXq^2&E4g
zgF&EEJi&rM6`FcYpyIJ@xf*tl6x@v2d{n2q{Di`L(@AQx(P#!J08>xwjH(=;^w1Nk
zJARKTuz8LdG@gjg`ED|)8avuYH3@SYg%IsoQy2OV$c%a99_pJL#v<;!(0u=TG~&UN
z^JqF++*=*zfnvYE`lHDgoVa(N5@H&>Ta5j?4cd`DI^+9P=)GDFl@rmy(W`(+JXuak
zk-ii*5uR5~uD(uCUwovppPU$gy<@f$-n&AkcNo64_rw_77C{66)LxEA+S&Cr-rpBj
zwPhthnd%^&Q$HU#;n1TMjp5BncTeP}N!K`@gM=D%x`408-Mzo7p7!&}@X?L{Lepz@
zwXh3ZMoHK1=3!<Nb~~uocb?Js9u`GPFKrJzy?PWVkB8QL<lxJ&d_$utoZ<O&u<PZ>
zi0|(S1mhW_T>H75KI5xO4o{LB6t@cLq(9y68=iX04mbd<d>9B{E5*s{Rwx5BVB~f2
zy{rMycWqPu_HKA_5r8%VvPUA%zFr0dmrOA|eG($Gx)Wp#ZqL+w;@NMw*#_PU#fQV+
z3Kg&5RXaE`<El!7q)}=omqu0;o$^BCmR@hT8$6USIAsMvQjZJ?Wl7yk!|Xq++NApo
z)?0IzzQ4RSgz|0Xv(rONe+U)v_jUSiPqAR(_t@X?Nm~nya{pNr%43q2)8|sLhxa8v
z2L=QWlJ4`ssLM#>3dkl8^RAbLV-@>}HLZ$!OjkNgOB$N<r>|GZqyt)~w3t~I(k>q!
zzt(kswrnAz5Ecb*T>eH<$Vxb!S$a1=nH88>?nVBhTlIXOw%e3A`H7;fGCFhE*$U~c
zr-D7nP6)y7w&tw|`s1+w>HV%--wlN8dz2*h<hx3RVz^Dgt@lywr`VyI$$U2vV;zko
zGmP`I4bB;g(Z6fuJ3!C|)k3>!luh~l>~m%yNbc|cx{b=$H7;FXaMtp=f2;8hy0zZi
z^hq<=<Z5iWw7d$(O=v#e&wyoW@(qU9eqpe~y|N7sis9aK&Qd(PCca9WjDK-~`~SZ|
zPO-$2<wcf<h3H%@S4Tg|20t|{_ETQUupRxj^$oKm9G{`^O6$Y?IAd?Y_4^*~iZu#d
zke$b-hgD+u@LhC0z0kqw#B}zTgfw4YA*K>v#~Qv;=EDK!<32jIBE($sTX^A(W(v14
zkX5a8?_h&Sc2l3O(JT)0dT}1lM`I)F$g;Q#tf_woDRg&(*As^`n8ntBQfvNBJae8S
zp6gP{^B8?UD6)MY+X0OY9o^9s)=CQZi8NP_CxACHfIA2(+U=)#V=O@et-vcpyIZB)
zfUSEzPw^sZd1t7Q_!#`qOSNHmc}BXg`*yRuot7WYxsQs*1GK_~<N@vDgWt3(PhT4n
zgHt#WKD+I|Z=u~y@_C|ma6L~ArcT<d_qKtOtZ#rtOzlq25+C!+^xH+7A5S-(`&ARr
zO#9=CuFd24m<^^D(90cbM!HG;VGkUAH(5Mb9RAO4UmUk=Vc4Bm@^xjuZ$fzElD3ee
z@E()Lp-|?rvrgA-6m;AtgvWR)*i*KTg8JwV@(Jze^_z+E?$t!>JJ0Yl9)9vDGu%*!
zSHR<LI~Xgwg@H?j#?wrT`Ikn*eGqr*g~%_*!V2jkdr2UJN<Ee<BU9-1?idH%J({-N
z{%ERIz!7ybtx(71me%+b6Kl!)lgA4h+3!<&BFNuVlDlla7ykIt_Niucu{^p){cUE8
z-TU(qB_0oentE3i*qiKBI!$WgkvdFRzWqT^h2VTEKm6q<J+o`U1j|*#P{KaFb(a5p
zI)X6{sRiPhERgiG=RfC<aGQh)4w<`i;Kbzq7#mF2h35kYR{9VO!uMgphA_^{b5K`V
zItzxJ%DYzGx%B=FAbI)Z?{G#$A&Cu02fa=CI%znn@U-c9)>+#Kpp)3PwLj;*^0r5w
zI`{Y2u6!NTaR-l4D@$*8ypbv2k=_rT_4GD-#xMfs)}^X=#y%AFlJjN2519mGRF2n^
z7$J0ld*SQ0Yq1-Cuejfo(d9bY-yI+L4=j!bj@y=gsli{dE#8}pkextYkSX>dn$l~F
z@D06DmqRBaAV^R(hbh>(ZJT77`wBceyscb@i=cZWzugtNm#R8!b<=&3#WlFV?*V`g
zGMYZ`ImI0wV0@a8b`jSBWRZx#A23?6$U>J_n2?UW?{{G=_R#$mpI>>?BliAKCM-i>
z<Qf__zf}voF;O-AVf>r-ho5?vZJYzqdF1%K8nttngDo7~bi2=Z?+Q3Y1(ePo-y{nw
zpPciFkf1n=SK%*~_IFu|8vC4m=k~#D{LdxrYdgiwGaIMCVmG!$Cc}IiBm^Oa_01Rg
zJle?{oc3e<sDg$5MsoMOu?)Y+(^(9#?BcvX+6|o!6U$2%q)@YK|8l$27~c-s`Mw7W
zM$WpGg@-llAh2|e9hD4bg5*X%G>D%Pr*nhN!=d+=KA}byYQ%{S44b&0PoToO29bUf
zT8gOG6+IicPWV{%_Ka}x%+#sDhd8UAY^jf!x-f1_5Iu&8+UM7+neQNac5sq{2$YvG
zQl0xX<LA>mY4ig#S<kAXtgx(P>F(g|WzwTkQ%8u7xTnqq@rzFKIOd{xEz=TAB&wBj
z8`ZGe(Kg{|-QP7m?9u~OkyvAh)*;%uI;H#VoFWH-{m;k&Y+@QH&3%XX_C@VGFwfbI
zq{ahs0M!+*Bqf(uGZ&lFVRl3iP{)_c?9rc*67MIKtK{x8r0o2I-i;@*xqmL)&P>N#
z7QDL9pvUliyNqlYahpT_H-NI9flxB2)`F5Ay0qub#mSm(XEgry8!Iom7k&IZk4Gax
zcwu|_>m8qb%kXfn&|%tGd&VN~udkAoPlJp$Z504*!B(porPfgR-^7Alyq$S8MIx@~
z^@LfGigc~m(zVGsQ+1q(5kZ=*RSEe6RZ@`1zQ*Z=kxiPC71k}SuNZp1;PZ*4p8D3D
z@EcHIMZ|O}m&oGZT}_*?2-Hg@g;Qp*fNYzt$#XLqSM&q#^b<jJJO5E}=ZZl4Mpz-F
ziJx@E@c0)4oTZi@rZ9Fa*Zy(eBif|dX!0j5_wk@a*&To8iNf@|Q9(_9W`BsJ=wj~i
zjm=?H%$9RqVX+e&|N20S^S<&o>`o?`McO5G!sA+b%;j1K3&NZaO(7h0n{`4N)4rbP
zYbn|MN&C8P3Jam7R!E)NdYM>#l0AO4W6|o-Ie2{X7rM7c(<QJDbmyE_wCC|2wa;sn
zMyxNFkK_4z^hes{vC1=c#6)Yald2^Ue$KCzj$M=i=?D8Xo3Egr&EfK9PwMALojNq(
z|7yNlA{8)U8`qcCzb~^EJxgx$G)(v~BPKptc7BsR#R_Kelpf>2UY<B~G%I@nH=H+A
zc_UhTeOArs)T7nDq=#bbKs)7JZ)$X=G4DSO=UTOwuCXv6-$!*fb^VODvl*vvpL|I=
z;|4KY9EZ#CRSm;RC?pLDkJEdtiK$ZjjGaD~>o@hYMhCQ%d;jSA@R!JE4Y$CNH%8LW
z?7q|wih3I)fz1#0<hlCed|>qRfu3&j65lwGCB~%M8i28G*EpfP$#R6()+d~uEIPqw
zQVTivTf!*xe%Ol*gb6Jd@Yy5X{@!ioSEn^P+U)QbYv{=!;+~x9MxscIFoWWE+X|n&
zWXHPR*}^Hlu2H=g4gLd0GEP<vksm*!hu~cn>J^7kme}O(=@rabaZSv}ote}3Prcxe
z5ov1aU-YXF?J`xz{ZUB632);r*sR7W0MiXqCM0f07f$sOAjR-^$mm<M-yOHWPQLH*
z{>?Xmx6%WfA*p!4f~iTTpL*c*@JJCu2><t~a4oHP<0jI2<TKmbof0VZrntbpR+wjl
z4pJOZ<iy`AlgPfuX4o>Ku#IN3_WiBFv7N$6=AH9wqI;NCU_w%#*hxeMWS;C5F8%xc
zYpO(?>7+sw!u?D(E~C}s=vdXU1WfWdhjz+SebHX8^!Y75vaZ~J<f|mfgGO&(;@5wP
zVbW#&C!0GAA6DX#oMLuI`OcglfA9Iq^lORyFmc5(ha}IdlbF79&iE;+uB@VvA!+u3
zfm*E-da{CgVBcrxcM@wg@UTpA;_tZ0dR0s?CWd6)(|haa94k#ZccSEh>s7bBXZX9j
z4dr<JI{T{VbXl}y%&F`nbc-S6kk<Y0J+`6`0Q7nuv3uQzhSJYdop{R3TWxA{O&ci3
zR8dXnL06uq#NJ77;{{g1G}{2WZ*LFgyL&8Q7GBDYf3nN~a7TOy{hwNG(;+2nRe-m*
z7krP#J~hAPmy-n^z~gqQa)!LLSYmMsaYZHh=QmR;zU<TOPjFw4AaLGc%;H{v@L-Rk
zw!L`!%tsj&3cTIOvV7zID1C$+=54BsALmEa>a+x8+6Cz{&9_g*uif`7CQ17>iedRf
zQ?wp};ZZ0!Y<Ew|XN5XLHppPD5K5*~L9^3y&P3@O?ggrhZUSy*%jbhEYcIV&B{=L)
zZIg`7!Q_reC;(8X_C9F|A@ztzM7iQgATRDO8LshV6aV%I*Pi;~XWf{2Sw>ynw(x*K
z5Ar2=S<tPwkPkTz#7XhW3*Wp+s;CCQxz#TsTSxP<Uu+aVq$fmv2uY7F|0%)820%o$
zPoS`+O0bJnu2io(EXq*pSkJL>mOWXlBUlZ06mz%H@whX_uts;X<UAUA0t9xw;0eSe
z32QWZau*rm@a0Gu@eN?v2pMv&{NB3n(@>xY;eYon(TK}EZcBig6ih=d<D@4ST^&T3
z8sWc#m6LP!o*nd?A>WDvk3NdwE{a~P4_wqvd#XTj6NI!`9-})~;ehwl_x|fG*N}w1
zQ#%SZi@mSfrLB6<Nbd6a`RAf@+!}{ybkOqeJt%kQrkl$}fuvycK5k({F;F~M0=UCs
z7mLK{qpFK^BsIHPu%_H`+^Yr_D%Id;Ig;KzLps@Ljy30sV1poemu2=>nkixaKpx0O
z$`}!EFjE}YPgICkS^?kN{x)2mN;>I{Bn`sYsb{?P1EIR%+qn5Uo}8!fD`7z26d`qT
zli+(S_p~Mdrb5O|2LR2B(ld|WTl6bk0P`|{#z<S`WA)8iH+W;;64#;P*{?Pi*=L{l
zGB!Z$z?S|4#1q?$0ugulYu%K`Rc3RjWCrai;Va*7);Wsdf|YneCBN99JZ2p8i*IpT
zG?{H3`L2A;`%d3WKdIo&&xfmu{)8*bUaEl}V3?x<hlEkNxc~nLv2$?|fV(JGpbzp|
zZ+;F6kf%m6v<=)^rgs{vp)JH!L@ng!fE9hRV%$}r=*m2OcG_jnU#Upcwde-2<4yc6
z5mwdr@G~q87NHeTZ>c^MU<I|&VDmvMpLF<mMZFT<5&$WX^bAwZ^CHm7-X<TZ+!dca
z$9WXrlMpiFxl8MC@%T-<f}*B}KrW<42O6<{9`zf)?xEcM_<?mxZAs9&%WW+q`e+`Z
zApeB@GcnedeBj{!WZaj=7S-{B`|SxsApK&X&m+r$V8DEgriG+r#(^chvvOt1MFKuf
zBIYoA7AhP`ewSd{Mvm=~k<RB-^UdeN%=;*Q`<d%dPifO>`h9?=`BBI>`e68YRJz5!
z(`-}e+pFxFSw8^!IUDme<!`Z4q3QMed=7P7@kM#L9dNR&w>jO>nlhYL>onr*kfUt)
z;XSoLha9$8SfMp}|3y5gS189RSC8Vf8ITp3dcH>ceGq!l-^U%s5*dBIT(c&W)RW^I
zcY;2>RpH580-<A5P(B|&7wWe@fB7%eB$Nf|&O(>^Fv1#?I$rLyAD76CDcR_8mufAX
z0h6HA#xyqaQl|;UBk{?RG^NnL>Tn8Q>obs-Q&CHF`^1HP{8>7fU)}RW$9Zw2@Gf`_
z`XYUj><Y5l*STIsoDb>mGa!lso})y&)z>86Yt6CRhjF-UQuQ0aUEa$dUfc9GLyp5G
zryuOR)<wA6fUin<nkHl=tPd@AZ#SDb0H$itkNkA#U6oHZs-B*Y&xiv&uWtffH1fgh
zE||qX^+(Og)%6(kYCzDB>de&?XnFGGe3DM*TVO;(^_7MWPK&dZ>>*g%OBUJQsTgIc
z8b@cZqSSlzv|wI9lxhbf$e3sql2ZBiic!<|LnlAy=cR;^uNi;YK#F*%n64wJeK(iS
z5y&w+0|?j<Z_YB{So=B$ubrb<GWVE6KG0Zp(k*25!V1In0sF{TqJS>ub)&br)-Skk
zE&-#iD{@b@NWOxbEGVQB2v}RWx{7zhzWp9JXFiIBPZLOQZU%5x7qaVSXf!V-m6`cX
z;M*Ome?U@S9a-d3d;W<x46PYJQKvtEHtdLM9iQ{&I*ZX)epYUKZ~@SBXX0wj;Z(|K
zl|q|m*p}x{Gfg)9vxN#5oInl9{R*-pWmXK9xzFl*?lBEQ)SxOh7sU&cX)RF8G$UZT
zVtgW@@-0k1o0YxxHLYFS_DG!+Twq|qmIy>wM~zWPbdJj+`7+2S1cw?cWK=j=Lm5}^
zgy|gW5%?dgt!M>BQy#l{5I)xG*FQqB-dCqJ``T;v76AFmbme|nXglU{ak=;)`!1Z2
z4Molow+FfV?ajL)__YDOh`a00R{e^Ie7brKV94>0$o5Y}QC&V^1n(OlS~v}V8LKex
z-_<*+#{~_&fSh01j&ThCy5@~;RL>!4TUbY;?QJImGaYwGR=F@oeZ{A1K{sVsLi{n=
zr%<2fnbh)M3p=a?m_P81SN9s0bgntPBj;26emXsk<J^US!llYO>Lp;Hj6p6oX7A~g
zPx2PtMJ!;^G$r?NT^LhRKae~<&It$S7+PM$QbRfA97UaWXE?$5NCVw@@Q+J5JcwIK
zfw6hkTw++E)pZO}6rB@<qRF{bIaZ9^w8|@$XF&ILYEK1(m$nh`j!wW_y?$s%EME$z
zRiy4D@>Mhs<t**@jtPXuPc%rh4cZIAU4WN^vQR^JAKxSHgO^8HS#(`kOCsK=tva_u
zw=7$L?Z$1j-8*_&?a}#!T3r+?G6}bRb$>_VO&^%xvpUi43`W)Mbb+f7UdoB{R`C&_
zm`W_pj?@7_`5;<Zpf!Ywa2?YcoK(fhzVZ6B&Q;?0r9YA#&`DIC??YW74hu0$>xupF
zTmUVhRjEosF2DJ1p3vVNC)S3x!L?uWvVR=4qHbQ*UQWSyfAV=X1R8ZWHu*OzymrcW
zMS>b7FsItQsL1jeY|InG&w^vk__RO?OEvQjyOkzvfy%-L>XFzaUiCC;@9nu@>}}Vx
zb{pMT$Yy=dy&l^yITXR`BP!2*a;rX1bv1jTG->vk7m;_dfaEw?wy&^#<XsbyC$z$r
z!Q^qz4$2jG=i#{U0ootwHbIK}j5G|g5S*HGp;@PzK87EvB#>>aE@gr!?ghKeV!XKK
z)jVie1NCl4m%<BydoKsHLd1iL{moCC-DAZ}PPujj{H-rO>L$8vmmf1Z<p`jXgl<)B
zVGy;0B0t@6_PP$4y-mRfGyKIj<EA*i{#%<QOYhQ~2oo{Y)?<lRMz}v_m-z874%Cg`
zV-ca-5=`+6dq$Z!89$>&rQl;GRZh?PET+Nk*&KcS8H$O1X~xf|PLaZXANNc$g~pw{
z)1TQIFoO!UvW0}2KD^f;#QWikePw)p7O4i7zv0@`+x9OlbII)V4A@QXyI3oq9y~R6
z4c~rWP1-R6w?=x8Fj`%S^US;^=nnlSdAWK<k{nfWH;7;BPHGP8aEjT8S5X|aEo1I4
zK3Ljn-tseT8Ti9vl~lgT^te#D7Rp_hpIm*fWg|ZB&`EOCIOlR0lg?0Fbcpu`WQGpx
zfj6Bdpt=jh_ty72it~CEE8DhNq;KDvNK57GUP#4v98b|RdGoz_U3z3jfXh|^3_aLX
zh~yGG@a5-x!h1TgI{kbb`ul`$DFtAFNdw`EuN+Q7NGX&>b8<j%3FZ#|Y@3OSb`k<X
zRQ7-G5#g)XZcB$DdKv=dY2saJwY7Vo+@h~^YgvZ=!=lyEi)6tl$x%ia(ohAHopLe{
z9bJ4U0hC=sHLU7yq9oX<B-`H|`>fWN1CybB-%RcYH|41HhcAXt5{G<d@JmB-hNEqG
z^^@<F)9QY%<IH{Vx!RK)X@8C;;p?)(ro7v73wBLmJAUtKfBN$GTFcBwY=L5X9*h^<
z-}fW#ujneS%Vqe*_tiVit2RR$=wy$j<heYp_nKCQC+qV>(tzt;uK#_a$8C-|p*Qy_
z;OMjSD>&u}Ye4zhig9;!+GDbb9T764ZezmA4M}_s#)yfYobZiym9+Q$Q8;u@J=N~S
zeHwqvhRff<${p_hawj(dc-?>9&Udoyi}lX2C*ol`za4AK?Ohg%YX9`tT>ybI6FoTp
zp+<a&@v(RDag7`CHY+lXr1JgzjvQkWhzU|j$)~e&$-UR%AYOL1E#L~56s~LSr(>Zw
z`FfnV`(!ooRn->#ceK9Tspe)au^H#qqg`_R`g>&|;=MimNg~N<ctK`bQw>JBxZ-i=
z&81xNc6_&7XvQOAARg1CLQ@|+i^B){jmx%=pR~L0wacsQiN!>BLwT9rSIklUw(B{+
zWr_ofe0q!zPS+4sKHmEvRNPToi5bj4Q%(+CwOe}ZPljWg7(n(!fH_Frt!0jS1B7M$
z<Rh~kSr4?%CfA4u71W6Oh*$0Vwa-`A*}oOZ;76`V)WjZW?c4O_=~J%<CD@oqo=9i6
zX|dv4cW-ya3Nm^-K%8o~82tH@c~}gF;&<?S-PB_B?+pJXuhEArkq?>z*kQ2uz*|ci
z%7K+xzvh(LK5Lk<lXhE)hn88yo-!!UB3`jWA(FEmxXTR84hkPK&@?<SJ&TND<DDt@
zvfGWvhBha{iigwpdfe|ujLV+M@Huvzh$Xk3^$9KRi0Ai3{cyt%Bjp1Vx@B}73f#D4
ziPc-(4*|x%s`p`6xA=DP1u*qU&X+v5f@wYiyb^7PPhwEg4s3GaSI0rXufMyk(RH+Z
zwe$H7^BCV<tbmYBUU;?NhTJonUPHG|v=d5Ta{J%}gKM$venW*D{zidsP6Eq>;@h_t
z{)3GNfiNfc<D$BPHIhiM@H|Om&%CsV<loJP`s8$|OK~{Ozo7kmhfKg%nm&)Y^l<n4
zg~R3w{kG$&?P`Cp<EQ|fmG(vTnE&>Lir!rsKhQ?v4?{$3QLyl#Hu_oxv*N=i%0Nkc
zjy-1Wyu6b{u)uxru@UIuO`VbD@@MWVedn7~9cjC?_3I33*Yb{Y62<2Da9u>Fs8-qz
z{hU96-3dBl_;Fd$6qHY9PRkx1vZ*d0)$R1&d3ia`aExil1tP8O08LazC^eB%2wi9q
zdy}L0L_cP}?1qaCaBAV9o-MIY!cx2Yp~-H(l9{irYrEruLE>9<*3qApPFt=NO_5jr
z@_4(;QSgj!BdR>$t<S?Ti!7M3!aS@w-2eY8`F(*CAacDc=O9vo!V^a^`{T!vsN;_#
z_(!L>537nF$4+X$_xOu<G}y=Y@1{$lZ@x~-O@|*vu|MBKvn}Pt<f_1_i65~eADz!7
z^$Ab7893HPVrjm6{GR%qRfwCz#SLA-XT?VWdq4gFN&>c<^+)EGQu5oH4o?oFcFHCn
z+;?M>#KZ3G`q_QG7vkZ~d^`%nf$QEqEz<SiVJl0ZmOctOwI7SmUMuD|0E-bGLDzYX
z4#o5`VriZ=4hb77di4>}K;u~Nn1{q24;{m0pFM1(%Hzc|{RSQ3y~&nO`4}Qkz`9&v
zGF({WV>Y$B*a98!d)0`c`OZ|-KVC5={ySJE?=p|pOPjmL-LHx-7s%Of05gjhwb-;h
z-+bP|!v=^O6UH0CEU+alji>!(^wf&p%?^6whPgve=hNw;x@&HOb!#yQl9p@snxpp#
zQE-;Cc7(et$U~4EnBO!Gf_L~_Ppf`Q`cK&%UcgKj!S~X#+y~LdA?#h{%aFV;c-VB6
zVL?j3VEtUvOh|92!Be$Zf-Wv9%Ae2UYOnL7Y%D}x*e9bh)-E8XM*b_G5W-(FMcQwg
zzHL$q@C}c5>GjNxjwnKQ7`?-2!eV+)l|Vng9#N@085q#LKi2+kyXOX{*0mB`aH@&T
zqvhq?>~vPUz?vQphwpb!y*KUt^o8ZhcRMJYrl$l#Q=0&=-Epzr)p#Vx(XX8^wT51|
zdCaJ%t6OcY-hK8S;3$fZXP7zkeJ+`hW_9M%+b$SYHVx)tOAWQ*k+_jF)9KSMcblb}
zPLa`kzWwTPLp7j85q1UE62RXARZSzRFzyhCq_GUym>N5_v+hoL-4oXmn@Qt=rXNeF
z<?mWlR|!ZPTYK;UMH1{MX9wq*NI%<Kr^jX<p`7lxrns8Ps2F0n$TP56!f-qQ!)+#%
zY)b4&sV-XqN+@K64@2w@`}5z|OsUs+x!}OTo!}GtU3S-J%}%dZDBc*1(~-DLwPwih
z3vi5^^uR{r!)_3~pG56(gn9U)AHpO&0>{oAu9_Fl3${_W#wLB#wOiy|TY&Z|HY{K0
z$qwI!8@8PXFx1erv0CmsU<Vwq`88KPO)zrY-`+%C?qfa>wKE=0q(@#3rwNrEyk;fV
zO)C3p#!I<p^w?kSVcb4p>>40`h>7*Jk@t@_oFeR%-dw4TZ>9IIHN0*%K7Tqt`CLDQ
z(-7vP>}2<Gol~TL{dfiQn_F(d@HKZhDg@o?O-fWf`~>L80toWgV|jH{5{>rBdV|J@
z{?||a$_zbBe3L73ElQn!%m?{48FzI8F!*8YSk2JmA;$za)l+_Vm!PCQ4g9pY!YYM;
zaN+_2Igaox1IdaR9xnpIz=vHnT%>pPC;C+b*h!xUZJgg5@`IyI99s$ys9c@qH<O&&
zt1D!;@Or@%?6`g(PbcmeYUcc8wFbNb(V;bd8a?MqantcQ*q`S_VePZ$OWDUs_vZeo
zSO!25kvA(qWUw5b!cX*+uNDZX1@dPahJZ@ieo2(p4tf%|$H$TCdf9HOgObFEY@<wo
zl?TdbDCu|C6k*{XiO3gE9cAIyFK1QbW9;*Pgiv2LOy_TS@R1>A>^0|~a<F67CkW}!
zORwqdVt8obUe5wyi^zdT7==q-D9_gR1D=FAU3f7|pM`0tm-eYz)O)z`AGS3<YnZ*<
z?1cG4bp9y&-LfDN5b{?;eSKZX8o*vwBP&uBF|xAsP;$a}*Dv8oe%zj-Wv`WWDTSl3
z>y6de=<;&pcVG5*=K=k*1dNGYk%6d<J&CqEcJFv`&b7K;F(^uK3ZHXUW5wrAh!=Js
zu0Q#bkoG(dMqA*Dpag^mBiOs}#h}gh{e&r6egi|yW&r`_CH__Lwa%XkA&G`J{I-ko
z#uQX`Il!+@$pcBVBYx7u>UB}YnQAz!zqN9|q($a0w%3baNc~*u8TI@La@csYoTI-Z
z?^<YE-Eo&d#{ETG_Y_~Y?1&zT(zBhpXR(GkNc^+g@R?O8RO$U*V|2@$id)}x5!pML
zO@1-#K8k1YkHL1zmWdX?P!w(C<yCVIWl-Vh*CsO?_-K4#%=G!RZ1=Q(dNlKnqhw6P
zbPEbg%)`CXI0atwr}Xvd{tbeUlfC>)ZaB@jzk1t2&{c_%*?>H~cfKNL#Ms=C)9N<0
zg$Hg+jNh9ipylHpsq_w+Stl98(RZ0ZlB^MbW5CcpKF-^?^V0_`L7LOv5aA)V%Tv#k
z>{+G_LBC$uKJ>rdwt6Ti#e5PDkA0)xm@&Z_CHp*wTQ7~U*O@PdJ6;RralPB*iNb<8
zA@`LUw_JH=!+UO5)iI}}Y_RrB*lPFpe#AWTCTE8g+fw9@4&M`83$h<6MG*PFu4$*n
zs(T>YYXwm4-MuKEz8NnSh|S;)kKI-}<r{sJHYw!JWmtT+)U<(2tP{=dJs6!a3l6H}
zL~oW+plkKhy^LTv>sy+nR7YF<9PO1`mi7sx_y<=OjPk^bG@g)!*n7uM_M195yia^T
z+gtK0f2v>RKI6VK^L!l1lMVzbv4|NN-h*rY6R1lG!$dR8+W#mzw`E1KEQ)>+5g_+R
z1Q7(4JIV_I2*@2#Q25!t)Q{9W4;|4R9a)umQep44<{YE%5K#>8hmOmJi*P^|kLZ<m
zYd`1mOC=6(l}mg;c>DT$cVe7fEeba|AM(omAKV+=VV#rrSu~$sf3%=&lo)q@{aXLJ
z_@`I0T37Z5;Pj@s_3d%r;q4O~!xwCaIVdI8%D$d`UHf9hejqrS_~mwYqWmjuScB5O
zBfR3nL)p6#I_t(VW!lJI#!Y#GjV+>y`CdPO?xR(E<k0a4eq9d?Xcjsmy7!sBUbiE5
zw4Zmf+Z%TfZI>zOgYb1`FAg9myGMS3Uwhhq0l^g?^t5`EY8SuAs_m$9Gv_cN2`bNx
zCO(!du~%WAJOs2{tTiCW%h{oPs~gdes^zm2exD?>aq8K)Yai6Dz1Q<~22Ou(aoF^l
z(43pM78tPu;9D>m{8)-y>#WOz60wOIB`J@HXM$1gnomFTBeqlcN{WdzU?O+{q`SZM
z%8j0yIBhos99d4vvum@R-W_X?T~2?G9VeUj-;%_(MWD7yQ|d$78Os<FiWd|)xN155
zA~=B#1mM<xH+ri>8<jW&g&!FP?MO+(@unYRGT_Zal>IIXhFfH|@_-MWjaRkW*apd>
z(c2Xi!zfSTa2@TL9qSIm_^UfzkYZsP0DNw>k8Ekc+EpbqFgx_Zujjb4=o_-h{)g(a
z<U;ywx(#p}6T%1ZS_8lSv)yk~Cw<Cyasady-S;=2`{Qyxg#ikZ?DP9P|CuXTbF(ar
z!{N7Tk6k`Ra#Y<XuwSur-f<pu5+Swub&`44Su4auwMz^Huw!^XbI;V6S2AJfdc~3O
zd~FuzyF>dhlr(uNAxskw?0li0v;N4AkBeQ0h930K!3&SBMW(?at5nfKC-PgW7v1E~
z`@+AvyQKM|%f!#`jzr}l%dS}EuTHyk<4r$Km?!$TQy)X>hb~`ZrU#EH@9k5qNJUKF
z@*j|ac(RD>ue$7K>yo2)lV5WCF}+UnIYM1$=kt+iiI~ssYVVx|iT=<ZKs^B@bF}3Y
zxT}^?4>f${tk|;$d9}vfbWJ?7V5!V89%j2=4${ei)IIEqn|<}C=XnHIgfhLmev*dd
zb>VZv7tHh`_`}tUzxzt3%4azL1uisk49^4v8rN%mta?NedCiUF&tR?iJsUy7&(}Y!
z;f&uC9{bJFwuU>uU)f9qYnP!e{UMl+Wd~bF#dh99`);s~?VGdwMoEh_lw^lJh_E+i
z3ZknNG_@!Q&3(#8DgT2JGAH_)XdF=Hr1dJ4HwS$;Wn;|wRTi{fzqEn}e(vDEw7d9G
zvnuN@G)GC)V$9=fXDx!}(cTr-QnFn6ThaD_ms}Rvfn@wTl+KH?`Z+Fu(HGe<3`5$A
zcE(2+kXpNcm~t7mx6NM4QW|vXi|-&^+1mpM)cDF$8;^nrb>F?)&>6Dtdfh+n8+NA2
zrT~b55Akph_Nq_lyQ;}A`xrejv;z~d?bHwP6#xT4%=B&r*-d7DHJ*o1RZuqste+=)
zetkNw=>|@ae^Wl^K#HQa`RYRXdA-2z)tq&s!!3U=%*n>AOP`|FUlk|m1>@ww!lU?>
z?IFr0ug*I&jp@qX_vdWA4@sGqL<-e$#~BG>a3$CD;K?nmSM%$R2~@LJ7H~1nhO+NR
zS^ORM)-)udIv9NsNOE^w_qhN6$8W?ecYzplDtjlBf^+w-<}8mA(3X{kgJD#KmGfbY
z5_gOeyiMbw7gltf^5r@zemFy4xQlw3To1zLy|-MMcBj$789#l>4_vbD2YO5%<{L7M
zkIldkM2li`o1hxbuk!}ua++dUZgH)*@ZOWZ^`cmR8|%baF1j9b_<qa@(#tal1{l6f
zdr^uy8-8rQo%<X9|E>7sIfnG#gMGbNp>p%!D|&^MEd{;wOuQUNuIYxWr&RZQ+x>o`
z=Z*prQ8{L-7^%^BEl}^Kd#V0@f9?J|IcN)VqoYfmhkoxm<JT`?bYPC<<9Hej-9O(}
zzglwSlKl84SUUlre=qaDUUI}^(z`z9MpI~H_29tvU;APAN@DG7@sG#r>Gh(1pbw{h
z+Z~_>psg3QWoPO7cmFy^=*8~FIHEre_8YCf5i2A=J6<A)`YwCK86|M_wYP^I%0oT-
zg?&^RVLXg$zD>m9PIj_lykf}FkA6#6{MEgkL49YwN;dA6)&xtQh7a>i=>!&-MUIjo
zm6BWFeQpJUO-^12O?*(CZ;DaBcE5~rz8;l>ObzMqJpo#WgAz?N)^vV%@Zju^O4Ff2
zc#^Y~x%eroP%jKuxWmXn`kFqf@Eq7)<i@mnzTUL4-C`ayktcjv04F^UD9v7dtmQXk
zt3>sC8&WshdlH2dOHG6Mgf9eV9<x;4BlB3MS4+PiU3m(jw66SX_=#z|;lL|+KRJlf
zL2T8$jqMZn{8Zj)1^(RHW7vp9H6@k{7_Jy&+xN5mc$73sJ=Ws<JS%X_H-V_iT<lcl
zed>zneOO+2u8LPPIKPQJk&}}KIFyh8EO<^L;ai-7x#s1y*|(4m!@71-x-@F#u5l83
zk8%v$nEV8j#rYxn-{rZkZ`Wk?+pJYmc{wTo1H43g!r=XQjfYaw<K84sWvv?8Rc_oi
z-Zud{__ueAEFFTzrd3h3lZMs|7i0GQuuZ8%_YqNV^H^F@dfYR3FyCD-_AgTwJKOQT
zqog1k<lt~QHixp3P^%ZnhX7nDH^1**=wXvEAS|M{bVuWeTc`Ow1MKSfERLaLDv>-^
z>wQ<l5B4QaeI<Y}cgAw*=wz#HLK1wh=gjMg=9#bYX+2pr3v}yl@{9F#HE!0)aBhcz
zdWc+&CjU|lYCiB6Bn6{j*rwS^hoTK%U(UB;@iTMe5}*7b$#cSOsYolnNNnKAVJd4i
zQO)7tNHt5moWS@6ms4ojf&&a`OO!e{MDi@2(jX65VKJ4qd#=n$B1h+i`(>8D^81LG
z_n=*jo%ijqNXsiE*hP}P;?oNEPgtBTuAaGdDR0%MO5QVz3tMn2Zyy`a;P!T#Rkq_=
zADnBpV?X5n{yPz0@DKkwhK&ipE0^r&MF5JA`)I`WC0TwT;Ux-B-CDnB(|$h5{7%Zt
z*<2#!5<B{M6=AHJXGFq|LGb2UdHjhDV!{v+?)D<(Nm3D%$D>NaehodFYRgMOzkkZ^
zXcCKVybSjEXAQ(Y{&6_}M*1;AIC?qPB|hzhAt<L?7h2|$BW37|Z@{9p^3Xr>hd@e~
z<g+=wwH#00?W}$@8AGXCGh}2xsv^C~^LE=B<OOPSAXz!qB7_w$Q%c9^DC?|hz_lU6
zz6DLlpn9s%5zrs-jeohw`&kkMgWXBy)6LJV<q2aDlb5%U{(hA9wzM}>dp~$AtcXX{
z;N`pBS<|F>cLQ2=Cz{=J|FD>s+kN9z0<`go4BoGN-b<JUACDV+)QNgtlT5phXRz<s
ztL|>c()SkCyQ`SM8_;}8=xg+2RbH@b`l{<^a(3xdFv)M0Zn=L_u9uR%)$l9+oHxDc
zjD<AQO_aV&6@E9Dpl`3YhmP8B%L&Xwvt{S}aHG9xMC?6|4p*8xrX^ieZomBv=FNqh
z&t$bCc!R6l^u3YQI|B{Q_kxZe;P2oS3>~P5K6MnJ6(?7InxFe}x;bkeze6;@mHK;+
zxg+_x(ayyZ@X|<oC-wO~lngSwlo_cb2)mg)juu2B6LY^4=gITvwH$wn=w3vrw}<1q
znU6FYt40&cqRNU%6&8vpDnhpgE*qa^U~?6dPmeZ!aDF+4OMdj9r|wYWKkMPmagx6)
zITSV5Rr+WGBu2q2zzs{{pRU>i3X!I>s|e;m4?VK<`b~CNoZT<Zi~;7?v>@nlpR%p}
zkhOdoNOttWxr&^-(jspgB?{sm9f5w;kt7bn!$5bkrru9_TXp|<DplKB!_Rcv9fP^N
zB29%;<q@(xa82BoK7Hl5<auktxweI~coM1<iN41-%qq+jZlSZj-^M3@9{Ot@M~-dT
z%r%#&DK2Ojy0hVUaPm8Fb0T|hg7ml(y>b58^x$)pxY|sdD=OO5NZzf@Ls0EvX}GAq
zc9bn5uOGipS5=rzF_w0uu+7*;|1RHX85G+aS;%^x$8mSU`2{GqeRMIU5HvSR;eg34
zhmXYj&K=;WgmI*xLxb^lUcyv3B(K;YQm<pCB){s%RgG_ra;#83Fy8gCJk#!Jei*{(
zo&8|yhKyi0w9LyEzItx(V+3*;-4Ti@FTVT)Y7m=4$x)6z4+50&SniTg|K``_@m>o8
zVnR~OzJws)?EngWtB%e6_x!MrAG$%ba@@)ETN`(Hqm(QayulyciOAYMeok#Ka+aVD
z5<2%y1tVV*9rVQ$%bI?%sD?3##?5lx4*SoA6X|?<(1K-MYNaL=r5E{DC}QOxxyHWv
z;ylcJ%&+pean@zu>+dvkPdmc1b0kjjWP1(@Q)1kiv92RA%+=ASHGcbf_VF*6s1?GE
zkVLZVYm~$$=o(qJbYN^1nRpq_yOUi)f~$*oaoR}2oPHNt5@$>`J(F0u+R*Z>*tVWL
z_x*h#b@4Xu_g37z#QU>*KLC{a{^$!Mf$KXK-iJ4wQErMn7K4}cV|YW1aJ%wiS7Tpy
zayD?dfzIv}a~K|IUm%$EV%=r3nk0~=6f@p!r3~UTTudgb*)uE~S$T(*Py~V@Y0G*v
zikk+ZJxc+>Mtsg(N?b0yzg6g@`@5Y>z!qAz*BFN{tvKy%p5`{B;Q;lC3jmD(zvoC1
zFkC~6xtHO@5Qe&^E%{zkUMAd;K&gSA`<V=<S46md!kzi=2KCkbYfsLHKU=>Y@?`iQ
zA73A6-x!pVeZKSc9e=EgLomg>PM`9oud*6ei~r*Jazi|SI5Ittw%x1f6<2@!G%e8F
zV~8U94M~n4xZ<($=)a7`7RM*X9Ol74k61G;PY+)nn=QvuNq)VqbDW_H>~DDUj}B%!
zJAdo;z1*L%{C=_DmXrDEqU?mSP_4HCtXJ|8f&&hZAr%KlIt?tWk`|ECMf&>zde0Q<
zDNMYLUUx+`I}{Lk{n`*+qckb$ac2XP=O==Fi_8?=NHjl;`nj}@D^x+vtmXI0js;o8
z6+2*>3CU2*6`0@4rkDE*hG=c~uyYWo9oqUiLNDIB=D5coSg>_wzFo5oY}9ivIJ;d<
zji_I{E>Hbbd`5s3r7Tpmsd_WGF@g=Dr)%x|`4y)Loidz6d&K8bsig?($HpJrD5dxz
z2sroNDVjK^p*E*@QN%H`>!}Bf2(YJh^oO@-;xcTvg86;?3~^rFUw=++9QA_B2vJcx
zGZ%{c+Bz#^e)jMEQ?7j+J`dJqnw4H6KCH%y<Ie|jm{t-r9@rfyA<F!|I2<ybx&KM&
zLewuhFoo#%TzT$OXOD+1(kLFqEIRZg?lYT_KThY~XhE+E2;|JJe)T;<j^R14Ut`Vw
zuX^+E@pmwOXMsj!=8@h^yblq50G5{T8&z3H`W!)ad_uAOZ7`>Iky|}I5V~r@@b~pu
zHhzm8+6IR-pth^v$7Qm|T#ZHMv5)~8dlpc2P}%2B;}qqp?(dG4X11gVRA^So!MZ%J
zvmSZ`;LA<ccfrx14S$DN_=nFmQhO4_Wj!80*;Z!ni}*YU7*`|1NPG*4bc&xpeS-<J
z6m{E4?t%vl|2)cYEXqcny21Idi(aS0m*Txc89ypxn7@C2pnK5l5gxgSxwOX|PL(SL
z|4>i;vFMF_dr$c+b&}r;lM3>~;riAOqN(>$*$Yr&EcL^iCis{*W}%72`*g0u+<xg*
z{YvqS#BZjFv65do6=xalhjv%LvSP;S<migqx-1&zXypO2SNoa2SKt&(jEtAJ{z4`(
z`Lm}0e^X@-<4ZSx_y7OKYF6IJcbh}5<zCFt=_MUi|HM6(WfH)7^gHe#T-MizFJG@p
z9JjQYs^fXp$e53>d9&M(QSI@!%O?Y<swCMkcUonCM9=bjm?f?4dALmoqEZgZZtp&S
z17h<^1L$DsuKYqLf&`11pjuDRLp79djTIP#GEhdo^#E0>11e0&nm?L8*=Kugt8v7>
zewP>UG{-Se(j0{zrep66iU6*EWyZ>STzyB5b~`-wu8pH6Wu(bULFE|e1PsWNu6)H*
zp2G;cTZS;6%-0%XR%1o?s-aA4piS#c_K@)Kp7aWmwjG0PEm!Kx@0n7*ETwEnX-CoC
z1`o6U^z^ZhFrwg8_9%!bEf4j{r$oP*sKkC`22EWx-LFJ`8IX77)NP=g+YwWV@%4=l
zD@)$oX6%}Pj26fB@?<w5!~UTBz}lg$4ft+*@}pOp*)p<g4H}rW+EnM0Z5?t32`q%P
zX2McnXTCFb(z<;yq`~ERMI$nMo4M!@dl2WcxAQ&RxwG>uo~N^o>2z?5ogdOf7UhE+
zCx7o0S8$HjFwTwK;h)gJ7H;X)onH8`C4T`_&fY7pXdoBJPf&9hEM->R^YFECzDS}6
z)jh`Y#LL~deml0qwwpNi60QAy-G-F|u}@8fD(?5gY462HMF<d8jhwiR1FPuy6R(Kp
z+ZCqC_f=V^%DL<#ZnHD_2+4yJDA-qG)hA%77`U;~ywts(dL>etr*_e=hfY(Fg}mfb
zBB?u%!!V9ckoOX2E4*sg_Dmg$7b3MDiI)a5e1cpR{5)9k+ijIE62QL?oooh32yeth
z;mPQ;3!h38oGR0h-bk0qf}K>BCvz;EtJ<=cCS~or#}hoVb~=Wp);^KdduWWO>eavs
z_J!GgzK@O5o@`Pc>jPkfQSv?6Lik)s@2}(E-{e`U&egTY0G~foB;r@Ez=hOU$%<=x
zc-80dTK3b2ex8C`;|0oUfS*m>$mj8nAMu>0p|hPEW_x~x)vB#??Ltxg*~pea8f#|k
z@%wY%{8~AT%ln7`w>x*kb4=xh?_>t4{x%ECG0mnRlFJBXhjTxjbX@zyWEt!)vPpy%
zkw>l$sulJ-|9vKWxRcCxk(#MNua#@_=4}`0TxO`St2$Bm*tb|GO<(PJVOozhP|El0
zZ1`Mqm;B5>mv6x!9n`TmU?);c@xFOQDvoNs?EQlYA!nU*&y@Uy>6b#AEFpihn!hg(
z?ia4HaePc4{7kCHiSIEBSJg-HDP9%%)Iy!kZ@Atbt>{1zpW4A+*ej1e5H*KU9`Kf@
zMjw&de@S)AzHBlbKPM*%9cS~&YkNC{0U+h({yw8iuRkV)z0fuNeuzKiNaKdCU)RS$
zJqF+HEW1y3d|hgI&!g)>dJj3eM>fKO7n>IXr9b=$fnKyO?4Gb!HBrD}V%#}WSg*%l
z)$etFEh0xP**)eWoCY?Z^^tJ5k0XX?yU=jUpIb>RiTO8CrONxo06fzIF_78MWKxDH
zR-QR2asDmTILBDNb$uQOxVNJsIHAg<c(}xZub4VE@R@@_J;R2J0|s7e?wv`1q?y|2
z-GCFhZF%P}Y1R+#`MpspgQ)UoA2_)mSMZQY5Hr~;39}7WK=Kqspq71=X+c8G6E38&
zMKp?R^P$HF{@U_lp1#2JGE&A!V(D)7iAnz6wV+ZH9srznYGfVsW&ev;RLPBuKSHU9
zbElKUykz2YAW7LRQjdlLdk!fd=o{f43_6Ny;q2KR(#yAUjK)|k%7|W6K(gOYrop4&
zWY|TYU^Tq>PxFlxT6*@n(rW<%`ErH*>FpzXIP8X!mttklnnbjeS9`%Y3aCM2>gVuJ
z5|f-><AJ2|ibC0$zeh~5M<r@5B`rLyU+OEM9s^l!o8g&!mls>_^msO(jlvH!9<As5
zxv-ccn(FEM_T5>t^emzmJeZH3y*|5A|3oinS(mH_HLX`4NXE71dAW(oCbc75{K#z>
z1dZ32xD|TLM6S!e!ILaPsrd%TRCBx*^Lt+wz{p5bS7a@U>2FaEZuM75=~*@1RQVmn
zG?o#a3y<l~8m)x@gt*1cQ5T>iu<cKnXt{cuzQy6o$;Wfh!|rIYTK<{1vuIvO!OB9P
zc+Jza(VfNbpjTz%mr9pP;BP4cAwU_1?2YH<?#~gPo;f$Rd){i8PsL2M+O-n8f(xtp
zTzfj|*Z2W!vmC_T%dRtG6?4QyYn`=7HGOHv;&(OSU8NEHu<Z7NmA%Wh72)joy!rhI
zJP5K2bl^BZ<VYR(VhRpi9Ld)5Hy__{TJqiBXS*P-Io}`+w|p`_cP7kNE`1w4{xrC+
zeDmb(6iGG@{Mbnu9dl8Az9k?hgL=e5wnF5#8yQbgep%Bz71N1*V?f%E_zTd8x5~4R
zE2cN$ag-d#ydo!Ios=oA@G3@!Hc4a8g<z3^S7yb4<$QZRRpKzm%I7ro%;ii~$qW-W
zy)1S9`S!eDA!86d17p8~<sr;}B`>QyPnfU$^jny!!I6>LqLuF7@VnKtgHNz}ER9}1
zEX8%py)CH`>G(!_m1>y><&o0wi)&Y4b^U9Q?rMi)mEHn@V(e{Vup_5tAt1f~rNh2R
z32TqNlZs*9TQtVmUS&?#(pDHc?+;+vjDp-?oW3jXm=Y~^MLad>kX?r__YAL$^eRZg
z?#kGv?b<lWM%rgrc@tzKA!(|U-F&y>3*0VT;US~Ife9#pvh>dfM&U;m``hP!uwSME
z7s$bso9>{*DN2o}IBHa@y`6U^B?lNje$JY5`^~?ea<8BMiVM7UMb}to5tR43!eg$C
zy8q}V_U`+dGrrGGHm_n}ha#XXwmTv5xYu@-;XC>}Np<+9RUQg*otAI;)k~~qFZ!{w
zD7d2uIo#tlt&F>Z0c@k_XBe2`n$$N0LJvaBJS+=Yyp4igNrYA|9dOzSE=mEIn}<I%
z3gfWBBt5lE{%s$pAy+*mux7|iNY`)95s&8&+9E?FKwLO<$LoWAI%+#0hc4=rqm%If
zN+1QcRXEWVHs?4H$?56zG$UAGBOt*lsTlcnqb<h`5-IqK~`Y+~W7T#=Ou%E#=q(
z6DtVU<|+{L>nDpBS)_iQ*|xVLW-X#--_&GHDI>5EQM_6_A1*HyeX+UxfbRXe5lim9
zjG>Q#)iKnkHbz1Tgg>8lg3Sd`ThXJ1UHzqz=8u6l0;<e|q&29l1ApwP{AFuZr~j=U
z4HI7W1DWxfZ=D-Ofy>Q5g<#O3h`t3q9B35Irb?p~WzT2GgDE@I6gD)KM#9*gb)L^%
z@3R`YI#t2vehR<P<JBc}e9N%&Nm?oPvQ(f;C*m}=LW6fDI`wkY1~28ZwNv6pNIY^Y
zmv(ogH@+xSh5))QZps8sN08Pf`pCH7fD=S2IJw>|?RfLT!{f3t6y*awL)~oz3;)`Q
zpHFbKm2fWeA6spLb?mDd3P-jA&fj~@nVn$m_B@?_ki8u0+wmDrwJkIY?<hRC+oGBH
zC33`px@+-x{MZjkHeQE4yb9l9eq{S>7l}_i$Yu`Sg)+JUfmPQs=St6uAyoZWu8mg9
zD2!Y96wb84P2L|egE+R#PT!A=?p})q<)yr}daJ`iSPvto!RUe-0p<vov;FesGln+}
zg8|qN(|r^m5VNySGfsh*@48$MUSl@Q*^TjsqU*jpNnJn??t+5SS<Tkni0&r-E#%?z
zVNUlel55&|h0x6M&UFav669~Epn_o`6S^uL)2D;nQdQ*yuz&^ZHwJF4<u`j2w$<LV
zUi^kEu}Ig9Wb0s7b!b~IDAmHh`i9-2VjB7gM%@G_XfK~0Kp(a4>-_wwztF$yJ9I?R
zBr~kb{o!g9{FuCIjZBwc(n0Hw>%A6|YALtF(Pbj1U>Fb+ULzmmb`~hw`_wy@hXHr(
zF*u9UCyy&!m|i~Y?;Rw8_&B>h8pPxKaO(gDY??{l%t^OBE4Clk*Zwz)XHrtf;wNvi
zbTH(yw5FOnA){*O8JdZonIYFgZ+{-%4ftstag*`<>ph)guc4rOx}xF`L3=I(iZXZl
z{6onuo%J8#RixjMWpEdnCu!)*ai_I|Sq7IF)0b1I-NdxNb2>%_O<?J()cz;{{t5q-
zoUN;UEbZ)>xB!05qb7n#KeW;rhG6OGc(ni+ZgIt6^it!$6A(f=tDDW1Ytk5F|MCC+
z2Xqq<3q!dG69J>pXV}Rva(q{`wB(R^-p2O0qk#oE_54WlLy1natg#+5<h#{*xyy~0
z>1S$vpD$9X*ja~>c)EC~-43Hh7~%UeC*OJe4N0`qzuf#$y?u!}^t4Y_<U9=WBe6#N
zhBmncQ6ibek3r!$eS1^<>9t`TtX(h#$9}*}X0;BEqEiqwStkoyY|XiEX6kfsM|Bt)
ztfya@T6<Y9sA2*S1m84IV>fu6c&RIoy@9;ce}JY=0!7x(ob>L`aqMZf$r`d{^(!R^
z`EnAw(cgb|{mgC3wX1%sneZE(6bk)TL}-Y2-R&{PdkY^AvB#Mp$bk()Ja>np;|lb|
zryvvI+InyqbY^uHGsxw?wYC2!!MyQiXE>BQmr0s_>C=H^WL)HbJB5{K3{~ySGIS$6
zzXAP(ZXO>kZ9QG)LxFPvu-T2+COv)k2yDo`jL#1A6F<f;$^jRqQ$mp<8vYym-6JdE
zt3-YI;TO%^J;+8o0@Z#0AR#<`yl<JDU1j4gIaG+nm}Q!`uha_@#ux9A=rqBhI)*tI
zF;TB*f9-MXW55n4y6>`f`}bL45(7XQvL%~G&G?5K$Jr!z5%72%G0R2;+7!$?xvei3
zA8rT>#Xrm%aQ^Lqy19@1w61t3!Ygonhy&?Mux$?Ng`aA%kcrN{%6KrrNfrvraNVN^
zf^5y!xIH<p`Yynr%bU9rl-)C`=lH3$mi#2zsooRtK@f8O1CZN(woXqLWZ@?4a2ztw
zRm(F`9tMfS<^B>$Xdp4Hr49>04JTDv=flF@Q{#)o+gshotU=5-Qr~kQi-}EE7W}j2
z@q%~=7-BSTcZkj%=jxWDC0K<@G4YeaK^d-(H28A#HalmqM!h!8pkS7Tlkv#ygA8mE
z3Iy;?|M&+BZUEgl#6(jV<$4Pp9*C<E`TaQH9sHf$^+VUYfkZhnFJYUYFa=&<1pPjy
z@Q&yR%;8UgnYVbHIRW4fy*wk#M4K|jrfyR&ogCwENd3%|n+^z2ORAmbUEoOwyq;qM
z+vfc#PBB@8cec!<h)|6YneK&}qUESmiFb;hhAw{K=2<@bV0p%HW;TpW8m76X?dfGN
z1@@VZe`@sUv1ri|PQu?qw8W@@s(1DgRFE2RFhq>de>?K(A_brkxHnGgLB1Ky;=VHO
z{VD0{dYAb%yV&L@kbj)41FgUB!F6i#lMXIK*$12vPB(QgfO4ws&2hr3WPx4s*CwUe
z%bU70j(65LdfmITw`{m=iBFxitRc^l_x^oG>+bUV$9~@SMY+MU^J?FQc?OyzJev8l
z2+xdVeEHq=M&&tVK<)0-+TH9W0o6M7zUqH`a66Og0ZGJTg9wH>fpUzRiLZ3-jR$h7
zL}2_7Ht~rOAMU$2DTb9$5wCNr1QW$Q-caq9l%jbZR)Uq3a56?2rcQwz&g#m|I(Pmq
zgfCYqIHsbQ`5a6rPv@*qzlTZbG|f}iBcBmaFmdGQW;4qUV-@mzeM}rhwYe9z?|abq
zv*?RsQ;#{_imh*NdB?+y@D<}TS_jd`YaE$pOnYSti0+Gz>N**j(Qz>g>+>S{HD~+C
z;81-tqGPC3K;0<ywCmK+O@8-ze7wJ4jhvt}(4MhAybrp%YxBoKnmtn@o2zA4MW}<<
zT8EVKeLtSqS~co@oUI>J!~v?3L}X=hZN9bLGj5)bWBZgwVcT`vyKsbTzF8zcQ6PZq
z5#kRwv+Hk~bLlNjGEliZKZexP6H~psKhgSi^TF<aPp4Dq7=Ee4qYf5h*zh=A(-qmi
z>uAH;C|!n#v7EPw*S&TKw>)3KdlZi$*zZAb4BEihzVj*DwNpdgs9ls{EOAOs<@^pa
zysgMJ;SjtQUkhg`7ecKc)bD6&Q)dbzt#ulM(jQ;1kWxR__F=c>M?W){YL1M9>aBSJ
zQxO`Gso4|CN$u_Yc&>vF^H5@Np0~oSM3o*Iv%FEf^F^FqCdpiQ#CX*kMQO#)TkURb
zz>wIBoTT%0Dt`T}K#%HlcN(7M{9ql{(q~RD{ae1Zht0)#z7dK=QM{~MB8^ScNca3_
zZ-cc2DBS}OA?Vy=_1)sOVFS}?flBdEq9XA_;l?4ChO_P%71&|}4gL%J=>^dV!QVLM
zM8!MNzxo{=0E0vf@^a0jJ445x+>gJ%C(Rc;V1rrk{NWD-*qLtq-q-k9(KuIIwR);6
z@Xm1neds(Iftq+_Z3U+AwJ_6X0lH4l?GM(Ydz-rbv}#8S%=g*-9V|-!QEGaYCG}N9
zigduXF^H<$S&KmNLb^C}=g7(4)UUVNZ+?lf1~qp-(a-dVzF$CL(yoUkJCgVr3xXah
z-=Vw5)$=_Nl6LlSXsr1cWC%qoJ>SR{v(H0`m-E98wO_rt*Eb$lPA+EU)6|8RKR5hh
zW2~7Fp}swZ)LqvRMuG!Zk=03g6<71Z8x`J3>=*LSTgJZ6_p83X!?YTqqd0$(rTQT7
z|9sv%|M255{=BNJ4bPleL_bxXS{$K&({n94gr_uCU_FSjxAXu)*+u!X!lXmidL4Qm
zI-6hj-AV5g$`Cb1J96%3(uNUPCuPEcF+ebpkhM@Pm($eOm)JM)4VXrIcTtnZ&^+*7
zfQttSKp(<P&-O2AFg>88EaA#NLiw}iXF5C5rhB?+_y{waaEuTSMElq!ZubI;U~Pu@
z{w5#ECi{t!V?`8hnb!!ZlutaM{Jz<os_Pkdq9je}$Yac*EQ7d=G3A?>T5_?kVWH&A
zJJOgP?1M<&)k`>^D8IZ=T(Bw0<5vi$!l&Y-`u2tNY44NpW;?=U)2;$_<wo^z?FBzJ
zg-S)t;?E3g!H|dN{$(5o%PM(OzGI1CBBUic+xIgCmLyY8C!~RB7xB`<*0F2H=yd9y
z!m0Y4?8|RO4YhO*WJ2Kl{d)|f>0PPy7)g&ELWqaR3{LmAP(%}JOD)(?p>7qn|51lf
zAJF<#dYBd#05<Pvq2*ugm-7eUg4Gyk6*f`H7pOSovo+v{Q0NQ%IbJ@#x0;EG?kE65
zGzx{vwf2XNATC=fa>WsAC3|e)(zkJg=BLh*lf7SDB7N=H^thRKt_x}D^)XG}(6&Ye
z>39kcT&hNzt@3t7|AY|$KAD0QE)l$NC$2~V?Ef_CmMpKz0h`lDx}Tyh9SNFus(a|;
z*MNcGVR%S=Uw2d21_5D+{=(MCxASzs#wLjFdTPx;(wj|s<d|f~b(lKbm0bEXNi()-
z-^08*DDEVF=k(~LyWd?UxtZ0Ji9+3FIjr+FL88msFGx48kFvV#Eab7v#gf9vkB=@5
zyB0b+$~~G38A#tn@4rBF4aEWo?Q+w?zg@2KO-pc!ZSz8X<Fm;0hwY4|DNP2$?Qoru
z9-&|T{@NI8p&SDF#lrz_lH#_nB;;Yc?=O$?eH__^m0m+xqQRm074c(U5B(8ZfCD5{
zY<&RH({9t-<(CPiysv^Mg{Uusgb@2RTJh8BzE3O0Lxz;O%D-LQ5ja5cG_UyhuBV6c
zHCak@<9tPZ@(3MnwGKDq#O}(aIrvrPuTP(UNsm(%&_R5trgVSk3!lD<y6;vl_uemF
zTw_hrTt~cM2dj<@nyGdlBEM-8UHo3h)<GVcmlU`z6ht{r;&FL7(j9oKdyt+!g_54{
zCI4<1AQ_s66`mKKx%*A9g~^OPzN((^=>OsObX^*hn+j{C3WCqK(wtRzX0NpAAEF3Y
zW7|Gff_=sU3b_5;0q6lZ#;Nz4rY;zSPUQ0f9pnc)B@44Q>&=~+decvxD8f8CBbWFD
z|6Zei-{2v*As6~J&No)v7W*dL6)@l-NwU1a_&LNSM8Jb{Q!nVzJ{#bKEP*?AK)!CN
zu-rh#+8@s+&2WRa((WfvN~nFWVX7$K`kf%r@g&;p$w=?B_&Wd8>|qja5LQuzN~K|r
zE7BJdzM}R%3<ig7kH4Y)j_gaS!}oSaDA^0IvitzjO#yY?#0@gsqj=R_M2)Q|Yi`Mr
zk`2>V!RPA3x3*B(DX+u36NFS_+}NAG0grCL11E~MOJN#KnhbevW^$YYZp+a+eW{G5
zPvpb*@<!Mswn>o;{_FwaHUdmCl=+ynI;NL(YqUpB-Cv}?q&2&kf_tSf_@j;nLnXK8
ztvHKb7&6bt=_#$<?jRAi4n}h>!LY~+$@kUcp)VGKi<LovLfiX``~Ux8<siOSV-d|g
zvL0($b(sc9dpqDsoIl?>TosRfaE`Y(tzjzVsGDY0W3^rS@o608qCJ&gf@GMd{3*Zw
zv_%?rG5X7DOB;}sts&b-Chy1IVY{<$OFl=JP3Y+8y26ubAgI4gTtM*s(kENp*u15f
zljrVy1T-x)X2o+^X>~t*(_>ART8LLcJrU3|)%$OeuP5KEgpu0hXMIbniHn^+cuV!3
zvcq{v54@U7$`GhJRGi{`!<_N?d_8hSHZQNxFCvrnVH+i23LjG{Kb}5YM&J0|f}T!l
zEc^r1QBrM%I}Na^s#pq-U#GTSZ}o_WTHx|Q=t`R6oL@TLemy6`DE5HfVcO3a43wf%
z{n~mfKk8`p(9hQ{O?UUS5)-~~W7%wPJ334rA5kqt$@64xXr>0zP5h$YODr|SwKMn&
zTkk$I2T0KpXcS&Y=hdy|%?>F-3;bJ)q)@_<u%f-P$c!+FK$~26u28o&`BIZmt}!$^
z@Q*F$8Ax-ZNPE;a@wGm9NU$|0(R|kDzb&y|TqboxcSThw^0kC}S(Wn&)u4Ik5$0)E
zMLnvA@V-0GA$cDdl!K2pn|iBx0lMt+618&QnuGb#<(*DX6M(Bn=9wOD=Eb;xr@z2Y
zu`1yJ^x&D0N$O%h!ogKfCt!cr?SZq>!E@umlzFvJXM022i}1;*Hq4XxPM$ChAp~|w
zBC-re{#Qc;73QnptO^HSoi*fVHP*;hMfH}7bMJ5`{G~Ydrb<wJHS%Z1U1)SBQyjWj
zD;OEE2d^<&nh)Bg6^oZ3<k3Q@9xYSZ#$)0;(r(!Z2S4DOhkzs=Ai@SlsVY8vr&pDD
z5x~fs-R?8VEg7V+KktGU|Lbc1@?5G%%~Pj5FBm25=}(0jq@>gOBAA3c2Op^~MehzS
z1b3~k#;*%{+E=U@`D7Zo=tT_?TvE`ABDZ_wXa=N8!`lnxxewGAhtC>5+szx$Dek4;
zZtOkSt<S*Z^V@Kh2OkKca?i1tJRjUbi;t?Yz^A}mevxweifW=_gZ|ZD7wY3WBBp0H
z_kGR0a6OT^k(FI>@@a0Rtqy1|gM2aTNe{*EbOn=FyBvOE?DyA@O)j@xJvS(sy#r>j
zoESOp=i8bGrO+73>3H1v?cI}peD+bhyx9?TrSA`;JnK&`toAaG7vkkQad(tK@nwW&
zhryq+z`}&(#{;ey3_?wn4ib58EstThL_AULOhB0|gSPirw?IrMSRSakvRJF!mUYeP
zmxs%^72-KrB|<$lLH3ZIKf?S&XMIauBE<LmmVX5CD8?H(ksVnfu2an+ajhfAO5t4w
z$};^sy87OhA}UKu=yQTKG5G;a0Z!x99n};Mo64Ali6{4mRLA23#;91Abs?5gv{PMC
z7$V{v9Fh|e><ct)hy}DO`;r{)w}`wPN(das!|d3{g_X7A6CO<rs>b=ney9jx)KhM5
z%1iLp!C_j7a7juCjVh1M#2z5P;aoS_9#o1QU)?cnAd98GzCMc5T&c>Gl6M(^@ce`v
zvp`JfH)ICRywp5}C@Ecn-6u$`AEY3&n~)e#wI9358ZhCTy=r6!#UI-?`^3%ri~rU5
zFSO0yRMJVpdH?09L*oFXVQk3@XxT|74Ci%eQ$+s4;J5noGAYQ5=ujHNn|tlryOb69
zGQZ5RFC5l;(>Zv0hbH+Z`|{%AI|MksjUh|O?(>a5ikAB(KO*wD(+K7Be%Qm~C;MSs
z@7v>pVeS>W)nkeJ<`)!41}aHhr8(G?EOdIJU6lTu^r&rd<Gslzxl6>zvOb;UJ--#D
z?Br}DBzv$yCcU)V&>akhEyV;jN1h(&LP`lgZW{mI7q!-x)(UVBq9rT@Yuv4-iE=(@
z+_%84^?uCA3Q0ul=nfy^-Q5vUx_O`HTjpTI%qybL-_zqr;>b=B4-eeN{b(ZMmY#pv
zZ!*rec?YNW2O^q`%b_TKUp_<K`t1-4_#TX0vU|#AuwybSe*c!D219V&zjSu@UUq|m
zPh<SJ?Tsb@vDIAf#_f^5Eh%&23CPsp;iJM&#Da2^QI1=1-hLGm90z6!kAOIbx&0aD
zi(g7CV*lwz7zyR_4<)=7fl+bk<)XEy&&!j8y`Pr{$ksx~meJ=YiJBh<n4Lzl-mn{I
zBDgG42R7YJUVB{QB@|#@iDqzq=Hy%lu3NUtKwOMJSnkvBb@%v8pNNdpKFpZ{vb{?a
z6&La5i+2h!&#J~Szm@{kq7bO`@1MtZ#9xbkUj&0st2#V)5SGWzILq|po5el>J^XgA
z?%u3zI+?tih?OJwcf#Z0xCA>j&V>_wdZTF7W#>DC;LSY!If&!@hwqY|MX!tDi?dQ(
zFZv~$6G+&0WenF0pDyLP#LFex8`-oHLGf{qK!XmOPv4+rFvolS3*`mNx%DyR$kdWg
z@E4e^z$H(As&D_BQBi(6tXs!CtG9ha?W)ABkZF7$b;?bYczEBEYuumCcmW423tCy%
zy_4j;f+A8&Ll`Nc1nfufvS-2E2U0ibZAYc_0shcuV|?fnXkt&T+}!{Ik@DqeQnkD(
zw1U4;JQS}#DjGjR`H=Ras;V2nXrQylKY*Lba?HGa!7;D-a?2eZOu*(T1G1pU!RipX
zc-5(%wCK10(nqVH+Mmv7tf52T5;1<gYqtX(?<OUeUuhb-46(7(-nCM9$Ic%x%b6P(
zR4nV6)JPvI>#6)=@@kh_b9tSw&>kTPgo)}T6793wuJ2}t+oAZa`-&dUSzBt(<AJk_
z_ybZSHycCeFlm=rkoMY%zY1IkML-!EFHLQFJilb>POfbcx2sR9kGMT$;U`cwj4$Xz
z>xneok6}k1POnMBy9KCYEyfME4l_BJq#72|oRD39ZcU=MQy{Md9AKsM3LG{5RV5^T
z+*nsWq#W<*Z^OA3c5&p-?lw0fefeFFG4*nQWEl3^eM|a88c98sDedZh_P_HQr;LV!
z{sob$<UrmGdBw8w?eEZ7Pd1F}68)ZO_G7<cRi*&vT=401L8OP)gc``BjL-Y>bJsM7
zOViKu1oxf|y-DzX^9Q)1m*IUnJg!e+0%o5VVNF@%6=2WTiKz<hvtFP9Lk5zU_P>LW
ziu7ZkQ+as~l^H<UwZB|1g7ehY#n#FI?kJN;3pF-7Cnl)VrP;B@l1d$lmu-Kx1rBN)
z$Pd1Q8e9gWtuBge!{F=Owp2V8V|254;&H)i-JncvH@N)w3%cxDrmwT*zRLTkCn|t(
zJ8~Brw-<fAe^4y?Y#rupt%k?g)(CI+Q(`ZF>SsQTPxV$8xHEW!)@7I*&%+VPfIt5b
z)PP0}L2CmsRxvj&_WVe;$-7oSllJv)2C6_B>j#|>Lj4y8BWXL(&G2(TAmsk^ljmF7
zzi2DRoE`Ns`ODsJh^*=Ew0rdDt{OnpUqP?KXE@}bT7|mC{w6r*uTykDTalJo!nkSN
z{uGVbL#J@>Ha<h)p-+7dF8Y0_F-XH9ldH~HAUsP*5ueTSEs*Fwzkcye&pBrw3+}JJ
zwH50r{qqB`EsGq=3g@g?r1YOLqH8Y64BSsK!j8mjww+(xnjtJck5U9_@2P91f_fDv
zU3E#JYsT>c$J}M_zJ!}Ka8u3064o`tU3k+zzQh8C1gj6m{x8docD{fDwc1VS-HmfW
zez^9k#j3qrUV60ILjS9rADBFgOFjWBZJzIAR(FA0+o&S%B4y0a`gwmTkKH2a6)ch$
z;^5zkua3QfX>vHw)M$%h2eoG{$Wnq&YF!aPg-*}$E8}pmQYHh6=q6^<gC+V`luu7T
zaBhk=QGWAkP5FXrD4X=N8YNEIUFX3+8?$eUtYo{tA5ZuXcirZ(*d^o=)}DKgO<aY#
zfvS1sfmpK$fJLF#*Y@!Yh0D+Bk>|KYMJj&{APpzsY~7JL<Q7dJ357d_Hr|lw7P<FO
z>`M%0oY#TKTXBrm4&l2Tzr|iPWv!4hFTA7+z_%T9t3idHG)s^_m1wg3<-IW|M&5Fh
zxo^+5L#ftoz6rhiS^G3_elC6v`}KfE4G<9x2W<N-ONpjmFYAxe4KZKfH*t@zk?P-4
z%PL?CeNT9gc6_<s1GL^eQ7A<>m~n9Q`pOH=Z4p{LBNBcFPKJ!PlngligGR_qinGcj
z{TpzsG`V{|jNc_5!{?sWlTm$mbF;5Vl8j#(?*IR|E`Wi6R%Gqo+iSHcn^ed@s;+;f
z5-r`|(h;HZW5giTpGymm=<mnmP9*0c|8+3~uwoJPud6m2ie@^AnFw~soed@VAj6LI
zcfnZQ(c#-DA1EwQjdk~9HLsOEE8lpN`KYOf`yuc3XC@BGw{H!N8T&tQRF`Z;80&4!
zb<KN7Dp=`Nj~a!~X)F_Nx~>nJiYWVXu8vz+m-iitxn>q+(wh#Z<geQFO|pagFdAY$
zO5f|N?2aBJ%EOwO^~t%@N4q`TK@%lB7?i|gRSQ&N`kV!p;7JWp2&!?o5dmB^+H~yc
zC+$CTLZOzW!#;mLX728Svw%Y8yR@bbrLuHdM!5Qv2zl~JCwVmP=UwhUGK#JFQ+-0^
zlfH06E_6@)HAYcem7$77$ni*dTQld^gNhf8?;Zm31T-JdX;mz}Xmv+uHfH>%B4x`(
zGF_I#la_t*0T^#?O{faFwMR=iRAs!!GORS29`P;lDJv(Q-7S6#vpmu$-j8{uCbu59
z8LU%PaMDVXub#83+1<w;TlS3-#;FU-6W+a|@--!@sQI!g?$8bGp#(@kUe4p)`R~tV
z;v&R{LaU-0YB2T-W2%th11s8tr_0W^@j)5dPTX05CTlMA6+u_+e)E7m{qW`PcOf#L
zK6-lu>5`kV!{y2`$viHiraEZYR;BzGU~8I38f-DmS8DO%wMYExr+lN=G~IW%GpA|H
z@5zj3p0QG8<~r1N$C{0H5a0sa#PZ-$8T^+#rpfV%6JrzJYA_tCaiVVCcIaY$I4lcy
z)_*d(T=@!57moew;i(4H;Fh&zLs<v5D(r!urJ3#*JD_O!b%I*1Oh7lh?5nB)gtHVC
z(hX1o8tWO=KMG!mgVm?i)87KE+Uw!_B#V3PW3Xn>z3E5<<7>V?x&3sEHAUI(Ij8Hd
z;J4_G8v5)FdHm$^D0AY*zjqj8>^SJQ&O=*A;US<)B!GDHSiI$@%5tw`@*X$Dr!nc1
z&*nsdJ9Safld9fCIV4mW&lUFAmxJ@%O}`3JlggP$q)N%&soDo893E%_k|+4uAyC&l
z>jClOb(jY6xId5)GjmVI9sEnTx1DngY2I0GZYNgB8;e;SY{+hE`A!8uN+rc1wi8x6
z391OE@-Y+vpXt>H0htqyG>Cgvvu_B@wD%wEtnF&F*b8VFse}HkxQCJFZ}$Z+*>PzP
zh3(Ad{&ssf;PiAKJ#oi`@$EtWF3wW~g#|d;TBSgv^maMJl@nkh!r_d~rJg#y@c3#t
zklU=R?#@p{E~26OC|+SqrKj7=p}Xp@qpX%ctrhW*Led<NQYTQ2fc)GWpd|^&sqP;s
zsoj<HB~N>e{u;~REbD))%au9fsfBOnn`ps|aW9YCRKYZ3D1O5}H7{7#{<Sg8K1}f2
z`IrK}kYmlO<^to@pe>}tyk$QkCNTve1j6y1w?B0pH_RJ1x5(Q$dx1U}qq-+U$y*s;
z22uA57jIR!z=6HQ2iV%tUk#JfpQ(X7CM9}Lkvs3={nWj4zP&WasuGuR@&tO$UWHql
zlZw&YmA1>nP5@6u19>v^xgDnx>D(wRWmMI}PcPfgD^>=6Y^#=U2>rajcPm@m!(8p_
z^bzhqryyu1wZzEig{p=t-S2tJVOVvDkMJ8O$Os3<yF=b(180HzGX$8ZdT2C63?+SO
zQ0baHbhT_`d~M^5!E|N)&X+TS@O=Q(LCf}i;@z$Ik-a4N(d)~7zSsz*j8Q*f$$Zw=
z`q(al_X7U1>Tu)cOk8;wdcI$j6jdp&dD1K+nFcMLokQQ-t0e@#Y&qT!OmDuKNTd5N
zgyP`sO%c)@D$A0Jv6w-5ZNo3Ju{oq>F1;AxYSA#1P;n6?OK72ldp^8RDA`P^y{%UO
zz)$Ol%*>6M`hBah1&XSKR|Mbrtnl`a^@D<2Ew#{YW<T-<xTtFMh!YECSKdL%)JLB}
z0!-A|eIFoY5XlzHRgAu<`$GfPIqnj{rkWp=qaZ*I&KH}Q(ysSub8ioQ4sKx6tG|3N
z!4_rFhydI3!<?_1=n#VhlGUzx6gpAY`{#~^uf~;~#&XwFq)&?rzC0iDALOBuij1CH
zP$mnw2}|C4_D&&VH=gS;;-8zE7hnSlFL{nz-@RFHr?06zlKNOG<e&EZ9+t<;^egxH
zFGpv#tSXj8(JvxGq<;idQ0b&m;Dtb>5v6bCd$XF)sClX)G9M}`qfVZyu=iSXj$!EP
zgKT#saV5C*DM33GOovDE2uJr>XzM|3K!{sW8i`0ct49baX73X;a~oI=+-dUG@s}C^
zt&>}Ia@NS&>B;Gs;u6k_I+=D0@Dqh#fSQVxGEPc6>A%6+Gz`JK&;ZaRY{en*f;7Yg
zN21;9yRh!aEL4$wuj21rjjk~Ie)_~<R2$xQVdq0zvx<zs0ka~XZKVfLbcf#GEJw_d
zUhom-yRQF+%7HRrH>N$GI_BPtE&fA<x-A51XkE)!bwGL^1OtI_FUT*WEWI%Oa`V3%
z>vSim)x6h%9p)N98{y_cltikh;EQKAo-^p+M9p?o<&&YW*19qA9s&HY_n*a;R!kGG
z8GH(pu6@1bncNYHzkxJ5d)2CW#5=wSx&~IpTWD`j;HjHY|E{Ny`P@~e?viI7F~HfJ
zG}9cpBF;+~Q@_c|s!)ZBeu561(OdQLA-@_%J9tLWkB{b_2o8s`+gJCO^N=N-ce(iB
zKT~$71e~{ume#7EF5gTVV_a~TmQ`bVz-F`?uN;$9&!$UAjEnQjAtCGSqB6ivL$VgL
zU3P^B@=l6pt_P@I_k|*I&1L^w71?)-^qcyjB)LZocc{DWE0|SYX!Y(~nDw;J(eorM
z5yQss@pvEY$y$>7mavljo89$1SbRnbA6he($EIuV5W<O?WMEa2Zcpz6qxQKrZCn~A
zPHryYUbKHVuMcDisgbokmW$-|xb;`+%;mhi<oRb<A13UVO(|ZglZ&TZxxOMRzaF)!
zk#m#!x)p8~j*uRBfDFV7I0Oe{m!iY}>n$YoPxP8moG&y<XeRL1(KGz$yRtdjz&K<n
ze9NV})p(2Ml*`@2yHBA1kh1RS^SiK%*2&0WpTTK49rB|!Mn_r-HXg-IgXK!KsZL+n
zb#Bjv5%{NkU7mD*nywX&nvHb((F^hZ+Ap=aGxw+8t&f&OfBKWE&DxK5oMi7u(5MXi
z)4&A<EVfYSnLg(a<??hj(4ElolQ3gHGkz_FSc6k`Y$kVu7rQhpoEpM%pzdrpB*P7D
zMH@41x0BpgrGeI`lmb0pU(J1q`AR(2KR^t6;|jqmx7R!gh154Kv<*^^qg`g_jM7T@
z!HHf^1nr^ivzcNPTrZO3=?7nrj{d|fMwngUFQR4Cy#^0xu<Q3x@5Nuu&c-)Kii+Gn
zvIW@7u>f8GPrX-s`yC~??oRK+?Pu>PP?`oPu!~jk(QIT`O#qTq_t<ADo=iX>&JwQg
z5CbL)7*B2TXj~bjIW!*Lc7@ef@+AWK)^y>UZxoCCb|(7lf*q;+3WwLvPwb6_){I<#
zO;||7HIvWW_xUt|iYJ7*cG<|9I{tjV9WDOqzQORUBQv;`gxMO3{v#Hkz%})Ez9;*-
zhw1ghI~h|UtEOuVY!S~1pFmY*b_1fiTrwV-v)kjN>8XAPK`WT|h6Y8W_4ZErbf3iC
z#%<t$X!6~yivh7+wYZp;T{L>6dM3Uzjp2LQ-AkH2W@536c1V{4+^hbL4zt=P_-Td*
zK#J3bKjllL?$O}!o(o2A^8g_ACz@$9pt02a$qhyluLs=|0Ix(nRP(XV;u~c(04`bd
z3v{K^F0}W@P&7CJh3AXIb$(N3=?5?acVo?M&%CpPV|Qg*%nF{`jwBTRUL$~lNq4JZ
zSfd?e21cnb>xOVSwPLrYQZ$=w0-w~}!WbKF39N9$RqupjW1sOIpnD4SrISg3^9}F)
zP(c4@2fGI!!B|3AzOY3mHwaFua0{KH2u0&SbG+{6IM0yycA)h&mXB#&Ei9BMS2(O*
z<YKs{-?y(Fh{|U0$*|oEmV=YLH4Yx>q&1ij``ZEnW%#b15TkGct8xJ8m*a6XG@$aD
z6}|gyKv#D{=!w1-%lJAOCy4+*#I_qt;)?wdArk9Ye*^!K=4r9W3A$@=w?P~KTaiiT
zjWaX@t{_wA(^I>a;PRcacR^BSl19If^t9voy4ui7q0UWg2t*{ml=%5aOC<le?Wu8!
zFv$xMjgoiglaBlUKVK-54#a-iHyqBL@dj}3?tEm(8!u1tIQC2Oj80585A8kN3u^Z%
zCuhx^4pGs&!G0K~aJ?@Fy7l)%mX0ZwG`N}(an^!^8J~`)<DHbJS^2ib*HIx+Y<IzX
z&{@-qZ{+Loswz<#zYk#4==*qRKc(NFd{7kXc8n!hBrk?ZG++~xwd_u%vF!?NhPrwv
z&;o;MXU`CfaZ$v%s8NObtWzQGt#-Y825BqUT8k)Oe>O1UaF<AGCtK9y#9R_{;!AnY
z`!fF^Y>hV1AZ)$|<sfM|)->O0*7;APUEc<xHps#g>~}B8_Q?`o8LFEXK%4TjTAVM2
zoY5Hoj@O~9Ol38WAwRnY|4yFY_2M>&+o?UgpdvpGJKo&grY8k(x$Z%hcOFLeIp6H>
zS2`zduH#+t**~88z~T({q#y<UJwnnN>BIGU<Y3zAKiB3O<4}tm>h(4=nD=jeQj_~@
zT-64vuJ-{bW9kF)<J@a(b;@6?b0r?4AJkB541LR-W^*o4HY0{7Yb4)Hg+gXgyQQ)&
z@$C_H^2ZnikpC|rYkurNMRRJ`;vU7%`=4*u6?;DD_mbH_K-_*UAn0_^q-06~e<sPs
z*zaw~4VK{s>3eR`^oO@dK03C5Z5aML;;_G`kjIq9>K>fUL)D!>&$wB}1?NSWci>ap
z9tf1}d~&2=MXDI@YaQ~(+%fd&%|ZHDG?z;)d{z1@sfKr8tOIYS{!*yNjOW|kCK6F1
zIfMBrMmD{br7g7+oUo~99R;6S_KQv2yCQL89kH|-=pHnNS|z)DfCg%>UN%*aGU->{
z;=^bAISu!Ubnj4w`Gd4S4g7h3Yt&1)=_fCD3s-a){Y#3q$-tkNQRcW_?ax8mpV)3Z
zGnFTk+BH_)=_CQ05I!Z9xdfgE67NroT1vB}1Dd}61=T#^bDge<=)tux2O!5tj^V{)
zJ{sl%2XN8Besv{Z7kSKll7w_RLygvjyVreF5Pk^@tPx%Vk&NM@Za2cZ+_WWj1!tG%
zge+$KZ7kO~BmxIFrC3HJk~v`O^$=e0Y3;CyAke!*V_<nyG=hXhy3M_x;!ZPQ*S$fD
z^W#-u`1Y^KbFNgP&44IQyhyC#lr{I~tgFH%vgOCWzv$cXF`nj9U|Ie}*Ei{1xu(%$
zjM-qc0haL3*k9@a!QW|}Zr&i|d$o9l3r!a3++QQ~`ecSO^-jgTOxLfU$APu%%SIRr
zJbK7C{u<8N-K8U6!Fn*e*812REVh8q50C`+t>@G0Lz!W-f3y{@lqc^8wCk>R;#zcQ
z+~H2f7MmjZ#tMyfh`FdFyMxaWFu-khD>mJ(iQZ$+(T(ecl(L2GP1l5QBwi$e>QDAj
zdum!DL7^%kPoOj*XtO7x7Lmk(ZLQs4A)gRio^^j#7ws1XrSvmh%0Fi`nSIXMO8xpg
z>+<p87qXE2o^{Wr^=BZx*QJLS!iy%QzX`X{_1=wHr6NX-K<0RqJcfp9z^L^XTSNm?
zIY+(PgNNl-GWVrsn*i81D{=y$<MvE!+Z7Di-|6LXAE33`hq%8Z-(q4E{w+=O{HB4o
zq~s5KYO%YpVfe-1=_()J_|;slKDE=+DCH8?zo+_(qX@6EzVVZ|_;52x`knpFgtQMW
zDCTsGdp^UUg;>@8?9Yj8?-HVf9oPCT#sbILM_+h*9f<rj$FldFrUhTv@S;V8lVS9}
zHnxzzbuEgrQ4TpBmw{jjlNQhw5(`up51a6iyk#Fb4L_MEj&=(3-Di110?LgU>@_a+
zP<~iVT~H71Q|$0U-sDT;b67=J2*F~|Hhx(^;=0RWx+l}s)MK%Rlzs9C0A^dgdU+L-
z0$8+Q6plnM@a^>bD7}quscX0%o=CtLZbwtgJ^qa_?QMq!>^PuWOs(7wj>c9}$mjS#
ziR1h{vj^ye!;<(7vZ=!G``L1F&2%vn${s=9TOjt2M-6x7EF&(YI-78ly(2+p5(esZ
zfRI(t(t9I3NI1V1kuHH3CYWuJ1|FgYeo1_5NlstOpiUjFq=&GI`BgQ|XW$(ih72An
z$>OVgwsU)OLFeI4&5)$4*@}T6FMhx8){FCMUPZpgdj2S{HP9%0fB!Vc;m_(3?4C>-
z1AG6i@@Z+}z5$E*SlL-sX_Qdh5cK#gnGK4fgPb<M|Ey;EGhW?0JpJTk`kd(LyGnz%
z3(tp>`UZYzbx4veEH=6z;^wvwrbybnd1{NK$0eC3bI<P(%d{jfUV`((fjnD4m)cHs
z`=ZeIZjiBydY?bnFnka&A^#lGjviXT<U2&`KA@F>pGTUhCXTjL-QUy`*tc`p4-)^x
z2>%$t^;8yLb9auxI=n(i-08tRFfe!){k3}!lC!s(q??~?wa?uy|BJPqRO6m4wcwyg
z|J}aCow)*3is1}zFX26yd;tZvm1-mXPG3<AMI92KBELRu+d1B}<puWYS&j8!#*~ng
z%e&jAZv|xlNe~v}_cJqo4av`qXo>Qy4qwf}f=P;u`hkXr(gC8b4at@GS^XD@mhyNb
zOu=UR=gbKzR{Bjg!d@|&ZG7nNZk&Lsw;LYEc29}QzB+{Do2`NL%f~|NvgYv>RJy;F
zfMDt-;qYq^yZTnl!~->fDW334u^pk<kJtCOzfRSzW^guD)aRWD+Slo%_d3BlAwL=)
z>Wfk%G<+pyWnbI~BV&&D;q9=#L<=kVA~g@tP)6sQob%+q3onwa%hcC+-p2mJRU1?U
zul*Sx3n13N*CS$`SLt*yZ3Xdckgc3H8b;Sr#(Dy9I01K62339e0V3fQj(H1?%jXDx
z%EM0H6Mu~4LwU4U%cpn^6_@00zJDJ8jgCvxT*y=671y!w^SeX`H%wLN(>#oetfUx=
z8xrYD?33eZy8t`GddS*Ne!bv$rJiFAjWU;;w4D{8wJ%35NTX6vYZeL>VYt7G=tkUU
z;L4OB9kIXp!ibaVY`e8acSvmwk?QY^x;QjyuhAAf&Pc0r9<r5%4{@t@c!CgYpt=dm
zp9tzRC@%dJu<XyZTzD-nl&`+I?S2sW%ECJ6@2Pz1#Ppa7Q5?N*_SWx@FQj}PtX;O%
zCVjWlXELm7@j~LZWvfON*u4G1yO8VQI6aRGmL(aj;DYH?{`=Bo;A?y$Ny82#uP*ts
zkwg6>JqAnehhwH@tAr_`%{nnoQ89b0K<%a0p?OqapmN%mX}Duz-_Z_Up~=)i?|~R=
zIig<z&Zry*9&jL?b;3}QU+Nm(E}I^+_S>H84pccHM^jmWNcePR)#R59&kqHcW6+n5
zLc*?2)1Bx$?h@i5|JJ}eV{i!^KFWS~&3kk-sK^ZsV4<wO#d!BZH3cz#;C3H4#L|xA
zl582)Y^a&m_>`SiqX>wUrg)H7ku&e#Ap(iNWM&=|v13T#F4pdmUBjtv#O;<#iw+h-
z?qZk2PJ7PzHTfCmY!vX|NJ5Pts&!o8yRI`1q%6Fh3svkqeO`sCXZ)*JW(Vcfh&bN9
z)~o;IcIQ<%f4=z47+Z7a%G{=|R4;|tc5|oU7fkq8KaK#q9E(th!G-Lq`%+df4i2D8
z_I}oDO!#Jfdg$2OXFBzHY#d3metS48tzp%Fs+AM09<ls+{opMj`D4pim_bS`t-Guf
zCWj99Sb~<mZ~`rF%(kCq;Q6%U9o9PN#`*klv)UPhlV)HwwLpJjQV~>z&2_t78frr}
zJ1H2<N($`6&SpgzKxKE7pKa4n)<o^6As$2oM^lE2cubY0B=$(;;^)uXK;O~JMiDe2
zh!-3sxAFz}wTt3z^vU345}(ZvosMm@3d=U=ZE;hbR;m81QBW_X!_ueWcYww>?Rkl3
zo;9&MQM#2O6s8hLL(SW1dP8fw_$j$)bBurXb@OL-z0*F4`D7Vfi4!|7bLKeN1XYw8
zdDEFYMF7%HhVV2+H1JT)elc5~rF=fWc<IG$ZHi=?9!7qXM#1^{L;bJFrfJZxxnqL@
zze*z1nZVagrAB*5lJCN7KMWqKI5KwBs6iXx%Ed>dC!MNW^3TQN8#2B}vUlfO@Gceh
zZk^Cd?hyW8qNlc>@@ucoCz-f3Y(5X{d>i!peRnJmf>JbN+O2vGFX{OMGSUXiWfp6i
z(tYkt+Qiq4V2=gy8I3#Mi{*ZZ1A0B3@t6<fDpO9H?}5|y`s>5(!cWhKq0d1!Qch3Y
z|No`YY@DCt;55f|!^ia*BlSVnXwp*7C?wCtX@8tysAH_$KE#lMb19H&1<xx!kgJyQ
zX1|+jQS!6yvWg;5%#2_PeBlIQ$F*8~wqH5C6{TNlkPV;%R_;g3pAHD(5*(3HKab$=
zzez&QkG_)t<KpJ9-@W(q2OU~r<(&1so?Vhad%~NhtW*@JCSKM18pP8^gwzJDX0A$E
zas-$_ypJnrI~C<dVajF}D_P~uikexPl7pfOizIwXlqcv^;B2m6UR0IO)YX(m0*H4v
zKP*7Oji5h6Gcr6Z01iS5{3M}-6bZ)peBYTh?5r><jAZ9lpSU610!q;XjG6HfoddGm
zhY^`?%wuq`BKGW-s^08FCWh1F`e_W0lY`C%3F+GZZntZ!ObFt1_J(`!;dlepMLGgV
zmtP4;zRm#h*cZ<{KW-?LnudWg-$zQF^N?g??-fVWsE!MWHAi@P(gA>rSQe<m?fZxV
z6i)#*o3@@0T6W-vXDIF!>`5|qxW3Gz{vGUN@XGie><7!wZ`Q!gm^7_&XF1vRtmwFN
zB|?(rrF*-Nk4N^Z2hCF4M~Wl`fL-}&btUUFGGyUCaU9`!4je6s9gs|K#4MAi3zHc8
zAS18+gMdtet%t$R_5J>s=;ble8;NIO&IBe%H>dsKbK+k&z1c3asfF#*noFEfKFFG=
zxpByCu4t<#`uxRVc38e9PlM)poi@5?tPo__IKVA~$q_kAayje)<@JBTT6ZGYlEwU8
z0}w?j+~uGS6GWiRREy>EEHZPmI#69(^rro)B9L7VsX8C(&lW1Po;G)!&_d8Po!CtM
zzJ7g)+rcb;TVvSg2=11FQ9GLtj<4rSW5*dPuCHx}woL;7%)f;&{=_c#fP6<h(8CwU
zP~eVRK?}Y9SguaZv&o7_S+f5Td-AzwFJU-@aL(hHPPLnJX^m%H;9%O$=km74y>EE#
z{F7|=2u)1F(?H)rVH7~T#@eCw&EDD_P?}p$^}Ig^#0+HU3z)?++*Q%1W@<*<iQSF)
zF+Po{%ol%@5_w51LI_y^h35R}C}B4~7&WJN&SjmOm(r2&m;2^D)kbTZxiT2O0^g^Z
zH&my+F&nZP?s16-T+pobaLBVQIsCFT{?7iBf=4-;LAkl5i4$iKI*ZqrlAz{OM3bFS
zfioNAb<+`>jHunrCA%Mg8U(z!*(f0<h-h)^SE8eiaZYmT_<(IGTh}u91p?GAfFrss
z)Q{cO8=|Z@?D3#eNmA}j)#>)&QoQ5}&CC`9R10EP!~Mi9CkxA+YfcD}Zq;x!)P#uu
zhe;aT>z4%#IS|fIj)WfhLH>SyX66_!gy0#@N12ONG|<*5qJ06*H5(n~Ee|~+ks&R-
zRW=LWtVjIqaY{{l?wdyzR%4{Hdj|63E1{T=Rl;IKmn=`_@>lkIxi?6j`J)9Gb~EvZ
z7j<)iRB>FxKTnSW2qhki6V9&A2f|b=_GR$?jb!evb-n6^VbGGa-kJVca0(bo#Tx+1
z;z-=>-FI70%i2uLXa!f(n@)qeO1c*4<!zg>ml}_JiK$+6W@JAJo<CA}%Vm{y`z%EL
zmY*Hw8q?jcY@IoyVX=)BBF>XzJ~gaWi*Jhho<FD`EwArRHy49GLg|t0r5Hl)ntO|h
zP#y1FZuoP+Jx_I%!{<1{5zkG#x+fC|&SL$#NM;0J_I7R|Y1yj@^0~gA%4W;)NhVJP
zXo_zJ+W1}b{WO<b_~GeOkSyS}#gAG(=S*5fR!fqnJ+HZfQLy>=M9O7-&TCgu4!29C
zjEQO;hjH<+(#>To=y2pb%(K&Ghh?-F><iA744%FL1lR*9{@l`wbnb|cgzfz{i(9@e
zX!&>W({XqG17=8k_e8Ga3hmcApEbBPb9q3gsF6?YI7U;)O<R~JCDyj5BD^uTaJNJ3
z@=_g)KxC+=siQ0hAD^K~mId)5@0Tasv*ah3-5>vo5wIbQYIZB>%7O~vqI*6HJgNRG
z;4(?Q@)mI8?8cC4R_zV4u7O>G4fKZlUTfaN#2ss?r;%^oN^2hz41bpAmK<tzN0{&m
z5%Wg#C|uM;qHg=U9WB{!K*#C82cim5efpNAuY<n3g=T^5W;b{p!t<Ve+{sT|C3h{q
z=w!s?kG=(S+H8UL7O!>Xx<qwPhEAe)dj~Lk58hSeo?UkL+rPUYO%&&Jv_GP_iO|#^
zA#%XhosGkl;)(HH?}NCcBrF(b$luZHe+^#qOnrPIqD)-{47IaccimM|_eh|AFw=44
zEAM1A;FT)r^C+kNz!ulqgsv(*cy4mJwv~$ykj0!{%qiNvR!b?;Gso}?(dxKDzvKrZ
zOW_%W<mRn_z1LM%m3}DfZ0INWifYFg?<+xfU#}Aw2{cr5@pc0S$6~b)D{|Z8!FnXC
z;HhWLU>rThyxi0q1wb(P1yibFR>{#PJz_#gK58HpSNCdu&HlaXKkx>=CqL5s9e7-y
zG|YtPg+Q@*_;8yozQRrQeMgNIcWg9{SmofiLn>5cKRbQ`gW&ufcV*JN^MFob#Rp1l
z!%jPSuePV=CliJK{Fy75P7nYo8#|pXil{wtWK7AJFm34w(YAzrE_O5gY-w0du_=u8
zDzmcOI=8XD3MK~2p|`w1VP^N51lO)4z8vNmZty#TG$Ne<7VimmR(QL)c=8QGOTl>@
zgb!Cl8fWZel`3)cy@f(TwYvgl*cm3ZeY?d2CItf@B8L5h7YMiUtL8%qh>b~($1qfB
zxJP3t3{!0gCBprU&Ah+^4Y_;vU-0-==!la&fw*k>sYGarO5vq_UJD=WGXorCawr{9
zJU^oY@%q!aM{7xQ%zTJ;k7?6b?d^eK8=ZC166V3({eD#QHUdsOpLQtv15f(EFx@|d
zqRD^>Bid43;ET!lr*rsHtzPzD(+u~>e$WVQt_7J~SC<toh5TF@Tb5EE7Zagr{Y6JL
zcZ7j{u9;1$gpgmeKg9yKD$JS8+PSz!s}R?VkUaSY5Rdz9t(85Bqo89FEprq0_k!Ez
z4r!XgngOsMtqc(@!5?LfXATE6H*&S)$8HE9HHD2@<+u?%o`~$B4ieH`o8k%B|Ip7}
zkHgO%mji$N$#bnril$6O8Qq@ojfwKAdFy5IPNL(@J~aeTg`YbYoMaB3G!Cv*|FwWe
zpcwHD8-eDufC)z1R6OANmpz1%=9~Ajog>p`zp-TTrNG4}yf*p;Z5d}4AL8tcz%wB3
zWNgaJH=Mr*v}PqcS@8P$VG+NpVQ=bjr#s1KRkiRQU1s<`z`wAMR6g|AR}9Nr8_nGH
z;T{gr7<GO^$FXT+8uEVoY5LtS*B#xtY^O4^accW)xXZZf#)szcym)Lef}t_vj9m&^
zw1!qU)Ok>&f1~&H?P`msGwIN>dmzu%j3`!~?JnOA1j#h_LqsQYu)w|BAv&Jv*Q5J_
zG2jrn{;R;c6(G;-mfuJ8M;F8=@<p$49+#KVc%3l%dJfb_!}HohtO(Ww<@!d~9A(qn
zhtUaSRRPB-c5g}EpgXkscY{FE!#=Rf^tR4TCp|@Yb{P_zhb}FJJxKJN<wN!=xj+fp
z>d-x1I5ux@Rv28wmQU$Z-HoN?Z6^!^A0&S{44>LHD{0sNgpI@z#dT&6yNSCpTn)3(
z=e-jY7=d9ohhlJn6~l3nV{{~{YcB43TY7Yd8&*bCf&>W9ll7jRwyMg0iBhgDd;P3Z
z@6d4@Q_%pA-qYmnlXkdqJ=0~UZz4%CGXQQ8jeX;djlwsH?SDOOnLeraRiiJ;x2hc%
z35aSg@!etid@g#6)@!A<@ulk3H|Lkq!DVaZN}fvNj2UEI&Nx^ib*QZT(1&$}Yw+dR
z3UFTv2dG{|0%2{B0Ito>+QS1;b^J@WzU{jf#Pk{n;Nv6R+fzF<z?oUgh;BlBJL+DF
zzC#$VKidH}d{2XZtIi;2&*f9xOay4~>OEvMTO{|Bp;?ytpe3^iTC)0jccuGXdI|C9
zS9r4kgs~sQNgl$l$IDv7(w{?l&o6(lU3z`$h&cZS#-h>hbRHU|ulEgJ?ds^*6dPas
z6SB523Z!>X$WH-z{~*MDFYmwRW9)S%ODh;%=LgXEU62D>Lai46h40uBd94QuFiwXb
zh`=w?Hk7@WhVO&wn@$LB+8Dwed~v3xM2=l^lU1zFD=suE?*IShp;zHN?1B$1k>7P2
zx)MFZ`@%JfYuF#SUvT<jj{nNJ$YI~Su7Djt_)lP-l{6z=1;rTdF2vLYaU_zN>1KNb
zTqVb@kfMjw7jUhw>6v1`EH`qUtm(c=72Ct~HHSv2K29;&@W@+LejFd>NcpL0mDnip
z2GETp9OS9Jf2aMjeBTt&bk7!(%8?TOG%)eD-6^zQ8uAj{FzWrb_A~yz(q^cL89)1X
z6WFsFsa5S}!XALSDSA#uv}Y*dK|aei**Wu<^zRb!!LCT#jSGy&%M3pE_3`ot2U%RW
zE@GzE0N2SSN<T@PNVnzUm=p3I?H0<IRpKDQ*!WO@w<vjOk;1L|-LaQMukJ=o`S*my
zRo<Al1AQHz9l<I1<*H$Ftc>uuFhjr4_x_k+7;O@}!oQ283XD_E-Ec%RECT|Ff!rsS
zATkr@a<f$vz|pF+-gKN{YQ4U&i%*cJ%6`^itkid*$H(`DWsgPeudK=8EFTbT^Wvs}
zQ_s(DzVTm11qW}J*)de^k7Yl;z~0ESua!@#Lieu{Nk8a|t1oprDC?J221dgVJGjX2
z{77!N>m)ov$TF*d-Tq85qxY}t{i#0gAO<b_elLM=^=&#kJ2}cN#4Cn2CKv0X=F-vo
z$p=%*<6i|szCWXVxunm0d?`pzA-a<nXT14wJlmEyF0Nj!=|wk14bH>C6JMm9xLxc4
zq}S@u4(9F+YSkJ>CQIi#LT2KfdW#FdP29+J3xZDZ%K42|dGNJ+;etcDuA1uDs*13M
ze#M9KQtVK6{cL}W;gV_=kyj24f}NJ6ABKD_06ckU=^R(DFNUB<j^)hq6oNrfSB@{Q
z>H0Eg6~mf&pq9GIc0eiIz;*=eINpU9jxNTFI!DaLIq!6XNOZoHvMA>DZoGRW`+;|4
z1FT^_UYuy_miCd9ig&bS@n!CIH4XMFlIMx&p6(QV*X#6ym)1pPcVVPHzA(L?vonn8
znEE$r5fpeK`|t8+&YEnV@4RL~_bd#3Ib682y8jONbNCjxFPKPUsXeZWy+ghQiT<+e
zCmws8Ck{_yf3GPpx*!lQs`)6Omp?r|JK=~VdA}H>@_z88M#-Rm)d+-gxg$Zqnyx^C
z1K1C6_d7mi5{a79EyGO+i|jX8Z25;>Y@e@6_>nJ3+KY4|GGZsY^bRocr`UopskV16
zKD-Y>0HcIz+Eb~9=F0EM);x)Ac(`@bE~m9y8zW5M5^&eFZS3xp3O9(c#h53R44v5>
zzs2Rspd<E6jbLc&!#DT(U45e|aq73{m355@OdvQJKDVd5K>%dQ#M-0wb3J}8;=b5P
zS)(}3=UV$OSQaeFysNh(UgR__)1c?@$1FeF$E4IG4FNYt@LaC)lhdJHI0iP6mr-3f
zeYw1WRFD`XP1ARGII|47r)<aWqY5YPn-&ttlEIQN9t!D;(WXq?v4G*_?@hMn<mW2t
zgfpP9moVYe+ktVw(6uD%QC)u3q~wnsH3t@I*rL!L<NkT0U(de|0edo`P&)3ZjHNEW
zv#zLO_{%Uk3OU3SB=}4ZhH-ovvUrda59Z)y&nI|(2fM6#u$F=sImXNsGPd*AmY9zG
z9XAIc5fE+ZI6vv(6+WEeI@|pFAeHlBtsbt{^L3;QrmT8W6MRaZrL?tQL$yWO^3Wb$
zpVziS8<PvKv@P}8l?^U;zPBn%v$Fg$SQ;(A*8~oY>LnB+2}*cBu_IxHY4rNKSYhMg
z{f(o#YqJe#;;l6AlwV;K%+2FKWn1LW_}@fS_spUbQvO8SebvWM4v0@-z|k7{>b~7U
zqQw%d>L6Z^(t3lsay>b;?P%=#j}J_r_jp5>bD1m`0(^P>);RR?c$D9>MEP)(7ql;f
zcBiLW@ZdLk+?Tr`ci`TZ?=RohTmA9PME~{yE}Mx2esRvld8}+5e$?wtHdCDcRxyAh
z$bwiH>+fI2s<fxMz*xRp1lb0FA_)WAI%LMUBnYcy-ik(JYXo_wM2{{+ANKJz6^~Uv
zX5qxR{>}5Rxp#;Xk>u#t?MLBxmBg^!d|tQrs_TgEh>snTpDesTu6Mree)=}4X(@T_
zN6!(py+c}*i@hL!ahBo8e0MkRbYPp5?2+dOby+ZVHt<&cG$VmsW=uk*G|Etn#XJ0n
z$5FF(?3s9t*Mh#Ohp>T0S&rCZ)zg5dY3uzgsA|rx;@e%K!NpZ6D=aih^ka&gLQ*-h
zUmB0;zB~<A1;VV&jz#k_!n+qg&}ACK2Ye%D-96&wTNIo=nNsmISpNh$7LXhiZp3OM
zLI@v3S)93h31_>dYQCpIsXsE*B2Gnth2oNny~~&{C$nOLI0d=msLSQ0#}|%@sNNk<
zwc32P_yS_m9aq0BOc{PN0YQ|eUpZk%THnK8e5{0RtXp)cvzp-(b*8pR$MWx0t1bsD
zxuViUx$BU!Pu}BId+aLXZUC1Q9_UaWMmd))C)CQUv_f_cE)J+%9OsjaH^-6`RO)nQ
zibfz3hl2(0xJN=3SR!0~lywj!Si+d!$3rc)>JEx>yl<}NuYU9EK6BAi7J}3epX>zu
z{pv)_w-8+I9Vc-tB)|@@aLFIk_4h=xhVA;y%_;~)H0LF|@_RT`7yms+l2nCUyzJbW
zJgA+foh0o$b{0`T)0cjJ6t1%4F7cHAu=Jx<MX|}b-RC!Vr~f`__Lw^LXvSaehIt-x
zDja2ah(5e;0X<W&dJFV^Y>-hbJhQuyXzR^P6{MY2&X)YXwJI2SQo^}D9E9wQYQbTF
z1uY8^iHCyc`)el=4`(1-UO}|H_J9>8uN|saZx9-U>-Jz+Z$@@AJ*-747c}<{)sL9a
zPZ4G_;;ShUWD$oH^pU874_Yo`DcS}536-5BdZ&;;qB1c}$uz~jhZyt6)jdL|pA3vs
zHfw;o5K9E>3*$KnuQz-yK(3vPXKbr7KvZYAf#ZDpGTLoB9Muy`6UT+VFvl`-o&zX=
z6``<GzmFIyvX`^XRdF^?9-5V07qe4HZ&>T!o=;VAv;2!v^7(dkMT+PrrY5LV2&r#O
z?Ox<=7wm{kG&<9f)yR6W(guQx`e(*nLOkN8%~p-mWKobUZaKO_jr^sijsLZK1~qP0
zkmgmzo<zdl&NZlXA~O56bZYHiyA}5(?z4-L&*OB-dC)Is#fwu!z^cScczw~x<17^Z
z!jEK>b4^heT@N~1w56TBd?-cm6h~-(i~cB|wY##8&26Bw8$5bwk+h8;@BVQkdl2@c
zrmSucd+B0In616dE-{Sgy>x^MS)v&R4Yxbxb}ylAQKotzeJ1Oo9S$kdp#ltSS2%`f
zLUo3#^F6QoSKDUc`S`eAA8Sj5!6oKi`cDJW{WMjG8WtO!*vo+sFa9nCKy(QhB2~WC
zqSLaxO(f9&moNG3$nke*p(_i=qD!d8ISlV0^42NS5{fzww_{X@=*S{D1sU!gjE=8#
zIBPdAK}bHVB(W)yk41W+{+yFlnc`zKUy#D$uQ;SQ!voG!N!%65&botZx%V<V{9Ga;
zDTgyb{94tJTHlb8M}9^QXMF&?btqf@Zax967z+Ra4hSqQ=f`qF2vebdNATSx6l=-I
z?Mv;%euBRs2ShQ)DGgQY>r9Z8ePldo&ili-5<ywpV)Wh%j1MMzWLm!k)pO~Id-y3Y
zh@W^Q92AgV5Kd=R%tj2MpTUVp+=G3+6DZ^}M^wzYhjr+W3VXQV>DRHZ_wy&I50G$=
zV|}0Bskv7-MEMh{Uq9ncTr_6w8z`w>laUN1F297Y|LtsRM;qUrA4|7eg8q85n>%VN
zkmkM}iBm%UK9EA?w<d~?PQ^AFGLpzHI@oth$L=P^TuU3HbNH07s#V(4xpWD+-Nb`t
zys_yT4`TA65ZF?fl-;SK^9_IMwS8wiz^qAP1QNZtYjJGsE8+5MLjSDKWvsb#*XC6&
z8v3=%<CZ-X_I^9=jYQjs^{}QqBV$|EBn_j>aT97vNu9b5lME$?yP@kDEXwD>jHlPB
zd6pr2QJ<D{subiPrFOZ;MbLq6iC=irzI#EPK7OPl^1r8WM;AWLr-l^8+->ybY}U23
z&aaSlL(938#PZxaqB`pU4vk+en*0;sf&u`%^CQ!ZlsD4DJgR+WwiQRIFtuc&X2~R_
z7A$Kq_RC@mB#&D8SiO-LC(k*#9^OCP|Nryj-Qdf_^xkZq-#wmryHB*6P32X}-_%3)
z`n~%VKizp4VBj6r(b<CMvAv%I{cyL?{f-u(o#PXz<6{beONdIXWbH02@xZ$Ar9BGv
z#P=V${freLEUS~>FDVTR6OiMQcdu`U#bO4!Jr}oEr0D&V9S?vdml@k0Ti!TY*ouR;
z@yR4mB*Y+oTt@1lwch#r6H2E)@SmaFIZ6SQt)DybUWFr;{qB_XUdh*EHrO9+;9!QN
zUVIxw#pBklk07&n;@H8IbpjfRjNYS9$5iz>oz;_JaU*hx#Fts@%X)$~hrJ=!jM8p~
zp1dt}t`;4iF|EYnvV`bj?tmfukkc-DlRJ>M?t6fw!dr)-RUe%7ssFsXQc)QL=*G|F
zEXKk3?FAro(W>gQ58#?-MOfbASDSx~tX*4kudk78WA~5Bc7moh?A;@V_K*rZfxmrh
z+hKSN!^=<gC+>=jbKWa7#8kk4-p1E&9{judQ6XI5W@cohHPH6nTs-yBt`t9i^P`+;
zopaV7#B@3seaCpe9ck$gdCf~M{L~t~K@lRnj<3C^lnzTKdQ!I8nE`u^5^%jj7_IL=
zr4Ak?^ZM22B3n;t-R(QLHMg@w?D|yS*vt1Fsr}-FU^MCp%=N{1Le=3##t%v%Z-FOO
zz;KCEL_gnSwcArhaO{5X6SKSzwqH3tqDkV$jA6Xj6pyYDiX+FKrz+kM40orNOKkCH
z&Dn7z8G$D9?jEGe92K}|m>YWt%C0URZ>O6Ux+oL%xYxsVFUT3Uh_+dMsB~mL?i(&x
zR)}$X(xX_Q5{ed{AdarXqyCoUL~Y$l{`hz_v9BFS3>g#mD7CiYM|5WdzW3O@g(bl=
zXOmPB>FmGJ=|)$2C7I=ig17qvTi$xzVX*e8FY5A&aY{Os4b&`BEUvkMLnC!J7adlj
z$+phOeom6UzpwY0#X_8hOWAu{jB(hhxv<#c0u5OVZ#?x_=0cSq!8V^UI+gO-I0)FG
zU4@;_Wiw~Ysja5AS#V$G7aX+^pahdOdn7Mt{qim-wKi0TD<psEx0}ox(dTtNKUqTW
zZ!=yS8O3_POx*wRSBVMd71&^;{O(?>{Ckx_`cMTDV+z1(<qHwR+E&+{sb<sAOBBP`
zi<FdeV^7YTy;b^O?sNB&OoXd|=C=ANn21_Ue;;k9p0Hv%oKem>p+ZxHCTP9jEgeT#
zy)CIV&Gb<{Za4)UF72<6mmzwLu#-^$OtWnNbrM|4rTYzg7X8wHgZr2=K<A9l_VxXK
zgR4t4SFw*|c?CewWp1j$&wy2;daNg>zaIAZqQ?N*KrMU!Dz5aScY@a4Ey-=05%D{o
z3crK5x&Z^Y<*lPve#D*WZ1mBNTdUt89<Rr8<M=L$b^b~FlnaK`Q%1A{vB#{#H2Y^R
z?5^$)rs7;t{H)?vG8YLQE&~x@e$)rFz{6dS{~MI!Qd3?o0n{}yzW@opP;Cwy5g>16
z;jN1s@{Sz}&GF`Os{I~^6OKZlkl^!rp@GF(<(p}CHII^wEg#8l=XXlYytJaUMx**I
z_?x|^IJa#_roPg__4l}!VT`tT=2M=j_Z6OP{Ct0Sr28_}{hmU*<@w#F-2sd@^L<LC
z4VKnmVhAntcW(BkNq8%pHmdALW@q|mB%u~TgVs#*tz_L^k?kc&gcA2+Btkc_{uF0F
z17=m8f-6jY>qdgJlxpt-{sdi0weWgc;9kE#r532jz#WNq2kO2l5fd9;ioHi;Xs5{c
zV_o!*=iHpjGqt?NUvZv|$LNRnKZI+Z$<gf05nioguO9i{y^H?4As7!V@9Bf^Lxwuv
zHQ8^kor4NTuh=UyUcU&DoQ?Y2KEV5Gv$w2cUD+R@{LvnLUU1?xymQqr&dsc6&JA;q
zb4f8AaAf>b3Gk-A!bthO-S(1Xl0p4Dh?3@)O~I;<(4G09$N-&cwD0t?2FtXHK-IR{
zlxp+IK3_B#U*d9iH#30xPHnl&lBf)aP;x<T)m{<-e8b90Gpc8jzN~3EJEvdcVC4(>
z5exZlBZ_oWhP=EOtAy4c)oolEtI_$_YDeE~>N80LQSoa)0R0@rde^;s+5t6bh@9Iz
zHGb_9Q?Np=S{<5wfDSI>O^Tjm=jBK#Jr?vB%akGyn~C#kgFT?ygWhJ1W-u~0=S%)h
z)(x_dyC|yoBRpRL%Ls)~lb+`&@oN8JUhz$)LS}ki<;HlurYgOWk@HCVtvze>6L;)(
z`<xNhSJ>?>{NfK~5SAhr`41!zz<!*i&TlzV&OFD!wRhgCcemDcRGuT^;Lh$1Ge%D#
z(>#!t7T0`#^J3wPF?EUV(>M#xddFA)QBN{S;_CvMKFh2(E{A+W%gvU>ua)w9458Kb
z$6{lnD%t`!or~`w2o7)GUlT}RzseWiDROtLc38RXo@8QwCuYC%3*G5Nb(YU<#&+*3
zhTJloj2GLwCkK2e)V!73H-VvVae?u;JU^M|?o=KrLp+hLE7c%uzL{#N9Oh(tgXU7@
zTfNSZGu;w31H^`TYx+>nTGmSL0_*M>=HMuP=KRvXVd4d+K!=ZmoP9&y=na>ctveI<
z`b(Y&$g7+;t^YDBf1bKGcIiupDk8FZhpmB=_^xJf%^|(9#IISrKfRSw@6lAF2}cpQ
z7(yp$lRA=5+G)0FaN!zw&!r1ba^G!8Q5~lf=cflxi_w~!5!~=;We@ioLxjIKk3|?G
zq#vd^OiXTJDQO$-Z6JeCJdC@aoPJ7$nfK5B$^Fzm3OT6R34cQs*bF-vlbQK>FW+I_
zjIp;8D`VbKV*99x5@4UbaY4jyn;P+$lv+LWBfI_WxP=00!C6lYPlcHMJoC)U>3yvk
z&!TdujEOW@8l10{R@Mfqw?zO|9i$saSmXOk#7S=^(Zwf==p>?*y>jTA4_|FQX(Y8r
zRM3z`ryz9*aX_u^q0~9{oB4ja>!-u~J!wkdalmOB_I0BDg3OH;H4^3UGOjCy(VA=I
z_q>#aT~pgAvfggeZzAtOU7^9Y%}VxYLYMeO)P99!H}dpg0ZizE8RPquZ%BmP%}=bt
zVp=bF>_}@-s+t!W<&(G>(W%NPn|6u(FWFw0t!dL6doV7l2rCW~Sqcz*5|YZAiU<Tl
zPs0q|oaC^a)R_BJz2{*J17Us7rH(y@%`Mq(>d8|r-`vO4e5*UhZq=%~<9k!Q-JMj)
z-9G&Tra3-tAFqp2mxm!t`SLARZZR9LvO1R|H9tVx<;m;qNtohjdEq+!x&Z%<t$Ts?
zlm(BS;$<XAfpK}DvBi2`L%xQO!6AEM+{fcw_9KHY#E~XL_asuq$DjhpSa=kU#4BQN
zPa|wLt70VWGi8pl8+mq+ZFd7@ibtR2kD5s6+jAG#MPg4Y<y@@NmcO9CLOEKqqV^=h
z{RMTQMd~+7DcI;F>B3%bG$kbi^hOav>7Kh#;Lv?a&ZaQDxZ|#ZuPC09G|VMky#$Bf
zu+yK!Q{g`>K$81gXs4z46gt5k!xS({S4LSf?g}YYjQz~1*@tFDP={*|*0)BaCW3bD
zh@uc=kLs0~rK5X1$fEYmj9s?eVsQ7?iz*Z2xzwkxd99V?gdT*1E!=)Lc?cs4*<P^K
z=W(UkvmNSsq;&Ho>>==wGBf*}9{sc?&s)QH7Y!#wlP?d`w&gukQWc)*FUMw0^X?JO
z#iq405iTZUpZi+*pbdcQV1GCSd;FoncJ<Ydw-97SQ1D7pC=naIImALV=G8bH&c$GU
z`2()Fi*!R9<Z9b2U`nSO*gO6C=}6ZcP^0zGwIRhyp7-<g-Qk&4%U)TC*mrYu6b_bC
zehuYrT0$R8BFc1^C$22xf(-X-5ss;+Uh@wFEZ~7v769xwra@;>^4qEQp#$mc`g8mk
zpC9o90i~lq0m$Ud-Y#E{br1n?0+Wy^UrB#($KHU-@ata$!tL*l((ZTK`FN--+8_th
zS~U9Tx3~E4<kBy*LkdX>`JPI5O4D7P-L5<=ncSudrYJF6)0PYD{Q5YH>R+QR(1!gQ
zUoSwFSL~x1lrFk&FO-e3hnm|L$qC_W0Q!5i5AU)Qc})M}(zJ-%^Muh>(OiMjGFji|
zQfw2tH+?-3fN$}qAdm-UiAC@7`*KHT@5DLxjs)0OXR!cAD={-{m`i{(o*UxhTO)#6
z^ZkbQIr&ne1fa_LA|AN^|MzO~qZ&;wKz2f5j?RU8;*?b*E(o4ntqkOX#K(dAGBGwR
zPlxAxcE%(1zPNYl)CP{?_U~M}##kl;EWuli_qk{n<%eeEcKtTN`prc=<4NqI2e_yb
z;SkzjW;puR<c{!tTvY6(^WZ5Fkrs9D_T?jj(xEg^C=m_ZMzd#O8%3nEmQWF7UZOTj
z2|ajgv?uOYL8hUS-0X=t-TGt<YYYM+@ewtI%)i_^HT@C)xpzMEZ1<2$of$KWTlcTy
z>xX-`A$24P`g`{<U(=g(#8e&madlYOS-G_I7^=??;@`!kGu`>V>+%yK3kDer<jacr
zzyE&Y-x>xX>4_U2lVgz6xDD~`lh&{L-rd=R(0)Ac)Fke-KaZWd-<cuV=57e}y?2A%
zdt_bZLyQl*Fzof^Ajr+-YWNs@^sK1Ib?uzeuejj;|DW3r$*#1Tt<GA#-DtmiLS>nq
zgzjq^9~TWiub6-e@GQ4`jUW1Tzb6?kD);J^qD`E>2bOe&`-+u?)7=^18mvd3EWb7#
zZ=5m;P!ztL<7XkmuW4<4jIhuSy~b`h=8zX8w!XWyS0f3*bK9|fF(ab?d=Vxc>#VJU
z<_X9qKvZ8c_y|9NgC~hi*`=WlOu7i(9+Q59HY(EmEj#VVrqt9PTw%KiFidX;3sL#Q
zWO?fCX~2}&T=uTHDp}V(=^x`o;kxig^sscJHz>5M+aVJKG-=k}RBB*JBg&66?xkk#
z6Kv>GX=yi2nDOUWDgq%aix=7p#@h#zc+g-4SLORncaV9+lUPous-+K&@JsMcCTT+u
zu(zwF$+stvPUG8rPTsCQ(QWzw6xf(_c{-B(N}U{oW<W4b*>q;l5?1lg<bsqzQIwQ6
z?4-QB)^?6?PBXd<t&4cVZ{vO!t%Q)TnaKYV`AVscOcVC;p}F;QB+NH)n&%##oZUEy
za2^;<gt0-mB9#%lHw>`WjKBf->K5Wz|GkgSu;6t*P}Admjf^L=wc%Q1H~6v#Yo0L1
zsiH2trzW<33W+9#4hlhQoGP02boYmiPNJARR|nSRKE9uoZaw0F!8KZs*8cFe8}sxa
z-=}vyoxdJ@)92&}I`dKAXxBN5_xf<m>jMUpt}<OyKt&(Yj-u*xTfz%CLB|$vuJit}
z6(wpyb}(I}Ao%^bbdRgG#{^V;m9vFBZ`a|$dnkJ`AU+N4RMJn%WnD}%PV7>$FpenA
zi}Dr39PE@)OtmzkBPyAB^vCYNL5XyoCK<#LnL6$!K8Ax5#{RcHb$&nV0vuAuA0-HK
zkfD~MYB4=gVk2=;CTSTFtC@-%tP0<D)$U*keF#(?zmAulg-VH|R^&b?6ktx=Je+QU
zMcC}mWt9WC@(Q@8=S(|0@XeRJ-Cm)(1n`c-+8^>Iq`hG$*Y}KKAhg42uD5&gsFPFA
z?wuOv7GZKMQYh9C6q_5)>AimBPM|82V9fi|7wRVt+~@j&Z003_?;#xz594~K-xDfW
z*>gCmISkPP{RJ~G#W8Fp;3-Y_SkCd8-!0UA`XSX;SNq=IgT;JX31xV^PHi#x2p?O=
zK;75zk{OqApO-o%OTE35u;N&Iq&c-8`A|@hKu;HPaJj$VS^|yhz`C2bX%QA;dS29{
zJ<S-Rm|i={ixNS-uP=n4dNQNFh!=gpqH}XDMJI@xii0UrD;?#>yvVZUccQ}G50Q6-
zE4{8zdA~1)v6Stt{JlV*ds70l!sC4ML*X^O)Ht*J8MTfT)1&Ktu<@>V2G^wy`Jx6L
zaT9W9+t=lfi$E1}Fk_F{iD`}+Pbm4MjT}o!zohg^V^q{z?avzat9a->h8Fo6SHHFF
z3%m>&A5Xn2aDcc3|KsV*mQ>ZUDEdW4AgJIYigeQV@M6$OCxRmFAKz;Jp=Q3+!-*Sl
zqbhEmOcVBAYtAv$eJIHN8$<+8|0#Gog{t5Nvu1_sGjYvfn3bj0b_FRouMJ_{Zzn|r
zd&~CtvYz_x{Rw_i{Vj`jyoHPvyY1of(b(c{uL+>$z;0j2I|Dqmzm)fxWBZ3}FGaJk
z;;D-+lzoCEY=Tu+R#Ysxe|Be+)IiG9b0)iFJ0Sk?h07f&Tv)KJQRozF1He$+^BJ^S
zbRQenH9OP?^gYxu-!m8IWZYhaqfHN{7Jyr@?XX%W=z&+Lg-8}`af!!fnS?%ychVh4
zDF&1K8rY;$l2czp<nw7T?#J|ZGVV(F@GNkLVQ95jy(gH2{OLsDz6|OtT48Zh-^=Zo
zn(C9rR{Q?r*Xc+5sO{c8)Sk1C@f;)nM~EXxtnh%Y`p;vv_&i0Vy$wO6eV`7gzWP3n
z;3HaG${$B!zn)BWR@(&2eMSIbpl<bnHIKNgy|Z*xFReY&HB{8A2~4CpWAb5UuI5%U
z9bd%9q*uj)MuR>f+IRlme@c<Qa!H8yr60Ib*f%kYtIUH%7&<?q+1e%MQB6yanDg>d
z*-vN3Bjqh9sLovXT^UAziVo|r3VKdP7_MC<jv#6OEjYW$)U8L+(95nvv6#mMEo75=
z=Q3_@ir{NgJ0?Jb{;|sd)@^2r($}3i=cHND;2Rzvp>dOv{P)<nMoxi_Zk3(2bji%w
z;swUFtvgKWA4<=FiRTlxdyqA8{h%ib)%4{1-HS3CZi7JNX7Ozdua$8IzP*`4+!Z4V
zuYU{G+xX=^H*)v3*%e#IQcTvnf>OYU{cWE0#O^|5kc1g|+A}*c!%CELu7<k<#ac6o
zcXl`E%srg$JEGS3t&Dh9=@Y3Bxs?6^)Jrh(h}Y{dYwpU}2>zV$GQ<8A<}WTYoFSNw
z#w*~OW`Cy`FYJOP`wfw7aAZ8Hjio?J+=88LeV!SWoZj?DvyPgPfm=z7Kb1`1zuw6&
zkh7iM6j%93eutJ)Z%;COch~EON6cuu_HUk?QH9R2dOUf-MqyB<NsC|o;{Dt5ntPMA
zUMcCWVm($F-ySs7=PSEI(`|lo?2zLv0R$>xqoV1rB7<fhqq;?M^bfld5Jj`t>wG8$
z%%lFOcf11}{nDAIH;d}7ihn0aj)9NO{e8+ZD1guyu?R+3pT8cM1C|_b-*lHg@WZ(J
zkf@rcqTHhw{Frapk~62*Cp9|0vBcoG-Z_yxc#usN$8zU!JI%HXBnExh&AYB$65jc-
z_u<ezs|mIV;SNy%JiM=aD=8q`vC1<?nG%X!a{98q_$6OgKv2BQGxH-n@LDz8tY`d@
zsAqSAejahHG}Ls!=`QLuoY7pC!dF(!Zv9HfDBm}Mng~TRgZie?Z*cEE7k1<#(>lQQ
zEaSbUD_tnQhW+cAP0vi}&qcDgFm=}yP_me(C*B_}LgTFRHLZ^w-LLcyj<0Uz?l?}s
z4Yzlhmnu^)S@MVjJ&*U;8&%gL%0>k1>nGt*LpeO29v}6j3YKHWBcwD)xRLvgkJX(*
z$e)a}^rH2H4sLSIJMq6$83Wo8g{C(l9w+ufbr9}14C%@Z@v<-dsOcnL7}uk-d2R?y
z+QO`sA44QQ0;t4j<OX4Rns4KrU3ZV&(zfwu%bclyFucTZXx_lFa%dfm`@*1jY^0%p
zf|X-&I%ntvFD#gUFhv5;5byPX`&oM>6;p2~Ohk<<sYqHqvz(F}3FNFMI`Q62`+)z$
z6r60N`)C*f*lgZ(746>bk{_?gq$R<;d9_y7h0B{<2rEpzf3hM)HSbYLVD(I*-wW8^
zb@m=D+4whxRGQ(jd+up4zWiHhe~dDyko*~E=PG^>CW+9%5*z;`$b1vc@op@k(=qm{
zb=qd=P0eUe=izV5JX}wi^4y73x^MU6MvVO!efjRKc=qT1CFSHRK>N$b<_{q32B3I>
z`B;xr%-4a6Y}&mGX#gUjrYD>0JzMErBq<vdj=`oK%<tj6UAN#jWtLooNB!4xP-5ud
zqvIfj91-a>TQ|`;{j|EIf_fmNss3FsVoU`aw+s)x>L^tANReV|OQ`PZP>IsBICPiz
zVq?42H<9Q0pG$+Do(hGN`J$RkQ@$E{K#$_JROvev-`rux*2d@dY|M`*-z+wLXQ2L3
znTi9!csyeo5D*yYN+-ja@-yiBAHR8GiSnHsV0kcX*yAfdkxf!24*oJ!S9Ehw8y=NP
z*E63!;f#8A@_iW7L|D$(ygVEFKG}re=;Ttjc%)T{?I;^6xbT>}!Ia}N1@`T51&9de
z79(n1^$YINZ}3(S><)VX>es^y6pqvJNxpPpcxQ|Vy$K)_45&OWQ!~)Aj@w6Oe}B0D
z|D*N%Gu}&d*8?m$L|HwVv1CZ@H~3QeWlr(#Bo8?>>koN$g<(Gcibq$DjSt|12ckuD
z1E%)xejvFOEPEH%2c8o8NFd-&eSC>|DQg~%%%1PiB1YEEvDgzI?+@Pso2}0#vHRWT
zK760pgTH5X!4p{}3GE?jl^&49b?$bzZNp00dCS&EWTVD_0fke=9eaNo^NFB$b`d2|
zT==}x<h#$P3iIj(KNI+og&&?pEJ}>{frJU`uDzAu3)f5M#c58%(CqzKp7+;HrLTOs
z94xo9-l3GGHGEnFCW~r<>Q(C&0_Y>ABPYpC)~s9B((zZw+__sTBwJm_Vvh9i3cOfU
z?mIj_=mCaf3FmpV-%gM)HOgmx8=n+1fp2^Py<9pMS#Iocm##_5+m#N89YE($5{exA
z6YF%&0nO4UoX?{lVYJcd;n`+z9~OYi1804w>TRIkOBY<u_-d{y*cf5lcW=}bPK>?o
zid}20(2jzFOtd&}-)=7@S{CAT9#05EoN|l%2_$(OB6^p=(Pd`oh+869n&`|>71%s`
z+_Oq6+@<KAkQ{f+-b~u49OAmA?v&^NnFIu7CKC$x`fy|BG7?F2Clq;!px+6zO9u6z
z{q925&wvWNZ?D$Zt!qj?V}HHq33(t7?yJg+`e58MjuC+lEJ^{GIriRiQbA*(en?+Q
zUSfzlkr-;M*dC>e{Cd4*urs+~BrYG*u$M8ZjyE4Pg6F<XlH(&d_JKkc@{Xs>dD}}M
z^FZnLoH5h^Frxl+F8x}CuH#lW-VbP<_#@~fj3y6?yC<_Q_Iu{Izxf_Iyw82a&w#!C
zfSZD8j9}6t8rEj%>W9*Ol-oIco%7jxe&i>anHOe?2GJFCf+=vi7~1}$5}W=F-zYmU
zkcg9xk0jdQaIwlCqZehlIuT!U)z!@m|4prMjxgv_fYcY!<?U{t69&KMnYl#X1stKG
zQJ1kTb84$XcKKnPV$u&2hhYDLUlM9yQd~ulJYb~zyQGiCWqjVF0+2YYQsH@G%R@69
ziM;BiRAR5s^xmBIkL=R73YK@q_+#guJtMz+ccc%IA>vZpVR?2W`j=}fhUrUp`D#dE
zlm&fv9@&I+_T>XK5O<-VYi|}|qNF;&7+9Kq2g=w~wF^iK*VYyA76_&EbfrVZe#k?T
z1edTrm)4W>Ux&>2xq!4T(~EhqPPmcN0R+O_WoNS<$t(X_;^ediq-rr-D3z1Qx;puD
zUpy&aiH=6EsecCIK=)6MKNFK#81x<rLuS5zzlm2a_5M})yR1KZ@%R`C$Y{|Y`uz;a
z_Y?SSRITOm&#+P(z}aN{qq5`g7yrm_<_+WwTN!P{U(SmYpEF(E`Yi}l{~pOVEA?%^
z^kh!w$7#dM#t5=}P|5L0q1{#HqLL}9i^i8Jif2zQwTFGF5mgnV6Fs|Cb@X08ZeslX
zC;B07%&F@p9+H>$^ffOabD=(kB}yK8CJ*eD@xEr>m<AQL*d&SjalhWBM``SjRQ8RG
zQnYg2u(8QcUu0;jL=Nwl6n-W4c1?`+IrQ;W$D3abcE);(mX{x&AN*}5DjwJ^{?#jw
z3%{(7OcTNRaYS;d``P&XzMSw_(}W!-GZD(*WjP<zTVDebUe#cgTf3nI=yFN+w7?fY
zbU=izo7qY|xMJ$AOWOA45xthKa$}xWNiKeNbZ#7_Xj5P>z0q^^$eOFzVzi=XM1NC|
ze*@|6ehgao9*{qRn;j1=%R*q+pmY#?Ao{3O5rQYJ*Ws*`SNV5<@DDTBgRFx-u$Ao)
zNvaav7GzUxOph+4JsIzx2Vu*Yo`>yDMYVBM!-242#}=JHxOQKh+n=WK{E<m}@S!V5
zvYU>&qZ{pi$XQ>Hujl>?V&6cwcvv?=veLSbsk|*h?X;FQeHa{FKd4$JX`i*fmX(d4
z`KlkK+vN4-o^c`5dnugoyUB<P=O0pzAK#nlxbR5DtA6c0V)qVfOfIEFChzvO<%Z!K
zj~eCo1LnVDMEpQ>+){=zls%)lGq93doqJN?(vEc)qHdIZTWhOeaiXqA4`C||{^0J=
ze14`IAUOu2Zao>6`pWZAwNTv2^uyq7tLV~%B0w*{&_%oO<g@$BdhD-g>BaVy%u^re
zErrWLgL+Zj%Z-&DB<M~wF@EKffwo`u%fA)Bmh(TvVkn|Hc=M0_9mhI(IY_v+=iX3v
z4qx}+ZVsMj++QV{toJ{?$4Q7H;-kDxe<LA996lCbwg*gsaL*5<2X+<?0}t(rBj(5T
z_BtWLnM(n(twu?0I{GLKCua$LfFl>gQS4o&%L9@znSNxRErLszN8bb)kh}I{UH<mQ
zzi^0t4PX`YgXQ#{-$u-A0PVn??j2A=*9l}mk$UOluTz_I7T|cWyZ8juAcKBq>Rf?<
z=N)Ad2o9%5_qhRuj(m5t5B8T~FP2Xt7Vf6Ar+^Efo?l|y2d%KbV3Ly{QtCo&O&dd{
zUXtsOP!$Wv^N#$=%VjzsV8@;~fo4uDCLuF%b2jSmdYDctY!2iE<nt>447l)Dp<`_Q
z5xo$Pg>EF%R{`$`8b_Ip1z_en1a!GWD6OT?;8nZHJB&%IzdcFV)#r0FiTq1mFVuMq
zG#RysaN5xibYj~hD<3NpQ|ary?ne7$E3?xAQJ7YONZ&of>S62Es_&)eKUR=D#2weW
zCtYf=o@WG$@}B((qLs1LoUhw#b$mTaZ5^>WB61B=lMC}Ou8#pv7V~wRDRPI)(R)1h
zLp$-G@2GK?+&Uy6fxI(mBEf$9R(Gm<+Kw*$@Kkv@;*gb{hk{n2Asql-PJ}%FPWf%f
z+a5M;#R_pa;$}PgVPTYQWDFVzN5%2JOK-~yswzcY$8NLCPP;k&AQQbLvpY#QWc;Mx
zlXJk-+>IkWrtjbC`qQU@Ky@PNuQ5s_eIt!hT_Yn@Yivu<2g%PHt_Vh>IMA@=GVAGW
z624>wxhNeLTGH3v`t5%lAOJ*oGzjZAzSPsE{Z>$ueGg3{Zh~jK5z34{p6|q{w}Nfx
zhqNVG$RC-<H?)c2CVf+$WZM!q(w7+niphU?LLmBrNz49T#p~(nfb~n-r#n|&v-{hb
z5x%%BoQ;Rv>eL6KGk3M$gsdzY^f(+<#TSh%_=O2s@4(xR{RQ_9BaZfrM|w19KGZ#i
z8tsQ%J$=z0bm4vX;mvQ)2_1l`b=9&VIhIs;E<k?W-vk*bLZu_5Yt_Hg&)L0;XBkr5
zOT_m`5u$1yKu@g{p5pq53Dz<6CwrH6f0vWogJOy~UKhT^=9Qn{pHcA>`RqsXl;Bc7
zdT%nt#?9NKKx;^!>C^39t!M7CKg~b;I|(uA<8}1VaBO0tNltNyRo~7##C8{+Q~C5f
zzX8Yvr!=<9jK_vprhK!dYM+p7f4;%BhSI?x3Itvo-NCS!V%=8&f!73ZoZFdB^3U$m
zid@>J!ymANIL*5kY?JY4{6NP%AU59C6m`%fXji^nZ7?W-d&`MG?4Y8*IY4(2H0vHW
z`FjXn>Qc0O?;AyT#xRR#Fmcmbd3Np}andT}&Ufkv%bYyJpocv!cSHQ~^MfFC4a}Ts
zf3wckd#fwX7(O@n%oj+3>>m_6B#M;lP=_@4Eu_4!4*Y?qzzuxQ_slA@E`^QFh%gJ!
zkdg>`tJ+$@zo_P<+<BoYzV|YDeTWST+hjMAMH?J~nbckHd<gXf9@Te3^TgPGsI;Pn
zw7Y<Ya!E_vZDlRreUZqgF2~Zdgm|Z+M@;WNw>w$mv9WiFH8s#@I2%K~?lA`cHe(j)
zEO)tNQwNr5W~)&Dq`Rmpz)Y=}@Uu1~OEA^IJL<|@Zl)bw1U)$IV@qh_;>6xByJA@t
z3!L`mF>;n7TQXx!+4tQh7u~ps5q(XZ@#$1sH7Igq8`w>xIs3kM$!;e+<L1wCL;{`h
z+8NvG>sZqg!wJG}2S&<wdDMRQ{`C;<3eFun(IxWlwF9bauy$97P{|ftYvAw2*~)Lv
z`T02f|KF!icsDP*C+0v0aZvq@X-r%~%lkriS{PuL4>YOBJQr|xPE+%FGEhUw#i>N3
z$f^LZ3Oid_XMY?ld<oYi_mFYZnW??vn9YBlU_LCxw+KqH^e`uED4cSw#gB*N)A6OI
z^Ql!B?R{cF8v(2l-MbU*61Fq%_`JBsGDr2NGZdEKR6Vl6!TtYVfD=LFe7F^$2k1Cv
zwHPcNchge_@6^F5`X>I&^LpKQ->TyGZG7Y>j`UnyuMAa=zt<*5$M5>tK6}4|v?OlI
z{@q|bU&i+Ap?pjBa?T|625_FS2B;4Db}7Bn)pz@I!>N&<8T5KBNjcKL^f!ci<=D*4
z{C(v18KeM%eKRW)hP;Y5ZcyU3J<@^onTd3%d7eaEe4^j`>;3m~GVR%XQitiXhS<f|
z*E$H)YAC+`8nyyw(aJi$aB`si^es`hL$3Fv3P7bLj$B!i#TOa~DX@g8<yc9IjY&VF
zP=hb}d7bxHaDvX!yLQ4sA&yr2D4k~Ijqhiv=Pvt+pIjV&H1jj@lXMjSAVfmtWjpLm
z%L8}q=Wzc$WpBAW=jrR%pgawPF5t?P!5l65cU2d?p?$}dH5|mIF{<v*W~yW`2$01-
z%bG@fxFU02vb-QlP>g#&QGVHttAGFv<O&?Ik$^;dhlUj!?-0emoK3$!GF_|rJB1Al
z#(Wm1`g6Scr#iRbXb|47!?i&m4o*~fZy%RKKab<Sg$J6?Im>dhcj{Jv&y(jHn3O+a
z2w*|c81js(ifcyEgoBY)oV;_G=|O;QC~<-E9gOce;Ugjw9cPJ{(+_G^s$-(?Q2IdG
ze>X|T>w?~n?*<Bm8UZ?QU>kE&#?$0E{{Fds8{G%w%wMfje5>FV>Fh7y%^ZfvDgn2n
zh~v?&0ce<)5B|Ux9j4Syd70VO!-5|XvU_6yP8Mkj^Eh>bC2k{Wq5#esq0SY2{7R+n
zpfQoU@vm+tE;D5wh0Yja)trSwXZ8GA-=2yE`ggb7lk!MiCh;p{{#G_==)Av0vl9?C
zTRIMNeyUh**@643N<1Y05<;<{0r|$U`ji6csoIErA=lqTES>Eh`D0%XA=dnj=C`^{
z-n!vyeO2L{p<w>CD0D`Y5=#2rFTqe!-^<%;G{^viJOcOZN44sz>nsbRsLP$bCN4sb
zF?A>59ZMl?%F^uT<OlM-*@e}6Y56iSH`1OD?TQ);e=<$;+&xNdVh-~WrU&X{CgdZy
zM#0JW-W!!5zH>UF(UyhTZ+teoX{CkiBCNSsbNQIJf;(Rx*?i$pXQo`BgK>!J?{KfH
z*~x0Z&nR?q++()q-3!^^d-K@q{v7DK&iJ%z3yJhX`nXJIw&7%l38z7*B!*!hi^3Ad
zL(p9Qs}=YmNTjM)&qQ^qS^a>P%n}dfWS=d8-w9F>A8vhjK6}kW6)xc%sDynyn&=SB
ztUXSkByLB1MuUOmKI|bd#u3qx=mU-R@?ooR+UMdxFbfDp*&h7Iu1ojC>a)FcKnYx=
z=21MN0&NAT)r+M`0Rq>~JDbO7BD>Y&?l_nNZO_9BR{baKZm>vA{86eEjGj-kO$W)I
zovsIz80z2_M!Biw4sCOU?lQiSoPtA_`Is*wlc=>~vPT^mX^7r?5VB&NNPLse;c^ZS
z!|=RlJZAG=LvdYv?(R3gh$A+2b*&6&<$35D={=k3i(B8?z;Ap{w>M^Ud3ht8)W|WN
zzQ(z;dAoCF-iGFdyLGI<vuJ(wZ5Gt3X_h7xvqa?1C$)0MPaVj6j(DAen|rYiGiKpj
zP(j@79%`>5&W}|W5jo&O51h$;u8K$8#Jf-fUvs=;6`(4Ifb-|4H_<QV{o5mI_c~X}
zFjQ6SHz%VS+i$1_mF`4RlsIVBpR&-r@aG#Hy)upUpEuqWto6-K_rUmepU(4^!|jnq
zuK6r=QQlTJtiQoe0wl=uG<F98BI5<iWe<WD+V_<`I;!}P#lpWDcibCs^~3`QGKYph
zXzO@L|5%bIA+sQ(Z{s-iFMKI%pQP|O2_cw-$e-5jf!daLr<YluX%(c2Bcn_izQ1IL
zJs>*OmvVV9CP4^QLvRoL8nfO5M>BTf1`4Mlm!wO3{4mEVyAf40%ZnOoX!1q{wIsON
zG-7-n^jbl!+YN+^@Csq~Y%fVFd<TSmHq){%5Dl43)o<koy|-hsO7kd<^30an<tl@N
zj8H{%BW_mhGyyV(%<0MG=t5n*=rW`=jm5J1@)kMmqw8OfxnYmY3t`rC@z{5<_>E$0
z&$=SqL5mTLCwD#`|2}aBKC0yPb+Ya1Wvk4|-G$F_Jci-h*<dGPl9;SdKN#xH)=d=^
zqvdvU{Z-z3#0DPKLEODQwfMFU@9_;qlZ>M-CyJ0UK7RW%2lU_*F~l>ZU+8r7kwTxh
zbhn}1FqHZeMM-u#;Y(Oj9z*^G>-1}MR+E(wp)%Sbo0=>*t<^6|8Ui`RR775sNuc-n
z+eIsO!>uj~!Q#HMfZF5d@TH!Hdw8}-c$}uUAWm<iC!f6)M>lL9d?+tncJ%oo7&!UG
zz0Qe6fJy)PiN^7~GsHLj7@apkWN7%)r_A`SM-^_eni28zh$TkVflk(oLY9KQC~9$9
z7KwZMIRu@PqC&6&A0OhGuSBmW7%I2Z2f$#}Tq@TIz;t*M`a~J4um>n(Jo~d6USCV_
zPHujG#YQcSvJX@Eb6Ww+WHFv_T@iJ?KYf6qF4IcOmK5Un9JRYagw3WBYTeO+@YUnx
zmkW1vej2D!Riv@7d_E&S<bGWGfxp^m_0~!cukpEPLFss2J?I0~<A%BOm--k-&U(n?
z-ofrLc^R21D7~HVc);7~JP`-oip8;t%BOPNQ&Xhve$>VW41RDs+YM9gVJcqml~L%G
z)$+Zh-T6?*Z&VMKDA)tCkekYW0%A%+t|5&8DaB;EInUu-Y&)-fSM!<_m3EGd{`%s<
zoWIIBYV7alBfgBvZRIDsRTX0`h+kR1zSp(tRP$gCpV<mgAtEbEGC?K^1d3XR>0Neg
ze>o!+v`|GfZ@`y6_^3NkppAAW<N$ekjSny=ds-nQ(tfY6;dmQfRps&G6dsP-_oRG4
zL4bsQQ_>Bn-SK+NJtb7`Uv#I;r<)o+|2BUd$}rv4RF`LD-G{_u>`TB<PeA<{#T)K3
zICH<`J~unCY9^H*kFSd0@e)Bd-t3iHSA;KWGDCWjM$r?(qCYQ1#}>cS76w0LL86A2
zK?~ZMdzB{AEk7mSlBY)4xC0;_TLIflqod2A%?We=Jev!kk339$bs2@Bh1;d<-47?T
zZ&+_%6Py?UZrg>F{kSy(GTtR5^qc@is%#gWpgzjIEpj*GcGHh1qg#%xMD0=E8tF?*
zoZY?r-W$v#o@0CaicRR8##>f#UuhssOu`xFM!yl5%HP}THPs{b$?Xu%4@80uDLQpG
zK(D*9e91JoG2uZ!SbLCd$ZhsqL%q8tO07{2!{FD~iSjq#+VTEj{k1;z5A#*ov3;rE
zYp%--$Y3lXz5-znIq-X5Op>_oo_O6djnLWZn!S$6^0_D=o4n8N1fmym^hH5g{Bm+$
ze)bpuoyfn&HjneJ^w$X%IGlohA7yGorN6AF{B;!@z$5i$sxvnBP4u#GI1i}8ccPPy
zU2)U6=%mvs`vz8c?Fl#Q=?=tG`IJJ}o&@k71^5je?}w>h_U;ioiC9NWAMqmc)EAX|
z%SHNnD|{OWhssM#`gp8DA|BMV%Q9s4*4qqOJCT{#3jT)sOLavG6nH?gQ?dk$_VYPt
z>G+M4m?6ImHzxaOvua7{S@oxPcgF?2hi=A?8Z&{1C_bPQYUh0z3K}N};1`r9pNJk#
z97Xt3+mScb0Ei7f$ro2#p0_}qHt!ZN3!UwmW^a!VQEV+;#w!^^jcyp3OooDL=H7+O
zv?J$m3Zs*j-XPJ%(E*RC7kRCGU;VAmS?4TD`H*}#uVndP$vH`t<#ftD^7bv$qwrgq
zkNTX?U%H-Oq%7>1W)tbyd{-jpwCEv{Z|c?cJTRk~Uby&gU{dt3OdC8CgbVPT{skZ}
z?anLMAe-@h<_N`V;daE6bj2@Sn(O;>h_$_Xyi^g9T%NQ<ep_wm16^qzZ@u_KE^;M1
zx%Y;67Y+fhAH{!%;26_X{X+Zf_9kWx*9j23TC$}^tm;-!lfVXkXP+b=SK@xS@SkKf
zb~%fSy8bD5_S<)^b)Ve^Ae!AmyQLQEE)WqQB1o;o1U_9dXw%F7eZW^ze|wugt@)|8
z-grM`xu_F)GWLGrFqbqd_kU}plV`;A)l9aD^1z8QP673%&J;lfnEet8<X+QR)Am5!
z9q_t>s#WJ6yAGY2AlQ*JJ;{cShtfwdUSUN1`TzcH7cBy8AzU<fTdc6yJ|8_<(o7T>
z;)|@S>4L7*_v{?8yfZlDI2oRRvOP7urbr8rM5F{Q<|EQwRQX!e$EKTDrL^jyhLmpa
z$#Zj_T=z|}?hC0pUYgZpX}c#N!_f=y4GWVa&|*^3V3KEL?8$@jteJNnOy1Pt%zM$T
zr?|U}3(C1`A#Vfa2NQ7C?BP&zhWcd<UM}%vt(=q{UlM=pRqQsijLlmwD}QcA{Y2z1
z&PHzF_dbjnnm!Zq{+Bf8Pau)$O=FeE0a&+z5uz20W<^$TlTT2>JKUVmdR%9$mrXL9
z_4AF>KDRFDu6NVtF4Hxu{7Q3wIAla0f#C)hu4;(8G-=IJBIE0iLfJ=Uq`-^4$fT?J
znHfJ&yPFtVs~Ql_@Df1Gtg))Gv2a-gY&mL#*DraafAqckF4G*DyvwRW*xA<`Gi+HJ
z2KVYbMoL!Z^Tf}2fxYzC{w9b67}Bc-x>!BUuJ(!WICq>X;Jd-gvb8<iPM9&B`^x!?
zYn~3bO?-V%iw#<*>B>L%P4nJeU5n9fZ$e*xn9B<Wj`?{2$Vj}d2XekF{h^dV>J1mk
z6y#%=op6Kss6(3`@tK<qhtBQp%cmiGDV9^Ojj43XI85C>=jN2z#9>rEgVJEPy>RRV
z>@I$Z``f`!%O?uV+UZoVw@<)9agx>EWYO#DQ}1R!eNEN|Vx8FLDw=O4dqWkf)-csf
zyZi}KxhYs8U3@Rg*C<U-?9%N0Jq!{{8u#B$l})S=82d)KNY~;!sMF9#C`-C^d~|qA
zTZZ3yq+O=s^1H1#uBgs=4W(y&+u+*(_IExD3zjfNW7TX_yq{fh7=>Uxn}hP^ig_lb
z+gGUw8>1lV$X+w1+<;Q(UX#O*99H{+@Yv&?##h}Pxy0hd`Z$e><4wwGb5o^AO(%Gp
zmgOw&0HZ<LcX{t}Xt(zfsSn@7l-(rmJ4k_zNme~5a~P2!2l&S7&%T-9LehvyQeR9-
zcET@sPk$94B-tnzK&}K{LXoo)+SE=l4UpIgt#03W0@QpaH@Z+5N}xtM{~-*$j4_#<
zk199gdhqP~A!3BxfzPD;p#J!d`NHk^VW67A(pd2h`yT(!>n1Ut_)xKESacY7o7ayi
z+3O8<!7Hd2ntZ{O?Q($ox-Bm^8gr@H5M9YYjqDy}H(2WEt74rFb-n*Ae6F8}HYx+N
zV3^Thji*JruPJ;IN|YQ)j3xevbi!4nU%%+oj_v_~Oy)T3#1GzU>%+okmvu|6f}FTY
zk0<S`o3J_)0{}DeeOp`JpL#y8aC2SBu=>8VcDX&yhMdj)BOjotqv^7d*8QrFHz+Hi
zHkk5nwtQLH5cCYeL2qP;0UZBpei@nfckz=j5PVzZH1(kg%H^iNZ^FW+1ehUu-tNu8
zWJxdw2*vWxzFEIGqHm>;()Lf+h(eWA;GMG{rw^IDiH9a(#OntMdm#<>%av!q6){+#
zH^ab$ZPVT!NKUr)akN(qw^V^HJZf}2{5<ycpyaQ)`<B|;P1SdSl6vNJ@{BshxbTmK
zYJkiJO5|#wh3*2q&q~EXRbn(BF)*eY=K#FHSE_Ky1W4l~)gD@Tx-S&QXRdKzj^8dn
z_={OYFJY^fmt7owQjR;wy8C_faE_h+x)KliJ@^VwDcf1{w7He@@=*ZIJY=U>Jm>m{
z^2C-=err^nj^~;ehZrr2<#s=gSNGx~FcUTt8*QiEg$@WB^sHFc703`LMz|C4Nlesp
z$N2YNRgnn#fwm@UX)T&z8-#lb)3_hn5CdXHQk@WkWN&~}?AdC5{j^#aakx=f&yN82
z089UX{8O*#u4-UA$92iqV=Y4I-e$X^vAMq~QYJHvpB$@Nzm_)_haKEQe35xcJ;1Ej
zpODC_<3Bl#L;`oC74vpZM@HE0U|#A>sQ+-+Llt#2e<|t;W{l%^^p>4{kQ{ezju~g&
z)vf29U#RRv3GaFm6}5*$D9x@{xytXv=j`PPhHme}9?N|k`g^-pc1e`h3V?>3>|jQ?
zsLV87srEP`Qzt(!y7-&TJKjZ+^)~tL=$8{;(tN@VrZ?&+xc3>U)|Ys8vw*6J^}P2l
znQ#PFLGQFA?+a@(>RU`QFa35R1<RIUi>XL<KZoqwz|!H!dqMu5^Z19d7nX}AU0sQN
z3XnEg96^lus<=-O4JY8$eR4P9w(uASMc?_DavUt9A4)=M{=7!U#nB1yOPPROx+3S~
zlkzQ6b@OuBB<GeDJL1a=ulyU>^Ey{pD8>i5GHuHpQq|S+TXGv$kXj{+*;qr5i-nBE
zchz}Od4#qCup0KH-C>TDETAc^0z0<o-2Na*Z?)us4-f%xt#y1S3F2AAT@X()k>@E;
zRMgrI_`Cy%F5R&t*g{u3-@31uo#5Zl0MHoDNQY*4()*Jw$6E5kUGg<SennEEDK-ZC
zlXQXi3>qvC^7!slV_AwbFa~4U@!S~?LTb0o{)N3!uXVlOwB8sWk~b2-WAo^GmOtjT
z5C?V3*-WLh83EPX%q3{AF{RKhg4T%`mb_&6)&_P1Snm4ymTn#|HF*bm<7Kl3)4f#Z
zHGI;c5CUGNl=RtMQ(l}g?RmdZr1b`$a(_jA<j|7PhWV!|mblx^O9)WOxuuXiE!jhb
zF>>3{NCykrj3{{dg6jk|XeKN`;slbrxqT?zr$qT#C~ro=pm&JAOY$Z2;M~1wXJ~HD
zARtjRrgO7L>f(JU1;IO%a;}g!Ijzo_L0mabk#F{yHDzq33?s)JHh+m?PZjdiuuc;i
zWcUDqI_=heSuRTC;9PPAuu^q@jd3IvLff&ILE;~Syjvdj7u%HkDpITVWOs$QmE3%D
zQ}wI+hM&Dh?zJPZ9BeIYtkGOL-R4qhIpSJnWBiCJyAVF4OOAAF3YE+(Esutcehin4
zczjP9S$I-^GE`9iRs#7v*YTWd+_!4V{>B5I)lys@J>SM9OSv~kXVDrMoLuL5<;<LC
zII)~&^0N2bk-N3nt6Ze!i_!c#pNG&p-#<GpDyc(qM_@uejhhNRhp;?6{rXOCCwywl
zJVIqayrO))eCv<7@S1(rlq+Ek^qwjmAh%Vb5PZEmT+cN}DCcW+fsN>}lE?NGr^iiu
z(LE&QhfV5?l3urxl(qwy7S_J#AE#%|c8g-2F*#RnIwN<lVIosA{<+`TAG`;UMpYS7
zsqb9&U1w#&&(vUhKR!_cxr$yJM)nCx_~5~~D5Z;iKcDB>tDE(OI`)L-6Wq#&Lk5OJ
zruxaoeTD+dDgB#%lr4CF+13c^Ui@`Z^{}fq)8cO4J3U{(Ih*qpepvO>;VwaH?kw%i
z9R;VCsk5W+DstCepM5)jFCq5;=N8w<HoQ8bJ+(t=tea`lv%ba>J@13)PWAo!^R?en
z?t>!uo%eNu_;MqDzW$3bG=b5~fT#M8K;R@NLs@=Ebw)!LM7kc*iTdsCthT&|AC^O`
zKLt8-hW|tCe|AD(0fXcmvc&kC4(+l^pu!~M^wg58?S5D<w(i{shCI0F<muNwT=rs;
zgwwo)kd;Ecn@^6l7hcbn*DJ$tmHv4bNd4hajM=uDJ&jrB*yH-8nj~S_CdtIc<L1)~
zuImx&3(CApGT(z9#dwIYKDy`OQ++yk<|r?B-?%q>FB_PjdlnuZhuyb!hKJhhzCUYx
zR>8wNwl5zv5zwAIuSoU&9*ofMfzTC%hn?>mx)0UQo<?H#f=1~`i)_IRhdJ3_AO#?!
z*X8(%l*y~V*Q;jjOVCoD4gPXAG=OJecio?I=kFb|y0;<0%jU@06O*u|<m@o^j)4{2
z9H%oDvVg2%w^s>3hFpKzchZgeRcGuTkche&`$`E|EjW)v%2dZ~{dT#Zc}v{$t)zd}
z?JKZ)iE*jjKLJibkMiWmN4bz*)EN~c{29;~&caapKsS~+wbK%oIhJYk-ZS=MWyk$~
zXK(IT+&;OE?jE6TR=JDO2%nFJ73E`k*C}G$hsVUCE*|VAH?Wc)AjKPx7?@$+@@R0P
zU3!Zjpb9U>I|8ob0&LH*!)|vzZ;ox&eBl!Gn23wP8{SJ`R3KIvRh_(f#|(f~GCY4t
zzwh#;K7Z|HbP-ei4%nUb0*)X)Fn^_80TVjgSQj9#>^C^P3fYYQHa^puen35dSBuY&
zG(W|CQB)+b9`X@}itQXXZj1Z>e;l>BL9k*&z(GR&XK{kpa`E~}VxInFU?>k*>L0_;
zF>Q$;(}(&F^+^~#>TKLJuOX*I_4?WEg*b2d7?hxAdq2f56C}U;gd|rJ9}C-q{3#a@
zNPmytGs7~mADcA%Xup$b$>V#wOt+0bE<wVPsNB}+`3z*d?*Yg-OyQl8c%<uolQi1N
z@;&OD@cnVmW7MhF7wX3j@RsSXwG;i~Gv7ONP+qaZ+>I;QOsnKx+feMjxmSm06`%TM
zV{Gx3>IWnBSlMPu`}$F?n-|!eELC5uReRjM<uN(#{Wy7Vp@#Ftyt9<ktl3ptB7#ls
zGAxEp6%~3D?0J_i@D*!VQWm-K>ri+d#u7b2HL-%C*)2h-N^Z{7#0AL~W&zt)O&$wJ
zuRP;={PeEI!Pls|5mGoEHefCH-dX!OGR2&5t*#7`^rHyE!bEsJpV2nsJk5qU(K$`g
z68fs!RWiFB<!t9xqwv$(iPq*Shd96HBs#0J^?jkXY|^C}U)0gM%p}C);CCbPGy@Sn
zTS{q$T7e-;SrFXqOkXbhD%i1~%l2SBc;RQ>z2JRIb8VtvS@7c^TQy=$GP>$FIoQ;_
zcj#5=*-yWJo(XP>-nj}mJOz`IF<H1?&0IYKC4DBP;3ia-CI#G8g;TY*FAIApSwOh!
znE#CA7JoCOJVs=kM&^O$`R<!2aX)?OYWMV#CmRn&g9aBlS~6_p-O}lmFz!!o<dcCn
zzq|f8lRJC=dsjai@{kv++_VCHdMofrh7R;SWz%nxX>XR(@SKBLqj=nuu#mi9)D0rA
zKOhzRBX)9<o3z@K?v8TEgQ*tGKc+sa@g1)maj*L4OD{ud_a65Acp55w#jNl$Sh@9-
zeef5a(__MF4T$jIKHmt5X#gg<*{pm+kZZ6$%l7T9<@XwO_DEK%C=olyL=8Uut+@To
z%9Zr{tbN<A7M<UP-vV*#9+TH)cOdRHay<2QbKLCZ*_Q;8ws{C#1s|SWb((L-yD%K=
zK_qauzW4|c19BQ{dT=Sn_wn($@O9dlq+NkZsk!+DU4QSO?~ecs`?{M!0yW~uDRsY}
zn|SIz@s)FuoYb9~Gq=0CwUfevKOJM0*;f%}$@wIfiu(#JpvbQQk^MDuHXobOYU-`v
z2#;}@Tj}tNP)q8W?ilU4ig{m5jE#3qa#x#4)8F*<GTV5b!VL~Ym|{0%d(@ni;lT2^
zeU>~j0jnPtw+$^|IM6jBvZyc3p{Bvhh6CM$HKH>wSLY*LrMD|A1Uxb~4F9GCgDwa;
zsoTsB?E9<6+~JJuq5QrSuT@-}dT@%9SbTVWf2F!UR8LSFPQ-Z5#r~uya<*RSe%{_=
zF!BeZF4OEI<d=i~)CCy|aS5g6pO?%~)w$kOi11-FA0Tp%y`BXDs0_;|X{qc&iXuZ&
zz!=s_UHrD4dRM3?w$1bBckiSrgTwdpO+ZiD2f}QmY~MTkUdobt)(6-Vuaffe0l9x&
z0fV_DBNXE9Lsb^M^YHt-y<CDjdUq~u<`nLT09roml+Wo^FOo2f`W>PL{T`G0U`ZYk
z*`}7;zn}Y9=c4y+xlh(vRrsHikm?n4xiWuzV(K}uD{Q;W^-O}#7rn^)+gGRbftx!1
zuanePPGwVXGku<?tRARdmrmnVI!}eqA7tvL60<3-H)g~KZ%F7Gp@sSln0<~1^06w5
z;cnh%<#T-qzXN{;k$+}J)HH9!E6pCOMO_Dl#$f7UNvjC0hEWsqMBmvHj9u@*-i>kk
zwyv-d4m*7C=*Piq?CEo&+IQ04;Ij2)-oNe)YAtU3k&fBUT&o-tnCC!*Lqn57c>W<4
z6*#@M2@rkpHkmNY2H^PXTqyKWGI4V_UDe<6665^1b@nf#(?#)*@Ckc2-H6RL?(HA@
zGG{WGOrq$Q+R^&je+sIJk+sPk1QOluqCL(6MvFIRpWwUR9`R?5?HjSB16gChMSZgV
zBiA>%;_n`vA_Wz%5`r0`_$%NTs{HzkCG6{6cfy<K1D4X0!&kKqI_`aAn;<Q5n<j4b
z8j*<5GKYEWkw6WfvB}zKr%K&5wA(Tm`0JmL1e<%llC0(q-u{$&_Ya^J<RN<=jt3aF
z6#1KC#W3Cd9QD%?kgAgd<zKa@B(=DH$tz%hX`!D>^()9`Jh1H|Ge`s1G6gnD+4!c$
zn5&JdjG5OA+yz>>AD%sRCLc=v`{1W_qBC+y+&A;m^x>>tveS}q{1Li?_?^G*=N=+9
z>i+on*X`{%il)J2V%LvzI~EV^w|BFHz57Mt>^s9WTqE}69HxY;pT?9Oh_qt7AO45!
zlbtAB^Z6Bv7B||}ui>cRHEHE;_VDl3ZjHylIuWO^H$Ee^&#$hCd>4<`0aj8s-afYk
zewO~}>z`Pl({1fsTe5~5(|eo>D^#0nn;g!0+!ER8)p8$h#;9m{tbwu%v-YrDE4I0o
zXSchT@eM+?<%yUi_c3{28W`M64?Mf;4XRQme2*_VGcXmJm3?MtQo2a%2TCA|k?&Ca
zeF~q(Vi$E?HxQ%Cchb^tgMWVU&o;U!<#V=y!YgG*^(`&lbxvj%9vN8v`{K#>ane8T
z(Vh+*2Rzj^p8b?$S@lhFd}Z9{2t2uZUZ%jluaV}<)R#^*u%hPssxw7GoFTWdSPoHh
zh1D=}xSTH~>nv9y#${Q<5ssh-OTL#UJ8FyeH+~;Pe)!eEOfj0#T<9m;59^~n(ol6D
zjpx>rEI^3QR0j|8fN`5Q<wBr4Xag}1?Q~w75Q7$=E2sU@IljLSWm7qm>f7|%V#ws=
zANgosZ4`K(y)Dn_EM2~m->LzUM5&(g`#k`C&2rDL*F8w~+i(&@p?B68fx5VHh^r$g
z<deiUS6qV)c<&5OMb!T(NP5UNnCqS1euBMJ7fIWhvAq<hT_7Z#jML5agOxGn#g6~u
z+gV|V#mkV@`*J`N-}se!^z!2riOl6aWGz8(XFaK@tym#`M%?3C>^7hedauiNG)sj+
z7&7US@%cEo(fSk81l4|8+JAl*ebXd{`pswK@w^$~yl3-~S4(b5C>sq<pMq0IiR`N$
z`VbXdvspV`k0}Z>bjz|3{nG5uRfrtp`&iq)IkvJ96YGyUzn!AyqveT4(d%$QVSSX4
zhz&|=@65I(AH7k$NqPavj|Y<j!{j%8bA<y{usw$zUs%_}x{O?Sh53%MK9`sBi!@S%
z*X8y*A?Ky1`Tk}U@11X6w)fnhe}(hlPApD4!Op+D91C(~rTkSi5@>-VkJ?A_wLOq{
zgho3@;<LqwpFaxLea2?7ilO{9E2)gxvnNQm*8#Nw9yYGf-zz$iKrYQl?Iv-fT8l>*
zb&zVza7(!;9CCt-ib_Fv8-et*hpr0t^02hUJ|>3fG0lgH5QA<+3~mn6Dx2oQ!le2}
z<$$Fd<De_hXNomtjn&sF2#vA}$&J~&U#L$Mb^j0`9}(z^ron^eq^AmTDdjRl-koi_
zB|5z(?;A$GXLuTOuJbnVniax=u!DwIxF@&G939Smn~}Wng2neDqN&OWlV!5jo7X-T
z>!uj$7jUR%Ew91V>1gXQo$uLu@)t2EXn{$cU>KV$L<=W=JE^5lZoUj&1rHGR9O=Q~
z6G(3KoM;l`_I~wYpvRz-T_cQoXBMx?OOjzq-e`fXn_ZF>Wi%#r^6ZXJ+2w8CSJo?k
zl`|U~t;k}|ssovpGTeepi`Cnj&)YqTI9?gOSNQAE%*PNQ!2lg`U)zg6!MVMf_|AB=
z97}mZ$hmYamA4nxm;Ln`DunMb-DfgEwvaD(sxS{$%4mo0Mk>owG(zQjE`_J+J*C?l
zd&l4XT0hc^XQOu?TwS)9&$2|{yu0Baud)s%VNJMye@zE8j7Z3|b0JsaBH;yJ>@q=w
zH<qK5vw3_IvVL>RhJ0=}yh(cvPnHN>gj#>m-iJK@KzngY$mrQm?cy~#n`cMBpzzkc
zfa$=&tG$PMd#WD(t=+>qQz-6o@n@ldCn#Sj(Kb`ELNQw5o>3{N`U`Tv>Nldip~RJR
z{-xn(7AFCe|JqVglD^KRc|Nl2?0!`Hk#oNr+nbeuk}Gd@b6r^~*VPa?#RhoK?xa!c
z?c~FA6r(qkzbmV`j16|um1+>h{>KXNgf0+$dtkC;N!O~4-sZNzsUN$@?kB4tH<mux
zrg##_4|e#WfcyV{wYA!ACDjR8=PyzN=LJ>E?#!6n7$_|wY?*b~H_w{1Ux`VM?_PnL
zm?hGVCZ|SCjz`L{p=Z1pN2}UzYXx?Q_ylMK-Js&Igaq+=xKJBV%nc=rSx7+nYWVx@
z>s~{ft<OsvO0IwFBRlQx(=9oED+G-`S0d3LL4vFLy;G3q9d}wFvj%!?8L&<I!xrSb
zt0(P=SdgxdmGo2_d!;_L*jr;Nv)z9(N=CnQ$A)`@*J^Y^2vnz>bRG3WAd8qSK3?~#
z^h0mJ9e@Idv3r7pb#Nlo9L0B70_1|EehifbQ?rHo-9Y*!`PpGVm02L&w*Qq^8}Ea<
zsGQCWd|x0rtd3?Gx1&pV5BQ81R6}@|fm^P)`YlS=-hag;>dU&i2c1&IP}*s$3ij5f
zK@Mu2uU2<uX!WoTAWutC@UGFj#M9#yCcC%Wnl6<s-PL^&^sSA=m*)=Wpt7h_w8&lr
zM^d*{^^dr&ouy6b^OsA*hrFNp=ymH9iPApz>+e(lgnJY}w-Z9Nee1nbL=C3rZ=1^Y
zn*e?K#dyaP7L8XCPlOPfuLKWsd)*JNZ6){Le*Zb>$?Z<Hj#?qQOBWUg_jE&tdU%^+
z)A-)_{N>2)rp@3ynK2)0XcuXPb-5!<g49<HQl)OBl0a7gHZE)BiyQ5kVSK2E)96DM
zpT>t}%O!Jc{3fd|SaOto7)w6y7jS4TR2v|npq=$VOBO(=TR*DP>2(P%cP7Hp*AUp<
zN8f`LR7fxxFO|bJ?M3{{`@M_BKMVFNpU|9spaDj`YfNFDQ@t#Sf$a89Hcww7f5mMA
ze*aPR?{GkU&lfGg7D`??z&ccn8tW7Y=aHH_**9@MEX{otx}d&FxCFheSH-E#YeX~h
zMLpDux3@0)9l#)`TT+lLHGH|LA$R8E8nVLgd$ap8LDM6U*o8XX9Y@@PG!+-oJO1|j
zZH(`Uj<fOU)RSH$fDGM$K5X{*DPxo<+hViZ)t}sCbnDIJe}C-Ypf<d5^Y!n}ka32<
zvvHMs#zr^JzmoM<ysqHU!<9`GHyR)xH}Tt}W$*g>f<*%FX9U;Rc_xh7&OM~T@px}6
zC+?>E$0`o5Ifs=BQUSS3bo)3OvFKUoEWxQ~183W-_wQ1U#nt{@f>Rx}gLXBGndOf6
zbF;@xxtkMD<_EpM%8pM?dU1UZXihu6>IkN=@44{2t_Uus-b%8&`qn$6nhXWH%JM7G
z{>t7@h|Tcu_~1g0!XpfkL7_fUW6Ccp@w>E}Dzo{3u|fZdMEU(}E$hBjm^S{8qVw8u
z72Bfd7a@@`kIn(GF&SPEn4B@ez(?QEU(mCp+d+M$6MU**@3rO}0~`DGZ9g}6&a|Fc
zJp#3|9?Amz#^5OlAE$&IDtVGqY@VOW5fr-5`)6oGyu`>nI0vdxrV};vBbvxn&sC+=
z#|ge?9}hoN?;nhb?n(=dHTxqz$7}L<hN-u#bUXoicB6MuSA$njL=eIq;)m8<*mRx+
z>dL$Wvn6X`fS98Z#4c5Y*WBotfcIu@1v{^j@CLs7r(#WsBlahAE(x4Lgy&GZwsoTH
z4wFv7dR`8-RB^O~&vw(~<Af43DctY_5#QnImG3fQsqhaU5F99edj&>xV9-}+>-y_&
z(__`jka2ol|0QYZl0J9ES!`ZTcc;PUtUt_+s<{~!aZga6k0%#JbKku~d;zaf5c8iO
z_qfYf1e~<#R}^{_HI4?dPap)IK<d-ONx~-iOoZv~cA`9Ah%dA5(Y;$@_Vg_<i(uP^
zFRC-x_E+5MK3R~B{ZDc0_JQ9{_+iBF%6>-fLp_mFjBZ_UnrMHIY5j>=kM>_;{-8}V
zWUiEnYH!)|yGtuNF?Lrq)V%YatJ&k{D^G{6Dt<JHLY2xGnte36Lf#CoD8I_b{yrpc
z0td&k&k)Df#6kJc%STvtd+g7qPknS~=t~Lt<CbQTUW4_jG>@~v`jMsda(17D@@G56
z4p4Q;r3HPPtx*oX*@mHb&;BGi<HeN70$O=L>l9!Ghy{B1ATz3voMo{%<kfcS<IEqt
zvcS6!HItKq3xL8_=!%@RGOpA&)~%TJA*8HG$vxZIZT?<K_&1rR!Z`n#jd($n;d8!i
z`mmD4Rz`>8?bkG=^%9Gx4xG$*pGlL;9lVZb**x+e`<AOIBB_n0CGqnN6!0@&Bxc^C
zyKuQ5WNn0Z<Ki`MloV9J;DIKTA&Jg|%v6egpcz$r(bDA`>_>^;DW!MCrWiKWV-ld4
zuH}dLWa=0qJwuuYW-sqBvuF0<Z)W#Ne8J@3Q@DpF56rBV``%GcC&=l1=6DimsKwi0
zOWz;1R?M&>-m9A`kwTNd@#-V6=Jw9ZstsEn-(5_sNBz#n?U-QEehX!nm_d5&8k@|L
zZv)B)yO4%ZOyb<!E4bUcjKgH&bS;LM!U*kK8N;&=m5+7IK-Jz(k3}5@0B#xtNtF!{
zBYoZ1^vTHHNo9i6_4+2a{^7vv`jrs!^#!vJ0H{31I;k{dF6Zbu?>w^tD)K6sM=S}m
zcM1SIqI39RPq_FD3`<?lv3~I$P+u4OOKvqW!hieq)z#Y0jx@^#U}CmyaSPHeebXLS
zGp-pJEV<@I2wKE>5ntYC&qi38>8^Izm*<yqrk5NTN~zGWdpZt>S6jZn<{6*MZh3V|
z5VJkmlGU?_yblUK&mu|82&gCT22I`b`rd#u{8%0nOVeV`Hr=$or60Gjsrpfr>6j^;
z>e$q8d<+i(RTZMV-0TQdtM7W%3!Lj?403^$EIT}@&id&<rW~PZUJ!|XzAV{s=nu@L
zB-ioA%UuE8E>6AGy|Qh4YCTxifh>B|xiv(_y1W69Kl9I<Rbg{7?G(m1kS+Iqo*t*#
zmxEOyJ^ghaId1&LM-h^xn;*>g_r1YpU6@Vxbf`=U?K3OC_A!)x#g;WOT*Bh=`~jfO
zLRXoiNqgomm#0`oX#*hPR(TH`cg>Y((MDk~+}NXy@J#)acsV&kbT(ftP%5PBB%^Z`
z=FD{~i!qA(xU)4%@kmI<j^~3-Wq}aR*Ym;J@tuQbXs8Wqf_g6vy3Pfk4%)D>Ibi}v
ze9w5NC<$$%`+Ez_i?B-jTh(_<yzSwn3iwZ1@w3BJVqI%jWB0fi17B`d5Wj#GEK_OS
zf7Tp52HiTR_uKcqpz?lr<TWrka&n}n`<?iz9q|H1-IzBV8g4kvoDb*x)Uh_Vr<(x*
zzGNIvmyLJ75!p@j{A*wZl}<6h0<z|{hQu_;k3Ck1)q1bwUi*O;`aJY*_7ncrzUPLT
z9LF3L*(I=n!Kaoo+<uR8YP`qpq5kMv*c(3zfOYkAm|6o8ho+QJD3bOChwglSFsHo%
z+SM((@EeLg-kV$8_B_At1@QmxV1D4c5Fjbyoze5>r^n3ztArE&p^s+o2q_4bpxc4C
z$>&`oS9}XC%ycFhN(Y~#6z&f=e&o+#D3v_$7iuqvxW4+BgOF26J6;4*Eu%e-Kq27-
zG16+bkivXmLQcz$a~E7^rLp_y=8N1YGv5)G@=YC<N=2);2wJK7qh30I_RNRvV5OaL
z-<OwMf$g__`c*K27xMYEswc`-jTw-?SXDzQ@9Wj1&M(4HV`r~6C0Z@T4Q{z^kD2k=
zVlQ3Y2N&w?$G;IEREly<U4R#GK|-uJ#DeD)N_<Q49)2wD_4i~CsE21aqD0m_>*L`|
zF5j{SEc9slceEOx-QnnBDT^y6f{5dBzCEdz&ZnHsM46DeW;e{YBykN~R5QB3q-E6t
zogcug3^Fx1NZ*@k-Rr1R2d^Z!ttp$^rBP$0Y*Bt`7K~?;w-O|^=l)dcEi%9dOdDHd
z&2yU^9n$7Zep}XRotCrF+Wy;0FU0ftR}+PotiG_!$H|r`Uk~28zQUJg`x?9spUH9h
zMyY8VT8&>C4yv(Lhv~POuf=j$6buOG)DD*@)zbYYw|T=$d`X$UaRcxw2vuP*m)o!t
zxA`74S84n1W#|!(g>rpQ7$;m_5MNtQ1V&yE7;}2kTyV!|=N<X}yQb8v7oVRiV<LGf
z&hvfAhD_fG0N%VA16x!WnPX*zpyO(c@U7T8^}$h}GT%RH^S?QdtsuS}oL=j+IyAhV
z1@RH>3b+ltN~Rj51RbuJtMK%I*5q-`%wGLegj93mqeEzSZ46Xq%&oJ8=H)={0Oqb7
zFYHz>Y-+9BnJOZP*CwxwUY^==b+F%l$jHvi4}VUuqU5iq)mATG9V)=lasU4hQE$@M
zxvTq#oUr|&=<g;d658BjACouUl;slM7;<(G@kH*4Lvq}w{ca}TjJ6l;#h4c_{dVv6
zqJgmRoiv(E3HK5Q2PT*uyFLkIXZ5k05h+V>i`nt#+uP2n775Vz#l$vJSb(r;-yA3z
zA?C)PasD}>i`p`1!fuf8&-s@{`SrNF9*B5wu0A|kN0s1Se(c17<HvCh`wp^4(r?7`
zQ72VLCJiTd&+D2wVuD4IABTT%TrO~To<~oTKYcHlU{9X=^$7c6u-9|)ZhW4)M&%AI
zYdI4%yxE@dp1z9T>h;kvkZM?zF=1ZOrWZQ3{)=$b8@-`n{c~nfUSgH{!h*@n)8D_V
zFGj_YE*my)#^qz<<duVmh(iXHt-GE1^N=t{Y30!EJ{HyW0ziA`9xcPGW@DkxpGm#6
zVV(6^QJVnJ@Tr=1pe`sWFnw@}X$yQ?e^UfunhT#?nQ$@r^o%OCl*xj1r&5ys&Y^h)
zjsc6K!!sB)@XqSY92rf8;3(;(Gna>id}Sc-py^I{KCdNgJJ&7J`>4XeT%!(`U>Exi
zpdhg^;sZ|%pzD)lZUL&2%jK`nF75(i*iatD$&z3JS8osF>2pY9n$<t}&^bfW#h6Ht
z^h({rXW?yOm>O2p{r;}v$IVV^L3AE=sujw3KhXUy*VoXR;NrjcEQ*_e4XIXtRF0mN
z8?@{rs?Am^0W;rA0y%DKn#naJbCk2Gd<}S`w+qJf9k%=P<w^RIQxzUYvjHnTex35x
zNsKm*GK4k9Q$?-f>o#nIcmX=k$fuWVgJ2i&BqQ2+k2vGT;*Y^+$lsT5S7m=ciN|9m
z-B)a{bY*_UY-Z@66Z5=B_`cNUW;l!i{W!gz;e+_)-*loy-6X%5_&HBx4jgTGt<jF|
zH++%Wo`TRhzE@6npL0~vwt4Uuly^Ejjniu#4Q#<`)leP>Jdiw0|5|1;hde<hs4K4V
z^N=_mwr5YOD`yl3ngJKj7>2B4%D(I~O@43!Z7sro9HmDS2R4lF#yWs)6X71Ii8lkE
zYk1gPVn@*=343bKiwxZ+lo}7UrOsOlluTB#KQxbjK#?sak+%uph{L8_*Oy~Ujbf<k
z?<4!WQlLV=XS8A3KkCtdW1S?W!J8(L8qoHcut~C!?<ojXr1oXJ`*F`5uva4x$*$G_
zHI0zxuu!9EbXHK~+c1sCRHV^`JXhlt0Ah~o!aVA08=}BCcostWN^fO&D2#_kJFoyB
zCs4CN>$85ltrk|#^l$E(iH^Oy7l$7}*99OD1W)J-HvHuE74VfbYSl2*l>Ahp{$s+f
zV9HDO1PkNbbo-_~(?GCY%`4ADz8Mrw1k@b9;!ne;cT4{{9KPNjAUXO;je@rOP<wGD
zAMM%rP`~4*SGVNoK*;H-JS!rsiBO~MWwScW{0&L{w^VS8O|idd645+{$qUj4h#fBk
z@<w@pKQGven8naG+Q8OYDnK`?cJKSV$%(!lP%I!UqL{9}AB9I-)LZ5op8ESK`Yp!q
z!D-u)^F^|Kc&)5f?*;IZDT`^Go?>dsIiOqg0WnV|y?5OQbiDTJPam$J{BECY1P?9P
zByKSi6<3)}h<dlXQXpHLh`7*?b1mTF;NgzM8Rw${4%$=0WkCVXOjj>j*9X67m?we%
zzCl#E9dzlGD#f`a#J%5{nfbO_v8+DHoQn6Y7jqW}VYYp6r}9kJ5-vPi_3n*v`KIJY
zE7@<WL-CH~n5qgI%P}{Uh#yS2%fF<lT$ncC+OL3%;oJ-L!NP(u39FBWuug30E&$XA
z)9DIFa6E%19+gJBhszay>;_+$KR~tY>*a`G8TRk4ZfcN?eL8+O3v!6&jWfK?Kh?i8
z^7x|HQ?{w}jh(d<efi$b*VH`hsI>TmPf3ZRqhBAu2-`;h!yNidnR?IurXrWw49Ac}
zM(bC{G_jIfjSDm)1$?+3CK7){8=Rg~!wnH|tY7?;1HOPO-y)&+XD}R@Z0}#uR}6nz
zm_oqzpBI)e`wFa4>MV7)eeBX#%|mqmrQY|mtEr}Yv@dwAW*1|P2l|5TeY;}goo~GW
zUePgN{t)w|O@YyhW#4v3Y1rp3Ps321d%i=ZX?dVjA{?%w8nr*~iA#GF5mJmi>4HKi
za5cSkklxgGwLsmAoEFc#XVL5f7m`u^t~fkaC-3^*yV@IPky;)MQsoZ};o{?|a`lms
zBL(3G<}o9)|H`d^aF9PX&k~7If~ohV7jQ@Rm%78{p*Vsl^Okg|TlutdGGa8k4f*I#
zU;p0Ay1%H@$u*mk{L5-)O};|#{L9;)@R%j{Q9p%X;Si8&7`B&8XfO*JL8#CKhVSDk
z+WCh)El!m)`<&hKPe-^HZy`j0eE&j`*_;s7|1jfv>`PNI-}39%-=$x;5Yli1W)~v2
z(i{Oj6(lb&ds#=9SXKPfE@}Lqt$;?qRU*H;MXwQ^B>H^Mk3!v$`<tQS)qg=t@ab)Z
zC^4udZLhW;%sX*fLl|p11izrgTBw0<Ce=AaIdOx->nEfPF@c>qucO#3BX#r-r(G;w
zlKl2k(7D^LKJ%2%Wbwj|er5PpBq<AHj=Tc0`5NiR=b;gHV%RDzxZ%%kjK=4fjSTg9
z&8?*)Ht{KBE1oIQFjtjbzx*m`pJRDdaE$w{sVKe>+IMd9)H21!2&!RDb(5T7!1&F&
zEj^VC9My6!i8>!F;!L;9oIPCLDOTepVcuDbWfx3n?99>iw~+J1@a0J)Z_w@~3hp$;
zShEvxBcHD58NenIBPg(;Fe`5mb|kq${)awEkk5ovuGH7X<&9lnB7(n<6L5-evb}xT
zvv*-9Jj8Z8qyjU7XZ7v=1o)doe5>zPhIs5v+7;?w@40$1dgF=BBo(vgr#s@A;6N1u
zI?@BwT^ybXB)g6U%mz7xf^{YL<beO(z&xk+4W4)37vh*lccEx)$DBqC#T}G`tDGn<
zRkTVKqj+$JQ5xtd;jJfz{EJqEMue51QN4+)6zU`G`ueH0HzHBQJzGq?kh7w$v{v?(
z9>&Q5l*Z^g=l4ePvPGDiQ-fBk4qV?G+9Li9-i}G{S4?I*sliHg>EFF#ar<hwiBIJk
z1@dKK$(L~ZdhDA6rxaYVpMA4>q(NQq^v-;~Vz6c5ZsXOVH&hII!oHej7H>kGq#G9#
z?sJ*F_os{FBk9x+STRx<8_-00B<<h&A_(cdM+(Ri-|R16xgQIq18-4o;d<YRKSm=L
zP>TGOmn*D-T%Ufns6~OG>|nnF8}v?UZke`Ro7bw3gt1o3CVl1wzrQ)6eU7l(k@#+3
zYWFiLZPcCm4Z5&>tpZ~zc{uz+*cRX81kKpBHe=uNkQQcuQKH+dDYd%X(`Yj=vlhzc
z?sKE3r`t9c;nG-%bU*DJG{Gy%Q6-D~JdKF>*6c-&ygp{zBkUR{91Im*I@%nx3=0Z#
z^a2~j8C8H^@*#&SWGM1;hXzgkP~O9#uA@{wcIP83b2Njh7S6vUQO^vmpHC@rkQRS7
z2_GmusC^)a2Y4ScX5X3F?lBhqGxF+kB5>-WU%DjZDQbYPQ<S90LzjKVQ^Qb6RP&p)
zbSw=tc+g>H_Y^X(`>~i{x0<geOe<SBo%D-nHa0h^E{7D<_(6QvMcK%u?C0+>T}4I;
zQ7qM1VPqGuwe=5>Cu0V*_2YdWCqN|HB;4WKlTY4+T&~HEC88wflrmX9I6oh)b&lPu
zX~)FE_uh3<*jwU#vp45BK_>qEaV*z7-QwMLq0GJ3tt+mQh1xjsA-|Wau_@!M*(<^~
z4`zRhsC5n$XE|1%Pxq;E@!j0D+q-4%VbLu~R<H6^;6I!*5cOi!HWMFS0jt)$tivEn
zsTFNJKCelC^r*U|)rLM8{n?k%!<U<;?R#~GbR-te#O-{MrPY}8ky>htBF2(exT8ck
z?*06-ywAiO0jGHS2l803ymtM_sLXpi46L3pEhP1DffC_UsB|X(F~iGkA@=wV`}^xI
zXTZ-N%Q6HO?0$wpJxWxBo12d_+<;|O<68m^x5!32!!IaU@0tEI=eB9_{=ra*<P*Tb
zQZTj!Z#Uj~RRKT3g{|`Lc1CUMarl~+OCept>_%wH*Js2-K88n|^R4v}KM)rmhVc^g
z1b-|>y4y|b0L=1f?K&r)0G_QNa%rCL<Cpu(|NmEY@*ggLN8J4K=1uHO^8?!9`G*cX
zasGX+2Ti}Q5E^e)I~V%PEvq(Is_U7z9{8g43v9^B%iVuYou!aBb5xJic1x}X2PKYb
znix0@{_X*gQ>}sHI0c)_*{Sr@(7Im3QxkRPleBrkeb(O_E8L&$alm(!_-$<pF$_wx
zNTDlqU;MNzk-tiGiB$1Vk}0`8Z>{&WK4^w>IZv_B7~mcqz6aWYsYAV6-&WPj-{}m}
z&SiGf=BGYYC2w9Fv)hZ@J$&OF0QwMBV)6E1Uj7>(f^&x>QXLpB-=mzqrb;Kkn5e!7
zP_k84Ud`!i@8lCzsWgB%yCEyWIOhs<vX<8~l@WW(I<=;+b;;`_HG6g~@N-9y^H*gm
zCMmcO;0SCDDk3BfFJ^yU3%yg(7OAMGBRdpg0ZRV@XJ$|iNfI8{N#4Lt_eQKR8W7eV
z+8Z`t^YT=7{zJHtN{VAK30_gedy|3rM<bJB+$0-<TRL|x0^H#)A(>ryPbllW!$+f8
zu-afC$_=5-@yYA-X!1S3vg{WXD3HfJ@@K?#ng_tozVJdm#>*XB66On3wY!gnn|S+f
zQ~A`;AY*Fq4ed4}8S5!=G*}PSp<|OPu2d&ljD0EjD1u2I+e7sWiM{5&P1swszM6F*
zVEQ(q$!}IS!W)%0FI=bKSvmRRQr-H^YZP&yZ_Tx`3D^4&c%-|^s}CRVb$5G~G5#!O
z*`CMnbfciUiEl16!$lNtccpI)Y5?J5e;ShZQ)q|ra>6j*Jd>VTKuOYl<Z~Njp>B@7
z{yY*zEMctj);X4fivxfB0KLB{oMvjSzMg)vT9`v1jPI=u)g8_TnC-wq6St;~`sxC|
zXB<jj>bcL_?u=kkt~Y##pY)3_jhh@!IM2mv*2B#*1gs^MUTDE<=>d#3krsN?I^6RT
zxb8n5zG(!2XyfQhIiukeagDNN$KkAs%MxFUEQBumKBQsJIHchV>v4v><qAvO-FGGD
z+&kWg=0iTM{BUibT9)mw3IO>Vv5BmpkB7_U>=75q+qi*CLOxyPRb}8gaff7w^ZfUh
zi%EXHd$=*2_Fs0lVLvjU47^m*le*qn!F1>E(-3|YI8Dz?j9wRs95g?99r$ncxWUC1
zRn5_tcl9xR4?&Vn(d9eub}!5CFdZh*>&@Hl+H*e~ycZ6G%_pn1WjlCgkYVuU4Jd@g
zMh<5!52!~o%EL?Gj{0=&&9TMA*0$&0-=Yb{omsp=uaQ6Ou>K8{XLV1b0yuiTNZI#1
z>S*BJ>q9eMx`$QfukQl_NZsX!bII93*~;loYo(Yb&e$|@{4Q6+QQH7Ln0~hsnWpvQ
zi??JJ&%5+Bd8va4C4K)p2pqZ7{$0?O>{jpYwMh32TgR={Q1Ao!`*<3*XPN3eI@0hk
zwo1`ekCfX%k2syt<J*>RUF25R+vhOPW2m~0z__xx4kFWd_a4x2nbsm&2jq2cKl#33
z<OwQU#2uBp^7*~j;a+Fx9j!xtGT&!A8R9m`ZABFBtetuf`8A^p)`n;Bvbx^K8OYAs
zQ@iT$-F1)OE6|OD{6iGb7@s2Jb#<8vEN18F&Nh)Za@t25%~Tyh-N%zn^9)YOuO5*L
zF8!t1e#qh6my0Go0=UtHXW`tC)JN){D-&u+gWS)nXg=E!_XwHw!`+>ie%|g4k(A5&
zAynPru-}k3mzNb(H+3T=v|k<EsIr5xH8&1NGLaaiwNLeJZ9=S@5Qvk3_dno$`Fyrw
zPIwx4Z9UX1mm`rJ>&qmiu%@Zz-C5HU((-F&fu824QWr!B3Aq*4%+qLCeNp4O^HNL2
z&z%x|mJK;HF8yc)g8|B!Wu2D$xevp+AKFY1+e@3OZy2yUEs_r`$nYxI2KU3q`<(8s
zZ_amC;^mzIHTVv7P#0*D?+2g7a{EA>*EY1uS>HRk7K)uC?i^+q6Uwrv9~lR8qSZIi
z7f=H3rXADWlAoN{zPld8K@(CkTgo!!+R<}2&w0<Q<2c!_(OKAu@-yM?63ECAas?IL
z;WzarqAbOtsqwk*xV<SLz@)SDxG~yt9bQ-HZQvWe$u%#9O`KZAML3@#bZm^|-F3>b
ze_wn2-8lF6=N#Rh4TxTqbnocl@suMI%UJb&&zTSC1drvOK^{mph|5*tFNdM!qtB9n
zF^e^BNSAFi<Z$QW9iH}CXKu^uCep9tAShQ__$e=^iu`iE^YkoNjlXPNEPD(NE5x^n
zz=;oI1oEbP$CAvm4n?_1Q<wENU;h=zXzfL&jy4hFi$y>H-Rs;pG3&27B1a*ALJ17U
zA#d^q!tZKgMPR6*FiHu#N5}44-y=6>yOvhNJYwz)ERGM*=_gOlSWSu&ez{ZZt~;`P
zhR?9y8VL`H>!ohVlwOgqCA(DCuh!j_xI(<KwqzPuv`2Q%R}Y**^P^>)9uGkJT-}w9
z71z-2q=FanquK*0XLkJgQo2?>{PfrJGYq-=*w8R%$BSV99B0;PB9I4)bt4usAx^%c
z1@t8Xq5X??H1+K_23X#2nK)8B#I>-iM&^Z_J4HcE`<WhwNi?qyymZ#fzC`h>WJ>M4
z`@}r)K7@=i1V?9zm}M1zFz#4W<p0)j8;Rb|Xzkqb*n=Q?8Jn{Ix>ZNQa+loe9^0wA
z*7VX;u3bJ0RbR(GImbW~=`{oc0XgG<6T-|6r5(R_0Olfj#og7vP<$yk8wC3VbZ7jx
z2!uU`-&tHyKnEH^ZX?Xo8F1XT!pjETGdX)9`Hus$PqL=)?Oe&bTAwJwELuSK*|Dz^
znHv;^^vV}j>TBn4vE!Q-7-aYM(|+`e|KY1ck=36!h`<Inv+p-%fmg(I@pQ*BbFL%j
z(_F)bp9_r{c_R3D3cgQtW22xi^*?2q%~LVo&w@jorD~s*<N<u*uI0Z_eJvE?w{JDG
z8|MmXG3k)n?6AbqFQt=Fva0KG{Red<AY^!Td!d=9H_eHk{PL6di}uLi!~z|K!&$v{
z;2}z$IIl7YQLDT8?qa$KqYxbc^C(vnin}4H)%UnpdgC*HdZ+Wh+Y4H|0su2^`_0|%
zgkp`mf@#DDKzOT%*Zqqk*&gT1c)EY)yUO_&{<u3c*2P_?NIiIdgSLI%=GnsJg=Bli
z-GA4_PdzRWnOksTRQ89f)14oW=rNMLv$KfOcm#Y`KW`#o$2%e~;>$O0w<mHy@5dX@
zBA9AvUd46JRZxZ}pY8dM-Tb;IZEXldHUX4{V)yqq{kBfn?@+F@@2%gZ-@U22pR(tE
zb{yewIcC3ivVUQTYW&IpTuX3kTZslBzdED*w>78h4M=@T-%W>B>UYN$3l|zCGg_pe
za3<bGdpS4Ed}~8Q>8b&bwbLR-UnnlPC;M7Z2sDWvu+vv|00Vw$)zckOoFw?pYm>+|
zu#M3g-1fX!3ms;zJH=a)L<z(*VH3{#n8eA|S@y@Gr_xQiU?T0|v;z{s;~m~wz;=>0
zm`q<zJntg&rvSCnn6vZjXeBvyq$+1Xi0S8FOep0a%6({lQM}5NijeFlEbkKf4t`Z5
zxBrwm)-EhU*Y*lrw}hBpcU7&dBVsFE?tFiIr)L8W|LWJnIi}m~QD<SlDoNnxpKjK(
z^WB?F0-AA4_Yxe(yAE^42V!l<qQt`cE}dQX)3L<iqDwK<4nVrp+^xM>%z*OlY$Pe}
zd{g^{-{Xa^di5Pu?9lSR4@?1j?ZoK$zOHR+Rjs1+^LSE{kWSC=yWh?~k!~JpO@Q^b
zOO%_*uED$qo6$U_3(UdiBw<gOcx(O>U|`GSRv^j^5iq%C?YTL+<AJ7R6K*L}!!y$<
zm-qP<Nkag#ca4Ail%qKKH<A#WHF_sRB>ZM0PKJ@USF1!!Y_J&qvWGln+GoCFHhy|Y
zH$35@rr9UW4~%XGcap|AfzEry{`LNzsXK;r)$2E1z_F=)sE-vU11sTu8I_B7WEq&j
zpOgFy4%M#b_i;Pd2UA}->NX@`fr;<zE~(?al>r`oKT3Z{zfP`vM^G|dIVqc?6Vntd
z13ExfFeb7?d}>dpEr3B28f_@@-lv}e!fl_={-rMglWRj~hAS*l{B^%1NJYc|2x9BR
z#C<X0Z2XP+%nnv7!7k_sj{Aej{5CAF^1O7vN3%ad-S)$q`i9)gU<?zmo5@_3xbx$m
zb=le#{@FV6mjv<dS=n!ge?4*k|6i4!GvkW-7lpBM%rtZ7B4PkT_I0jUVj|8N2l~n1
z+vtNndt><EI5i0n$Cv>|FtSpu3D|?()|;Kv5jUG<x6La!t7XpV*SzH;OG|`c0%2$Q
zX8G%LW*2Q_-@fgfCnfVNKaI5)|1Rc!5D7SD8sYjRgd5d-OOt$SJZiu2M=~TVO1k@0
z1s^z12&N3=VepNF^QCJul=oTvLaPbMlfvk%xI}*kh|W}^hGF0RD7f)m>rLiU$;@_~
z8{`j-q;+QXO&{&xS5|+x^}}@6YNTf42ZTZ(N+d2?FMwIivwt)h04a~5JjX^)GW2jY
zhMR!dzV}t>S0N7Vt!uu0N*UXh?|{{q(C@K#K9oY27v8u;+Ivb7)pyfWo~Nh;xvQm(
z?7Wv|(=iW6D<*JxxM1Tl&R!c(C;|KcJ)8QM%`WQMe8-E}vDSP4>Ct_?2-IfaC%EDk
z(CoB3ltN~S*4q28p>$Rc_x1_%Q-mf+NT8EK{2q5AnI(O?oHE41T$X(3;gyE<XD7{^
zH!a}S{WRTtfBR#T8*ybuHa!IXPwe0PROW|!YQ6LDluS4DWT9~hqc4I5xaK{;Cut>o
zl{uI|i1&QJ*Uipb0*6@?A_gwvOJ^Q~$^80(lzF=CeaL@a+}Q?nT;FOkyiyi9*a^Wl
z<O-tUErFwldVQ(wXzlP-mB-`P;@;*)s*NHE#8$TyIbkidBS{~mVmEVkI8mCVbq!B#
zu0UysJ~+Kg-Vt%czl<)|5N3DkKbJGBRj0r^8PR^&vV$BDXFQYS^6FiRXCd*?pv-`k
z6w|7XZf+iXsxmJcbN-CuCrq{>l&5|E;8J8loqE&EX@uhEo!f4k0T-<IjpG+nd9}Y$
zIbjESBY8EvHp{MXJ};)fP$7@ipsv#1Wj62_SOlqS!Xc3hOzf%AU1`g?U*NpC%}9F)
z`der%t1vS0F{w}S-aiJVkuPU6Y^(jU)Aq#fNY(D?nufsZxJdZ*ix2?mqYBBz5uvF4
zea<5R9XxZT!pOUo7n<e{OhsqNlHXjE;H2O4MO*0p1{VwRKBy_ss;-K29EE?#84<s<
zz@#=t-yQASXD9i}rTe2?8Q^@!qVXB{q*>$cfR!M0rT5pEr6YzLtwPqjJFYF~QSO)L
z`tUh#I2D<X^NeA_Qg^gV=hy($DTGQ0Wz%s3SwD5y%Sp$%=De$SRL_Kuy-a1G@nL@h
zl{IRDdg{FUeHHyEgwpMZl|*>GRrcrrD;z`rMF|{Dg?j!LDXQo!^j}jBpZEQ!=pQBB
zA({R{HUC(O!b6jesk9deRlXJyip0Z@DB8DplRj4)!C}NMj=w?_a&bIqdtKw--f8~<
z$2kW@c_UHcaeJ6JsS0lyef*W)12p~4^KbGlVi&kzUzbR*w)uT1AGbU#Xhk~dx<;ni
za6+w@1vLCZT4xKc`_JlOX1D$h`pNt%5v+0%5JIFfV>B_&7?H}?le}~ii5xRhcl_NF
z7dpCPAC3gv<0%oxbw8Y_OZahzqeVK`y2Fx#1kxUtBNN5IKawDJ8z*Iq%9=rB1^IXX
z`pGl&gFa;v#X%NO+T1mrXYry$K#7&n7&fvycfSgzSo6yBWeg9otAaC_S4`(_#O53e
zN2@;4&Hluw3IkBAL~(l+CdhNlFR<X<SXFzl`+xQ8gJd=pY8|4dxJ8woNde$w-;)D)
zd9@}aLEIE<s!yj&>UT_dz5B}d{;-$VqcXr5d`+Ll#!HCYM8h%ZA3E$Fwdg2%RD^YS
zFPo=Vgy?qfs_1``U8Vpr^;Zmkq);pJSJ3qlD2dkYfjEar)iTx~VBmcmYpT=F0dtk7
z_qY$Yx@?GszPwWRy9(Qhr$*_LeQ&!sdK8eAUe-r1*y8vt$#%qwng+)H^>mzSJbVC8
z`{J#bJDkqbkT_`s=JqHHLgoCSqQqPF8`|0mBW206ICf@utwi+2dP%+*FO!Ju{l-C@
z(sjbz2~q~B&d)kG(q*7!f?cnj&cQDbue4bZVr5<N8e!*+ddunkz{(#18S5M@lpCwc
zAw#pCMTHsT3-g8r_O$ms@U0_F|2<2zwpIe`8U53IN7oW!RS!`DY`1H?30`x}kAQwz
zpSP5M?-~gq_R4!H2A12B>dk&@61%zMr^E5?dM4!f8G-2!|E{u?TUIJuXNYyz7+R=s
ziuw$G%x^$ktwb0zWoM9VIQN^sK|Il!A1V;Xz2uH<9=)|ipnwH|5dkZAzRFGBIdH<Q
z&WJoQWHwwu@snL<ch}Vz`<{paS-6XA<ME~T$=-Qu)6T(I{R{~42|A9Vx);CVVn56f
zf<;<A1Pywgva36kv^DtiNe&)u6=r&x^`XB^HjIRz<&@nci4JCi2kBq*?GZJ4JEca5
zkq`aKFqAGE2I4qv3%}F>Q^;Y!bQj3^#No@Z+&S#TDTiH$JLUO$iJqs1<eC0nw!Sfo
zYWXdMGbo^I8F#CW^s3Ii!4P~}FN3c;2=iW-2feM0*TmW}?(>TIg}))B1LvJlDj~>-
zsI+P63|eX(`ESPq0W-7k*c!(Or1!m)GFIrg&E5e~55xNQYr`|s@EqXBTeiGBlHCWV
zYc%k-nkN<0Z#JJ8=LBzQ&~_HE*^+QnnvX5cWJo3VPsCpgE&m|;3<3#&2yR3y={q9_
z>2WE7r@)&m#eHG<S$@5)$cOh&M^xo4RoDA(@F5vjf@rqVw|a|rd<w$G1s>A#a#Hgv
z@tjd^`tI{KRwlJsE^Q4An60y?>}`A{kVCK1=M>Phxl8hcp-1T9_0Po~RS82Np?4Of
zAIC-vH1o#u?Cw5JCeMQsZ_oE+EjBsW>C8?>flRdBrq*RvtGNN)@(3AQ<tIFJajgv2
zu;91EvU=Y88PgF{MUmzwzoBcO^5W^$F~cK4C7S<LWkbUS>l*jSCw-6eNH@5gZYgah
zZoY<V@!?~Ts#F@k2)$IV;)~$ar~SQmpqa8MG&wwQ)vPCy)&15}8!l7%_wrWXErh*0
z{$^SkOI&EcDzm+tU-D>hhnIh7ALm_&okwwr&y?k^ir*Dua=2Bt!w9c}`@FEO=Ss7u
z+x`H}7)GJEg%KBHoVjG4$x2aGerBLb{LRoIn1TS{L?fV_78?&;#T9A6K&V}MGjj3V
zt(3lZhY#Xrv~!GrB4QA(A&jOv=2&+mLvaO2>jgjLC4sNl^5Dxb6#8(wFq{7?{ryqr
z%FlS)z$cY8f@R6nf5eJw7^0MP=d3m;cY>-a-Y1E`qo?{Lzq#(qEI&D?D-a9U$g>Kh
zsI6g*#{Kt=H0oQC)J*r`QB{ZVd=%6?=FB>b9LO{k?}$DuL&omeJ?`Gnn%^Y0dMc*?
z>6j!?(C)B~yO4Cmp~BVyQTv`pLncj{8gxe$^R6wG1Kzol2`G!QG%iVXD-cQ7hU(KO
zDcnb^FsVO7Bx}YdZtYOs31Pd-1{sxYBoAcimk(&`qHmrXl1J-P+QGi^QhpCMOph|P
zZ}CSFV}Oe};fXb0KQxX49DNAoc)in5+TE+5@5p=FfXH@?qRV~!4ROW{)|39&M;UW$
zoeO{2<7!9Y?-LgmFLRGQm!1H@-|gfcBEz@l9^~U}gDCrKN@P2G%l#6Ajf0F@(h|@$
zezQ|V<8rz$-8F5Z7F@2%OW)|DwIfCxXk26}$h2q@jo&><tsPsxu}8V878{fF;dUWb
z+#oC#_YqmbS8R%`l)r<IZ-&SuKd0Y`i}VXc@C(4T-c@)e7{4qNd3t&5GF>qimuO-K
zXt%bHJ#7>|8iw)0KtJvI37qt=??+1d9uFs1jsZCv?wM^l6xHR?-TscD#~2Sm`0*FV
zlk0V|>lT<c$S3AGzE}!(-G86)8;!vC8T)tJG_!B)x#`Qj#iz;5q@(k}Zuyb$NhR6J
z&wRU?vaXfKxfO|_C5ipiHOLoBSif(9%6Cp%J-j2>Xk{nS+P#D@$Rv5lvCpQt3-}`m
zAg(;7vAB?_?q7aud$%<&{HVfxTLjT{lTBa3yTSI@(H!sh$v}=V?r&sy9PdU-N9WRP
z2jhbVU(ilQh=01vP1PRfK+}%C*{sf&6^<B{K3Jl+$nSn{4!`Te%PZ)EVSdYBleYZ)
z=CHk~Ku*-ksU{0@b%oEo^A}H7JdJbj<M1*qzfo=pYGHgrL#;lv{d>j@W_s88VDzh;
znciW35-aZi|G(JPqFMdfZPf_J<n(X|h5M+c6oU0T_k68(ugzxHM6?ltjgg}G1WeJ2
z-x$W!+bH6@4Upiif;u=5oy;byK1{GfS;79*xWaGlUmDxyuX;UM^xXdJBl*0YeP|IA
z_w1YGi!^s{fAHwt89ubaeU=W{hU${;RGkGDScl+phXM$gx_5A~KG#>N7Ti#5!}<uK
z$3^-=z8b`44R*hZYlRHgAgpUR0S4sxw0GE!JQW=q84Ik#7j5zmPxa8pW80*^`i(xx
z;T;Pl#fm(gP$cTn86Y~uwb=|d^2IiaFTzQdAZIiN^QWX2&@=HdJ-|I<1*;{dVmwHm
zOOJ6yso{O!n&ef@A}FYg^B&&uY2Y)Um`=Njc+%VBbrC!wkw2{6Kt*I7DRlt76Fd-a
z@6tO=jYLFwZnZv-T*$a?qk8pmoQwBKVrfl?phrqp><}#NklKmjD31y(7R5S!KWiko
z>qSIbrQc-@%ty}$uxj5YmW?H+ngG>QR)(<VRkeLre&#~B6~8iTArtnv3atUm{zgZH
zVkAz(r`Qvm!G8p<x91ai%kqa@dNI8=&c|)<{o$*N$#dSA5}pz&n>OpN1j}ix@f(<4
zJe4?g@;IkxyZzpA68?by{7yr3sw_yU_Jun>@D3Ebe8=oMZwB_WI%wnVdJ!+@EBn@6
z13SgTDX8T$xLE;c=N}FKS(iFlNgtRXTn;-O7k9DTV|WD|lz)S{<4S&AXv2G}Q$C*;
zP2e|)4uA6kmPP1deYKk8mC?60|Bwa<X_xb7f2rw@zc{sd7YX0M>kGFGW#3QVGqt+C
zcD|Xl3j2aPnRlMOUEN@HSgJa6Sk?qt)zCKq)A_T#UB;Yrr0PjU1G%PlT=4hP3E|UI
z^2k1_d7Ys*!1X@nz^Yn2{~K@ztV^3q?Cwj#)w?4)sfzS6&hOJEhGf!R9<N{O7%KlI
zzw+bBYa9RNMz~O@?>^e*d_LbM!1=9jeV~!tv>#75`&GA}bc2>E{0{rCPHZni**$JD
zqe(F$0y<!MD=sS2EpiEvJBcG`_KR_yxx=1STmS(Emtii0qz3a*{+zA{HUgU8>Jteu
zWVOUEe~1bm=fyzt7!c(=-Cg7^<Tlm36*ae!HWy&#;Byt9@WJVH)?+A@J^<Ip(V1fV
z$Md3g2>`m(3oMiqI}_l5ho3MSr9Gx!Lo)OJIhP^U8J!$i<f{HWY6vv0-q)nC1LfQ{
z|54Ar*Ge7ZK}H0V<#^lU5j;lf2nF~gAMWRaa!8c}gk`5kJ6_}}wsx*}l(PZo38IC-
z{`L{EA!YWJ<bPgg;qkt3Nu?udf2Cys4444a!WD*@6bXaQ2RMc<5D>JnInQ73JRzz_
ztJ2(Uan;Fve<qv+ioMd7pbNG&zA7)V80hZ(kZPB^!-|L9Z}uV5bE54`rl1YGI%lhJ
zn-&5^Wl?d~jw`^aXo=1WWGLm!Zy#)c(X^RGcb<yInIfusVm}M@!b0j9LW6A2orH9{
zxN0n5Gb`{t%B4j&4<B8CT6G8P-{t38$9^&Ib#iC+yp>YxbGda$a``pQ-Q}-(D1L}>
zKvejNwTvTgKjm>hlnnex&k|Wn@$6|#%G(CqF+nq-wCrGOIqzQz6C0GJXB==7$Lny+
z(v4d@U@@;WKKP63G9{z&SN57Lt6e!yFhCNB7oRR7ci-yU3SRu9u45_P+`w2$Jnj^+
zXGCNHiPwWHl-DdB{7T$Vo$n=;e~FiPw+ur2Y@4UwDw?l9Vnn&aZRw{|;hK~!a#eWO
z{hNs++4%lAg5MD-5%9(bC_AGbh1W)InW1!ajJnJlqT}U00SK^V-ZrpRxBmp^Qa?Md
zXMuRf?5wXPwNpXvsK?rNk#c{z#j4e@^evwfmO^B8hUrXte~aC3dmqe8FHySJ$cRUu
zp(<)toEJc+?Sp&&$A|0{U#K}MIGgkcHxopRg<PHJ5e5Yd3sk{{A~R<X?F;iZ@BRf2
zfpZx%gp&F-49s?*M;zONy2A#=9)jC(1i9(tdKJ-1*!N2sz=pFjG_(JncH+A8O`tJ}
znN<*GtYB%YmtE$+++Ho>dm!zsXKVC_2Iz~M_i#U-#BRw}R&}X$tkVHars^CD=Y>_@
z)ed%(z86#T_FZs}Ylqju|IJE$@1PVFd7T)VY+7@o6QVsX%_LN^9n<1|8BaUm_JL?`
zg(Ega1z_0oPP=+5$4V`MWK$44HEz$%)Fbmmp$!|jI*S-_Sp0ux05^6LFcE=Z8Ic|H
zcO3m#wuH1#Ni0We%y>-*kW@l>2@m@#{m9D;CAeYqmK~<X&&}*yhshQ_3Zn^PvJt<~
zx}Fg@y=XM}c#qmYhVyH$sCjfDWQ)0zOnt*xp}+c_icrbt^d3IqLOi8#Kcd~F>|(H$
z=D0JMBt!^pE|PHjpr`)JXeYH7?F0V~=CT=%Dp3BW)yO`5<Nd^{JH!yC)`&$(_qT~(
zeWa}gyv*Og1H4+<C-y3Jt1h4C0WO8rV2;#lhLCXORSh^0W84qK#4rfwoqXDQoyJyB
zmFx4$^gpv?@rooJhcykwoxTbMqD@z~hvG!QqPjs5qjhi@d?bbW)ct8VV5tM|+DqYu
znhlj>aWQY=Z+PwyUlrmC7R#a+q<aL@)@S$UkO4sD*DyZu+i77N-w&^83_L=`xe?gp
z=c{}E1_;A$elxfF3JIe1(uCnqTpQFipi9*AotQ_({`xTRVxT-_64^;}-u5`?aVEsX
zW9|#rzJ6-_?S%)|c1kEt7?SB_ZX-Fb$1`xoRyy_m`%FJN(c!ejz~F)`-Se)<LrpVu
zNuOVg{geDe@)p0vnT9CjTJzH^2rT9x$vM7kgi67q?&;Z&PO$h#idl?7eu|LRQu~aG
z6T118qMS_syX1O(0<P@}%7nEC>^J;q8gB|$w>(Xg1*EZ;*h;bM0LP)y<Z;!Iq)1<X
zjaoJQ7U!G0IbA500NpWFCMmK2s_$@kPco2vdh9*upnn4O_{PDm6x}1X=gIDgG;s`L
zy|ceCAA~`Fz}D?)T#!R?-yh`(WY#a0`YxOuS^_(W_5MxV3-gtyy}_f*k3Wt4?F6>%
zvNKW6EuWV5m)73alN*BUWCnQs?=S;JtL~Wzt}knDPuo(M^6nnuyhhXoG@F`ef7_jj
z_PY%Zl+utp)=ocq`tAEY9cr6vFh^6K>lFW<VaJ^=fPs9I_xCKrj(Y`I45zOrA}n+^
z7xi}x^!5agd<&VqbPLl2LUeEh=z#QptXN-;OX2P&;p*RwJ|HKB>A>0zM*f&4Cw&>t
z`$Glj`n1D-Jrncv@JJtnm=4G%gwymopGKOd$#)gmZo<FW^_Ft$Rx-ceQ(;Ju*S;pO
zke%B0Hzv4#O@ye3T4yaIw(B8E0xvi}M5+@IOL9T(I490)3(Vgyul9!-r$7qJL2CDA
zd>p}*0C(&LqvS)XisK`bk3?TKmaoC<@ntPt2b#^fd)PJxOYN}zdC^=ecZ1tKrH*4N
z81!s+VV2%tJN=!-t>S)nX>{UccCj*Aa=?OZd-(wLvy*K7nn=6I4R`Z89T(XQzsKlk
zj>q`iZ{hkn9CKOO&b918`=-vgIy-r`mvq?eB`v<n@02gQn=F69fB!sW44nv_z;W>Q
zBLd-ZhV4SZhxawU)3dQL)kBz7HZp>GHxtbs1R#;wtJr6|aGai%j1vDvxGT9;{m?h(
z>_u>(KdEyG-@o&FdbtF&V3@onH+{Sf627h_NQ}o5!hz2O=~TiE``#|5PcR5e*^m3(
zQ$+epeqb$&S`>Yoci-z0;d%(<#JJP<ARG0_qcHoTZN>C;I^6JQB$Y!)p}{WAXxa5*
zHj5X0#eVbNvK>S4*r1QpQ&N*M$I-R_cp$)F?bIL$hDoCKEI<{=(9Tk3-I{&OJN*%i
z^J2|NpWVxcdAJ=mPi5a57UwSx#Fx3-)TWh%#Op)|4lP|cg^4dtNU!}=?t0Qj=m&hP
zQBo-xj=X(h(1LvR@#?-vagSi~Sl)0Ny{H%YMi+Z1kv!Q^IwLo=;W(#kBFGrj0*a<q
znP&jZ-yt(j`{vd8;VAHGT&XUc#TB%ywxIw690HL4>KmqvAcG~gy47x$w|+XOzq@Yl
z&IgK41^{o|&+eN9gfBf<>jyAAJy1dd3r>q&EDPrincE-c%1Xjsd^N{VJInq1JX5-g
z`~N>p!$F5c9?#pL&<)8g%$XrYo3VmW6d;rlOq!7x*nmcA?h}Ytn$9}w%eJ1apTGb+
zobFDNP_LJFyVI1z8^#ZirTJr-iq*-3LMm?XfLpYhhn7fFU~+j}E}L%gM}p6>4<J%U
z^oK*T4i}l&?aZD00I5x4q7$F?(*0h6@NUo+!R=+THS3E^nO6>g6IusHQojVV_`2%!
z*MqSoc9c&kE-R}x5t~kfJceKGT&1WPQ{b_Dj2h|M6M-euPHUE0S`o4K>7?JCgOeL*
z3pZKf!2sm@$b^(evrQx$R7>*TgNZol6)MwU0=#g8%j;gf4q2E`r>uP=V}6<Ico+ES
zXJW@UwY#G-B*u{(5?l_#d*B(Ti?v?Pu?;^5>E<tCA%3zUq^!N)C-v10g_l2muNz4$
zbI35n5G~F-EW|*R5P@+7g&G`imAQVqoHHAdRWW~%!s6iRsq($LC$aJ($|s;n_YY=#
z<$iO!l3BLKs}MI8=}|h(jR#M7?;-|#y8eQUEvUJR?{G$DeiqC`fdDJ;|I(??K1_Ag
z_*Om3MB%c)TzmbB9f@^7H;hk->RE-(!k;=4IJSG9Q4xugAE(jbzMIVJ9&4T^=r6Y~
zGyZ;aZ*R)m7<z4O!(s20xIqIa-ctwX$;*J3n&a1Y(c@sj(oSXLWefY-i3FX!93tVm
z-ozJnHV-NWKh=P!0xYGGEuGd9=2?d4DbR5#1)cfL!bHF8c7WIwmwLIpDH4z#IX^#-
zLO)DsCtULMj7yPGiC^4wX)Nr5RX&is6<%n|?M~NEib()EiB(D~a_am{#Y^$mpgh6U
z1IX835o=b-yPphhF3ix1VG2JUBjz3b<uW5_KO4kCSCoN%)=lsZR3Y~;_gW2<YBvhI
z*w(5BAKp4Ayz{}sLiAs}<%Z|`S}1uCBEFSbaWQ)_l&4$<4@i)b6Vbt{!vXGdG7yfe
z2%kYD5Ti6V4Dc+Z9UE2A>$$Fm5z{%qg*;a2mh|MDNM<W6DedVOYaM9+m8ckm66?Pl
zoyV@LS{6mW2nn!FXgXmGHaT}JGA5X848Q#<bZegKlvL7H)xGD~u=iSXj^R_vyug2|
zWSZhX0~0pS`edE3K%T>=7-z!#g1lP;e4YA|TNgguRcSt-)fjdE`{B|Zz{LG)$g^K|
z!7S+qqH>d-lUw=>fRqpBwhYwbhFplKJvopIf&c(_ig}fvm&!bRHu4YlI2d}=d=vUZ
ze8Vq7Ru7@%uyd@jYw4JBZDys?uTlhTc=z)=tKG({C9IIf7_u9-QlS|DpSAiMHGBU`
z(-SX%#0asB$$zfoMGsv8;MsO#GU1ak;}anN(3Q1Q;jQz+-hRvA30hR#SJ-nd`-LZ`
zc7G~=`+3|$W(nJ`=s1__fN=KunbI^9azaC&;nM&WUArN+q%w{@uT1NPw&_bQgd0^o
zBfG`^wN>tybnb#KVp>^tRlWZqq?4+59MkPMN<$}jN2>bMSjs+)iqbF@0#Ueq03q(y
z*T?>`ys6ld>MyT1cd~gzW0<`6=cKhlulcm9YI`!Mc@5SVRIyKEj=2a@$&3$NX3t>C
z9Ea$}G||;&F7I1K>%6ijRNdA%aZg-5R#}eT_yvZ-TWG^}gI*DK`Z2qT*3k+W;(Otd
zROP|_hP_!nVJ;M*D)hbnz6F`3J9C@WWo$BE6A&I<*-6$whE$SJ?qgcKg-em<Ko#yq
zSk>@RAOE~BB_<2p`XjCnN`b8MBqxSwL5RM<o9*!{qwfmn^%7gDruck60(?}g?iFiO
z=IkHT?;dh$+1_8}L>}5e%)P9>gZJ@1`{eny6veCt-1D^SiEl(YFa3R8yAZ~QA%NzF
z2-Zqc7GA~mCvvUfgy2DeWl9%n=Hu{5acUBmv?rBwh6sjmq>k39Z+A>Y5Xma)jo<Ir
zJqnDVqN$?>`S<1MWEE`KV3n1TxF@^blZyJpOlfz($B=IR{(hmI0qfqxOQ|P9SZqky
z%nC#kVBoHA#xkSg1_kQdVq?Bq?bgD9#!$^k;BGBtB_E4YNxB<G?9{`hoXXSj$Q~JP
zGxgT<H1Y$#WE48lXFU(`GrPr!Vz9@LaQ*I5p!p419jkhB_E)~&^5$d}6TyN6eS?4P
zBy!!g{w0n@bnc6w=<n}q#a7E-_?v)Kapk16^^)tcYzvZBJ~>qOB+S*v^ePjfO@^Va
z*rx`~mvE{+R3Mf|=g@S&!WXtx+?tn(Dv8)FjCnjhn6S9+DMV!(%I$GB4~*Ewa9hAh
z?|%Eu^F)kseKJ2HTRgnA<G%3SbWP+O>c^c6TL%-?Ci##BXMzG$J*XBLl8}jj!*@ba
z=DAzFX3ns@8oYh)^VucNj{{1ApIv(X^(gIsSUeoT=NQR`z%dX2x9ehf5RL$jN)gyi
z=YvJ8LsEdG-yOZGF|ma+g}FM^{$oK7#Sd|vW!Cq37}14;g9jkFk_D0XvU1~Rs$NM}
zGZI*S(7+q_+q!kNBcaNCXxo@Dc-2(y!%;Dyo$!RYewTuAE(z)Z#&;nM#0OdZDr#K=
z`e;*}AerruZ6fFQd)-2-Ji{ulRD-O>`s$I*%+=T7^*$xC%%ooP-ZQ)&<LhvX385hF
zzgblp);y6BdbLV;!@$g~Qs*T<={o^ox9&S`nAc67Sd{Wsj}s!eSZx`x3DYvSbi3zt
zU5}u9#5elpa<Y|2m*Km4O$m#6p1BwVb+w`I)5Z>lzFb>cA4j67$~WHPmHWQ6#B<)b
z<c5LY_i`qCpu3~>cyWmJZqXe!Tu65Y8c8A*w%_7jh?t;pr~4H>2hD#6Q(#<W^t^Y6
zt77ekae5xu+e0(bT~|{4=b*N{IA!~IZJOY+zqe;ouZSrWj_SOsx<!tRflR?MI!j1^
z1X4O`0N|bWo%cjtQyU&b_@0##a@sC9h53O!d=Kn^l1!8}O~{LzlKA4A=||U3ZeMyW
zo@2lw*xm428-X=GW59&n{0dnGe|cH;>WUJQX`-F?4`YUR_4?p@?H9G*`teabK~@fj
zrk^D6yv$$g?rk6Uk~cZa$&2yhO5RO=hBJ!1{@VQwfUJI+O5%oJI(XZk_24*939o$3
zql})lZo~Lc$kv}D1k3XJ9)S`oHsiug&VYa=CbJ(-K4PH_a1De?y6>{-F9VT%g80b#
z8xao1$*13Vg(*~ex~u&B3FV@FX@Gat5q;U|Qzgtd=*<LkX&9D4V*8u^x^V2-!P3mz
zLHONY4l{-P?|uht>(0~J{rC9jFB8f!{gnNLaQQCn=_<#`8FIa3<9t+P&~Lll&nO*4
z1T}oNY`3H18iRsl?y~)_dDHJ}rW_O&TYW89Z96rD=X^R?-1EmSdlqWFK|FSzld|>?
zB@`U``FlL}2Lf>%<3ZntpGc1ubTxr=>~Nt&XwlR$)P`CE9K`a32!)NGZRBnfdc0J9
z0781_hN*n(Kbjp(QIxm)4c67n()yUEuLmx3y(Gg83rU})iy(lV2bED4^OrKnkq3nZ
z`1oOY-1be=5w(fJ9z@aKOp3nIkVDbH1G>{>?MOa7XpXucpeU6{-RneW^gB*Ps&N`^
zJO(f#%;_?4s$DwGwD3eW>!xAdH9Fx5^fs%n@4)}vBm5$*`oqVhUmkAm?CFE&_dBw!
zPvOMlG}!)h<6X<wcTwclOw{|XM?=T>5UOTy=3CZsVtuV*QfUZ1t1P!xPgNK&0-lBr
z(Vb0%XQI2%@+-PIuPY$JuOD|CAY-R5AI96V59G^=RlT_2u+7x%!ft>WkmVatk7NC6
zU5^d2IP<Vod9ur;50VSU=BJ8qvNWOm$KFSg7#V1qp{Q#gkX4WD$TcL)yUgd5AErhc
zk{<(3(YHE6({5LVa(a$k_tGp9FEj3ecBpJ!XMH7#@ysJ|$nMf=c5lE4W{=hwr>~4o
zcuU>!L&fDMRc?9m9#}QP+o!z<J<mz!4IQA5uy%NY$l@PzQB@5**vc?mc(&>QGdPoj
zF}X@JeYoO?uoa@bm?DFec({)CBNnYna!;Q4D!{#RPtG&*KF|7+tytRQzIcd#JHRoZ
z1*G+q;~*`%6gR~zGS~(K*K5{22A|~ypzq@6x1z_Q<td(T#{#;~5|L2#3|YXM7wMBn
zI$K>xFc6nzD<653e`6vu)LSXF+=cv3C7^Y?O+MmQMs1ZQF5W?$Kkv<0mo70B?t3B~
zv`)Q-;f`C|Beu{g^?lJ76mBe=dhN=`45wpRD-Nhxxc~n%dcv!?k3o@LR?kXdx;fX2
z{cvy_+z~9%BqjuqXh2dZeY32t{ZuvG1dNxKc4Mi;(5g?PI+c|f-fh2D7~SfS=Fq4o
z7s+UHyiTqv^*4B8jrG!eb~RRMwMEMN)wmtkt#0V3W`b!BC3C%l>i^i%!uW=D``BN>
zFZ0P?@WB+G5<dHSsC_{i$UyI+6Dyx;?D<(;-vins9A%rzlqvu>Ye-H_d2>$!f*}+@
zV)sN0y{Ew1-pE0rEvE`}i`ZB^Ug3!3&Dr1ONw(vww&2v2si!v1G;IZYQu(xBgE8%)
zOpJGNxn|mZ;P;>*3YUXa=MH#yemM#5Zi8P@D1!W+rpNSDTs2Ke?DgS?qxe3H=f#4O
zP+XefiI~m)ysfQYQ<Ua<>-U4L@?Ic*(o;qXTDyvFaV67a1c0~y0C^YyK*gEQ-%V4q
zy{>cw7AuGM-QDr>n{%sxXWsY->pS^#Z1jQIslA)Mo%rzsgn;D>WeU8Tc(+ISJ2fE7
zYxmn(%5I4b`G$8piSxevI7R9cirFE#@H`zVaV&5jRz3Y)k^QAm;chGGRukAQB?t3}
zWPh0x7Q}`kpI62Ji1vPyC=obQ1qMgSmX_AE<gj=)76Z@C6wuoK9>qFZdD(E=pH}*1
z>cu<$>B9orty0(Sp{37D*wcwmF5*R^@4lOFi7LtmfJqk_X|Ibiz;GlqO0d8cvJoQQ
z@)01vK991<aO1sKqg21b@SELDgzuHI@3d1>M*_*Z->uW83qK;1rnv6ZKaVSlH<ft7
zQUm9bZO2AdEt~H!P8@302}XE)7WZK)pR)xu;2Kf+$DAYX3e+C(BpOE&S39uIF^~hB
zF~8F9cihF19Nlg&3>Ma#)S+rP!i$o54!GxWb{k^+2BNcXFmaCkDUPCt+}akBT;T$L
z*}_HU3;&k6zv^@#t!b8R-m-`bw-t6tqDE&8*B!9M{cR@`!*FXct8Csd7g^_9#~=%1
z)pz6jzCALG0mY-q?PLd9!Tbk=pZVc6HOHL(>^lz%(SgWE1uXFdWKjLKDWuEUnql;7
zAqCEO8^rh<!U<-@y>xOM+6laF7~8+$AkdfnF`1CJJDkGsShHeLQ^|+xj_2uEnz9_e
zF<CPap8(@ik?5?l19D1-+u?fBBJz5y(ByVxV_aT{-PA`A3iXb;|G*?fBrB=pW4Afj
z^Dc%0PM?N17X0B}`iM>3eS^3g)2|jU@apy>C}G&bj!@UcCu#rAXUL|1fsc@nXSau&
zPd8+Ew<JTd4RB-wO1$5Uw{}mGQrRz+9^M3P?~KDw%27jsdLiaJ@7G`{(@~}=?!IzP
z<7bsliD_{vc@R$-G$<QJhi|HTM$qaG`wVMC|96(*#691kAg~G8)LyWAv{Z8)w)S?P
zxkuEH^GEBu;6k!HN=^K$eEU|(K>@C?<?;^?@=x^GpSoKFPfK{8`TlV#wc~bM<ctuX
zY3ItLqfPtZ{^@L_m#bR2@1{Kjz{s-r+&Uwl<fIM_)I9hL%MO~aROPI@A(f$_mN+FI
zp)Wa|&1jJz)gZqprygD&<!plW`3l*KMImY}-{&1&=zqhPYbtmdFj%`IT6tFY<v!BR
z6P1BMbK-Ecrgi0hFs>*Krs#nOL_Br5H{~wOwTo}oU(L)Jt&Gl&wsFCTGCUxdTk1dn
z%R9hvQ!cbChbCzu!MK3`cL#mgbp-v0l9UG4J}aIcY<0RjS$|b=?-uF83bxCyg=<a3
z{F(R;*~jwL4gm<HQXO@Fmy^Y;AS%ujc^1{a+SGn}W5jaPs!hI%xoY~*L4yM51{GS<
zq^9BoQxEp#xt)6FIqv1XKAYLl2`i~zo5SAQ>)5-d9Q4fw4-A$}t521;BS_?(F1?7{
zxkuDAdC&Xn{aYQdI+}(z{*sj&haM7kmK{9n&f1^*Db8Y^jOohrGDF`5j#Tg5tcoNw
zE<B~^piIo?R;-Jc^tP{yiI}K8YEVX;rvp&uptT><{Yj9aN))@J|K(xUL^f^RVHGJP
zlV~;!%1Q47y3cL4uG(qFfpB}#Vf#La<L}&@BngIP>8W0u<ZHdvQr~|L%(p65$J|UP
zTok!W#~ronG&+6Qc(hwbbb*nVy2$Do`9w#Fm{7j6In}hLm*;v7z((!_`Cg_I$A-GG
zz&$b)1<g|f0H6^iyo+}?Y84J|Nb3O<p?BynXIp+)CYW`<6#T7fr$jMj$`fZN)BGYA
z2o6~JnSY)gG>P{g58v1F<0o>Ag?X&N4wKctBOEAw<-28D(pjmppG0>Ycz?o4xSq+(
zqj+ZLSF?944f~~BFR^udC#rlr*{2%pnz^6V8eiKtJy;i<YCl1LwD5Dy74|bc%pc8=
zU$#?rF)sI>zfqWqbY}v`*xHa7c|~Do-i+NR3u0*~>T|PRp4?Hu7#9B*u)N*)#2UA|
zTHuBf+jaoHxPzdFUn}~mQMf$&P;Q45wz2JSvQ$=jf1>0(2p{hpJT4)=NDtf;k9MLY
z_$*IO^ZQbISg&8}EUabCJBaZ6ZhzF<@v&ORPzc=LOEfonM(f|9pM3RRw$q@mg9|+q
z|9S4OCClyJ(B%deY$Hc69MB)pg%s+pA6=$Lbpq_Rw0^&YQNxNDF*QF0d;f82DChhL
zeIO+1xy_jeg5o|K#2L|Z-Wx*@y`P=rq0IhK(<nmrzh~wl1^H<@9Y5oI-&LwV4Bz$S
z($$H~(6kXzdm8q*@#@$E3B#+80czxxj_Z8q1RQfs{XElo#Z=@FL8wwumV(8y9puIX
zW{mA;PdaQST!o?fxzQi>NY_uA5e&0_LBrfwKj?WbB2A#X<jg+5Ja_o+zn)7~UhDU%
z?Y82vJjJUaW$Nf1-#hdo^@}^XTrH~SLDU%m`NsHml>l*IOfm9j!2>aH?7hn*f4UW%
zP7=874w%MyijidW8T2?*-3@>EUqvKG5<cfR_Dk9&5t!z(f_h~R?(OJZTz`kL9mDn#
zEB99;Du^;7<9AZsaeL4oKHD7>HG~PPz;>Ahr|@cyWyAntWPkY)FnQDwkcSpAO#EGO
zbI#InKV_H>h8;F@znBPE!f~xo8C9gq`-s2jL4PG#cYud`dX(g|f}8nTulYWLI+TxN
zOZLeEPZRY;%To$F#Ynacek3wJBBjQbJ(+|&h46O`zgu}57o*RlZ1>xVI|a&9Hhl-7
zKK9=jACz|<cVrE+h<&p`&FtZnYk62~>}<ShC>9X6V7+@ni*HzXa9pj<^m4)WGT)a&
zdP0E(J|e2VXPG)J%6S)N*ITF95vVognZnY#^-5h-A2~(x@`!wZL7;bj2UElUVNq<T
zD_#B?w8=&aq>5oz-hi&F4wpu?gzxuoHR|8~(DgIcw2~7=J{7ibRFzz5%<$Py)^SUs
z?act$_eYoUDOIxdN$yS~Ek|XDbS%hOq$^Vg13llGewqiV>MiVm&T{oeX&&+tzA8?R
zUvD^;o_Bu>c_r;$F4|7WP7^*psVF>yOtjC(?Oe<9)zQz&!_ma{;d%!B!_r}i!uS#E
zfb#YamLgi3;!^wXL2@$e0k<%-?SA$r_1|L}MitOjt_yomo?bLkCVrFMB*R{`rIYgA
z8!#1yyEp8^qY#US>Z%bI`F5r$d%q_c>5Cnq0y4+0^LIdWRV#)_-P&VLKJ+_04_<bI
z6rF_2d<`g{ti-=V1{vfN*b;N+#jfTWa*4y5vVWNTYa-v2h84BNq0?<bvA5fk6~4TI
zK*jZ^XsOJv;Bd=fr0zde|3<@<i%X8y%?n3a{`pL|yy+c%4Iny~9KZJRolFONy30NY
z&Z#ThXlkMi^QPbczp*E$@>2KJj>)&xVM~tB<ecr^_l8jo+eXeL35ncJgL3*Dp7w=n
z!RHU@{=f|Yu1ugdM$RMgK_<`ApC*wD(T~nt<7Y#17fZmo);~s!w{H~ce7Np1?%~Zq
z1=H7opmmw@MeE{s4OS>fHz*O@jv_dET|BDXsu;tp34HOAEoy3?f>09v(9F89y+o-3
z+Wgtp%ys2F22CA;>1%bH^ds4ks2<_E6R?J*T&IYfcvIL#9k>}C@e{5!rcrvSS~;KH
zE2POEUmhIk%-gs5BiV7QW<;1A(YNDQF`h&G9xlz2{~qE)BITTckW5FC%#VWNF+(hn
z66HP5yo)7w>s~nmgcpNO`?GNW|CiuUpUc-W)cuk%Q526xA;8lDI?(-ry3?*(yzY%m
zb~&=21Hpp(7ig1spyCGj>Ils#Bm9IB$IPGu6iLiY-VsAJFFFIvvzHgLJP6U99-lyn
zoabV@M@OT|hxB?Unll{e-*Y&w-p|-jdkgjFwoh%f9z=V9t@wO#fl~~R!omTyFjJ<d
zHN&~F;8Agq4=&De;ei5zWq=c?oO^^P3L+l#6hiCbgdy@3!+b9BP-RXr1c#r%mQ)Am
znm5mVO#odk2)RcSTb+A%n4XZ)W!4w4p3b%o`fM*raLY)irnABF75l~E&~6S8pWAea
z$=SVr@h8+3)=aHDp4Eis#ju+k<|Sc?s4aLO(y->*k=}kk>V~EiYtqC4FOo*uQ3OAo
zYkpj=0zqd#zkuH}*AMioT5%QJM~Mcy_j@Cg7jd!Hlb+zibUIx8nd0^H43(w*0aRT6
zD{E?nfkX=W*xrvd{iB>}o}2kNL?*pBe*2qWgqDJj_6L%l4D;@Dxt-SJ8-LRKn|-jt
ziVljOrR)t3qX(@!yVvf%8bFK(*8pYXgj<J6+xy8SMI0U19FSOdU%PPZtACv1;5Bc|
zN4pn?hNQxgptat|{Ud6bmwAQvDA<!c$o@Q2KP%uKp#3s6qP;45yd1G!A(-7lBw@(D
zzicqxuwI#~YCh{`D_!Kgg0b549-&r_z3ROoMFHUz0pd+HKh=-De8mw-MF2j^#f*$^
zZ7y>O3Y8{|pGpf*S+t%RzK+IM+HpF=WP_=u&EO|*?6aL69@uAbPc>FCyWM%oF?fkH
z_W1@u;*o%Te#|o>oKbK7?O|xf9g;mnIfZ^Y=Y4DEb$7|UUlB&C^{jY4aZ4%R$|Kh^
zN0oY6=JCLZp~w1gX3$k`3N+?@`uPXtYl+{?RjDb$@%sAmg$38?Jmm9P|7fSIKZmu_
zB-!nr@a7WXogOLAaM0@p5HW&Ynj(zmU|g&e5y9QiX-e>M@IhMlbnx1|hooi0S8&(u
zxt|(`or{A9{CF}0c~>ADy~g<FeB$q;!;OW9F`%0ox4*`R;IA{tvL{5Tj|ttKzTLhe
z4fGeVN~}C&>T~tTHR>^zECw7UQ||jTKeIoX{Z6d>dQ=eY&>(pcx4PQ#`lLU=PN*>=
z-VaCOI*D!il0<L#`MxLYPIebhGVyi|@0yVkf+AAz`JROv2j%mje#b?5Du{2}Jypl9
zrgU0QHX|@&Q9tOoFxB;N{b&~MkGm`G!PQ<&MzH3qmxckc+6(%$(2pu^>eqp?Mf?+C
zphNzq%=bCz1`Yo{+%bL$0Gr3WR02|<yFR0122(avzliC~#<%U8-|vyh3k{g@Eo^iW
zpSBa6v!3~e@a$1^rL~h?IgRU|y0l;EEydQSWZ11qpCODw3y+rK{wCS}{V>9g{Z>gU
z>Ty@59{JvB?6>~l4S{siUf-*a*5gpXzM(g!v%j)ilp&9g!>&Li7&b=g@j<@P`kjP>
zKtFbG=YW|P2+upPsudu~h4?sQMrGV*C|ll#w#Hj4+3V5uCvF=Ooa^Ok<<f7UcEy_Z
zcY-6?mbg^h4OA39Mj1L1MMcY`vL)~c^}ON!W$3$v?kCz`Uf%T#8uAN%Pv4VdoPgz;
zT^8FcLEd3GZxZ3}!O+obK>pJ>!$^gGQ}<p1Q4xyT*-9(>8S?MctfLCSUil`FUn0O4
zyLfk0=v?gxqdRIhHsa&g@A>0#6uO@QtUVmYfYXZn9uTu^$}>V6N-cHk&%Pq>uzIJd
zA0esAvU$&FfgP15WrjE#r8k=7c%LbO{Ii_~&pwTiPUw$ZEg`WL>?+o_?!}cFlI+xk
zDz2x!NlFNM@#V7PK}nn0i?BAiqH%X*hp@}ZdGERTz4W~}uh2TcH=)FqQ}3K2u(uc4
zc4X6X=E-Zb!nM1yFG11Y2S@Am>*y}n9NqR`=H-Ey;~sd7L-M=@tW33A=ckv2P9ed8
z&a9EOgWyl*I4qPDKaSyHGMi1D9l=4JT|8MrxX;}v=*}4VHLE(`a%tb+wKuq2w-2^=
zQMm+deu=}0%QfkAf4xkls!zA>;dj%Eo-bGr_5E@@dS1Nm$)_oOn*8AFI8fyX?HFRu
zOR_am{uefS9_}AJOxgq7#WQen)Z9Ha&rfvXW!{guQ3~GjQTpoe@JlD$zYb30bBDVF
zH**F5XMan>ivj5SUgu}$?7vGV=%Y12aN9CDhs1H7^^C5YpT}D0KC{=S8~yQ7-DH?2
zJ2V!LqR(I*krG9-1JaQ9R}PT+1SpU8@s`E1vC}7m#)A+g>B88%>_RM9B926N#TkK6
z2pcz%X*h`9??t!EBR$vi#kt&Z{c2|-aAJOF^oeYwNjrR)`eoEZ%-Yx40h9L&)XA5C
z9n*}*R&sucr`}>;%{Sasi!;dnR#=6TE3emnukQ~sA%Uo~9l<|;bZz~;_x!?f8M;Gb
z-^;arbW>{<Yx~NBRA7tj@_xM>&wkeUAh}{R3~JLFLA|q|Um_sTYHjh~%j$X+1?!Cx
z+8WfK;eFt7LJbqb*F9odzl+@2JQU-D9z$G){K3yf@{a@jX>FE)*k5TOj*iFgc6vce
zPwAwu5gKsX9wVzV1;&*;Py4sy#2&>>SE0RRUbZ|OqjTu;;PXu);YQ5U$>XAL7Awgb
zKzi~%`?EhDzp_Cny<tpQaFOfDXDypOhjz3|N5O$!gl@SPUXibNiFbud8Qwk^g3=w%
z(T=e{yCY9cE-AC!$mXT(I8`=Q%=g(s@)~IRD~Q}@dIoLl*Z|M<_*GcqCSQ*%X(kPK
zCUM|HTA{}xi&o(idB98`g%2X=@8OC5cBTNV2_06Co?E)-_0i#M{H+Jeuo;%12L#2{
zCqdeaH@(=;!s~3t+5KU6`xr7JCwF)tS62AZILO{YzvKywXCTvjXuXNr7CWoqS@<bw
zw!yk-IvIdfi96Tsev?BaO$c+uA-=G(lhTF{_S$|Yp%+<LQ_JPjW)}eCQLSfW=eL*a
zQ5xzS81={St3oTF+^)(VUBP$ZUEz#yXrZ1sIpWuOWQAhS9T=eo47=Xw;UMqm19j5h
zUvbYADYV&crMB@GAo{&Hu+b=a%Pys&vyGvdvRdb9Gr#sW0H7aR`XPGx0fp-DMS%l3
z+z*cZGjBHpZ!6;~kEC%W50iR*y({l@y+a0SPld0j*s1jb()aHSIYO1WPi=n4c1opf
zJ);P-bm}5D`~mr6s?VZIpOTL!nHL>_hC+7P7=bTc4pVV_zc3x}&mhsP?E+mW5gNPR
z6lwm8@O*hB(`zF`BAhNcn?3}T5awTmtmZC{r1i$u4A%QxSo%LkWf?4TNiMtG4iA#R
zlLyIvOuiu%ub#nt(+*=c9UOJQJ$6TOTsZ-=vDIwy4u6rqoZtQKf+JpjnjL2c*Ea@+
zhIXB%`9!}{=5x$1x1BWMG4onknmVdO`C29K-YGwU<<&#-iU(1?PPGBUL#gUp4^5(B
zVXqbx>mBNczU|~tHr@b<>SXvZ7dpT;Gs-2Faj!c6GJdpk;F7B@C)VvApRlz_E{2oy
zR{52Hs5h0QjPcRk(Rwj4k8~Db-MsE7NyE!uN3Y7i*KnH77Z8u8dGs&zdqbo~J`o<q
zzQtIRy$lXM<L+NJ>Kd2r*6SrVD&8zd7I---ZZSNk;XA6KVN!pbix_@SXYHZFMhOE=
z-MW#?9c&+s4w%$HYog7!5_~H_gWaDZSGf)eP=^)Q*rol{C3p$nw^O&;$jKba=eC*>
z#)*&GZ7q*at-#{{QrxLlMc&G${l=zrt`#*qImhuyZQ0|Xp^Niv>pws9On|FpaVC9w
z^WPSezJ0NDuJRqB@39foo=VZ~+Xr+?<25^rB{@1y9ztsnSg5(y1c>K9LE?GAbq<hb
zzG0pFtW;>$m+k41!>6HDn6o$`wU0S5+x4<B>MDC@0JK!LEKQEuY)Gqk=vLe>QFyKj
zB2sv4w&~%@{xj{vn>C;W)!NocZ|v6|+W<X)c<_pk+<n*f-1Dv=MQ5~Rnf|Jgu5o^~
zr;H9@8@Z8V=brNx?v?_NM~fRPPB8;Sq2vga=`g+gDgcis09p4P=Gz?MC}ye`tbQ+i
zQsZ;Ss&DpS0mV!y8lMn*7Br~@T&BzAH8PL|!`r;P*0akZsJ&M|j7D+xQ~i$RP93b~
z4LTNM&ba^oyL+($c}HZ~zFS-7O69(8f<$^Y%J0CK>*HFx<nG?Zrmk&=d}O>29Z_>U
z0(Whx2R5+|F%xUIIC8whUFq}dNF}cFdhrD@oZ~yZ?9qL$`n5f-rqxsC-PQ>UUu2c6
zgkW&)_R2p148SGQz6_mo7JT-@=x>Y9TSex&<t&uwh2K_udXy7=*o)tk-p<#9K<<8f
z8I{4PhBwhr<TUdTzfMWC#q<0Gmt+*JSM?<sXN?bF);j~->A+I5I|LHwUpBgpFSn2<
z!0c)ldLQ*$14C8TK>ZhhOTQpJzJRK=wLtt$&Otui4vx;qIs`8R^RDFIZIAmvj2U{d
z7|fd6$}bxZ_Q!nlbUgG1-nLiTQ4sr`5s>C>7<cYJnUiCb)NeZo^GXq~G3^boRyHjy
z@m7Y%efHil9(bqYaMwlru}voK^j?Zr1-4KIU1VhUIw%ElMaa>b!X6yO%Q8ibs#cYg
zBts~J)r?79@6A{4h5iHX(gPxLkqEWMNsTK*%<<~Ac_2Egy&KOM<8ciO8$$I30yUG~
z9(k{9zxhBO6l;C+cj*b!t8`f+k{4e`za7$C^o2RyChGCJ1R(0JOW(XHQxw8$cgW~6
zlqt^CkI!0r_@KF-ldt}Ue!856Pe<oeAw@L%T<JX+R4C@P%XpVwTzqa<<rJZu42=96
zY`F(Et#*AS3#4QBD<bU=a#JJgbC!2QZ)Z39LTupQr%^|I&YdeAy|{YYQW<nCvPZoG
zN^vnch!TE7@7ETgWFx8~W?~5V&`dI?F@f|zl;7Sv5S+H7I$PMS{bS_b!mmj#)N8)H
z782+`YI-S$Ub|GOIi`pHCW+vxugf!(WZhvI4`5O9YhuR1uWoL3Z&Y6*<GfGLT7r_w
zv+0k2>4B5A?QPmsYvfF{@8fcho}5apbE2zk#5dOb-ckzU_{m43Dp45bo%LnU;1|dO
zPS!svzL~-d+i0pO;FG`CKY0`Uef-edy?#7*nPZUA#*+bCH>&HOYWmDBu~65~w-Q}n
zw|%{X1|UF?WB0AGfPcmG`S@|*!D-yaeeB1;Lj(czcg;FUh%xPA#!`x}M;*LhO2eQS
z>F$bt9B!<;Oq0gfcaGR6cDQ@@zUQW$tICTL8MahYRSCGwp9|>MIwLha=Y7@Yd43ok
zp~GJ7^n_7p<cRn%Ub&%0is27d9|_V#(XhvJkKO&`A-|)GAQT`~dA{!xlr-?qHeQr*
zP0ZJq6Kw-kVipDhU!}msiX~T5-{Ot>xQ<2D+~|40Pm218Vsdv-7NmZmW4$?1P#<1;
zq|FU_#(c$3bo9Bte&>@dUGW7K)7QZ|i7%7i<V#S&P~gd4b4<+Xh`HK#`Uu|?3bJL#
z7IO(0JXyF8WyjTOx5PbS9~DNg8BPg>8l0G<m-_i6V{Z)_`h`9zmAncihDkTNjG;9q
zNb><~RO9#!W`Zb;Zh4{}nEWB0G<rLsp=p;ieH@Bse#;jx_Y?PZyueobUI&?-tCf2a
z^Q{O^j`&nSo4<>;_LLR3OIv@hKq;9<;~wX~IqM|O{PGvuru|?;uwm<8?(>N0K5}5&
zKtQ3gxvYw(7wXFhs0?7K?iT;)h&MX}a7#+#rx=)D=ez|{`J998I2^S_0%8`edIpoX
z9zWXjMHjC<(FEuIWp%$_njzhL?cOJRDg9)*<dOV!)s)Y;t<RF&9^1`$a*Pz?lI>vk
zEHuwcoF4LtbbhZr4YK@E5Ov=;DoYCwmtMKwgYP$EB^QYS3jNXz2#gL%e&XMpaCY9$
z!&j%HpMDlayg;y-e)X&rakeH+cD1~opU{1X=U-BLP4XTas3UF5@5%o9{;S{ZDnIZh
z^v-GA8Yu96rq@ObZzL*(ADpEM^V;o&A%X-Mnb7FXyWf0`>q@*I;s6dbP}Heb3W$6y
z!w(^XLit)s4reQds+RR0rr(<Z0hP5V=5tb^+hVl?hit@EqATzPe2VNV)_q^q<ls*4
zk4ph4cYs=La&^%-P*HUFoLz<+pChk*h?6Zg{Lyt;8iGkzN&r0@Aj!#I!@$M!$J>_I
z>pKV*N1&tv*joTV8u{diy*cvWu>O{hp}4=V8Ivw<Q^)d?wpWfIXytO`Dmj?t^}HtA
zUEkBSB7YhLva@%Yg*foY6U&k9X~7M^@V$$vCvQx)Sa|8@0F139ex5EafT*D~e+2Zr
z#zyNUNBvEk@hfDVed7fbAf^bQ+I8OwHExhk`S<py^$7uzGmkZ^KE5Tz{#bu#J4BE5
z%cqZD$QzZy;{+L(585+5Wc;*Kgv$xUiJ1h#`?M5WX{P@8i7Z<Vvf{Tqf8uk9!qV3G
z`ls-p7}}Pa+H@>jd;<jrk}V?0N$w|ycR0#R0y_J|m&nZAL!u~(nzbf6xHBpAKVKL)
z{$@_60zba}b|vD2zGz3~nfhuR_!191Ykw^}^iWSBot=g&3d{AvXc&2#=JeE5XPZ6}
zPgEN(REMAQ6fy{)G3+f-j<Q_|sf+=`l6P`&4&E|1_tTq%XUGT`lEX7$I@t-G+uJd*
zO3;b-72vkoN}`ejE?%c%_HQ3c`1GK`?sk{h_{hq7Ikw*2!~LHyZOsW%>fJ%8OpvUV
z_tK>{Q)0U~)_uFRKeG{x_gzSsNM*IaJ><rD`_235=JVdVop;skVs?i7<j>OR(t@r-
z(lcqNx5yY*TaZx$fv-Us3Dy5B+tDNTs&IE6-C#eOrtt9cevnu;jMi<egbMf@Of2Ks
zHOY3jyIn3nYtX&{E^7+)z1<~=i^MyhvzYg@_<WqLF{bI8*NkoQ`Lbiur<SsheMGm8
z95xp%3cDIR{&*_Zhuh;tUohWclkn8B39_1@t5%{q0E`xGf(u_lW<J#R|FBR4Y1ggc
z`TVbkUre#~xFb=3gh>N@D!T4`+MOG63r|!Q7Sg2nM-@HThiORgvRiYRc4%b$gfvRI
z^0s8))+KWu2e7uM?k0`{C$nI`9t~Rws*&io8|myON2jdjMRXM!;1aqR)s-cmy$r<d
zqj)a!_PK#zr5(Jd5*;Bl9lLQVwoiC#&_%^__(Su6l|qdBVP;m9r`Pg1XX~|Y7~xjb
z%#u`Z^lT&4{zC#>P)~cbF_rFiU!M57{4M9BS`!p$e}5VnwMr3m0}03<@43}`+QT<$
zk;bpxlNFUeEAvmFbR5ss@q8x33Qz1PAE`b%A%A}fjE^h)oZHJq+eFq46>Vq7JU=4j
zTJw8xB5x~0FSs=f^CrsQ@O2gLEv7&TY!i1GoJ+B*x|6S)8>P);bdNoJM@G-r?ymch
zb3VZ&L&f@OJ>bxD|J<@*yK<vci+NP4($R5J6Qtusj3jDrXu^u2{CyJSmQ)VvyKn;`
z*q=kQr?E}8xColPC#vgVqiw*a!+F1O&#`aq#b8;JR4#>4z)WUd<i3(sbbF*Uj5$*o
zqKuBwK|kMyo<P?vre9(ycPe%g0*c@9wsW=u;TF^)ZGuv$04m^vtHx(tjCR;N{E+Z0
z?!kTke0IcZlUwuYY27LO`L8&(vDSe5+4=1b(OJA){8yjLfItV+?|wxq#b-MgzdE)-
zi}m5$4hyDpsEh)$K2v*c8OkiKC-;iFy!5Lk{k*Z9!S5g@?8)^>+|$lq+}AhZ&O010
zKlzV^2nFhPe2SQ@67oj}YUInQrvrfu%MK^*6zbE*E+<M8Mltb*t-gu!x?^K;dJp{`
zYpbAEWky)8D;0nJBgXb*6P}q|H%W3FuLbRMJMFA*Q8aymGedK^Ov}~le!eIV#eE4{
z@-V@MiJVo@elNy3eO`t3bS5}^zD)Zg^}C*<PO=QN2n^ec^TD7$QD08~3!w&<U+gH|
zT>YZMiH-X7`+j<WDTbEUWoP^PcX&CQn*toP>(z)7rz;;FbbJf1;QaT}NiQxqQKR*8
zml=>%YSA&MjoOGQCPdykyvM53F{llIyxI!QM&|l4c?5S^<u8ffPG6E9k5`&HZsb>6
zJo8$*UxUb?a#IsT#@rbEqphs#-|uFm-}$}_RB5=Nai2!>_l-xY?!@>ydJfF5&DZ~?
z=k*4Tf%4deg%!(dpb*2Ixz<mSK^=P*ul<k7p)$X{T|9%CCh+EAiIJy?fw7B=>XQ`&
z;Z726;g0E61nnPjX^4&2Gk>FSD5Aj&OZE3fGFzW0>0(XtntEP)JlwR-bG`im_y7Me
zDWC+Pq3o*QNNGZX+FIwWuq=fug-g&f%ST2}sLIfyXNTgL^OEe3qf|yd=z6zFhKQ+S
z?ARA8g~xT!1zp7l>w8e{h{R$n$S;G!hY0IM`XOJU>{PdNomR~KDarTeUB1h0I1R6&
zc+W!x>^p-EzOp_~6Y{;HaOo3wI7rXcscpwax_eV}dt%a$Z>gIjef*WZ5GKR3F78}T
z^RZp$8&}f75&P1#SVue06Y?6i^A_jhIe!7<n7<foNNZzs=#_l79~}1)z5cYTA;GYG
zs^h$!a&w&D#m;@urfw#fr0ADR6~y=GyW+%a*G+|{`9p>qaLyRg&y1OXq!mZ=wRAaQ
zcbiW)f6`gaF&Tnq0Q~0Z@SvS!tdk$woAd<;0fW6cyh1q8;#XJm#Qp-Zr!R{9C0Ygp
zy(@aZ@5XTVy<84GORgSIU5`oL*8)E!aUEMhotXK)N!)MtC^F`T;M>zFGrqkJ$o9Sr
zMf}qHo$K8!O^Rc}Ev(1qROHy*nK7D?N4KZS`sHD4wCn{t=<W3Oow)ZsEXeOOFL{4U
zhK;?UYH`Jj>Qvy2ClZ)TvdoEZ#N@fJs9t)1K{YWT;JA{vmTTUAkbfcZK$_TNCr?@)
z7i-Fz8b~joL1|Abv)%k2zvVHW%8+#h8`n#U)p>854wJR3T;CbqZbm)vFD>6gSD%xM
zOaRUym(#I=mqczk<{^a8T12<Cl+TX@7)bHKU|J{~xo7X*Z5$;kE$@$~yMDg*yW*PJ
zd1z!0CH~zto6ZB?c{h&?8w15WU*z_e5|&>=LIS(Z-f<V=^Ah8M8@uT8hPlFm-~?Fb
zY=Uzv=dU7R{4gB$*d)TTj{R{!;?u1}&fc>a6Pk#A<0T&-cjXz7Z}B9BMwuWEL?&(M
zw}G)J5*{x^ovLE5jg^lIyvWz|BVMmTr(B<(Q}vCwlz8v+0ZV$xLhm5wmj?O->{;)r
z%U{;@%<aV{rEPb4?XEdNGsdDlDphd3)_;o7B1*aoJ;?qs&%!aV4B?PqD)%huqwij>
z=a&IxwcD965*Kabl{6F&Lw|Q`JfS#b`Cfguu;b@f`1LaRLUuE#-Rep&N1E<n{q`7v
zt85)zmX8%`sJFAmN9;fOaJ=8V<JHNVz(F#UG7+qz9*H(X(vh84$X=c=RXA9LA_#mc
zUrr8vxUnnJRH&T~>CE0zwD`}Re^TSGF@$ICVOiVv!EU%axurh$;Y<H^_%ok+^m*n~
zm#@I0Y!)gp7Q?4Y;OhX0a`rxdPp_m&HIN)bninJT6|criMlK)~kK{L!RU8~hz=`hC
zUaF=d=(x|vMEG1V*}U*K=4rw9QQ@kiTz9ook$ck#m77+(gZg5q>y^_>QfI|qPyTS#
zj_4JPqoiH0pU7NUXp!g%${C@zYd$;F<wp_^?zhZw{=c*bmDq5QAj_{nr{|*^T`9#V
zL)yg?&T>(L348JJ`R@Af=-k@r?H1j+&$^so08wk>BIh8QEVqLE9NM3R+WDc$yT%JQ
z${jD~;LL_}hgVNvqr-N=VakY^h(D0hoIkg6?{<hj%P8B1#Vwiw22us2v5kc8TOpuJ
zYtD-GxWwHDp|V-v^e*>~KWb;qCK+TCzBbObc4}oLC45j1oj}>L-ai|ub};I~>2_^4
z%dY*Km7~qh_^LjElH?d>VHi8=eJ5do;Z7mgWlvYHZ&P2mCuuTkbVPSEVq1xm1$L{A
zbCja4j{>^8fyjOJzDz)YQOINAIx)ekPHJe_iPQKZrHk%X{kf~5f&f`|Uu#=UuYqYI
z49gvT=Jb{&Z&!+WO1}~!q^O-)-n~E8(mrF@DxKX&6RD9mjN8VZ$McyJ#79DWCu1I_
zcS4a>m<^iNhHR`}fIVg|J+flK(^q=z=R)4(`9XRuYP44{^m<<?eKgE-WwGC!j-8s9
z&dknsZFf47KPFi*4h|3`>cB2%I3H45S~c1IRreFvl1kV9`o@CU{%(<;fuYUUv^l=7
z=|T|HE;{YpzJuuln85ghs}0XaMsN#t9~EoV5!yZ&VR)Dx$PI>DY^-0JwfY^E4rBDO
z(P5B`{?}`_G5-aplXOV#K{TcrU<;0OcXkPRN0t=#+#8shuYL4c1YHs`H2%+2YaUTq
z^vmrUo*%h7NonOL`FKTEh(}1(ARy1)|M~-2c(YxF05*0P24>Q7AF4K;;_9h|B5~$v
zD_g=D!nEBM9sF%FBPFwg^GNQctii=k=IQdB@guNFYsyVe6BLmx+`qr)YXN<fhzDQt
zI*mIKeW>JN*HQoS2;`u)$HS06;fqn43=p-4{(j<j`s~CHR<T?7=`z<icg4AeYm1<K
z_-`9P@=s6XX4viu?zoO?fbx~b_vrUrBL)41S#0Dl`kpPXymb#R*E(Xi`8-{``Zy|*
z$VlR}d*kuAIF-{u;={pBSCafUc%A5O;?=!MUE%gygz+Bv(y?l3%yc;0*;STTyQ4Lr
z@KEZ`_*0)`csU%%OSeB<6F|YkKHr5Kp8-g+Bcc4gA*V=wvd+I<Uc#=)BlOWL`Stp2
zihLBa6I18b<G1irWc62g=%=<G9SORS8)<F$h+-S{L|{7_4llQ1YO1^i78K^odL4xw
znoKF&w$XM%)1AC}Vp89pvhdO_d!^}FFWWU7&mtSKnQ=m#PI&6p>U_XoBgu||Jg;YF
z2AE}^wTr{L%5-AzhcuSgCeNWBnZuPV^Rifvb&-FbN}ICO=KL$BQsyt#Ej_0na=-Lv
zE${d}7vjnx;%Y{p9Cph{5kCRI7t7Sj(lCEQjcCVO(rDkTTi+a>D{Q2*(7jQg2G>!7
z6j{I`VVj#YAU$UHZOh-DZ$43kpcCtd8c!Yx_Cod3&O_+_vU_zfM;_SIiI2R{dPO@p
zc8TOWNyGw?^uhe?wyyPeWKl_|h&QP<9>3R6px}i2P=Gl-z6e0*$B@K|D@~0bvNzlp
zvl~sE4;PL<eQQrR-*jp}ABhFLA23W@_W3g0V(Z@NXthuClI<Jqc{J<dG~QZvi&^!&
zh`?HwJ8xZHXm`F|<!NYg@^aX7*>K6U{BqCC(*66)5VEy#XOZj^ihHR=(eo5jUT6XH
zvppvq-Q_D_hkkk;an4e=OZd^#`vtRJ<FHfng>my@pP%{#9o|>M>JDiPs-i(fLqNcG
zVXT+FnE{JV^~+Bu5BZN;|Gnq!7JZ>&JkkacaSFM+kRVf@N5#;RmAAxM{B-4+e+~hQ
zTkina-q8vDF1`~B1JmD)ChT65f*1)u(9h{V$eHlgok!|p2m6J{CBJ}uwx1B5+qLf>
z&W3L>p)Wx>;1LCn=01dZZ-}76ImBeX<F7VRuuslb3Yp~`hP>@Q#3X$~MfQL8L%b?$
z$|AeD^RY9(bo$-B9_>OvzvPKWs~A|!Wd!xu;|BP4c8j}E_)nGiyxmLu$>mtuH?Qk_
z`ksiT%*<DjmC372LS#1tFG-l{b+c(!S~2SzGC>Rk-tc7#z8>}-b*rAIGrsW`pB3$0
zIRH1!AZ*x%Fn?dsh>q4t|LJMX+!|v{yUB?<x^bNOGlSGXysOF0FJfuv)AcmV#cWV_
ze5_aR!gC^P4=yS^+NS52O=lK{jh!XXp#3jJLcYkW@p0NozN<k0p5x!+lDuQN%VHno
z@Z)Fy2&HMq>R1Mp&<1{vw1D`|4`H7s{E%k(Yd?GWC#irH#hq5jp#@*T(%HLJv);rg
z?aRDS=>o*6Qhz^q$?O@1f@+Ju9*zn(CkUQx4>!8J+OmvqkNfq(y5U3&@23w!c;+Qq
z2rc{*oO?D1Z?X7{G%vrA)vtsEIcH(sBlmwkD5*(`d&uqap_G2YI>Kh?vcw3CgJT_?
zf}e_SuNkwd9&d_&8t-UNa}S8gg)g!fR%yGxM+`KAEIRMglP`^x1Z)oDEK)-?^m;wG
z_wAmqJ2-6%{+n%dr4ARA`QG0jQ*`ty_`eU0{tj?&NdN8D2dC4O7+SG<@KK-!Bh7p~
z5*kSPRYmxgNQYLpDR?g)-#fc<_rql@4#$N1>8+5~_@Z5;Qny6^#tATuU2F~XJ{C-l
zX_M04siGsgGhwydrt<QY{YwYv&Qp5Lt8wJIHsZMqiVxffG>Cdtr%>EO$xMEOIl2`&
z@4)JPq0k3B1U+E+znfV09$l=>w<xpq0KM#3Df+9S_}Ci+!Wex{#Qp!jzTL?QVs4QD
zx^}^QrMO+SGbsKb`O1nC50W)aFUp(K)VZ{2W3@DG=GE}Iv<{8*v$(s2JN6=D@Vvzx
zB`3a#Io|9r<z&(D5IGJygP$D6QLWfj?>+)S*pPb^$Xd;)IW~Ar44F?+dD&fw!YMJ<
zrk;7NmIzaNGI4pQcG?1)|EOtRh~OJ~H0Px=9_P~&Ny1JD%5N-U{n?)d4q)p@j~@}D
z`*aGzRP^v*BF{D<Jsiob<fwBRlR_jJj0IJtFSCsJ#8s2pgBBUg=a&~v%WMy$6Lel=
z)Y^bYMU3CIYuqOBnXiV!^*{0EA!OS*tC-eN<DrRIBu_**59uqJk$uol?2d>tmBQjb
zKZ|`|+$^4FFiVnNGIQ*>K^WveqHm%7>7Y;<giLkr;JSP4(koaLT^kyt^El$3N6ZZC
zoLO7j&q@k0RJgk@ROgD~Zs%4mg&xGs7Ak<=J_6ZK&h8PM>DNaOA4XDSfwuCP)t>vU
z{k?C;Q+E2$Oy}^Ihp+AF-e@!zK6{k6JfmWF&7q#<7>NJf(M)Vwc>LtUpo-0~gk|=-
zDW`Z^UKI~m-@|t2W~PJZ?fjGs0t%3$?xFqf(8aE(i?{zjj?QdZRV<65Uqplm2s{cR
zg7hfe3xV_qNFySCc~<jK^HfAtWkyEUz2}~zviDkZj&UH<f%v@<V%HTG%O(Fte^xI=
zanLr>84$FaQWuXAm$=Re4N)g=d%oPS?|X~MV-Cqwa37qP^Ce*Ry1sNH(_R0S+2#Is
z{KSVeWN83xHAGv2sadjef!V-mv`6_BLw7v^#Yd{EgY|w{|5U{fP2|S4omVsW{7^_i
zaXx)=rJwpV`w<o-T`wN)L+>V2m`F~Wc9<lQcok$6?Uv@T8Tm=?>)z#_Z`THu&xhDF
zGu&~Uu8X`3SGU0S&L&W28T;`*W%<6PUN2T^&5&(llvu=z8E$1hg0e+*N$@s*qP>$W
zGg6*&OifAbaT)q=P(7m><W^^Y9YnN5_PqyUu7(ATtB_f?GIrg_%H%n!gF(_)eUh%7
zAKAz5>w4%X@lLyb)49R%gM4o~!b$Qce9e*4jc5o@4`j_lczFOOMb4+a@f!2izxmz1
zb%>`u8-y?)Xh>q~>+Pa7pn%uieq{H9R2m~8k%M=Vd*b?du}bOMonPLwB8{^Wb+vTq
z*1JTA2UkEv-mP9+(B?-Rc~ny(|0EBwfLjEk{hajNpkNB5oK4kLq$j0%us@)Hj86?t
z9D3uC+Q{J?bA#~H-MRU-kO&4xP5yec-tzQ{6uda>7|oZd!W@*=3O=DLin6HF(L|B|
z<jn625rSmtZq~2wy(W4T*tpI2M+YP+6sQ78`Mn1~frFFii?}V6@1Tk``J>jpkQ@6{
z83yz5xBFF$%o`^CEW$f#bi6>7@fDWj$ObU&2d<uaicu{5qwV!#*wfLC;&_dyMRRLg
zBM+BKGs&kxO0)ky?D0_xXX;M6=qY3s(Nz@OX?l`UsQwT*kcOe=8SNW?Usu<=?k}f8
zrjc#ZTa|rd8KcbHhq6Ws9+xF;fH-vR$?w{L^0$YUACrRmd=qr6G3{orjyKCc+b6x<
z4P&l3nS4VZ<M^F#Lhn24m~P+m@i|XE#Cl@L9+11u>fAp(yRN&7#UL-b;wsOISSI3w
z$fEbt!XJv{%Ei`+NxOt^aXS^F=4>qG&d%d>$113C5Sti=m-c4R6>!T_MSTf>Ws#wZ
z*m}tyY~2Hh8n9Qn9`LF(%F|>kqg7rN!3}9QIlhJ#D@N7(e6YeLpLv{ojb}OFo0Gec
zm_V=6zf%-Z`uPD$H^NnVat5ns57!$Wk3aSNdKl`*pdTVbv$<XgfEd-sC=bY8MO5;1
zd0X4NJ00(jh;vPQM@QkQG%@ry)?R_7;^bJbt=oBrE??o@yQp2ge3}DdVV`mqT$)kN
z=46>>T1BtzH2vUMLI^BLb^(q9$K<CJgenP-oI)!2OhV!Dg5rocHb$#|y{B}1gSv+{
z+zzJh@o{$>eXH-Mi+oGz^I@>85X7vg4-e6P?9=sm%1@8oZ+$D6&GB1~`?169ReB>c
z?tF)gQTwnvln=rWz}Ma<wEiHU{`<U(xK*Q@`ese`@==Y!vNgBZ#Gy2iMd1#Qws6*Y
zO<vEf|0a<q(JnH(sFL3VUaPL%mI_DkY~2YhY>76n>=-NkLcHGy!V>%#!Ae5C-_zR7
z32sA7u}XL?TJa;}*4I6AdY#xuGS)yuD@ipB0za&sVx*YMH1>p@nN17AZ@Kc2BCw}#
z?r(i~db_j~eLcL#(#YqIdS6v70rH+)W~=WtU=0tD6}9dUYIWr?>cgm6b8_<Sl=&+4
zIfDFS!MZdC_cpr|0u6UY*)QYMg2)4Xa<g<2xYQ3f=7y;s>Q%L2P123e_w2(bZ-Xp=
z<Spiw_4Q1dm4GRkGM_>_=KRC>R`N}i1B~p~=HK%B(=8?9j#eH45BciO)`8S}bk3R2
zP^m3*y;BPiLP+)?aJbD4=nbFZlW<9@@2c+9W+<%gW?6dA)3C+q3qQPMeFapTI#n<s
zhGqEj>bc*YBJ9^08_C>ZSH%M`7Tt}4@va@}$Qm><<YDjNhkeW<Y<*g1RCD`xJ^0U7
zH?KZ$VDAI(`i}wySLwq+aqP;}vtlvH?(^G=aUDuuY0tD?_o%RMfaC9d&;%>7IU2hW
zR^LDDsS~VM6)(WtCUF$DLrPLb!bkU)bJ!2azEn!yr8A7IBw&;AWgVXOP18+=d-Q3P
zffRq-|DNVPm5;x-h|~kt6UUzfL5oE^!!!;t<FjYRitsbm&5OwQAICqO2<`rEtYk7y
zVxzEE(IA{9q=@hxt52Ef+T}B!fI*mQa%2bbsj!bH;HuKwWN<MVAN?mCiVO!P`BULI
zNb-y2U*3=I85-5ua9ahp3Bx=UMW{{R15X`-JOQh3P;3lJXKa~SF<_D5%Fe}Zgm3P|
zw$@BwQf`~>j*Q1lKI459ysPPhEBN6(DD`cU>nASoA_GkacWeaes4U8t5GFwycn5>-
zvi>Yc_X^`>D;n&IsU=MIQ`~O#Y}QETCt~aOXOu6c=sDns=DkYQ1NVOiQclzB@<Qfi
zIe$3>VJGqXt2^b2V*tm>65Z1$?3L?`>*Ve-KSuiIhGA8JVkzBnnQe3~67VK;h8M>a
z;q6Z^ioX0BROShy$H%}ft6ku39L6Pxz`11G*Yhzwm$`AW+N0T*$!%`p@2#L!@rjtc
z@U-v<1fdj=5+hLE0}MxPEGzcCGx>zSd6LzKe8Tp=2u)Q?8C^#Mb8dD)<M>)vxMw
zv+r7P2n-tX)dpE%q#P4g$&a5`lIc7i#g$qKFSc+XQOn-;O80w2lxE8tYM=Z#J+PuQ
z-&~6DeFb}Ac0^&+2@phEq1Iz@4R`bC<}d1E(0UAArN1jG7-Rm9(@+sWvff!8lj3m~
zR{b30@>DIytEe-)jGfw=h!;Vw+zrXnx1Dg|Q00jG9?rkVo^Q4Fk?LC}DbW$T`&x5n
zjEF@2LhY7cQIw}mm63CoJLx3J%q6dBQelbwI=j*II)@+qZ^2`YP&gbg!l%EIA|?lE
z@_!|m0;+fl8S?OPI5_iYc~W9j9lsCvi02f_5*`Q^Kl@yV7q<H@P+E;xgRl<x!}L?>
zGM(`!N3ISn4mcpM$G_EQbbS|_<7mDpx@NzU_bXm|c5>KdxvQl-4W;uf=Kaz8>i%r-
zw7S|!qfANAUxD@|vsgjAr}o9`kpuX?WE<u*#5Gd~9DOYHYMJiC#eu?Zs;S!{Z^s`#
z7J0KH;=Mh5?SUgTOqm!ICZwBP)0?H=oCSa6A8yk)D>u#XjRJg7U0DI*<6RWEFS|qz
zWqM7cW`}h6TDxn#+%68n_|osk@IPb!$d$Jw&wd50mEO6RgTnSXH^u{_oVI(EGR~vx
zp=as)D@vKK-Onx0nMP(8amLw@%kk#zs+o>CovU%D<j(Z|G_xOc)FiPK_ZlgwcG+|W
zQXdQ>Ytw=7dnS#?<to&o3&r2_G_TX4W1P(&psqM{!L>{a2ESjey}L-jOUb47JhSXr
zqb<8Glp=y!PB~b(oc492DjSUvTnXS*R|~EL*?%T|7K7q;Q;zJ1!=&<<;Q!8SlE^XJ
z_3*o1m4+;Q{_qvZ3ZT3;%@>HG)5JKVKvd$G|2BKYi8_{psusIg0XN(fx{b>uHUeRM
zWyPhB$|JGs?ni8cYY%aP8nS(d&sv||lVs!m{}1*DCkGO1h{qvN^&x7Zgz8?o6?Z6T
z9FQQcNX9k2sBgaB(cIyCwOSEencuZ#hTtjYk8(}Tk7J&q-=OFxdlYWo0F%jbPNBs{
zdF^brEz!Atq`IgR(pwodsWR73QYL;<1(x9lNlCX`bqq&-NelJJy`D<ZE^jB<+C%ov
zpWkP?miyKSf5xCtH}2?Or0j^}n62G(<{F<x_bjH{jkb`9<L~f&kGiiUXt-pWx?Vd>
zDa(uVQYUB?ho8PG>)~`jSptZ}FUmChs9zvOWqlJ}#@$&etE$ITNQ;Pb3&MSJ&7N+B
zFVhgLDmh&rz$lHa?S2Vb`0bkZmtdw^k-ubCR;&@_)KsY^H9>^r9Ec^OuANqRW-g!I
z-AtOV)^wv1QMVOo&hRSBNhYx7g_u~Y^L0{4o(RDi8g?wB9|r9?r<mi(MC*)EoiobL
zPvT6J&7q04MB*6dC(+_cz!z4WLnFhB;4`hOTnyBGJAhlgo6%uYRa`oQBQkC!cbCnZ
z<6g~sUY^*a*f7!k!T{<KfP~c`(W|Oyc!hA<itZI3wjF@n7~dZ+oi($uaWiUr-;>98
zTRYvVC>&FLbmI8}(1r+^$&cPdN^83ReGCY+J|$D@MvrqF<dnCqe%qau|9SAr=Lyxs
zM#^OHk*~)T^f)+WY6b_5>qvcDYxSvn`qU4XC`PABOIm$m-Fr9e`UkOr@yUZ!-@dv#
z4&rvKr`=^}u#EA4JL^-%m|7d=Oo}Xo+vA&^7|Hv~4iS5&88-}Vx4+5#`?W~J3=~Zq
zpSD*eOl?4}6q8mfxvJ9vCTM9q<tTA>cF=v~19ZictXl66>{Ie+Y@moE7uk3%&<t?X
zDq=+n(Y>TBfA~E3;^w?h`&h}*^^)11h_M4jh4O7>6~8lwuvx4ROzzTwPbngP2BY1B
z)5=@w6?t1A^ZCMh>WB<jch%S@m(^qR@BLmsz(AuO2$E$dfQxgun$bAVDiufGA7aY^
z^BUXxdZ?9$ae|qww>}5z!&SHI3H$pyvtDvQ$e2tJ#_WDGAN?L_wO4Mw9pJOti@kr-
zn4q481J|8m*ium8EZ^>)dmYSE5}Uf-%v_MA?6tB&d19M@h{15op6Bm<rtX<PAM7gN
z-wQ#=jYIQC;+5~|$0aL1b=c8I)$3#W1?_+xAAxbwfE^wvvEB<ik;-EX1WOCOS%QA%
z#j&8r0tUKKJQNS`?f7?@W{rM)?Lv`6fT!yj4714i(VvRn_w#?|U&Qn_0D%FA0>vlt
zV|$uj1O|5UIlgNcl_Giq0?hH@?8j>S^1&5Bu&%($P@PPMvB3H$L|bD$SUUi`GuH+m
z74-|>!ad`2m!i&2ekw`1c{4gV_=qcNMGjXzx<s&iPQmdgD)=TTsd$$P+*_Tq(B#g0
z`_3s8G&-qM?k>nLWDB~WC}D(MoGwP05%_UL(8s54L_)GmpI+vn<L{sNX2kDzPJ9R+
zR}8~1WPX+NnlsyN-$u5^?C*E_b2{G6^GvJeAZnVJS-1YRXz)G2v~)VdG-npK%7Y3G
z4(_sIz9Y<Cx>5%4;?20;FZL9_@9~X!UW@K?dU}3pIQ{bSa5eU{bFF~R(2s?VfX~r~
zK=7+HLi|1k<%MM@kOo<s<1KN^_e7TEsd6doD19`Fg;P1Rj)VF8Lec)YjHjX!YR4hq
zZhiW#2xaTDeB&dB2Z0sU()+66a@r=(ulsuMM{DrQ>kZv5Xf4hYobq^`|AFTTrH56B
z5HLqU^!A5;x6wW|Qrc;B$~_FcIp=ANm?0+R-CZFWJaljlPV;y?J8XRWcE0c~_~{u$
zigk@9wmft#4nA*6wc|zqNQb80>iA?`iNjSlEgI9}0O=lnUDU~HpEoz&(#EV1%amxO
zruEA0-PI9w5i?z~*GCYAVEFvu`MJ}Gtu#yjRcL(<581HS>q_0hNtsgzg-TQ2`F*9L
z+8H*Xo}F?;ISEI-+q@qfaDB0+$>-f8>((U7xZWWxUI0V7&w!@q%uAIprHXk&ii1Ao
zeZ}IUoxn=NWGWXCV`DZz^zwoWUj>bu-04Z!<~5+8P7OX``|8Jsng<fGJaa}OrCy;2
zpe2g!%_)$Lgb01#z%v>1o{P6_ou2gLy8_2D$MJC3cDv<rh5h6_JaX}H`ebgwytab%
zDf7i--9@D}-_|VqdqUjdWbH*_!f&*0HqrxpCY&O+TUyM+I&~u66-sFnoHp3qp6{O}
zOpm!`TB<Tls``Xcwv>WJPvShV$J5Ynv?-W#*{bxutRBDXV|w)`C|8elz5~249gc<|
z5W6qUU$l+|R($N58rJ57p5Lb<!C$J~b!(MxneJ2dshldKw67xKl|lGI0&%X^Gjmu{
z2%+a+ab0EwQrWJee>)JzXSKe@jiTd5<%1Occ^|yxJ)dM>q7(PMoR^P}>{V2*QNq`#
zrO%J7!mXpWYAGqr3CDg`J@2KR6Qz70obEFlG_t+?=$ean2Alt$?e%AKr}lK9U~4Ns
z$ghB6?;Sn&>7gW`_q!%+zlHa;FRN>IbOTW0w#uK0rLtfZs#CHkMKnU#`Z$um1p|^#
z^%`U@MRJpOsy7?n*f;8$BywjvsTt$-y>BrT?NGp){Kxwe&f~+#1<xqn{H-0}+$Mb&
z#HnomTaK178Naz)kE^2ow0^55{27#Fch9iC!;R_rrp5j5TqUn&JKSDpKx}sPgSGKr
zrG5|(yv;To3iLf)=@^cSJuVVGbHt_na+oO3Ahof+F?VCQ?_<4f$F1vE+auB3n15j}
z?!asrgN;MbH@{MaLA}Te)@CadDxOaiNMU`L^vByL&#K@3p_0e=0m${u6c?}jIkiJ_
zOG7`TCDd5G6@Yd&VdJEc(oICL*AV2FIPbT^Slyudk17OJN8c5D4!|^Q7?LjvMm%Ql
z&VIC%x*`=gYjq&Epa%-CS71`h@wl8fl#VE1jqTz=CCJ9m+P6I4UN2QA>y3|w6d{V@
zWBn>8vL4NohRp91RpUZ2%Tp`Z$Ta5(Nb3S?^xf4Wn(otq@O8>>4*wFz4*IitPYrUS
zlJ}#YXFD|BM^ZD#3f+Laq;zLt!k$7+sgl>YQL^0U<CC4AyUh)O0Tp$Ku=mMa5X%)A
zb@ymRNian2UUlyK<o)SD<NW0~zbXdSjs-Ax`~Cx&H*-$K!_AYF*~;JP#ZbS0X5Ysd
zR5nrH2mCR@nZY<xFf?*+uwB2|i=gd$R1VVoJe?aQwx3t*=yKt-zq~Js6d(7BVq?lY
zb9($ni5+sRDqw9^4+S?C?`VlL#><?-_&PW$^J!r=MYlvszOtH5-+1wV4f4Hn?%o7h
zV<*0ia;M{~Jx1wHw?9E#H2>xnNQXP`x<K#VbrlQ0`mmU!OKmtR<{D-VwWjG(_x(|j
ziz_WwS1TJ-r-qtZ?kM!<xs&e!b@{2=71z;+8{2!zzE?-eL;LUBhCE-S(c!x<y#W6^
z_ZsH8C-mpIOk>97aSL&cj2<>NeogSYbaqN?(H=Bm(TuE)w7bc_IG;vzYuYXN>rZZ)
zG3|}ZF8yZF!!^S-+eS>z@iwSGw!}wLR%iVdt~5T5C*l&w&v5rPiZVG%Movq{U3n8t
zCh3g=ptWKo&FM%>p{|>{m0zmob8R&0mNUE1Beav=e1!q2*ysE5hba&&I)8u4pdJk3
zaB&k_3v)7jw%Iet=rGcQ`1*X+eAVQHzwAU2;ETwWmn(#u*~H|lRW2-;$}2sq$K2Se
z^JNZY7ki1@F<i?Lo(qp?)@-;y7NSI#YZD_XFPoGR6!+1y^56VJA`7l@r$NL%CZA^~
zfS&WhCeryi%3V<F6}}a$J?t(J!Y%IM<sho<{p@S8Xh0{w$J^`Kebctm8j+&R{TTyr
z-Ca>oeA=tivbOFed%GO@r!o)586Ihe;vcKjMd|h-Z00EDXi^U*{Vp`zGBa#*b5$JF
zOgkUXrWOEQDfE|wOfkqhU#lq=$}1VU)bD6am5G4s>-9QjgAix~<GoybL`-LWWzs$X
zfElLC1T?`raoVCPENW|CAwaF2mo@*%)x$zJt8eQHfp7bgy2*!oe|=31E)Xw#_755C
zvNw(WP@-dfG2#>ZL5w&mO$X&ZV(q+HMu8W71x}Y{pIy}5;m%rbhQCkoGkM*4$i(&+
z8#b5=8s9axD6A6c=Xo5F8eB)*|NjL-OH3h1%$+{(c8UuuJtMS%9b*L)Bai6LKTg;C
z=X8B$5YUE3{E4kAc24JhbkROWDx0$kjhk<L_c$7$tw=H`L($HTp*=(h$*lD7vz`&V
zQ>YI)<VWUPn(ICU{eZyVSBw2!%jN!604cc~L;6?T16?BFVA$K8^a6ZeCYKnUITLk$
zU3P%hCUF=1L07xzzC{-e(C3`hEz#v$_3iB#wFgDaw4_i&V3g1C_BJ4Fpr511kAQ4B
zJ3Z`8j%Nyx--SwXrtc>(z%zvw5Z_k5lfH4X<pW~5!7b2kGsOiG_QPLeH^}cbpD?KR
z#=YE(27L2xNEd|c@nTXRAmSEA%?YjoaL~|$?tSy<EoOJ1&zcc#<4oRpZz#UmW7%W^
zG5-R}@MwYgEbGD}u@n{&js&Gs^R&AqAe#vy07mCiE6V7XIQ$#ESY0QP@8*JZL#*f#
zE0@C`!uoCW)4-pHEQLT%vd#x`Aj4(hc^a)Z`@kH6BfK@S!+n5MC{*8FV~?;>SdeeB
zMU7D!eAd;$%^Z})^x0MKcL*ka_d}YeiEYazF?aBJ!Xq1^zH)CP+pV#MC;9Dw<F3lZ
z!lJL;u0|JyIZyd)lWp11^_OYihyZ8&>(|aMnyl1~BzKI}Vi7Ekr1*IcdA)P`Q>6j3
zUNA_c9|ql)l*4Y4PI3bC_ZDhulmF#_!lHSa^Jz8+>;meW2-MMYaDpl^5-Bgt*UkMr
zp8TTe6xu^M+)t=rvCTI+L{3cXGT=~b4g^ekR*2`K-fxjSeH_4-zY-A#Pnwes36+N5
zho>GQ>eOHTf$JW4{H`~WS<}x41@3^7V1(Cd!+XB4M5KLU7rS)nLJI_n3*owm<^(Mp
z3>d-(Kj0sGO5l7{_QZmH8$2wG(6^w$sR#Y7GFIkTIl%P8_X50Yg8i@=Gm)v@yy`>T
z0(y$A@>qNioV*7_tyd#Ns%?9o5`x7WbbUI$_B%qt`l}JUx_tq5bPv_3IH0N?fe3kd
zmp^=LT@O_fS;XdOvn?Sj-=PfxZi_(xXbCtD6xx6J!6D-9Y<pC&(Umupb&~nX@b`G2
zloU^7HVbfCtFp4+r<ekrV|Kq&W6IbOQ+2!#bfY$VVTm~ji14@vC!MWpJA6!>{W@hA
z`9(QoA>vmdv+1}L-cl?W^3m_hz&ON5R5A2u*mWt+cJZCwkMsIkZg)?o-W?Q_p|-s<
zC18Us@%dkIq|hs4mcu)H+&oI&fb<A&bfxkop#ODh5_0dMx&K+IvoST*vLkY((Vl@X
zEt+=;U>|hi&%3<j^81a1>*20np<?Ri12lClgOJ8*C{4-`f)_pW-SEgHV7i~K-+b%G
zYo!#$;>k%P$<n=8FQVIR<qfMk`h*W>Z#gCu_raak(T-mz->Iq>`Kf9AOC-biwC@id
z9L6Y!7oX7q@DTuM9N;PcH^*Dm8Kt*zB2t{+%OLuT8u6KYUxcBI)rE^gEQ7RENK0iB
z!M=QyT7QngL0AJbRUAQSXg(5$F3b?3jYk*@7m%AB|C93#q6W+nI?P<ke3w}g<b}#2
z8*3bIjS1W@gWL%tkFmFg`=_o^*){MM@_j}@IjHV%@{EH0Jfec+T!82l8jc^|I|emn
zd%|>*xwjsofm2^05JqC)f-J_svn{)@*NkA#lygbh-af7CkyZ~B0xz^VC(qQHa-Pmx
zU3!oY$<Fydex_oCGhs2jHF&kSfA4}{r~f+q(L6hVEmgZxhils<8^3+d_XkVgeLG_~
zWn=h{>Stc}CUpw_3*tl~RMuzV&Hi2jB^j(03@5WvswqV41D<o9CdV*z{;pr?k=2f@
zEHb-0u$6aW$TLUMtGD2HDr@X;qe1EDW$+{aHslwYi-*3dpEje%u2m%9(()WurA<70
z0pFP<Sl9FOiJrt#wJYb2N0!hG+uN7098nhgfb5R`D1jj?%fyfp(o42$ZE4{K2dSUq
z-c(zp3e@0Gs|W2yoUMENbL%F+`vVW7hhTIsSd<q&5$$`dTPj5y9SwXW&x<V{j^zw-
zFM6MzRr#hLXveV{&tny>a$E64?m)sT7E1r4n&!6g686*mGu%0za!-BhZQ|F4oVmxJ
zIY`-+|5y#Zov1>V7rP{An!~pDC2ohlcF@vCN;FYbc-p8ZYF1}%KFslu_I*4O8VT^<
z+Z}hFfL`t4S)ZgC&loy5xQ^2(S5{vg*A9;Bv;DGiy*TbIP=T4Yy5b7#(i<nzW3G@%
zJ4(mHDbg;lBJ$Z#H=iRUTNgz9y<gi%BcWtJnw1C|Uq6`Y$i2-3fi;E7j`f$?i@of6
zCF`M=J#Z~lU&iX+Q^Hf0+vk#8#m#qbAW={6T*^KA`1q>b*`tzu4Qx@rdxH*8$!A&<
zfiyy-ZJ8`?I~~{@Gt`}ljcXYO@%CigGt(2mEE{~d#ohDv{!O>F_~r0*d=p>@ledD8
z!LJ$X;d3|rE^nPEnj~s|e9Y}P@1cie4b2Pv*-ojiAjl&|t}~>siSfsK4Qp$9yr{90
zW%Es#RmXRa7bkkjWXV_}(=B8;T%Y4zwH~kI{%WHMMP+AhhqnJ;C+@vvP?C^g7KddK
z#?1i?fxECk5jLWb`T3le@py{8-Ehz(R~7`h-=g(*5?{Jx12}Rdx}#L+r<1`Q<+PD@
zi}J+hLH#(6onxD#f3}}ZRJgu!#cz!#$#E0p-DUfJe2ThhC4byT)YyLq6)cSxewLfN
z11VMn43wa=nUGUa#u)pEy^#MoD87-@fSrt2`ls}zzPdo^o>!mrPx0rMoy;=vu+6`S
zO4b{8pZ@&8^gR1I(uGp}PVwmhkmexym1SrrAekQ{T49OLs&txi9HMpZgB-7&xxWth
zObLO*kGA0NSb6U>B50QOIhTa-7DwnjL9P9Wr(<odx*(<+E)Azd5EoZ)`bXzw9kS6c
z2K<T~)`QT50IH?gtAWzMd$Z3Cn*wikdkLIk=|W^O&0Y8*CjnSQO@<!gn}db7fL$o|
z<MXREbYoJ4iLg@==Jld(%Hc&i${G;adGzFc#7QUTF<aK-ar-hZSJ`{Z9+m=1MCm7?
zY@3#({;9<?0h&yhhhFc=qLaeKZRwB6iaRR~1%70hp`yaF;&KVuH4y>SOJc#R{CV!&
zNh?p+kh5YdB*>dC`Zu=U5Bza0^&=-r0y>LQ5*@C&ACbX6d@B5aPc`!G9;GAydp2&W
z4>nB~);R%brUPfek@wTFO)8EnA2fe|w-K(l4VHh+7fsy(kTmdCi1mUM<EoN!nw&#t
z1WsZ(VT(&3nf=<}WO8o|Sh6BD(B;*^av&kzx^l(<ICA`$wB_1p@1Vz<owU8R4+Hbg
zL7k5>_r2h2>Bnb^vt?cAwm|GvanEg4vWLl~_#R`xKQEj-DilbmK6%<!``OzVS{*;9
zIO0{a_set=xbwK3K`T|_tC)O3;VL#c+dI3qtXdk5v!RF@<#^*@+@>j<a-A;~huI=`
zu@a{C>4VWIlq++4o#2L!SLTMn@^{2lylmo3J>Xe(ylfCpD4a8&XCE1A@rowpj@9?A
z^1AGwY|>%koHlh~DurhaujR_i4mZr@{aQ>o$9X$>#I{}`*L4bEcuoXB<ka8&6x!A`
zd2NEB%rh>E#-@OQ@Ty$x$UUBTS~#lm7UQRC9W>oGEyxY(#AVET{8OJ#Kp~M;Xlsy~
z+<Ct-T9WrpMr6j!098cqHbDtCMY~(OFPtSLqiHd!+Trz^u?w0eIwEEytVKX7eY82K
zrulBjt9S!kxOD2_*}RU3Q9NDL;kG=pj&T>zGEPpgpJAlh?w*Il6CsU25}z5HHM!o$
ze3fbTqF_;m5_x)Z=My@UkE?_zam5&mk8pocW*18`>Af_D*9QzkFMhDQMi_ATFWl)l
zN>%-SS+aADUcaWY(~o?XQ^zBQ9pL%7)3gU#xNRe%oa8Sg@o8VTXV^ZKL;5+NesO04
z751JG5b=+vy=(`-Fj4w$z^ScbhFhvK-T97Ot9VHobgT0Euulr_FiJ?G15cW0xud1#
zmG{NC6Zd|UXW~r={0peNdw4DpGKQP=>ReA{kj&%@brtpV{W^j#LDbdm9d9@VKLcXY
zMEvWM>32>>86P-<I_dH0W*<H$!LqQ@`tt|D&UyVYglS%|+PEack$(IlD<W})Isl<9
ziWy&-fBgS{2eB4?9yEzPSVnLAQ;~?E*OTa3U#rScdyFj)moSvXw+9v10*_x!DIKjx
z%I-8)l`np&0*HN93PXA0mf1tQ^fH|eMAM+0>)*pVCyFRT+gx!F<yG;(#W2yKceQM`
zK?X?7<2Kv^2+n*qTMr-wGN&=z+#juz!50=5T(qH3x=lvPtvF4^w&UEopXPm!YX6z@
zYG*mLaFM`@LLI*@6^8duu=_oJ2(ibk!dXb_7<%u%laz1^q%Ha*8$H(N=5xh7D2?4+
zJU@?Xgd<C=noj2@+-|^oW$)CC@0ZKqg5KRWPPpi9Qls+qDl217JfruYeLr96`|#M2
zr}40!kt&eZpfOxNB#NNs&$BmKRGbtfSrFe-MfMMHALk30yL|#|QVR9B5O}g}Ik7Su
zoVmvaZFy-m)j!1q3A_BnOwMwD$v~jc7ehlezcvfa()F{B^51b(=5GU@l|Xg4kZ*R8
zpG6E&TGY{zw<M=ePds+aXnfJ@`j*mhlZ7@(l{B>l%IK?A6n$S`FBe<X$P3r=YR7^4
z%RRGwg%rccz38u99sC{}ZtCLF2&Vp&&e~huz&yAgapcSPDA2!Y6=_d8;v{SV#CrMY
z!xbV+flav4Ofs(a57E}6E4UGRNrCtyDYptGk0)iNwN%GpP^!@{Mx`S;XPLQhAH*af
znZBoA=){Y_zzM0)<u5js_jrAIyZ-#t;vKJEy2G0#Zyv*}z~WNWylbZ^zEanOR@I&C
z67|`fXB5a&iUj>XSPB6dYD8mydeVaImp$(p4%W%X5q=+BS+M?<7cO!q-G1LlItS@8
zx$qJ|b8arA!=B^M%$%5Uy1rjOovpcA3_i_#douFz^%#8R_K^zT!j5IA4uidYB=+^?
za-MN*&jT~aBH3*!@%43&C+8x3Vivf0Sj-!{&YEZ=V)Kfh%+L#S!HT-@K7vji`p<=e
zKhbd0>Ac<4tjK)Rpq;M3fX3m8ux!1ILp|!P;GR?mA|YHS7(x1A<mvJ)9_(Ye*Zm|t
zJEJ)onCB&nh0!)x&L2Q$F;Y1`O~m>1;^n|Jj$>mw{1T%3oMj@WhmMat&L3ZU<F_9}
zk#W}FkP@aR-@;%28T#K;?(>mUANP%ZHxnNIpjnQnMaN4k9@-ggqr>&JHSgfMNXfz5
zpQd+_=MUUYzWd!bO-mpm3QFY;xQ6aw`JCU=@4X(J*`bjs8E(kK;3L5DHf$ZnhM}7-
zG;Z+DT%Ir)xTI!%?mP~ByD##A3QX^N291?(Y5T0tfW8_-awLFv($98ma#<1ycL!sC
zAKt?Cl4M4!*2;00>>5>!)WhwkKA6qW(5#J?N)OcITyRaTnza>8u!IdF6$(D}1l(EY
zhG>KUGVl)9>HHjcl;1-62-^+46n}-lCEp`S&mZ5u+p2nH4^B7w8KEBWI-N)H<q(mW
zp6|<ZLIXZz`3{qG^1;x)E*^U5zUe0$N5QdO?rfD4JJNZ=mQ?dp*1NO;pC{ZJeKsPS
zGyE3b8!akW$2b21=|BQZ?D6`EBAi{+X}V3rtOWC6A`ilur%$_kb%iqZ2oSI_Vm0;#
ze~FyY18b~^>TU7$uxdHIW|#hfj(oRc1%`&JsFONAD{l2gq|V>rZJT;?!g2O^P@awP
zjUx|f5GD)wihlq^cBb#|fZ>Pbee;rTzAX1e^y0OKdmvGY{iK%8WBH&0+U(pxuFYG_
z#$2|sF=c-g!0bC4MET@t6EDWtS*35gXG^oxuaW~@DG1Fo2?PM{k7t<XHBYxKm3@$m
zl-|@UZQ%k~#o)XNXERai^*G(qc*iQ&m5sQDye5FxNbK@T4$K0(;`7*nBR^9h`|G&E
zvSg)8@lq;Vw|DvIppg`h>IawDn;>GQ=<OF@&YkxT{DJg2mX&giixiQp<J0;!f(*GS
zid?T&&OzS;m|ef!*VO=Z=bVMZiGAK*QF`3!>-CY@{61a|jw~M#_8Ug0=RX=F@Ag`q
zh-||x9VV{d=8u`g9dJPZn4}PE1pS4=?dvrzhH|}A4X@*Al@FXc&%>BH!@7z2=~TV{
z#PrFiI|Ryw_mlD2O${;{cimHvFc5J3p96l1-oyDqPaII*KIIIRqh{T~O>X31OgoD8
z*<={^HMx6hv+l`i>$~ZqCB(w_z<Il*?wS1+C7U38)T?t0Pk;YOPDnq-W%iw=7dv3n
zGwFpy35Un1h2y=P=h<Gn<>a<EZ%-cDad*v!VFcQW@%76E!i7LS67lvSkNTADua<Lt
zwtEHTaPq4wRM+0Nl9tAtUPCo&)6Zhqdz0fN-03gEksWX4tiG}fDILD(1dn#(ff=Xr
zpdi}X7Szr;4Nf)DX!RsGicRr?|Hrk`9x40mg86jafCb5vS5>lZGqedpcbyx7RQIa1
z`aA6uWuRuf88LI}wpHyH^|b9V)V;_jK@pFbW4L{JcD8%PE!X8NB;8)$5tX<*!D&uq
z`R(2)LsG=dS1jQexS-5D2*}oLDiJ}*D1>h*RBR(88%+tC_8ZMDALl>x4oV-N*Y5iu
zLU-v@Wln0gaZ&Tqf6`A?zj&a1z@GVb18Bc_1x-Lq55vc9t%&iE1YqmDJex{B7mXe1
zbACGKN2++)viP`9cD}~|^W_!7HRxjsQ1JLW)ps}{YY_(8&4`H}1leE>PeGtg?mim#
zgYLI%0feJ)k0rLBOPj~uym?NQe>)BnEJe!$Q%rIE9>ois;Y(|yuUjAe;ne8Js<Geg
zjl-O7Ez}RgnQzM((6-PRK*0cRFnuF{Gk2@C>;(h`!(4E-%II{P5yX=40-I=ZHK9*O
zAXIza4_Wp&Z`b4Qyp05Dem3(J{!ALh@;0*|nN$EOyDUOY7LPSAKbE<rs7@S;vRS2f
z@RJ+~itC1qzTTs|dt83~spj)KBW&lqgim_je><c)ywt029IUQVc-cnm2#j+ipnAN<
z!^pw20kv`8;qg|@o(;>)>b*8QxH!D{eju}062cQK$T0{N&Z9mQw++|&Kr;22W@YyN
zW{v`M&a)ZOS^U_Tz-TT0EG$a198<O~B()VE#qO&&=i<#GW4z$}E!E}WV6{jE=X;?F
zzi^n`%rqoC-KX|5z8rmoqQUdOcThiT?cQhRZO=)*=65>ps<ZIW8V@H0unnI-;XJ<E
zUkLF0>r?ajq=E(F?+xpAGa;Kfa#{7;=^&q7MFRK7^Rv2c<3r*bxjtLID^_M-r@t*b
z{TTJvy7y`fPaV*f=)SCBm&$VANbB~^w-%L>P9Omi!1icYOl|zNHe^O#8Bb&li-O*7
zE}Zbhji<fKf>JB4->}a!sNwEs=8hAP(CyVTdxp{C+d_yw5izd|#+Su)BVq$Q^DUSa
zZ_xW;Eqm0KA0<n-VI!f~OMa$w!Eg5_*w(Kv1bqPGKEa0mav^%4#`RjY?;bq0UM6X2
zaZocw2D30|CP)vmh1U7%V?wvB+>4GYlgC@y-Ka~f&&`hhw6G)&H^x1_@Pdk**9=g0
z%)DVf9nCUZ?#wOZHIpfkOG{3lPx5{9Kl*f=&)azgR%d`sV0KWKyWT5&qr`oni~#|f
z<vIHU9}@L;{z#~<nVa|Qn)AElw7q|3Uys7^ZzgCY(L3kmFi4{TkI}3|-cLE>0fz=k
zRC82!!MrIxHYgnGhVzlqWcog6MlLP_>G!cjYJ0S(2I_lX{qrwNr_HcC72I(1U>Nt|
zD{@GW416%Pg#8;~6_4PQ_%1Cb9MGY}kVRobFxBlUL`Rd{h2#0<p5BzATGTY1-al3+
z4uF?fDf6@77B$#T*SV@uh}Qp1bX)b;^y7VWIsCPgQp|-c$`~X8OXp|<`d<AY(qG4?
zZ;~rWubRqK+?oaf(6$lU^82^API%#3)qXo&^d#`gn0KQ_O$QX7Xaz;w+?~p{S4O!6
zuW|ZeDCwQU9fcv!SGcU4NnIlBq=tTlYSZX>ZtN1$$AL#<BLSTlcG-=}XwFW_n3xix
z=%#8zj{{BZ-5$Mxo3=dfk?sgG=^2vSTHD7PlW~stm3FPm(`M@YjP!@iCc4ILGJ`k>
z*~x&cX<8*_t0hsdvaVTu?4Jz#V|CePSM);RP55~EJ!HHM;M~!?;1Nlm`$=Tq3TK$0
zY6@fQedx1oJZu=&6RBtW;@XWy^~;Izd+O^p>&u4iG8XIqE7Eg7vbXd!z6jj^|I+}4
zukJ!BH$!A~g?sdDyN8U7z`=QB&BMj5(F+QJ-g)NPehH9=hratre!)ZoFno&#Ejcp}
z#J+v&q28|7Paqm<=NLb1Pi}mb0F*EMN_Th4r86m>3Xa=8pMVJ}vi&}AyuRA-o?(g<
z99TwNe>&OW=KdXUb!DdPNr%aT43nNk-;_z@t9LKO1kVcP^}LG5q#dT3o}!-|5qxl%
z-uCOcO#Ost$b&tj!owMx{MC_(CChBSlQh9E^cHL38*0_C5~{aI+khYo`exAE^jvQ{
zVJd8T)~}C5o^E;ujL&TvDR?=;8p+<SU8O0Whz<F9MUcfa@3A5CDzC$bSLi7?Tk*s*
z-?K|mc?&LGHOSJ@yakR&GgT^_0|dQZL4HVY7ke_wJf!wt__bhys|^@wF3u(K_IvdN
z3!V8o>3@G+pS)R;zNAO;{e212^~=cw#6Z)NEt>O>eDZCu*f>o+FC_*%<Lkr`>~V)9
z!LE^Bz-dMW8b;$cO<=kE?2%ryM7KnF35bk^`r^b}vB7N~BC^|O7f!!ZH1nKZZj8S(
zP-g+*$?4r$2HhiaoR#ozvSvf5ce2~!14pYvT=P2L%M#DN+OzmW0Y&y7&2*iDB(74<
z{~kYk6CsZ;<^z+#j#;2nG@2-5{Uf{NF@)QtTwPu<6rVg^EUyL@{$Q}==Wy#!`ii(v
zRqtR3I<@2k1cca}PbqtFnI;2a?YLa;2hArC*oLO3xB9_$rZYA4aZSdx=*cvSmv7kW
zZwR$NlqU<i74tpln7)qb5NPt*{py*_fP~7bD?ZKxL~1$eaUew|rDS`44U<mP$Rvxu
z9*(er;f)*W!9%WxkCNs;3!^QUz&-<%Ko;Y=QXr$}cEOqxF%9J08Y@@#M%D*2`$WpR
zl5P)$^?z;jI=y-1r|E8Y-g92!7MAm}O5)C*Mw0YNwKl|`Gu`K#9<{aQu=jKIJRYKx
z|2>~DFg!k!^Z2|Vz@Z7478%l4l;BV~Il!K8CA+?VXRC&93fZ3Lc#<$~=7O$4{NUxk
zz#i@K^4KvLD0c7qC~F5w�=avUibT{Wa~i7I-=_POa1FkQjY0?l%nnGva**D5^aK
zEGBs-V&w}0fz_{5`45j1#&mDwJ~jsmiiqg2dT06R&%yJViMVQ}Jb)>B?NH(kyMjCC
zsju~`jc|gmcVCJ3yG~~I#KjZKPzc!cUes~cBtu~vj;j(e(VXi~AJr8JsV!%j$(jXS
z0Sc+u>UWFEf6_})DBF#Q!v-jKzn5KI^v0o@S#sxMTzN?F*$9F<-@VGuQU91h2HeZ*
z;N1Lo!!hbG)~Gb*gAsC%y;il@ZdK&{_OZVCtO~9#KY**rad?ve%E8=^LyG-<2rlRC
z8?>D31en=epEpM0jCETjza}DnZ{#(gTpKxd&lyg<&uw_+zFdehNYC$-GCU;qOGVwX
z1;Zj8%Bcf&d5K!RnrkA(Os|UfaPNmVJUDahu(;eYuT`BQFNND3;~BHhI9#&J^>kA_
zSEA{?@v0OpA0lZ-;nP^JPLGZ`%8M#J?LTw;&ChP9nGn{Sdhhr{y4oL}*=q3@W0uON
zETu8hswy%w8%ELMmjU>#A3A}7x-kRn{s&Hn26O#4HWGF^^@%r~ZD0xFXD&e*UFlc*
z<u}bXJUX?X0ecNV?CWY}3P&s}b(Ko>H`QgNaY(=Vrpb3cT<#!t1i$1MeGs2|bKXOo
zNlr>+Zm%5Z-WqN1rVD1oY2p(-qWGs^Rz$yT*5P{$Jd2e<PW==#ryB)A|LwRJo>lBb
zK7eB2Ha#=1KYZuHZNJ_+MqgHQ<fgQkJir?QxU^R~_RBf?yy6mmt3o_@fJ(bflzJTa
zs$AZl7Px-TTZZh+hQS7&1aRJF&&Lg`;uw$@%wibJmE8&hL~^M<f^@xJ+4Jy|`n|e<
z<L3<d_bzC3I+^F7<y(`Se{3hat7)4%=wB}9z`fbg<#C%P;61_WAKwNLYjLGr2@xDw
zzTX2^mAeT?Ue7=MK4|;^D_hu?>izdTfr8sl<1I6LEDE1}dok^#JnX*EV^&h6P&wJ{
zzJ2pWg&NS#2gMB`X76wI7f27|_}d#*7_Fb5dGS2>CTfsjjkKK3m&?^69d&rNvLNl}
zPo3pbgSsig$B<Nu%7tI=ho8$Onj$N^&-ehP8MF(Wu+Ms#d1bqU)@r?#A+_Q;=kQ=I
zpX~siD~Q38S}f?Y!anpCkt<o273GPS7Nzd+rf@aJRp86=Gn3aYJbV=q9Mvt5DW+pQ
z&h|vu&6wgUPR_5tq78vIIAl)Wi=YV1(2|6f`TlstTlHO$@Y92MTb^IB3pk+5erZr4
zKSmB<{{FT9WmHPD9tlz<p9t3#*WF9e$s=m`IS~s-hY+I^`>G`M9IEfV-|#13F`txy
z1X(N68d+XyZ3@g#VoYpt6l8q@2hnB8S{aDae-@5LZ^fTZjb$?Db`*Pi16v+c!(hvp
znSU*Ed%s@Qa1(CdJ4*%^?IUKi*L)C$JZE@{yx@aKFW(KbqR-LWbG}9NtntIZs4)H#
z#td2so2OjPzukKKEE;i-92Ce|iQ8yKc*rljbGJskRXFZf7vuoTr3+xxrUA#6^9=~x
z=E-X?N|_<}?L8IC?lr+_+dm-O2&$~Udk2bm;q&Y`@;W>#MDq;ciF*@-qIslWqw80C
zPw*#ptg5|DNGT6nq632}?RsH8g3PuZ+lySX_k&y%(e*%*v6wP1Jy&J$2VBU?lJt)J
zF-!e=%#ete;H0K;VwDUz=BZwXzWA1c$|>mpuwk<wCPI*Tv*0AP068`SLF!@FstWE6
z&=o8ze;39hAQ}jS!xDkQdihCSW!8tFYG5NyQc@HbGe)0&UlZAM_Ya#<V;k_IbSLf)
z$oV3#iJsVPZ7#0XF;|3gr+EK^+-Dz>R|?-`hfo~*yBu~$Z`WYxRw8L6wr9Yz>E{of
zVQKo}guNicb7D?{mIL7aZq+Xad!9Ok^KJbxr}jljn4}Bh-%?eT*$hE<ZMq*n!DoQ_
zaoV^sF!wM2d*QidWG`a(b*lKtVC!2t(u0|FP}GDp7}U#S-`)_=b(f1FXK#(h0w&X6
z0Jpo{r~D>om3bT?B{|7sx+9<DtxU4lsmBQpWt1s?f=4F)u(z^rsz|@R@YHB%apZ=H
z6?k%OocGKK5@VH<Wp~s~TzcRlZkI<sFMmIj*Y8~#vL-)_earRxHBR=|;(HMdC9-$K
zIlNri{a12sucIX-Iw8OEtW#^y=u*xS(C>0?-}NLFv9!wi1v*e|SNiD7Lyl(;qR~9e
zGOE?GxB<gsAIa)LMstnG{PS`p%R_y1nDaYtpfN${zWO|kDmxgbse8-u0+rM`xk*tt
zl~L6TLyH`UiypxIc%TgH3B)(O^EQsUSJ+pmYi&Om!ad8!T48nNVqp!C++~Xxb4wQ1
znKG2S_o}|i>rQ-;J1Di?PU%(JsqPu7Xb9^%SVSME60X^w)}gko&E|f*>%wQhPoCq8
zyv?0GQsSUxM<j;!(MDSVXd2%23KTSmUNdQ6b+pnh+@`*XLH)oP{G)&l0GOhQGg9@d
zmb)rMiXKNw3;~Wl4qMf&IcX84^U_S0p7G!~<0>00o%k0Gc_Hp&e^CL}!UqegcX!no
z;S>r#OmoWaj(fLxtn_8YFC*rpNzb3?_QF{9YBRaxz$;bIAol=bwAT-UH&J{Hj~XN>
zDwp5(H(WvM)qfb$CJg3{3SH-RLlgKrXDkHXDucj_JN))9Mt+<k8Mlu~P!`w@tx@MR
zK2hSG`>m$G8-6<OpSvoqbo$66DqBQy6FR=wuD(t1vOlTVlx;j{{Wr1<tMFB(_qLve
zwYh4W6<Cj-8{W(GHnCmub07BC6_)7uE>IiiLM-B{Xpiqrh-=}70#YtMe<lF1^w<)+
zWxsp-PaQAv>y-gVH&l0ZqebJ<JlM@pAPV<{=iGmk+xdF-q?@iQ1qrMsQI*pe_>FPB
zn};Nw1zfD1LHKd6>l~A>U0zrfosO-_Mdlt$vd=w_;O%%AU_}9EvmOZR16k5TV>V*>
ziP{ui@Xs16M+Q)KJV<Che8ZNMzYEr#S<FC@6VWr~^Uo({zpw}jIHb3&$OH1va`1&;
zIRbyN`U6+!pZyjSxwZKF<+nhk;%Djko%Siwx&jnDrses!=cO|W-2eZ3;dlt3x=0hi
zP^io4OG^S4-xe^*5AQSUPg_N9xx2rU>V>giwGHBo@T*6IepF2US1D4Fsv>+eI=iJD
z-^%+VPzXe6`eeIwcL8U<R6nV~B9A;jFtC&VAj4>)7_!jOsu#wdtL--}T0AE615J4q
z&W1SD;E#j$?5ySEeC*qR+AY`vv;@1M6X<A=+NeH%Z2A7plFzkg5XRp(?Q?r0(z+Xf
zE=0ax*#D2CGh0$s%cAJ54<Z5(5FTv+Q5un+7lR&=PNenUtC?936?LQP#yNRTrm*)~
zbB@8G=Jc#$d@%=#NJj=M6=GC%buZ7_m1I_~8DV?&+|Uzp<qaKfs>{8{opw}81*@gU
zcL&Uh_vfRo-^=HvK)Fx@`=+AGWR1(ki_jiTyc<Z*`#}7XA3P_1IOHmTAP{)GVdOep
z8!rS|8D5;-_QE-TSKDWR&vkrv#riQ2cjJJUH0T-zv`VW&Q*3^4y03dicVIZ26_v>{
z(01-`nc$?8qef%?HGACTUfW}6UOV6tAKfp5DkpZ%v)iY?_i_bG95wdLckK7gH&;j6
zk>A%Is{#YAE>xZh^W)f#GjG3l)3w;ht4mZi+5o7gIgG;L7StS;m9t#|ChNdhE_4T{
z+JJ~{%!jTy?WJxHJTsMhLX_tt`aZ9iDZ?Gk#5zGCqKgGxvx!Kn93xILTwQms)7P$#
zhA~TXN$hHn5@(!vcQtcM>t<y$9(P*;^OCa0P8_FOSJX&NV`2~sDEW?F)baNm_J@e+
z2)Z!K!*$MIb`AWl_Tn2}4_Eefx`@;nd**R*0BTa$_wG5a$e!mat{22eEjo3IQt#r%
zQOlmjN-D8BER(1Vxm<YNKGmJ+6)9%V<%e1MM-oN{8n^o2n0Xg#v7VoYDzt=8P*_Ri
zAEBsnz|`r4$OzQ2CU8T5Zt{R-q5+(BV+8Li?n@CP^nDxk{8Bx1$NV@W0OWotJgq7I
zBS<JgFp18yNRvNxOPkdA*7}rS=v5NtPgFBMZW3Qy{y9avp4})899bAKW|Ek!K4tqm
zBCVq^QFnw4_fZ;-wgrP!7H@J69=0t9%DrFtC^y6^&wta%`_~4WGE#DQ{`*v|s#w3>
z9gMUs)%cGtH)Iq?OQ|sXLw?y%)1Hy-p4K-53rqoSC)laSdy?O(Q=PlV<SUGto8fZ%
znJbIlt+&Y18_2xe7Yb-!%08l>R%#qACur7XgWMWBz{a5?eVObK184(<?%O<m?xX$P
zy8Kq=S#_zx&^`(N#RFuHkB9VSI_FSICO{^&UshkC#klq9z1<PGsBZ_T%+y177EVWb
ze>+FK_!3F&3nGNni~5xqqRZRMTult#Ff4$`^>SZxaQVo!qM)|NJWh0cU<t$-ERL*6
z?oArUQP#o+EDjWB7m2rV?{;-gSpi;OR1?b=9L-4rw4LEo-pTZ0Wq!A5@*NLMVP-gE
z=m%Y%sZnPLW4LKm_RPa47tgy$tG4&>%ythXhOoIQ`SkMOQz786Q!t>*HsB8#o`mkM
zR2JO)eAr)v<W00Ox!tb$X98Tl{N;@NOoy>zf^ozq_@r@YluINYH^>co1zRw!KeOMU
ziXlgv@F4~}gpcj<+sX4;f3^?h*Ub??`uWrDJYCdPxg@OJ+C7K64H-+S+}k3Lk1u1V
z0i+Pa!X~7uTP;~g@HeW$mii>pI|21IZ3?KzX}>`MDJb2(Z0~~KB7Hr!>8)CHH%4rT
z<GAj<<0rLXoA^&xvesL?qYfRBC4by}BWTVQ_X+|s;Zmzkyj@JQJQNBiciIk?fD>D@
zeM9a&udPT5J_ZRUD4(!typ2je33cpUz34E<WSsSPd`Mqc85rZ#xq20e#JPQ&29qxr
z+;kUd2i5K9bxKAUFFuW#y~^%j9adVX2%>Z>{!)>e`z(D9m<50ub88;~%o(quN6<X~
zK@-Y)vVw(Y<0$|*kZ`kAk6dUBJC4Y)VY0pAFgzFDcDkpL5Ix>eoVL~D9{En>KPlHG
zS_|b$meKdnXN)=OA=!y8DN3j}kjcARt5akA$r=#FelJ7j^ex5bk1gHne!qRcQRAfO
ztX4~?iSHV&oxRACUm$9gn+n<!hmA54Z!u<gowH66sD35K$thko*>_%tJHu4bfiq_L
z{5lJ{6^YO(Tj9rRzIWupI&Uj#o7;ZH>;9LirI?{dl++Y)=NAPJp@CdIM5qeTQpmcG
z_!FdLGLfDWBCbbA{b;FF?GEc<n?QWZp&H$Pw{~KxODN`hwu7D9J>AFn^0j#!qcxtn
zqY5<M!j}!ZkqwZte_FVc8TMby9QD6fON4Jf{bka@oR>m=e)3}L1s;&K_YJ9An5*a6
zz?2qFz-noV@@X9JyCs)0h7kdg-pzny+%x_#$U+}wyJ2pwQ14xv=Cgio9nHoa7hz_=
zcJdP?e!je&4I&G({f^=?=GNaY9chnxNH%YBmTFU?U!a{{JCspuf_m=m>yjyQc4R>)
z&KP8_NzqOT$7Qw%Bv=wI2sLy;CYj_Szh@onp94t*_(;&rl+=MI{yJ>{d*1);^Xz$1
z$@ZruANMj>gxFM1{b%HYzbE)-ygngaey#cbxFl`4QcwE6vpwW<Cf|BR`<Wv6rk#0#
z+o#WYwnq-y%1OvkVIY?5a%538f_Pz#DJ0VMM7_7?UpuG=Q+bMqHw)(f6HnvyUB*u|
zWMabb*?o7zOpxPT<1t6){G$+_ev2GCTaLTWT?^`c(lc~LwPSD>cKq`xs#T;SzP*si
zL;O|bC2sQ+@TY`0`#DHnxgo$as+Nqg8-DoX{8sk)&C7Y#EcrVgmG)vx+v_Mq#i5xv
ze=4~)TCr}UvBJVt%-uae@b!%NG~3@B?Wgo^3=aJsaT>h$6!0*8g5YCWCZ_$~M>*;}
zK08`%ubxj9d9Jl`Y2%?`T#t+?FQ~7P+~EVWjALK$mQ(fb{$A(j20eX--;F~|?`DD^
zlKK98a%p_qrFn^vB!;AOh}+|{qsX}8vk=pzjwjCL<S4fxKEXkaC&twh`h1&{*P(d4
zh3HVzXkAelWQmN-Z;)(3++KwIyA(i-+xiEiG{Kv>{|pOCY4&wo!7yzmQwY7~4TgBi
zi8&wEKVJfYApJbbtNgOlNfb(x`ylifca<RWv3}{~XqW-KopUWX8?VFXe)}c)dCbp>
z-U%&=>#BhZ{w$5pT{~b#nm<26IPLIf-1aklsaOGx$Q4K_e~9<bC!c}Gw@PMQS=Y}^
zPSbvW9!vk2Ug;N<Z7;d0w>C`-KGH+sh+Z6lleejGk9%k>jQ&l%>9_Zu@JL*L{CR1j
z?~6R=XGpzt>XLo-_E1s@I>Km=v&vVq-0=04c>!HgWZVvr-U?e=o2SQoR5~J2rI_Y0
z8<j;`Kl06X>1MHAc3$eMj9JzzMGxlvKxtHQ104$g&raWoDLcN!lZma$$<(lq-USZl
z^1qq-wbY6Kl`T_yu%lTBX<vWCmZ`K|vG(q}d(9;SKi3`(y^MW6?O#oO^|;J;D6~JY
z9a2C2r6PLV=RADJO5IgXZ}3>QRZookxrgOy!;98Af)Gjlu(7hv<ZzRyAB-W=ZOrjE
zXs-!)bW{uxSyJ>kCuz&i=fi_fe<mhBzP<-{Z>^)GjUG+AN`0lc(;7|QLrhvBP-ZVf
z%rJ)31kVAld@xTUeNHzjx9;K{<jSMki|p$m`%nIqWM>~njesoD*M;7NFx~xPT(x8Q
zwJ<Q2q~N$5;vbWG%c%wP!t$S=I=ffJ3)FG}3sM_w^Dvd6NZ0fEhB9JLV)5wWeM{|_
zG`DCCw>hzG9B^TO%tqXAc3JMHIue5U=>#f-VK*pp`|{XonO8Kz$r+!YYcJP<!Nzm2
zylKQ&D2Qx+>Sz7N5B~>5%mDa~JM`;(xE*k$1d#m#z;N*sDvh2f&`=&1&!;<Ke+cy9
zesU?qNpPrQA#M&gM~efr%7Xp;0Q2Ij;z;$C`XmXQpM1tU?IAM=|3*LUum*>F|Jdsq
z<&lEw66_I&zL(aF1v{>p_Qw0*3Q{DqaO)+zd-T=+{gm`{yrw%kHRb}sLd8@pKYY-r
z5bmfS`2z%t+>a&6oPFcLCC9zcuPzqp46_;X0A!o=-BgjtPzc2O(2Urnm9vAR4&sC1
zjr=0$iOHd2nKTSG)Yg0V7|^`oed3BS$BN?z1$mbkZ1nMYmdZ9pBg7+ac>GBm28tT<
z`g40^qAy+H{cw=xNtYx7<>vGajNssV+!6Qxe?t>6m=wWL-5W$FGTA%7n^ldpe+C-I
zaSdFt@k(7ow?q`YTIKiW(60vVrQ-g5QPFX2KbtnsQ+jUKi$&wA{%|!*s?Of7E!{?k
zmjqh25g3-|aeD`dT77Ry>|jCra^KMvHX*9+<}YcDde=0*b&XD<anJBaAL>)bRNOIB
z6J@{CE1G{SO1AqnSDC;`N1&QLQ9elaxuwooNX+q0dmki_oVgS`&wfHlcfkJ0=v5y=
z=SA{|$O{M_RW}CZNFs=A&%0M262KV!EM8DlP@BhnpkWi`KCO#QAud?sI6Xh@qqqeG
zVXRYDUmhObiOMw7HSx0t4jxs<cpRl2GE28j9D8Inx_tsX*0~sW$nwJRZWHQ=!jAeh
z?wTA42M6c(Z+=g6g!?=wk@5DaG<1PgoAQBzwBz1#Irl>R-nXPtn)7sfiyXinrt76q
z9**%5K<_0%;u>JIz`P7<vUD&Uu+p!8I;ZC`{uQe+T@MnUn$!18fy=8ZS>;KsiZlwU
z@Z)<CFQ>=B*HU4%_uh9pR+1lvdBWtogP6$&7n@8va*E-6BdM+r!ZYWL>)G6Wb|3XZ
zf_fTU2JH)Q<|im=hk^poaNiV_xv`r|6>DCDJ9Rq{wQ0X5UTgf&GK8zG*?6oy?8Em<
ze*fM<fh-+Xn1#|s>9fFgTV`neQdc<DN{rt(=$}D<7Y;{~mfvAu<&ED2i85r2V)n`T
z<0MlN<?5_shndj=bz3d+wtq0Do=M;@>}9xk+$lQbPZu(a@ULxMOGo^J{E#A$x$))4
zWNCKzOI{&V@7?^n<ubH5vH}zCXMukwiqCj$zEVb2n#-M6{N+^qF2A*p&Q})YN4YsJ
zFs)>dVCCJlGU{*g>nzFEAL;ab+<%Ng*6rs<17e$XYK^@73y=Md8FafMFa_P~4^2^m
zU>&f;=Og3dP+NsU7BX_6CSTWAa+#Wry-jyVX19E`RIL`ldbm@y_A(kkRNjw)F?6W8
zltXP44Eo&xlT}#*TcP$_=tFkhU6;X7D51LrtZlQGdH8-R+n<)4RIM>3Uu$QGeghzE
z2o-m7A$t0OMtD*8SE-3f9}Nn4xsivpIx$l1NS5{4slw}n#2tT!S;TuyKB(u_F1t8!
zKL38k08HuVP^IhLhXV7gBhDE(J*~cpZ4chtHqs_NvtrgHC`2jZK$e<eaRIw=LA;ev
z8)~OsXKZ}Lqnmv6SMQ%$)&TAt?K+ee;oM`V+v#pn%_2qOVt9MUBY4iMbBN2r?MfE4
zgL*fTjD<%n8nxBJLWGUWp4~7kuH$extrz+NaORQ%d7$5^(SCScQ{Pu47QT}*(Ip+W
zJQSCPd#~}3M>lmjWe%7El6hP*=krTn0zsd+29(RecL_S9VBX>cNommLUFh6PKFOY0
zgZm@W?X!+&YptI+@bIu`8Qux3e;4FN*@i}WjrxR#6S5P>D8w;e_WzbiWBpOZ-B>Bx
zgS$*E@$;PNZUKo{_w8&PD}v}kI8QJ$9*Ohn2FwMZLfO{O(~)zn^A2puhl#GE0Z~Eu
zl4bdL2FqO36`y?0zzIL5+c#T?*oGa`WO&lWz_z*!?%31w3%WS{4AM)?U%~IZU`@M-
zQaie6lslA<dD1n^&IfsCGyE#GkQI<;hA2+?=;`wh%rNH#2uXHNCs>~jwR(Dret?D&
zRx&>fmruJ>l(^>cvA**bopi-N$KqNV_wBtC5in=AWl_#qEgtk2;n7qQPNR;7+ql-J
zXUZd)f_+Ksf*RfHcDAJ-qYdBS_;Hn=Uy4C^kc6uPP|Y7<E!r;hybN$E?~D0->cs<l
zp0RA_LiR}TfYNs^uCDLfUAsAQfWX(DdZRZO5FX2`%~O!+y|}OqGKZg6v6pH0CNOCb
zKfxR|*3vO)H{+EB@z5{sPbU{BBTZfo90k1k-cF0XRPx8tj!)p(>xYzyp|$x&$|M<&
zFH^REw#Qp)@BsrW&GeU;cS*sF4Oxey>X&F)__EIYDBm-PuJ%dun928>6^+B~=kPiX
zh|G~zjVL2TEh4yAR>*>Xn!BI<wG~q3e`oYzlhDL3BA;6?1L+zIQa?TIC(x~n>Z~6|
zRq&?jRvdzHFtu167XR=-4jsW+qrfT~wq%ym|4)(b_T=Gm$bRfS5p((D1jMZ?ll}LA
z!ksQ$4@HS7EJ(R&34XG*%ZVi&7L5!AS(F-wJQpvP?*#R<_pBjXc@NKY{Dd}Dbta@(
z?4J1aB~fzszE|<u#DI3pdv<+j*7x3EYX1`i@|M&Yhe}}Sv12KO*=A2~)I8+}A!hw`
zLwd;tLFs|E$uGElB@6694hTz~>Cb4knk;vW-&_1@xuYLk6`lMFZXI6Pot96|)N9;X
z;v2ye%<pH-MMq>l7Lg>HhojT2&nU2DUd;ge6ufbwYd9AHi{7Md>P~Q6dM4!C-|&*e
z-^n)Z<)!)JAR2~=&3{)a!I)G@hh6*gs=ZSvNkl?L<9N<m0pPhEOaGU!Pv=H3)Nz+n
z+b#F9n)1|3Jng5k!D#5ZH<++p^Y5;HnEa~_QvBu%d5qdpxyzr|@;XW$CEOqRfxGL+
zD`nRERxge`=1_W@m~;+>){fK8@R>lVcPQ>JZ=qjGz(np6?jE0VeC)gXU-1_eQju4Q
zgJW}OlA~_Q@MmOMaCQ?5sK{TXd)~?mW5sQ@a`s_gG}rR*SnFlu?Hdm7VrVOx0NL;5
z+j>9fZ?W2l&URg^Uv+m5i#OD91nj86gTI%T1GLz97ir89rz|dMNC&hv3}~Az-AMa^
zU+)lxw|fI=%H59dO2;!{oSgCpW!J1C>|e;b@87#AM5X(dB0cpPbA8<s)NPu93EEAF
z@a~4R5w@2c5sWMKivRu{1&%-whxk$_9OOXJ(h+|fRXn=YgHntwq)~8{UfK{}moB%G
zj(ayG`c2B_fjZ<G@TAzGyB{MH#Y*8TPI)OzqqUeuT_}wC-st&FX;Q|SxO}2!+<QkA
z*JIEbR3@)m=JHYy%vka8sHyV8LVJN3hSN>2ecj=K8t*CN^VV(nc%;Jb`pQ9{Rejzr
zNIGt=zo(?nV4bex%QD8MpZv>jN%A{+d|Vv~-kL$iSloWH2O2%4C}UdySCo7`Gb_fc
zV7mWGUlJ3)KGNXS17Nx{sXri5j#Fn(?cY?kB5|+J&`D569}+jebP;2Tf!y1v>AMEn
zn3A*Ml44*}U}WYog~mhBeZ3#kB=6G;?A%DH74GUpNXDV&T3(*<^0z}KHCY8%ebQap
zf1!LhuY|}~^j_LJ0cyySQIisBv)jR(t6E_V^gIx_I%2I|aFCf&{k65H@3P6y`NbVC
zkJ6jXInbC6g`36s!ku)|j<!4bM9o}m>Xq5^<C^c6)i1L4L$HyM0Z`$p^t=n|`JzjB
zw<cBp#;h8~Zc@>o-f=a#h5cN}u~9ncQLV9CCeQZ?tpigbFV*`+0@)vVxm{ub$DJ+j
zTey4CfopI1;|7fgX(*3YJn#T1@EZpk!{MSqG3$EAr9;E)PWJDD3NGWdXPxktNf@gi
z<qNwXykv*WA|U$lW+(ehFfpj4U`jBEGTF_?4{%X&KnEPQs)jqc^{vb<*)80rsrN%Y
zFYo;h`Z5QA^~TkC+4>bNC41|jxm3Hl*-KJE1MEv{8E1Y)-kAGb%4~9vw-mC_LVqRM
zEqCZmTPUumQH;660<jVNg`Ydi{93z+dDmh6pm%8cAF9Lfaj7}JTw-TTWm+B7Sn^{}
z5R7}VbeiDG?>S0BN*A!;4H%E>$VTGF^Y80r<$%ikO?c44+Kw^d`NH=ou?LGdXL~Z^
z?6?5RSt)nNV_N(^iHj)-Ym^^7Bmm%VNtXh8APm-Zf$X7}vX1E*VdLnW>;iVb1QbPo
zff{Nrx*<<eJnEM)ff(#k$dO#sZ${1RD$UM#oQ_hCJDWIq;gh7(tonsq$(*pLc;?5(
zmeb1jG!xFO_9a2NR_<Wsc8{+?sdoCSIK9zUln+yOGgMv%S!CFek$i-HAh@bH!OwlQ
z0-%wzIoICyYH+5JOSiyA)r{zMrB%(|z7N^vTVBA+{`NrJ_RF+fu1QDQCK5}mv^B|&
z7(1!`TvORD8_0`G4s^t53%N1Yl(TEjo?+~{OEqowV8pthC^F$h!)TH{|87T*cRHmd
zDdC~-vxjf_cCskM{r^9=(+8g{sc~hzCKz3io%&5TMzLqg(P+Q~Mm%K;zB2OfXOL6M
zSHnw%9baU$+H$^rN+=M1c_HW7XH^U~9~1fyB9((qTW!2-Qg@|C^-fXsn@hsS;eN&B
zugej_RWmJi-m$v3o`=@Iu*t06C~Tttq*U^7r8&57^Fy7orz^F4Y1zZwx~%@mQgye3
zQRR?$?T{W7&f@V>Kd;}5zSQx0_@VJ+-st_b@`(Glu^AoQ>axubb=ZL*vw!p)`V8yx
z+d!Gvy&ST#h-IqW8E}vO8n09Ag58Wcmv$rMhw$k4`@U<l%4~asN)Ix#;lt7)2nN9T
z_uid=-knMH7@3+${4$heYX)ygQN&g`yH4WQ88&re1FeuNiha7_m+gauL>E{SB0)n*
zKf?-fLtF1bGSaXPbZ$>3);^~|{>w79ZX>*;$++|*xrzlQA<9vV-UmWq5s|$d&hKq?
zYpl<sFLRJvNFH|NHEN&NR*aR$rTwI(3ajFQ+>ugcisHB3EU06K$v#359lrPe=le?#
z-?Cf6dRy1u2Z|0f_vo*!4=mo{N%@wAK`N0;ct7*a{|nlZ)Zo7Q=L3t_3zq1bqx~fA
zcX@$Uq9&+OIQ%jaFPivm-twJ02w#t7Diqm{miFQs{e*iT(JsC{y2AXl{)a#%f|K3F
z^IBl0qPTjT74HGAP$+%pCz;|sOA{t|M}_**RF}OYxm>F+&!q%x*}Bu-5Jg+}DK~*&
z<WPf+ib2Sg1LkL&##6At`}ANLWj#hbafs)WRjMSdF`3Rhb)abPJ|((&-sYZ*|3*>r
zAqc$MhEMC=$pJEBD>)><bIEfv5NGU_e{Q#<HR~c+#iZ?u5kD5FnEZ67DuLugzAnT^
zl3q6(iM5k(Dwdi(wy=K&Z5P$SPtcw7W_u^(qJsGc1gU!sj>TMR4?Ud=Z^y3LLqo6W
zO@Cpqg6r+RS=l!@xSz0?E{|RB{rcn6M>>^7bLr&Pc|U5Wrr3*{rOvJzLjYoxO_S<a
zaYR@gRS;CnJ<`v&Z036dA`XnB=;(n|YmpR%)l*U!sB2Pk6wNw3Gj0d73zCzN#FU6A
zLuJbl6h)7~%l*gcwp%S`us9{cN^C?~XYv7iL7WEz7O{e@?3MM$ONBxVw(PBr_vVYu
zZX18c!So2A3b|zby?S+%@KUA`73!4+f)6TS(rs1>t1p**(FyRZd;WT)9|*OgNU6On
zS2PCx0!MK?&PJPygh1*&2pbqo=ctqgq`=fKPZXcTI$wOoh#Ifkm8dTNh|9r}e#i{$
z^j~X+_WU#~Pd#!calEh3#G0Sl3axmj+P&!VoTLk^k?mo#qXiRiCP<=oK3C#ZnIE;Q
zGJVCfa9e{BwAY_|6-tVm&cSYcDW>#>&r0D;cVM?->dX>s%rN@vxJS=zVb)zi+<w$y
zx@ZK8N$TtC%urUhw+<L#kR_je4pnp0gu<4?l`_iL3s(N8mn?w`)EWoFebLz!iODj(
zrq0s6LC2m#fxCJ!4$fx>;NQ7X(%z=jw|n21jw^poL{y*8#0ehxv8h#Uv}@Kphz%Lu
zt}aqO>C|FpC9R9naqO$a@50>pm;Is}fq8I9eNQEhLv};jjj`yLqbSR;8O_ze$adCS
z*A`|Jlv(h2nJ`NUG?>;~ILA-21SC;Wz2kSWSA68!=Q+bY2)(n+M*?Ug7C$fSM7JCQ
z8j9DWHRHf^mU2@m?REkP%+l}j8eRG}d7ms4loV9lxOivwSjelw%_q&0hAw9PtSD*v
zWL0u0h;Ms-vc%Bb*sIt$40}IjeyI{oh_}}3^k%;?GQIbm_dQ;^;&pJ(h`jLV`~^?_
z0Ny#jJ~`*~7Z7ajqC|W4H92iX4l&AG@xug%qho=RsL3hD_5zp*;FH^zrsUViq=!g}
z@E5v&e*o({JdVS-e|yg-^UlXJib4wC@t`c~EHQGItcuqn!1cc%(epTlDve<ae!upt
z{$7&IYWUvSx^-Zcd(r$ogqC>(!2i~$i`T~q&vAzw>m+it>Iul)pC-p2$3IQT`Fd2=
zQPp`Z>d8})83D2xB+K1_5=<;F9?M4CcVh2Hg!H21pk|chnbgDQ<2}0a3pG81g41q9
z$*BnyAoO0|J^|Sv=ysmmgJs0l>FILCFd<bS@MKFKT!8?mPFH_Z)s2HdMKq~IOFx!r
zCKI@l&{oqsLtPG;zuLlfWzp7tsh=OYf!DXC##cOQH%7~3;*H|O(FS0|n8DNM^+9NS
zqH}fJNJd4%K64hQgMtp@T2NVIw$JABJiS9Fo3orabHeg<u(|By45o2uv=DtZON0>9
zioXqH!I{>A3bH7v_MCVb)2d%`Z}p~Do_tg50n>PeZh*sZKEb3sQY!}yr9ZXVr!-P$
z-V4jF5B2M!7l+fHY7fN=UsF-}qU3B8en{0b9y^M{1;^__xxAo0J4Qaue6Y4$Zc3mW
zy#w^7;Sm3>q3$^*pOrlxqqbgNY~k}|W8W~=I>HF1-5M)6Y57t7T3>ssW?PGSj7rM~
z)tqdm+j9(Ufcm<bVfiS_@28EGb?JL!V;|ThAW!j|x@=#wq=?1GwOM-WHXme1DN1M8
z+!#S#-^ff!gCuUwm(|Ah6zaugieUw{?<<jL6-ZnvAsu%iGK3mFIaf2TI}$-i7N7*t
zxLneMRG7=PDBhU1&#|$L?MpFoZfj1sO)=hM-{5bxP0$AD!0Dtz(h(}j8Ku+m)`LRH
zr&AG<qd?lSS=XK#Db0(!pIY%pn$mHVl$bFQlV6_kZ$&xGtI2~Gqit|JuB2>ki_MiE
z`o20ZUdNE@0A~#Z^s4*_Qe8ZL5=MB4#s1vsdrP;<p2^zy7zpB|ls7wUWDaMFbYYHS
zVAdjAJZwgN6jgS)4vIrqw)}N+>d3(xEg=Yk=tvm839uz<)eSy_2%gadD|pAZ*ZJIu
zF;e_LzviS(5W&fHyzsF?rD(p<dx|6fbiI4rjhUh|0sxM<5Y1jY*!xX5!KpiO-|a4i
z=VgA@5yFHfb2$^!lK8EF?u51f7F?}e9!%1wAW;9_PwDlA@oEhkzkY?)MO=HZsbOLG
znj7EPf@e<ca(jg>v+#kpRo&XqbF(8FRT5|(0jXR4?MWsduW%DQz6OK={D(F`%G$m6
z__+RAF3!s@iFUz!7U_7aFut4RhsOe-ITOzN^d<5(y<D&XCERrD{I`z!-s7h|Aw#6M
z{fNVb9serz;Vvwn2dCLbu33=|vVSG?lMk7bmyltioxv58t9jK^tR|6$Q<C)ziu6dx
zPz;;j{QI)y*Y);2zc%{)DiBl*UBvj^cJwhsYeet!d+&;r3mTvq&LS%5-fspg*M6UB
zQm&5-wTG0>Td43)AQ9c{`07216=gZ|dY3?H`C7|Yt$1HsTaC2zMK0gvY1=`%77y0g
zToeth?F(or!#+CxdOd!K!U1up!Y;^Qik$-7);n?dh8@Yz(|vy#iE(!qQ><<K?c(l+
z^Q>GDK(`*|5pReVAb+?WmOzT<C9zt0IsWvgU=~MxLT6b&!HFh%e%YV39l~3lc6%dm
zwlI6VlW*(mb?ci?DqX?e`i0tRK8b15-Dj#r)c$o+SAv$+EF>)sHzv1j-j^Y`FNg_g
zl4wCwP8^fGpt&gC7)0A1W0;jdYMt%FTRP>}M`d<KGT+pbgR$KK%5>ViUv3?;KulRr
zUmcxH(F$Gqg)$v77<%RRC*nFC9=*6}&G~rx&Zj(uL(O|!N|73;4cJ3HHd<=ZMyF%;
zZ;*1oZkrX%xu*RLXsjhXKQ!w7SmCs;>|9F#AGj<N-GnVkMGJx^3#zW?<W0x>w;Q;K
zG~!GsXc6WbUSl6`ufS8FP|-YNbE5ut)ok+{(oo3G*9*sH>x5n$YxQU?o{a;tl=JHd
z^Ssn8ZP<PAAFqm!m>!4{UgN#a9I0ba8?WbU-<i#$y7+b1w`$>A#ZMlEq`m%3TEsDc
zq^Ojr=-lFxjMwq=RF4>6-O?(gue<d-w0#N?N3^`&c%>~IEY(y?hgMQ!c3_^&gK`2P
zWdV|=(4LQ|Cx0l4Ob2LNk2mN%5B{FhaeU!QWbB*JA{6H2w1}fWq+$xVtTZ1LklWpS
zMr^nwBJwsqEQkq$B6e6dP5h14HX7AarOfKk`yRYjKXy>)B4+c(#4{gvkwTXm)dkr(
zaB%<sZ&2J1fiU+yv7Q!1>IwUD8`xKZnpa>73Ws@f>5F?9kV0IsScI-y#;R+rbom4e
zSMwT{%tOYUHNVV>;}_3G_m6k(^TEVo2j*xhheufBd&`lf7e62`C)H5XGvdB^)`Zh6
z^5(sjxi{{So!DmI?Oec32Wp=gwf2?GD^k|a^qtf_*vaorEOG0d%Dml9@A3g052HGr
za$^apdX)xaQnaajpSD$yMDfui(zkrdr1&E^({>WG32lXb_{6F^P)C>ev^3(%v-tul
zrG|U+>jsZq+njq2I%3K=ZE8w*`x7_2zf4?F=}eVa>wW@ld@dFhCUn}k9Q{5L!f{9k
zjh!$x!flcj#J_MZApgg${~~KN?dJB3$|XqS{qpQ~SPF+i^;W5Ekb7|DN#^)+yw}ig
zY?sXzARe-*yhi6r`D`1t)Axq*wy~e^?tR=Ies+gs6*s9vIt3vkrxGS82)z;#OF*KM
z#50D?!)rUdw9}dEE~5`OsT8hTgnyl~02R`<vjo~14y)|2cZTCLnuzV{es|pR^~JyL
z&?!C+^Zq96AVJC|<CMU<5pz7JnoXK@r*AuGxK1*5=RDI}qnoubdv(LUgk0wLC5?aR
zuh#EN@~gU!emxf={K3E9&(JzVl<3REeurFi!dGu+GTx7q^1Qp(%J8bodz#FZS9f`%
z{H84o_BDCt-C+GbX=jO%Dic_q>P{Ml_@%=W^p5qeyXa(0N;5r;XE?5TirK!gvxtc_
zrW{N})b3C-@Dy~e1-bhylz&c13TxEqh1@c|BeY9Tu2rvcWcYNz+<ms+KSP>ndVKPE
zc7?-vEWz~_a?x$~a$=4nIcFdbNS0Dlj_%E8*b2CGJ%}{^&Tr{8ql4(S`S+X9$s27!
zGaz4s@68BLnDCR%zP^H<l7IOoBFeym!ivgy-HfIbw}v@+%F-^(JL7h1gNh?2EM)3G
zbGaX7<-YyZ{Rz3XbdzJPM8xQP=#1U$V}1Kngl~4tk-xcAhy?NxrW9S3k68#;B=2WN
z_(d9ZREN9%utV;EHpg%h@6n_qs>to~yAaR%wC%*zBmC53U2=T#I~sDlZ$eLfubgB5
zF8At1t9=y=Yf#ELAm&6mJGh4G%#DtynRaQvU;d=@VLjFicCoGa+zhX6(ln3u@x9z{
z_Aw9l#$%JWYulW%-I#7h{lu?DRw$Xhd+0Pwu<)**c^mo|{-qp`Mv8EL>hX4A`fdGX
z_k6UnXG#X7-XeW5r;D!`p+8^o<JQ$wh@5!IO&I9LCK(aQ76NVC#~-+r#5mUpEkrr%
z#nh}wI_K41-OinM*WJ?vIp3<j>h()C<IWP|=riog%bq8k3*9xTi3co?zY`n$`>CHM
z$%=KXyfSFi6tLBE!kgQ**#SJfn)hA!=qvbF$lMbR9B2wux42owvmML6iW3IaY#&eg
zK-QAi45W6RN|0b(722*!L2}Z;)?^Gl@ph$I<>4kKI!Vg||1)OuI}QT03#Ffx2f}DE
z%-F9T!~d>928~*-Hj#sS@CPpj_m80*nc+CU)$8+8XxjIO-Qty+3sw7)E$NLx7?;>?
z9y?-XG3#&3A<}ELd5`I9LULCf1PPtbUcYVQ(iJEcd_Gdop1^cM)ad<)93xwbdLI<_
zv{omKLKA#WY`KS03j<6OTOsRcUti0ahe8o?sfu%6VG<F*^wp=!P5;H_#7N5ZIK)O{
zPt!TvB!ipqjji`?)eP#ZQ^EeNymujTH&DeHa!|P25e9<IXcki~5L}`>_VZqco^@^I
ztxbM5!3T{Ki?jc(JxFiCY@v(@cgkQ~xEb~6Jp(6ZzC(O^v@W=EWYmdJKEDZSNpL_W
z3a`b>uFiAxVCUm^-e2?FP1y%ySG_+PQ2SzUK|BYMPE6`I3MYO@vir?Q>>NLnNqT*+
zV>Y4i{=fva_4Z$l5m@Rj69;Rr3ji8NEDI2K4a5`pD2F*&-fx+{(f3*&5>Er?F1UaP
zWhD9>E5)-EEC4+k+#H3%TJvz}sB)ybbgyvSh=9-m>$9T(+j}^v@0r5yABZmVVVzTt
zN}V1w4{Hs~?}gT;<lETjPd6-MP<nOMuYh#*B4K2H4IOl{b8<u$DX9QVYas+NJ#xBW
zW3sWd_kOV*3PdlYHASi{E_@d0#F~LkTilLjI^nhGA9G;d&sSm_MNv9fNGW}{W09ZU
zbIdbmHhDPK#pI3(b%FZk7u%<+*b0nrtA6+PWKq{=O<i`|X<VbiF3CQ4p7K}KX$6zo
zpYlimAt6a8qO;&uc}whNV7fRwcIAmPE-mer_Vo#PyHaoSwf?e3a8#JD6jkvU8hQ3f
z>?cW_B+G)%r?iDjc*ak>x-`}gDs|?YMySImbqdaf<b|{GOr7@)7OfvvRdu;zl2j#j
zmsS$)g$uY5gHVu2i<1}m=BP}SL>adSwJ<TK>{nJ?-f1MyulrlK-0bFzobdQ4IHk$(
zIxzIfS>D~~@AaELj__!uFf7pS@i+JhCqtWQ^|U!INxU90f9O&89Nrr(o+H2!Uth-U
zX=U=BH?&mlber#^uCQF~F$5)kB>jn{i_h74dY@3$q)KltJ|AnZ(_t5uGC8G>=&DX;
zAn|HAnlbE~ZX2m5-YZ_M0;ogwS^dvr(I3+_1K^YHjse;fdoUi1<@rg1bVuD5mG^#V
zDAi@Aqf%@n2O+21UR@<jFU{8-sz&a6u=PE>@?Lo|x%VI(%ZbR)yDeB}3C06AUr&EP
z{O_<_L63nX!^26Jvd*zun{w!Rz!95Qe}`iER6|tkkv*Hc#x%=9BB=;(vhLrv&&o7q
z9-DG6ckV;(y!zMg(DJZcUSo#eC#ddxNbGMGm2UtpSGPBVaq5r_V0>IlTifeuM1DJu
z;vofil?Q7$s#xTv=-*q)WhhzkAhI-k(WQv%rpO({PjPRqF;49d-+;M7nw}%h4p&i!
zm2+fZ_bJ$8e|Gr@3$A&>h3Lu)VFdeM(9ds0IU<hbh~?=DkNoW>^C*;O@dPf#5Q1&{
z_}!w}$Sf3EMh?Z>iIzuGt774izJdqxaF6#hJ2(Be(cKxh15?cg|J;QAfz8Ovm8jT3
zaBqLtl;a}4P={@*RoJ7HRkN?(`(9vfHs0r3&yqY#RbJ=tYaXS^_Ss?8qNSOv(*=56
zExrdAzi4CNvI=gOV5b(#C;+8C_*7$5Hz=mF%=3PSi;=HdM23P7f~iy^QP=2@YQ7@F
zJ90mx3;jfKrZcmqqdxn?(Jd=yrK4K!tdB)jlG{=Ni2(2;B58f1$F}FF;Wmp{PE7~R
zCeVsP9V$6drgjp#&x0EuHtZp#4BOpx<LYb4PUq?Rj&f6SDC?(Fbh_sT<kB1J98obp
zO`Uuf(SVuHGbhvy2PrJ6WSw-Io=rcf!La35C;4<Ng6JTx;|lu?mo`71{G5rxsnMio
zeF(P9iINC`fTK3vBGa3~>TOFgyzA%E)MP5bcaFyKOEjwci~V87)Ze5l+3*<R#M4MN
zWWB%1lKXp$kIQ|z5TH{}fSt4*Umi_+TDZi6>p+Q@cGk7`&%Q|tgW#gwTwtzV4NMTl
zJARpzxo$+0IywT_>n6Y|(w>jH%^#{K8TtFCY?vTQuWE8m?q(PVc|h#re5JJ5#xa<#
zXyS@k1~e1KEx#YOy&=TTL7GffIp2Stf)l}kf4%N1&0mY3m!=ImfvNax=KI_#Cx66H
z06S_ryfNuQ`bEf*ClsU~b9wkZ9|6I{w`(utNdD1KYj?u)2}Slas`=S#ILbvxq0)vA
z)F$0wwg)=7adB&!b?;;x4VFb1?MQG9?d5=ktS8ySilh<u^$DBuEb+4I$ApOR?Qrg>
zm5`Mm7{8Y}^R~;c`_q}Ufttk#`o^5RLx5ZCLqU!A?}Qs_yp_%0Q?5PNFgV+`Dyv@o
zz_MNK5>YeR#HYbzAlQeT%=KBuuIWXeozM1zo(x6>9!#M%!WX4<Gu4?mSnrZXfN~D+
z?w1QWN}V68uRTe_vOil~6AQ<L1nd5CHNB4<&+dmsz-e(rHT7+?>_<#>YxRet?nlT}
zRP~KD3m3(b-w9p%1Bvk;bC&`hbvX2&Q!0-NrQDR4q)1km`2z3}CFYS<^G95M(L;+6
zVMrd(o(K-=F4hr2#&)Hz0TyAuELiA@$UA}r5mR_8!Ykftit_&FpMU*x#*TPw=(wI%
z>4AU(8Kk8R!uS2HJo5Es+&c?nFeMZE4x;g97K!*bo)L}ie<zbIR}7Ipl4V|hb}gL4
zlWIVs;3uZn$n%}RwblntC{R`ffu#HmjO+bGuGd7z^F{#%*3$$%k{{Xug{RzMYJxXI
zfl_?%*7xQGF39711oifoYaLC|oNe2;p}KQ-%b&3&p-zKxVm&)LoQX79DGxp8oerjz
zhJvd)Eqj;r)8=O}d=@B-0V1Bm2@qma2Pq{E^Cc0&5E70z`|IQ)njtuewf(2NcRJ;$
z7!}~rS9;)dll^{06U!VVp-`_h95Ci(I{%Kd60uqCJF^ywoB6un?$M4%c(i}CPfoS+
zw5R)VhTiqJb7)6SVJ;cG@0>ZNB_PxTB($k(r`$$Ae1CQzTV15QU+!e66)K2~7!x1a
zcs-AmuzpqTVW|ag4PiA~#ofo<V7YPo`6Snjy*Ir4<#oT~C{E|NBQXz-$wup;*nw=%
ztSyRum{u%tAm;lvXaQoKjn9SiOjB{G^mhew*s*D#+yk{AtM~I}U%EY@m=Y!D;!xfM
z_PT8fqNs;w+2b~O@XhbR2rQfv1jO77+-<HOa>A0(v`_M(_I>0TPX_Aw;%WT=ODv*U
zLgCK5<Ff9OLn4&*MT5Cpn7h3*<tqECI4V0=-J8eRse1zpB;DzF%{^5n3UGKJ_YQpI
zHYp{o0WwWheKWIf#9tU>1#Jw9f<fOz>=ZDj&ndny0{wHTUko}tOBF$A5c*&((ht?D
zhuh-xms??j(2VsAN@Z1@)LJKXdbZn;_Sg=LwquX?{3^W$78_CVmG*_CEDh>*ZuyR!
z=R?2}C-bV?NwA|bF!oU-L+m&lm;O%bG<Hn-SW8_b+y@DtCV~-#X?L+TRSJTt9_{i;
zoCvgdcPGG!Tdv(vrH!#{x;(&ri2zVctrm|{Fx_`6fgo}IuE4^O&-b%n=HmIU*TxZn
zac^HwJWQ|tzP4^$qmp&^DGK|=q2G}O!@l){#{-D`CX9(!jSoxYoMgci?xCar4s_f1
zuAl(3&>t%0B&9EZ?rx<No=)r5_<a|2h#wWN>>5d-?6)K9Y4fMOe#e7;%2xSc5O3iQ
zsLGYoxb>t{ns<Q2aTjiXYh3!u-gxzS`f~d2Tps4!`GowJ+r~OJ?KOOyh``_Dk2Un8
zyuID)&d8$-axYxXjkhvJ1}Rh7Fe11A<g7bxXoHhi%8btOYe$H~upTq4KOYnWzWnQ{
z3S=P!f}Y3UeXfrxf;!~=*Jd_Gg@tIO)=ep}UM8OkSjf_KOxpq1)ze~2hm$Mmr}gTc
zZ%Rl519-th9*hUhmye0QJxj>2-Qq3+2Dw96JP{xF`uFm7^_*OI53@g}Z|O7SWH1fo
zcY4_63y=Qn+0irZS^dgMR}Y41*#{xXOXn3}I-21tc~iDO-wLaK^~|GtLxuI)D%X3P
zyxff!=foo!)u+PTEmnk|JdnT-(Sdw2Dwdn5(BO(G0n>dNI?$i@I=06b@58<jtto-I
zYK8MJouvB*{mz4g(pcYB<scV2Rr5oYqbuMTE_)0frQCl*ikQ#8$3633$t%!KCBVru
zlQt=a&D|K}jAvWt%Pf)))kwDJqTvNvt6uIhcU5g4(Q-HRuMmF5bBq`g!eZh1B4D}V
zN;#1XY&qvUUL8WTQQ(J&ZwX1pFPO+%l&#rwdrWoKoP3<qO1Hz>(XA3n9_RhG>nBM9
zimU?w?J9gI`}sM=UuDlf+yS^D`H6yRMrWif(NkN5SVE70#`1QEbnp=OND7^XJUrSb
z6_2XDSXEsmPb30)C~CbSI);$XGjM@XR&X51!?o=5SXFNJ0WwB%ljOUC1pSX1UTw*K
zH;Uawt^4tW!-^js%j0>NDWaJA%5_R>z|OEI>ZPZcb?*H_tDI9=^ie%!3ij1@yi_xa
zr{;LLFU}DbDLy>OkFcuzoqb#0@dY9s&ilrA6AdGt9UzYLeD-C>)Atq8GGC2Wn{qQg
zJVv8(Ml0+L&ggmgGE%`mj9`W0bh^DPg`2^&E`MLa@zrKS&XqlR(Xmcp0Y$1DfEP$j
z@6{6nZRk!JkUW8v8%~E4ND^^9ZnL-Nu_C!{*Mo=|)F?pl&cG^$=m<u*?Jpy5VhT>;
z&Kx#0&K@to&&ot(l5l<~c|%Ce&*1j%tA-P2p&t2;)u6586tpAv*2lgVyRN@5G-q;{
zZGNG3#+6)kw56)7=nwx!$7Re$BcJlKqX=3M{lNA}rmxJf)CB(~HU#+sr=_I8;%lXj
zz`hW8c{!Pd-k(RC@Fo({s<4-1t=!k)=&{H``}0x*S3j0N=$0I_3XbQ;_FK=V1juR*
z4gA8_W-I3AQeG4^3p3r^X)#24Uxqs^RZL&R$CcyJzHZhGWOx$Trrk?=xBBvnJbt|4
zRvC)l8zM|XdA+)my%RpTSnS|LBwqJ~)vg!PVc)j{%+_k|we$`jv*+@=uFzBDu0<R^
zzv?a(DtxDjxOo>7CW!b~>cy4r*D0aaiI8aV9&!)GF_HV!<sIbZmoK>@xN(%dYbl`3
zc*f-WxWrGHlA{@y)|OiGu_&nLzJ4lBoV~WI{f?sa%|}=4kR(FC(eJ6e6c71p?7=VV
z_0=<iNt!_W9Q=0Mu!}@nggR2?<M%!F5$uM|^3mxe#PXgz+X%<p1pr6$?s=aNxw&!6
z4dCJZ{`k4+K?mzz2lxj`aCuc-_eFt{RcyA#OBWe?`wbz1{QMo@pP^E})h>?TsGYot
z4nbcD6N@J{c=35_ZRXQAY?c*GebG(Kp{hmNf4)TJIbVSq!B%)``Tkzz)8n+T;$?O%
z8Ayj%3?6<RxDV^YCZlt#*J=w+`XM4S0ZO4czoWs#{)FJ=2Mxrt!>ulFd7?L(l{WgC
zukDWgx!!A$B(ML1`V}L7NPVWCdR0@dFg{)3ewJSd3D?hmUjX-c06hgb<8LBN!h^G8
zGb)kkL)>%T`rw}9U};KyyPf&<d*wRGLnqI$Hv4p|5|5`*0DX3MBrX!`a(sgRj88z-
zsbmm|55*pytn+@0b|zyaEXU?u$uYy^TxIzcqiH%J^q*n`C1Vvqb|J}aNBOzl^)hcC
zl-a3STq}3da0G-#;BzD#F6%kY9x+ltSl7>CEwcxc2Up@~In;<jBFX@$hP}_9cXj)$
z1>Y(CRZ(gg?T!6D3yo<{0RVUZW%8s#K|_;IguZ*NwVP>}kkOy+JBXP-jGZCFG2T6r
z&;A$<9EJw;g%&2gC)-At<BFObQr{<8+H>E@Ac3FRc^$E<p7q<t*jPJ`UF;!Y?vbII
zUe3a3q*!-<H!re3Z4KZUi2!RF$0>bv=eZZ=$Zp-(YkomJQm2ut!=c~PEaiVVAdBYj
zvmu|6&C*8E3EBNB^hW#n<_=#+1ODjfJQE$qj`)d|s&F^|Zl1g6D#U^-CnsrQz;Gdq
zYE3YNX~Yw_tysF<r?H_Aeh^jEh%Y2^k37C$<2N~a-b{3h6L$~4H2v$f#`~CHhvzGL
z)jOI8<2s~M*gS>KQT94EcKI~-zcFaO)k@6b+kRZB=X^)NweRoxkkB+Wb@P)#DA#|i
z=Us}g2jn33xC&$J{Y;;dB?u4iXLzE&aMsS(c6T17OS#Vi+6`LyLI__blHn0zi5CXL
zs@o~p#Rzj+^Rs~l$5>DCkCG9S(pR2r>a_mqQFBuBVXN=m@!r_KTZ+?pWoQ_pVSn1l
zEzG))5W!D=56Rzn|A?*zv8E@ogG1Hvp3hL-VdE)t0_*ptJ|tXg_+%Oz$~xAd19IhP
zbdsX{XBoezUmWdJQxg5&#s>uBr3+8q?qKI<kEd<kCue*3I^H0FbgO)Y&hw$jn782R
zV2*pZ`MvN_SMNu<3BJE?cgsZ$I5O40+<p%v9zRS6P<pido(h2WH-k7tFD@S!-5H)$
zH47p*fRK0Y)pMbwV0nozry}FSXgJ~T#&G6j_b0Q~Nke-<auNE$`DP_C|82y+cuo1~
z)j3S_G@r$jyMw2Aj`PZ9lqKO$)(>klhBDM>2Qs(fgUeG$+od*I2LN0oGPP*^A4O-j
ztSYu`(YWW{^EpIND9EEyqf$!ci$S#j5fG{Q`rG$Q=0j#=?pRA<&M|s#ZJ(nof;Hn2
z1)NMa{@|8ZrNjpdQ1X_FO^N-h%)y&r{H^XNWT0mRP;+fo=Fv)Sw94Pl2b-VhV~PiA
z0g>DMepMxX_$P5auqS}BZDCCvmW~i2&T#+#AHO^()Kx@4v_HFt2;RZxE96f~DBkS9
z0&L&s<gx3NS$7%pI2*-^6OhF8?#a~G17lhnP6v(FyAV*QClXj4Dt0Bh`nKsRisLHI
zCOfyl6kDkt=)pp?2G<n8f~4KWNxr%L)$|>Bt0rTf6=&|3ZMp;)zgMiC_gZE5yC1Gu
zwIe^7UsLTG<@Av`gx}+F$R4q&8Lg<sJ7_3?HKj&S{0?I=h#o)PO{C6DEiCay%lcfR
zw^PJKX>aW}`gS;ei|w`C*DIPU5|znwcE}GX3FdSiBB=R6R4c?g_0*=mDs)2i_3n3&
zpGrhOUtDs{)zP`EPfW_tyF^5ws-LPB53aqA%5qIgG0mt48S8&YQ_|CELbm2-=`y|-
z1;0OdSO*4E5}X`G6^)YWL#5t1l#$TVcE<W89ZOo-J_jitOZ{%SpB6W~8vI7?s-1bI
zhJerlu<IvXJeelLSG&W3e)PZRT;|i|4d4#C2<PXeG7hE9Ssh{uQma75G1RDj;Y91T
z9zN=HxlGJcMfaa1BlZ!@WzoDT$we~?CE&{&uB=wBP;I#@ok&kG)29+zS3{LNU@-~2
zLM5XhN18r*U(I97K7q=4d={7w==eznpbxCUd#uP?G+{Yt;;t6|@V(TD?w;`R=$X=Y
zmdfp*c!s(KgVIrQeP!<sOuHwF)qeuI5*YCobw2%tW+t#A_&hMHu?bfZyJQ!y=5}`d
zt!5kJe#gsC+XBNtY1E?6m>fs!8E2%zv8nAqosSkOk#|z>Ph3GC-e;b_I=3*L7Jqkk
zD9o`5IR2J51ijE9;mn;q1aT4nmJ1tiW&H@hd12!fvGw#?!waJC#gPjIq0@m_lrm;}
zm~XlDy9E#UX?i!(5<%j614akFff(SI_voCoi!NmU9+;BfY}`UJyW(a?zfD00>THEL
z;*rHqVL)KT<OPx2goqWjuvMqX#ggjDwE?9A<LBRIw}PiQ3{n%noF_DPYL5ulwOFwA
zBf|Up<5>l5l_%#7O`LQWyfuAOl>4Fp57A!yA>4}qX(DoWmGt`qfvlzyTHfoKKS6v0
z>Iznmq>?^ZEQ1&$!)%J>SvlLYMhsmJcApY;ypLE>m%lEf&h|Oar|=EuGD`Eice}O{
zRnu~vIq=95Be(QRXqV=a^`G%=DktcrzZAX`5d!wJK#ecZ%Q6Fv4f%CpJ)~x9z4f`>
z6!d&6NbViu*M0ot@7J8gBQcrV?>1bxc5>DH$6e&K|L4Lv`TopugJX_XyR+j(4~rmL
z^nR_*0}9t#wY@YgPZew3%s7@J{V#)26)&WaSO4y}l;7ekti$1bD*SKSTze^?cF7Qy
zTXS7tePYg@bEq&~%{>h%q3d7GuU1YUjPzCY@9|=YyfMPq%n3J|gn-6$lhbM!W-fGp
z^l{jQzspW1A$=rmrQc(UMCY>DcLSHld3~;hr!5k0%x^6)1JT13!QA&s^+Ch_T%y_z
z%#n2<gqyGDz^*0jWea;rkyuI5_fn&A^X$%0IB<f{cz@w}>aE}OQ&J<__$le&d|%XW
zz+o-Gm)yP>OXXRYdYRhpa18rZF%UBUe6KAU>g{|FQh<6-B3LDre_`IS+s(3BBLQr@
zH@5+nNCOFwV&v0-ln%)2yCkiBH3=Mr>nk47IK<bCA2SCdLbI%;`CQ?IcZi+PdN3Cb
zB`Q->Y1gn7s3mP{IpcP6$<wR|N$4^T2M$c8dYe8e5`FF`8@^?p`q5V*c^H95!zM-X
zX2grRA|HhT^ZolRg?CgO<XPG5n+qw{@bvrSCFW2HoNHuUt1hPQ0N2q{a<><vVD@}e
zBbG1yA_cQ((4;?rabTZ7#<odLbV!uerS&YY2bVr#SPt+jXQCe-h>sV~&2B>D485(z
zfbI;g|0r@VC9g4ZPuMBK4Xb>x4Cc^{>>qt~F&~~i9M;9o`8@Ft`uC3ec=7X}Ckvp7
zD*OiMiyyz-FJjB;#qz$@hu7qJ`xWOykNogE@qq#r$J@n~V}#o;>bNo+Mp~a2k<t?M
z*w1qAE)C9MD8L)v<`1LRCYYV>-p>p@11NzJsCS3|^h&XY%9-{0JeUoo9UXRV5rvK|
zS8TT<t7v^j;^4`Z+)vp%V@O{>2p#UWcT|4IXSq=nq6M}=RA=-e4vl{Rt93O$OO(Hi
z+X2{4ZO|)N+!{%H91dftdN$VwxiNQYtOy5C5N(T~sK}luG3|8Hm&E8sz|7&X0`=JH
z-1|6@^|Cu#O;6p%|Lq_`s!w@;BT1>wBRqc2m$z}xoK6CEE3Bu2$zX>0?KX*H^(bTH
z?~`L>SBbqK;!s#}KD6M?Oh5>bo$*H<w-S-gy(>e$zyB$jijC~cB%#;3I6wG=51L8f
z;6uwd$>vrNs|h?W&eM_`oiwS@B2I}61&qwMO_;Cq6t&+FfTy=ycaw3l<-gvbu53Ln
zY#$sOpnkO@E<i7wL;OhBl_w{+jk@##?mOg5@hx$sMF9OJ5+PJv%0K^1aoBnp%>8oW
zNLZvuv*RnIK8ON9E!y7jpuFhqZwO793Wsp0f^|fO`SlTn>+Uy}B6GjXPda!DM`m_^
z!)9f_VNU7^fA&~?9@3QKg|~FrnaS-#9$bAsvw4=QebQahoky<a_%*VrxxD|Nq3d}9
zs5#*NLj?h#;Lh1#(SWD_VY`EVzPQaF()G7nWoKzi2aI$;=XoBk&A=V>_pva29m@h{
z?xQ7|DldL04SLSYWE0R*$3XdE)>&b;Q7(oEJ_Q2{46izf>c<7Tgb<&(dJ_9iHY?hr
z?r%G(C(Ip#<8j39^Fti`gT~iO8C|+O{x_7dzuxyt-PqQIaKa$Ro}Fs$ayHX@WS0Z>
z-f9K$-0T-Ym}2gI$MRibg?X&HPOgkdI+xOgPYRf69~jw1@c%se{yhWSS;c)CKV{h=
z>@UKxe}FYO78k1l_u`L6u$6`BxQlh(8~&KoZpUW^XtgmRGC0xs3omST8fFR`#M_4v
zD25>NKRV=J`jOg#8J;b3cQ1i2E|2+!EKhWYP`Z-m;QkEnFz&o3|32M20~&c0op_yF
z{A<zw<M%GMN({LFoNPvwXPq(RGhdsikA8q{qtR;q>gzhd2BUEAP+!TD8R?ktmd}nC
z20JL8xF~>KcWGiB5twhD6IPqYuyV&vfo0U2oY#`<K9dxJ197LmzII{+T$TmL(b6|_
zwjr4K`d@+_eU%4<wrXt_7^b)_P*r#-ZwSwSit(w$TYDN3&HOQ;%2%z(Dke*_f8q0u
zFVo>0&dd>!YWIbk554-wW}U+eFHi?jp_%TLnvV8;e1A^ep}5}^mtfF(yLR?<M$yS_
zj;QBn2j}x@c44vMjC{R-e{Wi6ik-txxC5;Eos*g}3(^y^%Z<d_2?2p+0*ha%U0(h2
za%58msP5Mt4*O=HU|F3cjm9r!5-)95!DL+fPp}1)ZJA395diT?pWL?2B(8Yx9~2h0
zMle7>Wc?u=d=L2-dRW>(^S(Sbn!AU~$V5P#V4MfIS?&)DT&<R{G9w639)rt!=9B6Q
zR)(@6*|<jaV?D@dg8*e~!dmqHSk*&-o&7Ic1uxeZ>FIilD}EJ2jQQW=by21xrwKUo
zr;bp{#&?10VDl|JyR3UJ>y#zj!C9j4mir<bx5<Bpla#8?RRKpYzu(RGN-4gAY02cg
z-dDsCze@>?Q5hZSxPWWM0`35JlKidwRK`(gOeZ0abmr@0H2_Zei+J(}!-z%PdO7Q+
zWH@$7200EJA8+7nCtFU1ZL8?dzC@+arawl}{u5`|rvFwR?~5sRHU!|;*s$_X=^Qt<
zdp`;|{`f6&nSaA~YkA$<T6%$J_{SN_uMPv0@2wGoZe6o<3t=+ia^fFAhP$jwL#~%t
zBop}?!A%Z-)-QgH_q)+Qwz(<mf&U<a+<qUoJWTM-A^`}WL!QB`)0nPi(ov26M#<>5
zeV+dIRkG7(TvsUChl1nXuqOdgLnBpQD^YMhP6b*!7One1RbI;Fj|M3f^SCQbRLSW~
zpQXuapYqzK-XkLV=&2OXUwgx|=h?>FL9!E&d8Ol5dUVeptSd&;Q*l-5H?$4ygvdS>
z`5OT9dht+Td9R@a&#WK4<ovMx6AUVPPX04OgHM0*;`}7tn<^&IpLu$Jwr1)v(9?jc
zZTHAH;k{@wxc~phzU*u5X^LI|`)`XGa&7P>^6||E6R!c<X;7T8$T!x?t|+sIzWbws
z{gu*rLxqoP0ndgiI%Iz^05n~%U*omy-wIHdqg&|-rM}){Q92NFJ-D;)fliC?4Ek<w
z$Gs}s?{uQZJ-mG1hVxs>{PuT#ADHTk@rrmb%Vy<7a_$a3M0^7ZdmrPcKE`<DF5edm
z@kok^90w6-LozDB_EmLz^x((buy(sv{rb3+CwH3qYi~KfpsZPF2@1=>lYrAIWY7&p
zsgc6?0O}nGt@SeH)8`EYFWAOzX?%|cR{kBX6!^a2J+qSZ@o{@J)&7KHIm+9b{ivdL
zd7Kof;$RMXT=-+p(w`>@YJ#{-7yoG!Mj8yo1TE&>2xXV_?c8rzqkO5H49>m$SKqn-
zg7-UPHQ8VB=fxXA1S|#;M0L1(etpE<cih-N8W-!oVSxzEx5rUqus0isB-T{*3@=})
zy{H}<%PSD3T#klvr>Zq{3Fp5NW#fxV)Q?}F^|VvE{U30pzbbz{@+Cby2RzgCf8nkH
z^?YZ-eWGD;bS@1T!+6Oy9@gy-B9Mf*Pyf0XBm31(gRlM_O0C45HyicvU?0Dy`g7oZ
zS(w~u{|WI|KZ4z4Na*FP#Z6@sacC{Pup~xMRXQCHokFJ8mL-V0yfb1}8i47}H*4GT
z9`QwFxkFz5yLN#6ZjUu=I~ADw{7&3_&8Xg$GAk}RsVSW5D|7Slyr<@Q>&Ctc9+<A-
zJan(|xHjStE0LV7-?w+<g6&(YB2se}!u_A4^F6@Ck|-}Uo?EBfQ~1W6TzH_1?}iWg
zL5e!cxTl}Lpbd!&t>6H}^f>YDm&_j|tIBleMeO%(Jww0d9yvcCzgdEHSRqUE_G1ow
z60`hMiMTlcG+(M$%vI%W!YniXQBM!WZdYeL)&m$1*d$!v*3*#*r~U8r$N$*VFQ97n
zFaO!*AytPa06e8Ox^8yUVykIV*xXG)@rHh1{9$t~y*L{uo|;~4?ZG(zT=w7IVu(I9
z&V3le-^@-u2H;)aWpp&i0MJ*W%2j8^Rhx2-g$v3-)2I@l-FGdt(jd`O^sQ=Noi{#G
z|N6{?7wc1gQ(dQar7o3zc#omj>Mz+oweNl~ZnY{$$V2*%cFoOlIda(aAlknl{rLE}
z4;`^{XY=`r_6-gLkJs0hT9+%+{Y^hnxTmkYvX1xcD`Bsdk2aQ_=EOgbZ9aUg&vJUo
z$H!66G9p%xu}PQ@1mr|Osoy7Zk|N2zFcW*eJGf(wtG^w@B6T-Pk{Y`2`-R+TwC8B-
ztIzQNhACeu+LTE{r9Qc$o&2+0D~_h!qZ(so397q*5F9dGXvIvTcJ7sz8BdodK(53!
zw#xayz6lp+<ITTxPaT3(ZLxOpN14{2=bfZe#7;UgnDZIq%pmoJ_*WPi6x^BtJeieR
z2%xF7-Dhv}U3qpB@?7JFt9lUU1?z2QQQXHYXB<=Q!Wi5a^Mcu*sg`Z)gYSO;$tM3Z
zD~karVMp1JepUZgOD9m=H%1VxAmbtpby%Vy0K9;V!TrU)P%26HcV5qAK6t&S;m}RL
zXk}fZi&0FMsdM5ty#}-LL8gvgUDpAj`bJ}+-cFwGD$}a3H_>ZC|7;j;w>`OQd8}i9
ziXJ1M#~`|w?+6!y%(G}@8<QigzYkx>>%gO*nxE=lPmj;Ja<1d`F>QK836pU?u$u7D
z(D67$nf~2j3oZDP599mw&u;T(!l3QZhme|2bW9ckWb>H{dbYw$8Lcom-5tqb5+9qL
z@CDp>>+cW5CkQ}c32U)PCn>|SyX+57;J*<of~+SUEuSPoJ?gSQwm^+m!F<WI+gbi-
zJ3<!)Ame?=nV(N6zoHND40e_J05}=fMfSa$(mjQUwGs;sfs#!#85gVVP*p0rWi)#L
zF&O}oiHhYDdu_b(7m|B^us^w3_<#A9PW|0><rUAUxcBJUxj2sbG5ineAh%zca7u68
z0ZX)!$5LxTXI=msa^43H@$K(dnsd|fzIX#G;6#5hcK7jT<)vPHS||Iyag?+zqi}@i
zy3=v$iaSZluJZ?4BAz?gEu&07T{(?kSm;?~w)Nn0mVBa9)H0(kU}XeCF6w{8zr|$q
zI}^5}t~j;W;A$!t%%;~?X}B6X!?R7KM&W{^@s~Xu;aoA8pzOs>_R*EOt$9*4`U5|i
z7d05^NAG_tx^;&im}h`{a6?z<axmej&X(-Y{JWUjY8!FD#ILM}E_UY;Fkb?PQO{<6
z43DR?@7QT~#j!G9gY*>_`@rr>Nisuio<xahZW_1W?w2iFv!h%ac-Z8bAWn;*XC}6|
zKjw;$3S)K8@pORK;<PsjKr=_~_0t+INvc|riubDiu7$VHC3Axvm{6FD@ulPY)+1((
zkXkvJbWXseMtBZ<$;(rZbtF;S5nyDlLkVP7<xBZ?>O_c+wGuJUJa8!Cc}>nL=H$0M
z+6S(9%$Fm)6VmC(@j_X@pV&F{Z}KAzx7VF8)xmyKahJbW`T6w=x1H5vX`Z*kR|WV6
z!HbLX6B-xWK+o-5{S!Z&>W-wYwmqel^Z%ysqW^i}1Ka%Z6-uR5aR<1s39+Lsh?TvQ
z5cFH7f364*_L3rb!qfe>kGCKz7c;t-hi=4-GYJD}`MVVY*-pI6qx>{duji&#U&%gJ
zUdjB8tBQPR^d{4<@@${$w=#g<i{Kb4=k;C?_(t#o2}z=n@yAr#hSR(!O1vGZ^^nXn
zPb6y9)<CKlCf>>ZwdF>_qC{J3Y(z~kXsPe%Qy0(m=>!5;^X!^L0szT1k&yz^)XpI>
z0?$z8ROftsf7PVcM+C?LuyU@$_xu<?58<snuscQk8eZ6}YvLa$$#Odo%?Q@Usd<*r
z1pB~L9ik%5?huD;5s7hR3Pb46b70MgRmvM+adi8)oJuY!CkKG12sU#b;Nd$y^<djw
z9a{@Vk9i~R(vHHE(Y12{@0@i5**uoMuLdw70_Wj7ZWp7Y1W*JO&yVNBzd)jNNjEhx
zT@_O@RPh(smjo}PV}=pwrvowZ{=Py)cz%+-YJlXK7055vZ<@B9tVV)`6x9H6t)-KH
zxA{@Ei+c<;s(CI^l$ZW+xyYWAEb}T?fj-`RQ(}Nm0i`PTpm)KsUdAllAKh`9(=HJK
zfu{bnt7VsqLd{+AcixuWX)fSV4rP{GnEG@-qp?Tq>lpJKyhY0w$k^#2OoB<G{1Wft
zo2`)N(jSG$N9y_{-l_l%#<f;19~C0n!fpq=WaLle$ia1~rmxk21%FYQc?EwcGP}Rb
z&EJQld<Z?AbtZn>KSg8_(o5V~9xiiGS_gAynnQElpW%b~Ia;@C4<UoeQn+A%7)JZl
zS4or__B9#A`o3gW39A$rpQ-9xB`VhP7aUl^4om2>|0ze?`xBl~tCwgme(_vn(kTJJ
zQ8fI+<eeCUa_&w6Q&KbVXeZzG{cjcK%Y!LhLWr-Wq?jL0@9(&OOY8b!zro}BaYSJN
zbn%1_^YN<jj2EWgKP(Kx%r%81EI2ZZ5r;P}=_BpYIr)scU3WjE|Ci-`{sY*cI`h72
zd_SRZ3YD0go=x%seoB}tL|8BD+TJcSSD!c(!s;{gaFZwCdSw(X6$DcD^Qe0MSmoKc
ze9uh)I=mLtu8sdpb?G~IT#q5ApdYsXQp)Skj}HOt$8o_qAEMU*;;x>u?qew~&Phl2
zV%t?RmFn_xTMcVW-%IN(GWlrD&<8poCH`1i;>4h2G59@rjEOcdMRu)R!c>1qZ0Wc3
z1N)YP?9a>ei!6NLo_NbRB8@(}dwitie4IzS!3t!}5~F`zt_DN6N%T7eN#~{)>qE$&
zNB?R!@<srV@9%0Cy={1Cr~!xnObaG!V}1opI%4lw*NiBiaW23u{sDKxeT$=BeTxI+
zh<|t&qy5?4&*E|GsppZo!v&0GQde3@dNux3%*|!?(8>52)VTc^Rv?3p{sjSNT*viE
z+IXQ0%`CQ@T@vgNbrjQZRNV9Crlt>6Q9EngKP^{>R#DC&&f5o8bdd!$kF$v1zr@G~
z{T^DDxLfD9Vam(%Q_kcox8g#n#DB0&`hYZjbXi<U;F;m3!XzVU3_^@^XuBL~KG!UH
zPMSF>E1f=W*IRv5M!D{vd{EwBM!j|WTdNQI4*~Ad!s_p`tZ{b$E}H_~X-);&<!6zf
zaR2|`4q!e?*=40)o94O^5;9{-7<Z53EM0K6T<;*k$Ps~#i>{#8N?mkO8KOUBV=ztG
zxZoQU(R8PSALnR|&U{Z#A3uVOF;O#&al%c@@43I5T7jkp4ZHxlD+K8tbdMLQVn9G&
zJN&8_frD53j-GhkeJ5&NPrKz`Tq@Z_`koTcLx}IEB&4sSB~97$zMrm+b%-VRVfL3+
z)y;2eNOd%v?Gy+(qgrn|!U1kjKwGhvCBWmSK<4f^>NZH9`GSnD4tdnA<57||5WGUS
z)swHG>qRvS{7UatT@tFLg{p6+-(ZFP%@AuVJ8QZU{Z!!wEWiAyO~7R;bVH$?Dk|uR
zK5x7*xASH2KA+3S(E-25;3e)qgK&<&rvaYbi3#ivefQsP^!oY!H7e@+aDaL+=5!CZ
zDB7I$Fp^%Q5U$W9{~C32{a)l&jG)7r-Ue}#WUeDCIm09Hz&#`F_$J<Gk%WHhI)v6e
z8P6Kd=Bl95&Y74*G`EF=DRd7EWXSrUu^e&6%qnIB>-D&a4DD@Z@xH#9{QBmH_D>6J
z>2Cl@L;3pkL3bS2!X`#5CpFKH=~c(=%<MBtno5u0F@;l^SGu5#OiaJeUS3m6aD$qQ
zQ#pBv9+fny(c5KpZt{Q{=@(XUV3~kJ@=gcsb9OK3)l%=FdeT1@{b;f7qSni%xF;FH
z>aF8u+1mXR7a8dNuGjFU_%hGt>Zj*L)PN};<v}1vL_rN8WjgiNEzVT0S(EW|{guDF
zQf8Bi%9b3U)Y_Fmd%vQasGhab4-MA3(mR)*@avQJ$DiNfXg;~zpT?oDyPmBuk6klx
zw;Z)=BAGp>A}`Ik)!52{QV)3vGu*xXa!4=dYqQ>D@@{V1g+g)Bd>GE*a4Z_Ma1xNA
z7Np|4y|Y@kNaSy0CE5<NMoA{f(mr9NP5Y7P+3)`D*A2D}NX1;DUiW~sPlW9bzHOjj
z+yzoYRk2(T95XaR^szrq+zTjlbfgUDV@c0+RQ_f!0f^5Tq?7pVR=7?c_GbU=&BKx$
zo3fWt)P26mjUGA-#1*W<{hc{L<B~oURrxj-G@McV-_yG?(#J0J^VX1m;45row*Y>)
z*6uIEl%)DL5rzS)=0~t4)OR616cYWZQt?>bAA#a~Oc(U?OD<DFk=HMwUgsBvRm9VZ
zkoi3yk*Hh!Lqzva;b+jSvxi=BEOn-xOc=9G_U}8t8z4pac9aX|E&`S-ab4zJXMx*u
z6*CN$3RgZagmZ>gGS>*s>p&XA>GqdFjEP{V?B&&*fgsNqVQaM`ev{RgRlgU*C%^A;
zIRaQ}Vko}QnLI%6jZ#(8gcy%;+cP(_zx-m|8iPe5wC~huT4|q;;YNvJXVChBS_{S!
z&jea1LLB??L0DPkkX2gIqQ%G!;S|MxNqQuPQNAj4+3)g~iYUw!K#xpWdJOzJSGIF4
zozGR%%hkB&MU_<NlUI<30DrDn^kw^~x>&0q$@n<f5`zKl)m{QL`<jX8?`0dG;8vrf
z=kbuk`#i56<cH2RT(5xa+tEMjobV^Eml@KTpQjhOO7d2e7}0E1xGG%mMQ}0Py3dno
zT$3<=|CLE!bb6wmu4>2R0QJAz*IPK8nm>pl*1r(Nn74b49s*Y3Se&{?=~mP#Ywzc;
zfNaJ2ddvSjdmCUZH(_=f64GDqdb*?#JTfH+1mr1p;0^kn_4Q*&Hlc8rBtXN@Hw(M)
z3i0>u2ob@M1?vMyB8He5IZO0}_M0X?=OcOyzB%|iGR>w}mB}XIt|9F*=yr;M9e$|%
z2PeKd;m>C=`G$~keE~qaAz4$Jqf30}Bicpo!7LKY+}b9IdRuv<`mf#3JI<|iK227X
zoxiDd>(JPmKkaBu6aGLVdoq~O%x6E{f`%~1HzKVE#2T;xR#(9H&%4##U+TrrHF_es
zQ$J*Xdt0#m=fxs9rGmux`!ibHoVi8TH82Y&DW9J5IJj)Fk2RbHo0LL4pF=A@f3-Iu
z2zNcX)n^TLkNofc$3{_YS>~Q5WKp^|M!q3l5T(#1&JOX#Ld117&aqE{u}b-Hs+A4I
zN`8X3q!O9JIk}l7Zzouc<r^^X;S&7Lxj!|FY5L-e?i9akPNwOJFAzjMDrOJYl)!8G
zptE(UcRboYA9^Kt5Dm}M2$Zuv^+_R4Q==d=ZB--IYVK2;FFttj4Adb!hR*e?ebKPN
zU>ch{A+)1=^M}J!@EHFor=QM_dAY~DIg(Dj>J4a>{#B`sEL$fb#=zp7jA+k8djveN
zK17MnYM73GaQ^vyqGEoOsDw+man6j>?@oT{gwn}Dv#CF0@sRJ-GsKD}3|}w5${Pl5
z5d7>X)zW%=Kck&hZV{1*7O%NimE7po-KG4q^wCG@V^wjtJq#&i-;v#uHxFg_!GAVF
z{k_Al+J;-H2X}gqs-b6VP{2{~uGAg)8I)8-ZILy!j?uToh2u+RSj52w7pGtn(<kPY
zSzLJYH@<yWOe)A64nawme9yOxakP?7zqaws_aC8q86;^~XTN&Qg#;W7$3AT=aZ=8I
zVVp?ZZBD^r`^qkRoGsod^5C&mUT?XURmtvW{bI_g)N(8{MLM*_4aaU5Jh+Qn``F>1
zli*koPXYi0C2tSmyKIP=b;i_-DT0U;V1dTxa?C8q{|vf>0=mAhE;0)#O1b;^Cyf&|
zaO}=XW$pAFcQhLUyLF(4S4UNW7S-NxF2aUQ)|B--(&7BWhkqKWfKx%E+mUj@?yP4*
z!j10f-Fq@pM<Ww-Y--eX`M;6N*JSt0w%nK}jJp89A@<e31SM+O12ob36K!j29fv$3
zxfC6v;iT>qCM4R4&)>(RrB)Y%`H^^a<;wd<X>efJOe*3S^-0=3X9^Oj)Kg0)Yn9A<
z#X&c(S9Z$hQMxdp{at^o+GYFbeviRNLKA1ff*%C`SByliu`kPkkr^+~D$FKdHNGO}
zegE)@AVt3b#YdHUf1UK@E`EG#ZH4hzVjpQ!HIjS6F`ppS>_5%~9F159`B&JZAY#OV
zv$g*b-|0q?=|*$n?+>*&UJzbWzEAHt<;<id)G+1R@<m;hA8g6DM2y`7C-TRO`lYHP
z@nwilOc!9<1y;ibujVAah#!i8_zT>YCpR{(CEChUK$=!my(lAgu0Qc*nwfuArE7_~
z$E7UZrfE?oX8YzGT^Tj6<?E8jcz)g#iMM~@6w^Ri%;nmuqno~xS<MUt)E=X7Zm64`
zUk*U}DOWy928=0WnadVp87$%NWt`*;e4SJe1*~2_+B$+Au9!F#Nq6o>pWiz3Z+q3q
z+c8^zN_jW+b94LLQB%C%`^k_TAt^g<r!{VPqRrA&MI6j|@N0^vfuQp{&d;~R2%|CN
zV}D3L045rfk8KBmp(Xu`Ru!?r>?N@Ysuk5FHt6He{#&vV&{WK9F9{2_gu~ah-{3ED
zDe4`WZL`OPWaaiyUuwhB4<}7x7~(mM*z{atU62zr#KU<q7)rcm$49@;LNM;?j|0!*
z0+)4gctqW=(=<nbwB&pd)|Hlrpu$n`aC*<=*Xv9+gInf}wAA~Xv)T2Rl5Eq_14%ug
zzRF_8pZ)8Xll>4tz#c}L9-Y3@$=ZZl2tpV3=KLH6rZ0Z1RWkNbK#Exjy#7|ITP&;4
zgTeExSW1zc0u*%C!<AY+{aYgK^Lum4PgRTH(Jns)e^0IRu$_|JLcb9N1@*l{i7Y>t
zlko1)CqM8KZrbQZA`W;pr^{vGos)3CE{nnOT|5u%>2~|Z>m@{{N#7yl1?=q3d`_6>
z6CZ-lBHe6}FlNOK_9iEk$wVW~eVoSb>i8I(zx?~L#`eFntmC^DQpb@W<>66}*c_x&
zY&N+hhX);XR%v@`m^uhRCEp79s-YwEBtIC5+TSoo{{2C=*;D%)4FZVxi0f|6B~?97
z>Y<=$cFNPHzX~)s3GQ~2(MoD=&m9@CNhQKaBD}W)&$cfly~x#Q3W)Z|guGdG%UJ?q
zKIe?+FVwEgNx!uUy*o$g@}t+I&N)@zLUq%sNTHp7&(S@H$B#Yu8i|l#@m$K=vQgE+
z-|!<6b9+RDiR_yG#1<1!ht}2VoHaX35Fd)M!u%j>No$W!LnBSq-{03tJ@645weB2e
zO~T=WY4h77X+8#qvxIe^)8hxV$JWCy@?;>;_EOBdu!Z9b_y7MJE#UQypadUP6gA}4
z_gF4oGTWS3pwag;p@`md&~#}fsVsG)TfN?|l)(f9E)bvqCC^j)yVBFlM%5v*bE&|*
z{*A}VrvumWZ}aw`x?UHhXgHL!K2V)spLg{Y2sf%dcE1`r_W51GgQXIG{@-FQ^hFFm
z!iUoQ;HjNpPu0xvupr^X?}IOVPj5^X&@>W}rqX5i?s(-UK#1^?AbW;(;X#(Vd8Wry
z{tEZDaio<keCDpKcaRL@Jmvlp<?mA>?bPFlrB=b#5Osd_WtG34p4|KT$3t=Pd=&|!
zdE?;xo-h)D>G2kent!0XLnCV>d*AV7F;x3J+?M)pzw8TE1N0R!fT`3=#}SG5FoSJX
zUT1gC#0X`;qIkEx=M&KR=EUEZDTMTJJKfds9E?zUB}@Db&fA$1-d4;$<sT_vS9327
z`Xf*0O{rtxNeC-;AIuKN<tiRuEtI#n(UOG9yE7-j?2T!@N8F(msN1GGcMtVY{ri*U
z9}ri@zrrlkskvwDCkF6_OiBDx#J%)ADc+jtQbg_HpE<d+6xcjIFQLnR%bD+9+2p;v
z%jiabWtDg$pt!5Lq8cWb$CEAg<|0OcsG;3MQQ;yPrgr^&o(WjQsIs5VFJ5ABUPE(A
zhr|JmSosrV!baY|FGYEZT&Ru)u!5`JImY|QBG~v8bMT)FWJ1?M{WVwKqCj_@E(9(H
zr{n3%Tzg7)TkJiA)jb)<<K>SH)h-^q`-LaS?1=|-`ui3&KHE)i3qs^HDfxg@ZU5*r
zE#49wn0iq3h=T~$8iAJvItCSWzbxi<>#`25{PUZJVSxWUh(G6aIy@jF<*tOA9>5wz
zJ$4jMeczOA=p2zB7U2+48V0dkd74Fe)!+Cnz3UTb|8R-3l11(IZ9fdD@%hoe-}3Cq
zA249(Jtboh3{BE5AW40@Fe-NL@@u=+*8_mJcf52SA`-&mdhpS9n)TCMF7^<YWp%?%
z@pmZ_G3ZTuU(QSUNtGw69k=V#7kyLhHMZ7%!LC&w37lQOzdx@`^|mv1>0Ti6`nS$?
z!l0usX?gk~az>qAU$GNcr0?@E1G_8p{n7JM+u#52ZQN}}4*cGDHBXs05XFwfzL4(=
zQ-XfHLM_|oqe32g<!j6#ivihZjk*0x3MK~rGB=N(Sz_{)Mo0c{WX%gsYx^WxeX^bX
z%iQ*?GDa_i$le}>-pDU-3uM9GVL`A7jYgZ82*at$<)EJHFxC-bG(Kxd{OW>VbsQ`7
z8<oDE$#MR$A92sGy0D%ef2w*tIhE($y%)O{3B87vUqDhYy>D*kJulG-4lYB-Ts2(V
zzqXRb5C}+_b2Z~E=gXj6<s%38?VCwY7oNg_7R}Df^j_2$Op&9tYdlm*bpJY18ageq
zFq#4RA;gFH{=N?*N@%{KEB%r{G$j9yxBv&!mh!OZnJkuL-h|pdIhM;niNUpeR!Uv2
z<BO~@=OE<2;0h%mZG^P8-1du(*TMTbRnRWS{wClj{#t4&Pw!d{cF}CsL(-hW*%HYK
z$9vF-Tymk_UovG{=Wl{efW@5Np%;>$sUpCl2eK@Lji}e(%{t+;8GnL{AZQ9V$)N`$
zZE{-!1W%#u<ira!-t6!E)tB2tia;rT{LQ>9LD5*s8+&||=&o*F{-QSFxIY8p;!tGu
ze2AT}=bLCL;hidnSB6&9f$gV^?W4bO+s#vUvBGFtYyg5z(rrjy<e%jK`}qg^50U2p
zN`d@!r$70!N2#bV6?t$Q-jvYC+z7L}T{{L_lZiF;v}-Cgz7Owq6U~c53vjXDmP$p_
z<kJE$0!it$=rSkenxpR?<68mo6RW&V8qSp;(;_BFb{<x!2ZABOK7=xrvoq9kB;T6=
zaRiXB6?A-Gk)XTKyM<Ba$L2H~ktinFYmCYNv|YqCxzd=}_Whl~IwK_7`yK#r`{VAv
z6L$5_;CdRw_Ik_+OlY5*c=MO*-<&I7$jtH;Bfu8o#lQ)kYXE~*VIzcMKQCw{Cbr&Y
z(h|rk2_)ls`}u&P-A-<?tS_%mky-nAFVXzBa?bWm^^S*g({zwx{h%Wp1i5WZWgCXq
z`W2Pn9K>REQD62=yrfEN^Wd&&SK#SyDr1jq_UX<A&@Qu%s8In@&5eRb>>H5up~MpW
zLSNW!CWoU)7~AdRB9ZkEkqdR^Tqv0E@egzIpR|-){h!<rtU}wu!jk42fFI(I{GCGH
zJQ?hn?H(01`*-P8cY$u4*3Wz)l<p{Aqv^IN2u$}y_}~|HGk7m2`*%(<=9Rx6ZZGwE
zhiu2Ix}dSY0Iy`6O?JbabPeInFW^5%7F;<t;_%o<*8^zbi%k(|#D^FXv>Afym**0~
zmhSmwVD`Kg$tz8KWE>QPJIWk;eRQK*V6Q0@@w=^a(%z{DLYO2!hH|;+&N7P00v`N;
zXM7X1EmZMx_!5`mfpkV8?makKk^kykGzvf!EhdDV;hAc<GHo;ewhWt0{N7-0g*Jb|
zCcTHy1z6p1aX)&^@1jptnfK@^3Z9tUt0}ks#a|n6xzfByr()xQI*|3)eo)aX-l^&i
znalQ&R|&lGM8_5W(0%P?PAL9(uilub*`Mc3_|jgo7etq7L(I)bY1&EYa@qNp-SPCE
zyZK&Hm+NHTkrICevh$+l_bVblK89wT=3S-f?$8wUDddiG%i~4=F}!&AvEn)d7HqwS
zedd0zKOqpCofFT`3X_(jrc`L$4{Y??m-UER_5BYWUp0NPQ9&B<Fd3o7=xY1U$ks~%
zuD-Y4`Sn>Z2k_=|pE}vUO9Wav*#o0cBY>$R6hbO6e;+l-$q&g?MCfrkDNlho*3Nl9
zE#EvVa_4(ai2dA0?ZtKeh>X9&9Ryl=8l4F^RBk7Bt}o=fKcnNOUMq~UVo?>AFfU?R
za_-pk!domIi3hO$Vv*^1@kU)Mwi8UW?OMONpTz%0d<!aa;W%t9|Gf3tsd@3z&kncC
zF!s6on>;x6vpBe<6T~c#&xA5br3#DC;bS=CXE);dabsOUqq?PTN!7TA{jwF=LytsX
zTpc2Q=D_t{l+@G#Fg~AKlc4cu{kuvG`D)O%XTQIOXxQ)c{WI)K&w-~<@O*P^7rfv>
zoPPhwDGSdg;2nD(QuFGz2JV^*)Spi={nHW{d~c3jy9ATPAVQ7nHQ*%076nkS<|C)v
zyJkICr}_rh(Hq7El$i+Wvozu#JMrkX1(!@9_2NFc7G}}lVKzYWVHNf?SQuljE83G;
z1(xsUab9PpL_wGofjt|J1>bG9U_ium7ZP$z1nY)XhHdM9sCtD1#@yQy#ns@4sX3q4
zLcZ+~sV&xJ3U?a98UzM!)N_4O_T%>Tik^Y=#=m>;M^TOtWnTe_88wzKV1#`1KkEIo
z%quo?aX$Dd?F^6a(?%bwGut}q!}DL@l(%<7jN!8@5rTKqxB)Kk{tIIis?AtBXfX;h
zKd8~r5#OC!-+fhI%F6I_RTG~_$fLCU9x590mL9f)I4CLvP{Ey6!%<}vEC+6jfRMi=
zzp4c?bv7ywAHel^9U>E<p!Hk^itev`a)+-slYXLm0`(du%C%e<42-?BaJroPzn8KQ
zgEa0AU{KT}*!TX*^S@nHvRFX3-0yAzy^QMV(0}q1ssH%!+W*2kZ)^Ad^jCAoM$C~a
zUDhG^v#0{2mky*9MuNaK!mz(p`Nt8X)xyV9=DwnLqCNjkowz~Odr52d9G{%#H5OU`
zBAkZBD|a6C<q(FVy#I>YQCg(px9kIC@Ye5W8E=`|K8pbh?X^y^`=s%^bCv`XlLY%M
zASyTaq%<r2DE<u5Y)JCjU8PGVT^=JM#%OH0)^R6>y*+6dKGoU-37KfpWv~~POF5sc
zO;NzSwMuix%fflbn@}Y#4jK5~{t7SsU|0>Cj><XoS2@3-Jw}$IV}DFSt>B;CGBd;A
z;Hf4G%pD5X7b%K4vmcdwbxdz2L4=f{0bq{1`kiuqW!V=XSGKdC=}^4tliGRld66_7
zL;f>t@3M#LS|R(xBGx}>XR(MS<$WPZ_3~J9KqOnwV`NVVv9l&J41WJ~Bzca3CPW&*
zhz{ThQxGX-2cmP$Veq}e06hkw7eoBrpvjRKqK6Q&YI4Q?A(5yUe)P$dVto=T|GM7@
zcqIcwcul8;U%|5ogLV1w38@=Qg@;lYt6>cy-2eZZv{(!%moCFY+C`11@lpG8)6-mg
zZ(y^^YtgP!y3=<_;W?kW)RGF6a-`WQqVEn|rQjH2YDC=L5(d(eNwa5|RSr;K7LNQ9
z*z_CMf{k&l#?b4@Bezh0P}Flq2LEcGqbq68esWiJ{*$~qEv-dOk6A_f`udo>5+(zG
z`GhIz1!6O%*$Nn4?7SOr6%Ve*=8kPAyhIoNUK=ly9uoqSQvgQQ@)MX${tv?Os*kVc
zc%LMU%YH6%O`kz6tOp=F&OgI?kM%{M+|^f>XK;^v-t;)mztC<Z>ll^Zf1mO9>`<mH
z%umeYa~xUYJJDTC4yC}(n1i{XIxKYuN6IUcu6y!>yf~)YE(4p+NgR_2KhB0-)tVga
zzg}>wq9*@!{gQ;Rl35O!h9I$8OGZ(q&}=FShQSlTcdcjs9CZdib0%{*B*Ang=-AU^
ze<mFdH7v2@!1tNaM-tqh!hV>G&Jh&$N!TTCAQZHKn6g0ws+<^jQ!C#USOVu!o6okX
zomfZRgOenb<<&KW<3oncgqzgrfG~;U6v9#x2Ny=S?MU-vSb<eCb8dG&s|NFlU%&m;
z0oDBu7mUaLGOkb{a{5l~0GZ-ic`1^2s_w-5s0PbO5(`AjH|nPTF&UureEVSWF|<E^
zm2o5H%&O~>E*M$D5k$13oapx5U@~T!(QKJZ9S8Ypi_c>jf#6e5DXu=n>~ol+d-n7F
zsrH91USyFB>{E%`HFVH_l~^6X*}n_lZJ9V8zn}?}R!1t&DAYQx4OVFn&dKH6$Q1*%
z3oaoiqi)3EB<C43zJODCR!<F_FGcZ*SNfL-ZGh<Tp5flXOG<YQ{w`02^zNa_4ToIx
zz0Ya49fUg`*+<upkHz6E+lmG9KtKBi#xmZ1`^iUKZgQa*$u**rHk%)(bveGPq&>d&
z008`tL^mlR+?Wt3@)MXy83mXETA>3u+p)#b+?e=cb!?lWc4_kQj)kn3B*D8qRTDGC
zAK)Dn{&%=gxsJ+FC%JB<pIrzi(&F#xM*=OkhANdWtZ|@dIKemUaj)NDRC}`FA|OI@
zJ$F<Zsr$pB`Nm1kIj*n!)pUlcF3sDMC1i~^!UTMds4Ar0@~v30ess$0@H&6~D&fkW
zPxg#bn8sXRuq=PiPOa25?r7tKQj)*!9ei}u;3u!qdGx-`SfGAqk>A@m3@XZAEToAX
ziM*jp$E*>J{$G9Y;L09w`b3u&QMXdlv^DxL+flp$Ynre*`FNCxzhmeo5w}s0s6x=)
zn@n(Xl~=vkiVb&*wocd1wTjd@MJyYj9g)T3AP-4XX*Ux#--U}03HHhKZ7*}Enr)e>
zs_{!Iw+8E<4EA!=aZaUY!TF269XNO1rT4Ok{Ty$<!)G8rzrc~}Kd1cNq$r(U<Xd{(
z+AEaH4UUt4(v};~=Cc=jrMzktMg1zkUt~nM6~zQA{;!>nhj}=)9PO-9)=o+CyiT|`
zh`QXW`DWpmt|Wt@6%G1@dgD-3wLOXjX$~p^Q|CE^vG^)7<5w$w0m?mSOr{=jr>-4r
z^8ChtigOn<ymr(zH7k7_sK54C`?rjy(ePv~X?xtlJap}JkAz^^{bgi0!~%!4&J6Cz
zIZd(?-!Gj3ppilWqMr!;VT16t6x;Z&p3`wk6#N^D*^&^vyo&@^a|hawBO2vmrASY-
z$b98P5+5q<i)K_#9c(F<Dq1h=erdZ;`nbeVer>Q|-H(aE;Vb=Gd6>Wa!eK#8+F1To
zq=3#>`yXt&Bbu%5if%rUQ0es9AaxUg!<UtBKGZ#W$I15F6jq(y!sYmQ*k}0ws*bc-
z^r!Etxi)&SZu+^wOJ%Bfr7<r>#$OTyEg#QmIro~?)5O4m0nKFq<@;709DbPW!D3Lh
z&3<_ER{J^8%_0HaAN4Oxxs@}(M5Eq;;3!;3Xce@sAgN<{|E5%N{qdaua`WjdrYdX9
zXKXXvQj4xd<2g8m5F0|r(golOb(o&hyGxnuz+wpZIVo42YNFew1#g$Gm)G%Fev=Zb
zVA+q`l)4<2;qVA5Q+!v2fr<6C_&L_wO$GfgE-#(i8OBHGwzXxkhEt=z^FSN5P5~kD
zMy~bC$A|T)0F8^?+4A=^w5jogTas$x?&YQyji>aU*wrq2XML}}6WBGc2hraaz8P|g
z&<DWhzrXJy-E?=dRhKI&szFZiiVqe(?HA2|;>*B7vZ%3PU1N%bt~#pe{mFO=XDVB+
zp|U?9>;5ZHK!o3N^vNXs(Zio+0Z9IeElV*EABzGY^lMY6re137n@9SXA2md2KU9PW
z)tgV1k&V@5!7P^^tCuM9QuBzRJiA#i(JZZ)J%ihb<?g9i0@xq5HKR@awl+_c?lyd6
zp7Wv9!)^Fn3AP~*DY0}qFMOQ<;uY4R#f=3?=u~3b{yJHY<Oej8iiL2cp3c%A2dEl`
zf-)bNyh(ls1BH-3-Eglw6<n!9%CdK_QPLw9v52<~9dPR-zXvx4PC-IjHp#qSVwQa<
z__bl~m|K-U>04v`@>#W#AE!N*X;J<LLp0tBX~F_EqJ9N%Fi$>D_iWv&p)&TF1QDD2
zyT0xh_LWvvHNUgJ8-U{m5Q9Xo+safNUllp}OgBG*nq=5bBNH**@27EpGzgEEuUY6`
zg~S|=?(^>kmdEXyAg<2cm~Y~r={qM!plm-7W&b0mY97IqA8b0A#2FWx_pvQZ#GX#r
znSB<4RPLf}@%F2maPLo!-FCRXRnqr4E+KW}IFXDb{JfCFnQlEc+_yD~-r4(xu9%e$
zBs$s}u))h<ukOdi{{<n&@iz*BN2l>xKaBmqhxhw>_O1;weZL;5?yEa`<{AOhNA>fT
z6w)m7-&qu?@8j-6nfc-0(asdb?Nch}%P|#f|8OCmp*G#lMOMrm>G=nrY~ONseV^iX
zxus!~V0hgF-oWT~=AW+9?Gde{BkDHrWCyNNY>&hJzWaSp>yZ2-^Ncq8-91#5FH{99
zODK620+BV^!B&oI{HmJPpg5ALw<12#80M_`Zg&Ie1lMs^c)+4=J!WllR@la#b$vUF
zGg!OVEByv)l-E)qoiAH6eZ#6n4TJBA9b{d$tt$B_ffAlvL@sf@sRjowo6{o`wm%36
zro4r?=1;^viAmFYuzK<){Vw^+52YQJ!)99G`r%k{)?!8bJn7Aj?0tH4Z}G+*@{2-L
zl7Y?QNxN~l^heXmv2yA$C-VIF<>|`aK?F8N1+(M&c71K(;l6!d$0sqXOZR^Lz{gUy
z1n>6|Vv~Sv`~XFqgVsoY+np>QMlg}#@7DuNg=yVN4kL4_O7-?T*6xW@CB#59D-ny)
z;IG%C_b6eH9Z#@Rjs6{Zi6j}5@agDlfR(#=y30Os+kXR0!#E405Gum73}o{8(@Kpr
z0RnvYZ=8wlBn$~G%mzHQ|5SFnAr|vNVxBUAazYzw?LC1J!cIgM4dSlk+PwPBm#q>x
zUa>noehhK-v{$c$Ng}9K*4pS%CRvIP!K2wGKoRqLeOT_}dBn;_DOsk~YxDaZ$rry2
zBkkP^<zeo>&rR#8V{?_nw-H|R&%-MhPgObsePxrjXs~zhZFui+=&9iTnZJo10cBf0
zN7<#TKQ#wD7S`@>jD4<vB~jX3+JoKAPxbnR`=RO|W@a#biOeTxNOIZ8f2juQSfDCi
zY%Iyq4%&XcXIPeA4lW<v&h650J&g*Hkr9;*bJz-qJLJ&0+x*VyNLoqtoHynFSvrqh
zSG6pP_A31gk}<hy9Kc|rZBhpj9l+%L^)*kaRC=n$)eH9?8}?pn&M}T#WIfT?fK5d8
zh^$-BaCkfI#8omc*7BYrOnLrj7wo5q`CdbCcHV(a^a;!FCBpH!%PQ6-dmEEX{M7jc
zd?Agt*3AB%PHcxxDWiGZSSmK3<5+m1ZdTg*_0B0e;F`OM$iM9`Z`R5^*ytw+5&
z%j{|9eF>+}8%LSDbGI+-<#5tst#C^KxM=23Ue`RpQ<&f9HRMlgwBEYVL52soT}D!<
z(a)U9S$fMH+CAN5&(k<qSC>Y_Y`yyDxSl0{KR(pNdbZ8ikx7R+gM(Njjntj)iC#QX
zxVhlpvF^Jj*fu=R%PyAjt&*dAVV`q8fii0NxxPIsh>+gf-kg!z^k31HTl18v@ZG((
z*wa>)_?0LOjbnuQJC`tSNVq+%YM#3v8N69w$gYj$<>bU?-yoh(QtM6ky<6D7ojlN=
z#`x9uhZAiFE4OGQBmek+|FDA?#2I3MI0j>6>k{(ZrMZKy|7!P4V7xN`#2#<3k{we{
z@I0omSvBxyAROQXyja*j-I8HC-&@{Zp(P3Sc5>-Jm?|W2RVMCO3DW%}N_Kq5?UHuV
ze%Zm@b2{tFlf|^)=1@D2#LnvqjIf{*?(za4(V9iS^2knX3!7J`Af%6X^DN=7lbPo;
zb?Q@PVgi=kggSRIL<^ksaeeHIK?K7K9P(y0+GH0|qS)>eU4BhbY`=HB^j97P0F}_1
zO!eqYVofBlehK6;^y9QK^F8qQ@9P3--l8vBcq-VfsvmTDq9;G6<bi4SjiH|~d%D`-
z41CKyCc1jjTfgHWWA><d1N;p{BP9!*%$xv%qb96^`A5$vZv>F`IhgnWULBj^d4}T0
zDWv87>`85@)e`0`N((fnp`Ana{(jOl_m;EzNkICGGf3KWy0?*1@};Mo?*<i{ymj$Z
zEQw->n|89cB(oT_H+y%XKa-*%=vEi$CmOq(Ogu5IRQ)9yXe<BTwV*ls`i1LH4KH@=
z>tjL$Wj_vJ<Gh}@?vq<6R(P>r98Db~D1T^}kd<+-UOV#keRO$@@R};8$>q!+pFjJh
zxKQ4*6S4<;-RG>S(f3e4n~r0zIcOlkF^1#jJ*G3I9ulr5OH|Kaf)%?#<H14=z?EVY
z*otkr_6M2LnkyMm_Q$LoOkCdkG`d=+E5_RKWAp?iso0uiLxVoWvtr_OA5br~VQe#Z
zz5VB57|Dk9_AY9S55@>AwA}CE@-U7h`=O0##zcN{<6oU>PBc2gh38Zd;>bw9!loNn
z4X=dn_WUSa0Co)49i&g+_YTF8$|6NdJPKWmpq$|0pKauy9b7ofQ*%GHy)To1?<lI+
zl$U%xSJl;m)Dyf`+d!v5uuWEVj3P1U>LUH{@Lin`Qv+Mp=5&QPiW(zeq)-Hw;Ti5a
zAHYeC%Lk3F=P#d$rp^I5Zy^I;?~?xe)Y4~x+XCCm!-bG=+4x;L%vL;%5)|DOo?A0%
zmPaX<j@B)1{+c>~d)2R|VGXj>VHDoSH&CbBfZ?#VU(sy8St*xgWV9W1XG4kULfSna
zc4{yhU)X}u=ay0Reh|DVLGm-l;5zh|m@`EPqXYqx3#_HAfcpMw*@r&Rwr=~ScNBds
z_noAC6DRrgeQ*s_L=xy%>ZIrnfcgc2j57hV_TwpIkC8~#BZmriyoDZ+53Iz4#lmHX
z0~`oRBG^+^`Q-)|>kUDwwDXNpmw;e0CFB;8viHOiF<&=iM5j{W^NR&dT%=u<d0}~-
zz5SD4743x*C8-`%JZp<oFd|PwscNkq>#<!<5C3<+UL_Q^#;dm6ifB#~g1N|H$@OCK
z9CBQpEEs2Q5S4AbUzNTh#l<ZU;9Jn#$0syoB}0osjheD5Ae6@gXrJ#Gy^Ih!%RA|r
z>VmVuN4*!f<T;fI#*fNQ2!rV11TjFqoEOMrmOr-j5C(8xe4&22ytw9$W|H+0_HGE>
zDiI=&pS;67qE@6KrbNuId-qz>OMYxC?DuwgYJvD-r5=t7;JX*gb(&gZr(Ew-RH(JU
zCMVLY&Y#c@0J|aca?u}Tg0<4l2>Y+Dy1P|#<KVb&f^3hH#W#E1nw@@%akv8M1?|^a
zm@W_@v)GdhM&HU;DpVd{)&Wtdn<HcS`}(x$X}LGMhZmK8<g`QqoVSkeWIZBL>*L_V
zKncKf;)eTV1feE>6P%d9!tPExSBCqLCcclm#uBG9r##rCki)GyzF}!N<zL^4u#vBZ
zn@@U&Ego#uI*B28vQEyh-%5NH@E=__fHX>@uJ-l)f+oRoOjR>S2Kbh`=cq=k;C5oB
z-!xvpO>YPjFcoi@aWBg{^j$*671!j%v5SCx<BnHJ;Yt~DNFSKbs3gU_5jJ4eaWS>F
z8-q4Cp;xsmGXEv~Co*BhVc%YFJzhfx;l*G2-`5iB9_1^+J?snJi?0%DYL9YOD~jMH
z80I;$Rkb_kK$wP@r|=+Dml!HFS+(o2!UlbO-P$jNYH=&VHuM``QX~>Bne|Wuzq708
zT$GK;*AF;{KlwIdsc-NJCj+0vKRn^c5qFP=>=UNVJ1NR~k*9FTLO~g;?osf(Y$JvK
zq6sY++R$W(9W-DKC7tyyyxD5)-S<X)Uj}sQk4bX3+h;L^4j@g+6DaGh<1ls?jHCa^
z_zb6%W_%bzFB2OU&_C9{v_4*upX3=}sYPy;50n&^#xVw&1h&U{%y}N=QWCclsFBOI
zet6vs(x~n{_~Pkj+8Gnz4_y`}JCTXh7ng+;@o0qAO;AzV3WQv(;~4g`E9?i(J{ul&
zP|)4TIFX=#_*<uZFK|PYF&Xi8I{St^$Y!jqb%(`ZX+Ui~IN+l9q#MvVBeyJ@*=PK&
z@UNuztH-8DXp!Q<#7Eg_Is6$!v0vjphm>L%0CM=;BP<0wcPN;wP-}TBPV5v?-SyN)
ztZ?iqp`d%r8V(<jVA%VM4c_}`6`=YH*za||c0@OZ)<b)<Iw5uU&E$?M?oxFbe<DxV
zbCkK=hb%luB=^?CV6&T6k+=b9D_b-71Sq5rdrH@WT+3ZEmv^@ZW{G9uU8<#0Ri-Zi
zc^PAC7^K24{dYobbS*3fz^L;KW~RB{<w|{(rvB>mT1va@s>y$b0j&HBV><KmxG_t0
zW^ehh>ECX(eF_9##K*dNH+gBUcZKP@@CiI8;YqC9`w198RG!@2W*$oejf<vcrpV$;
ziGEgl55g0KRKu*)&>f*JSrfO@S|)emULodRsL>WHNA`(-1sdtu2sZHh2cX~SS*8z3
zFxV?Edc#{io_Nelwexb{eU8c7oTq6Tvyxy>C|fv?oADgn8_9LCM)Bb4H{yx8)t+8!
z`h#o&=L*n9-6&Ri$AJ42uOZYhebE7&CtxqRas*{X)T6V}vD(x3Q+MiKFZ^*XY5zq~
zeNx+-P)?NropL@A!b42o)FI=rjr_9TW4+i;?v35Ll;D81%BfX|Cz5IP^Q=ZH!rlsk
zM!PD4K2sS43!lbwMAGT`)u&vnRCB!Bhe-_^%w^2@>Pn}6A}3q4O{*qS!>Q{qZd2A{
zbACl(CIXC~4TYCLwtT41-aN-5mMfp%2SA?1FtLC%<U{(d?r_KVca7($J7N>$P=DZ}
z1eR}UO)%xVV2_>(mt9^z=2{fR+XrVp+SBL4dj5cgqI4Od;k|k^@|FlkAqlT%WRS36
z66BagaBVb%y^z<0x>Jq>P$1v4$N~v=R_$Uy8{4bvC1dNFuZmi<+&D$e*(FhsC$m>3
z99Z_&o<{pC(k*oKJMrsoddFnfB`L(8&6Hrk6n61ku3l|0hV!@s_6*@HUu*CCs(aC@
zIn_g8LXnv1l@=+hq0lI3JeVqez9l|xmXvP9;kpP>RiL#%c#Tye9@}g-DG^SGB3&$)
zu^WCd>;71845Qbh%%RTC+!80AZfBb(CoQJypW_{0)cIaK9)0Oyr=bhK^h-#G<e)*A
zQ%%<e-LvbQa_<(I?Aw<NZt~m1N&`^p4#2T%mPK#%am2k??erwpbf(4C_B~J^UKK-g
zkh>Bs<A-n%eeSSf4%l<qoC`Pix}Nh})p0+*s(q%(Fniy_T4x-m>~Zp`v<jY>8XR)x
zc$y+=J`ckO!9<LUomdB-)lF7J-GkTkCE_wm-f5Xf&`!rJwypy02IP4Tp^_r6Umt|+
zMAR?kxd=gDkdBa)3V(zU`rc^QrZ7*h?|~5ZgmE4pEcHHwk{x32c5xEwffiM&z$^z&
z`fK1q=S=9YYh{dnllu4qxUb1g+hBo%L5~e+MelvoA4P6AOz|GmD{B0yNds2N12{+_
z%-QTpnOE|_I%#6WDJT4mTKxQOXYgPTSP^2)`9mZHL({z&)rikUYjs3rE2#4BbqQ&(
zbBgdCh2H0ZN2cG5LpaHkg}nrO(=RVAn;y9Z`%6O_#aAi~Fss2_<KPWGM?hjU@Hq^(
zOf8J8xG$B%XmFOL7IEDX(M~zEQ=>LRfZr=eh=<@w`C%=}(=OkzY(_d(WU)2tcVI*s
z_q}swSz{4(Vxv$hHC(Jbr`U9!V?kfq*Y)&%Nde@%>I&WoURu$W75MH+{dT`wHN2J`
z=QzRRn0!M}QQo&qF~YqVH+J>fpRjk-<mCSNAy!_zR>TPocKa^zK*Ao9xAb@N(3BhQ
z|NlJLZ*0wFh1_gRGAg7tBtI%^iEtHI?apD;5ug6VXy*e-MicT=a`q|HRKdhv*UvSX
z+@CPS`~vrK-&Ew;-R7;iS53}rNCgh32kp$kJ#1AG=T<6}&iqsXv3oTUf`rNiF_F?8
zkfrdl{w(`Dr&QhLp@NE$6qz~pmTct(#oXKBJ#7a$S^w}!J$>jNWNVI5FMMeovA0(M
zK2j62%4L2~rO&wgQ;iY#2G}<~0gZgZ7L|Uq&^DMLtXym7eCdi(rZeR+H;7_3$(9f#
zt^T6DT#4<p+xk*iFj48qRhyl{Ya@IP$LbT0&+l)#-e@NpwkuM<;a|^c)$h$QFP(?B
zyW@}tgi!G``gJ|RV)x#&NO`tpevqf9pQg^{VD-8vSLRIla4N@7F2@6J^fZ?i`Ow6u
z5aEX)kWLcE-+M%r!2(xERZdV~3mKKE{U8PM{od_Yt-n)eYZ#FpjrVZJO%anmNXVJs
zUTihCo)6y>a(K~P?hx>qdPn}1L7IH(-l7i$=EPqUQ9#vyZ`)5%$Y;qy277-zRcS<Q
zdfS&~z>H1&z2%w0;*H^SXl|vB3~qKfCxK)s{mLb%SO5_mESKdzo$RQ%c<<-!;2l0(
zkJr}gk?OloCl}%PNbNfp^p{i)&g`du){I&#_wE`$7qj3mtJt1w5kterAXUt;oruIM
z1X{g!7g<@lc1Cgwjdty3R)^?uKp<CS2c^rdkKlXrHOVH4ZC%I1yO>FwlB%>j(j*#&
zB&GnA>pGa26bH-s92T5HMN>TFyYpgI$KEU73ja0JFVMzB^voC}a?)+KNwxL+c0nRA
zbFOHHOe<7DJK>XX!8XkMsiJA@>|equZI-u8W8REweZrbaHa;C{UH8}5>%^GfM-xYB
zZ1peVTzz)H*xiY=tNWuXy|&%*5s&eA{B*DmKH19t)Ym~kUp`2TgTbsGfMU^R)xUyj
zx$)!ver3pwr;|emW<xxWhKJGY5Z@c<V!dz|YCp>4D~5U~P%V;-cser9mH>f@Xe^4i
zf0P>v+9SN|0|+fL$fU_%u5k3|GTcdRm8I}U2SJ8w`jVk|!Quw%c;$xEoXH#xkQ5KL
zJg?JW#!rKXTCv3m+aoR0-M^k^W&rqrC(CwiJ_iq<4~dkw83fid#n`xA9Imz=$slz0
zhyh37(0B9mbjU06ed%zTBeH~PlNoS9FZ^i|yK^KG71SyPddEGZCH&!*;BtJ?IABN*
za6Qi>E}h>%%y>a|jUA>|-cC5%gyxgH2OU(mtmKRtcDcp~+$JLh#R=BR>-j5yLr=m8
z+H5-@!&p0B@1X};eDfQ!n4eCd@CP1Zgs)XLQaP@j19aw+Xqm;PjsYz#N5DuV>2G|U
zL|?WV+2T}&i5Mn04Osv>sB7<lm+e1H!Ph^yLxu_a^-7dFs9&BIS$A=DxR~_hTHT3A
z-|&E48>V!~RdSo*cS&+&G!%`i&65A|yBR0x?}1Xp>?jh*#-7$>y`NOr{C-AK{K)Bw
zegg}`WA+ohtvOTb7v(4f-c`?CyKA-qjI}D>?b*Lr15&@jL~dKA{GapWrbH=#6*&u~
z4c8K1aEx8vxy8&&F53}XI@6<Ny?$6tlDooHOYXwN8ofp30eqw#+r}Ub7e=f*A72Gk
zZ&c2^)7Km^M>aS*@}Kdxdo-bPzVdh9KueX4LEF8VDpovH%*j6Utj)8wEaCh1Hr*Ex
z;hN-I%@DsA>V;X@mE0!dhPfY$61xt|WjiQ4;&$F1T`w&jkrP+6wLbTraqW@nQAu|6
zz`8<|wpaRATeai{iuak=A9e0wlr~<{J*x=(C6|g{0#eNLHq?*xl!m`2HsZ$-ip2)a
z^8Lp^QQDKuy(2mK2@}KZei9I#GjU0LR+0Vo<dVLS^s!WShXATIM2V9}uyuF(<a$7}
z=w|`3Dv`W6^f?QZ|79c8ULcN>t~Z`E<|Fxv8YY>qFZJ{pd&MJ~15p0&!~)4p@r|Zf
z{Pu-a(sR|d0JbJ@5t@9`MHN3aDyS~!9H|8vKNp`No_hIf*_oYq<rMb6;&~)Y(J2ag
z|1M-Yo?m7CW<rv%WWP)x0u%41Qyp%_X*pYmQo?Q+=tp7;@5D8j?MlMnPQ#2a(5iku
zD?uoRySM8NW_bLG%x`Tq*9`WHbOK=QY9iUNCPn<Rm&4+&-{kqz2ueR*1Czoyw2#q^
zI7X?)Ofh2^!vP0x$0HA4PB}X=y}S}HxnII7f0^n)z-#qG6XzQ^g7H1S=+lH8&rdm=
zc!23M5E6lPZ)TEbvuJ19=OYBRVf21vHBH(bAkq~`)QK4sJmYk^fAIDCTaWJKuTwGN
zKM4d?b8>J#Krq5XJD(-)``Gm&WRzU$)X=Nru*d4Wqigdqo58a?Y~}ZJWEt_?h2sv(
z7w0*kRU{LZ`Sx(CmLznXftNM2Tz%w6<ssA;3oh75T9@DJ7xvt{5IcbBs13{<?W3KX
zr0>)?KZ>vSynjViqx$^0tC3HXtWul7OV*`j4QQAFlN93lEDFx(wu^xg>7*l!zH@@D
z{FiFL)7~$v4FJ#Jo!1oATZl<x>6vrS{()q3&_$y3`PRnaYwea>re}coeS=qVa<6Bz
zZ7Q7D2}*KyG*fH_#Kyy;;cU7f`C^nWWpoZd$9olN7nFQarLVQ;!&#PRq#k!-(XEZK
z>voS+4SwuNd~#rZ9uJyu^q%dDz3kcv3$y#<yL(7CgVSR(W?fp*gBM%P(u9{<IhDWH
z34tx?=^mK-8zb0lw2{W{u0Fs!3w+<#s3I+txL0RNE!p#$?%E=xc&NG?p0VtlR(I^7
zfod<q_J^q(lT?r1zCww(?R8`l99q2@uL2p5?{_?6vq`oBt~$R@djquIxLk;{SiQMV
zgrdUhIWX9OI$oW>45~;}w=;iN{9)iqwoIY^@o9ebtETPnwSm&TEYm^d{N2#mnN7b?
zr;L7|N)vE1hhi{4e{ch>IzW>$wfT;>kg(#-2tBTg?hJ-qfc-x6Jnz3k6P7=Z+CG%P
z5YD!K>1j&0D05@3rY?!WAn;kgsnwE!K`)+($xaF*7MOTU2Y%0O`p({4icSMS?Ts-s
z;v>&^Nq(<}P~dr%F*~WhGS$a@$vJ=BRW5N`MYC`ii=V~%RSCjTX79DHR6CC~a?+xQ
zuQ@5=J{Yab0Ah3J$=oDAjq7(7a*Uhyt#B(ZGk9v$8Ma$#)A=?AER2Kn^YW4f(@x>t
z`QCJ@=wkjkZeDMb@(DaAI&8jQE-|8E46<D@1^WmSLSrJ`-3SuW@C})IsHPrDCVE_-
zdnYXf_z%y^gc0POH-ByFqryk97J!YApPuK7s<*YxJsg<=(q#8Bck)T&@)Bd~<HK&O
zeMehg=<LO8q&~-q$_D#1Ow;VNSv7TR=9L17c&CH^m_Cxf&|;^f3CH6}qI=YYn1b>&
z&BN_=%Nn@*E>5*}v#*|smk?hnRp|2$aiL!-h8vA5;dC6eL>_U#N6^{&nLsr#9UT^|
zr!>_{oczTC=5dkNTdq`Ri6dVACvG;C#|VdFUoM_q?)f??e(|J)=ZW$@X}@cI6vf`&
zSHGJ&K9B|o$oyP`M6#Sz<(`9I0Q+~apB_`JAISb}@UVPJRJ!e_qLz*MnU&Ps@}AQh
zK=*#SbUqXFhptc4tJpvH3<pB@hsb`vFE$x2X~(~%cB6|Lp4Ck9$r4X0(-piA%B3i*
za!2{*jQiK&P3;RDWV-mJS2;mjntK_Z$ommTgw$KFZq3IVn=_5icqTmL5FAeY8?V;t
zk$(DJm#r9@{^Iy`nYXvY36ckEVq*ipe}=0vx?i}f(SSD6AKy4VOf+gve#R9`vYrA6
zuj}sZ{fZLJqstPvZDg{a){fjZb1u#nO`;7-vQ;$VVcoq3RNVVhf07!tW<GbMiN5@K
z(%MW>5AOqze^}U9YOkhMj@nQ%w}9%`#gAo>YCN|*nz^@KXz6q<Y`<@AJK)<uXnQ-x
znh4LiE^Ewy`4}3t%hKQ)j%)~ItM9yDLE{9Qo#wr^y}!>(=H^gCf`2ssB$M`}_&(&W
zOU`3^G}ZQ7nPL~Gv!pYoes{yIL3eVwO`vr8(wvmo`pD9CLklRbb<xCDx-A2(eAyj=
z+u}=k{0f{}W3Uul9q&_EjVC>bao9}BRu^+m?;D0=t&`8^q@NV`>F@skFPCw<sZ&`G
zR`k>9oHH0Rpr08!W7Zg)&3B*K0w9;Xc#+6V!VPz**V{!swLM|h*1cQ(*Bqk;A1oF)
zJ5CiK%y`kZKYMM~1BgprOX~zRaTmAbl5Xeslg4e>!JVq7I;C%D`FEe#7<Kj1$Smh}
z55CLld2g<r@bSYEVwS#T#zv!o7lKl_!1FZcPmQzTaJvg9c0HWMyT=LmbXli@!%q@Q
z8ywzuhnT;ApV$s>iDwe8{*b>D_h8Y_7ap$ZL*BSe+OhP^e5A`!Elj(SzUMt;l#n`3
z`cJ8T4PeM$owCc75Xg0QsO~K%1Gwo~(wlD-breulj(VpAhomF1$NFHftw_I4C6B5;
z<49co0zgHA_`J++j##I6{YVD<OSP4*llmP)pH_X(>I!_L&>@Uqsd_Z8=BMFh*UO}J
zt<J$jI>+_Ag_ma=%XmuOj>n+-_`CP*3h9Gb>aD0&;c>c_@r#(NBdV;g2-hw;L&;6e
z?gf~Gub1GWc7)4Z8vFEv6Ry_^w6Vk2eC+tiUeQkep;PsKUw`df5#R4&3jD&;VQnRP
z>fr4ICMt8B#El@@>)-1~S9%pfHcG!e^B;>7aF6?;^9+3V_mY3clYQKW#w$&N(RJ7|
z5b<N?eVKRSsc>3c6V<Yzd%k}yojL3Uh@$vyj|gV(k#1v%#Un;|a(%|q@w@-SgdK#>
z9YB2;MbGN?OxSeCF}K6GTScMx4rmBzh)icNXV8)%S}+4dz>XELsK}MR_W^ucH>f#<
z(Api_qT3%Gp;1colC~mWAf7D_WcE3Xfxe5DCjs5*@ethFq3FL3{ukxzdDq?;tuwq=
zYn^+!TO4P7MI;EbreEC$en7#6y(l!3yGv%-SLszZxF|*7muNHvI)u9HMUWB!?0;Ti
zZ@vsoO<G0rMgfpXZ*U#U8Yumld^DgeXVAi{1)V^09zOE>$&mS@E$1akKO=m46!reB
z6XuBc8*S1&dqj`&tDPUZ^nk`J;Gg8_dw%1!N<yylx&L66sQwD~Ba3udxZsCWJcNa*
znAtq-F9*3955HRP-rt*@DYVxz^5<f(yQ}2YcMQf(Ph;5~3S0S<27Byv9iYyut>ucL
zE92N+4+AEOiwAYf;*#L#VilPu$7cbhxl|%^2~uRxo|^su*y(bNjEDS?<2aI82UWn`
z?SoHeU)(;oxz=`tg0b^K`+AnNqi%3_`&*nn)~~j&3WN$Vd)pvr8+60fkF3#NZphU?
zn+HJq^zHi&{U*L0y72kC;M^PHi~K||OR1@`f|c>(yTcyRi`(<K`_jva5M9W8GMlW6
zZvme00*@JyJuK(3BV6X(WYt@>a;-0qwl~UNE+jvaoVdrCJ+<5ET|F1A-sT%kb;WOg
z!%tPDk(5F3<NXmIY;2b#VbBbOcO>eUmLQS!G35R5FE4&ec;fvnI1Twp@*HBUB;@Qs
zoWqde`Qd%MwfyyvR#al_Q2>gHtA*THweAnJ_|-w8_n1hKV%<86$7_^<v!d@ks?|U0
z?ZL^;@bJA+Rnl4|Mav5?OXM7Mzk`b<S{e@Z7n*Mz{fBLd(qHK{QRtg@Np0znio|K>
zK)glyIQ!J}QHnpaZ7jbl@my>u0E2ydtg_2-a!=_p?JrI3pNDlIzde5A!ks}zaJf{V
zFdQcG5hOm-d&1kuv3pZ9b(BKYWP~!GP)wK`^31e{W7n%rl9lVxITs%x-F2Ib0?pR<
z3iMw3rT*LfyfFs~{5qxNdJLsf$L_t39#A&^7RJ`-;nR54@SHxD_~sye>(>X=<({pJ
z3fZ*hy|q=vH_{P1RA6YVPnTF;{q{(SZN<p)Pycyg&sY}zu-yK69$(~zI$lkyIjE0=
zv@ew#9~tCJDs7u8LLlz$!~I=<$=#vym0jogaB#kIc#;vBnL@}}uOCXa%jMFnAZC6P
z&A6E)b#BB=`*jYA(_C;m?zFMwpLaDGO6)&Eruf4TF^0TPZA&w`(=UhoCqy9r4fg!D
zRk6U}_Zx=ytgM)I_W)j1S+j2e>2I-^Y$7*c#6vG|OppUMkQ+&=RWPBz!lg2K8&_-8
z+hVlvk-Wa_wYMTs6=(2Mp-yza5&&cvPSw+b?8WPd#*<5F?cOXqz-2CY>2|fm6f^CI
zGQMgbgfs}L(9ajdcBH4oS}?hcm!fn}>T8PvJ*vDXB46%we@5qAI5i_sw^<Gt-KXFn
zKQ(GjVWdMQ!w{3;(DZ0^)Yx~p=k0#M?K?(3f5Q@k#k1w;Kc(*?2raFwEb01`Dh%Zw
z|6Nzc{qcbirL<Un05_sgO8JKBui_8~Co#sbn0*U-z{av@!<T)b-qSr+5X|iqAKu6L
zWS^2wj85o8JZFPD50UQs{jXtJG>>lsaO)#bhjnu13jJuWQnSaRIkm2sFkjg-zH=!e
zL>tsumowg0Hu}=?@A0UyUSG`>Q7ZSTz@|yQpS47O&23yXi&jeI>H~E0PDmvrb_{RV
z{@QHwdl3y6F{}3p=a^4__x3$N&aci`80XA?A1X^C;}*>`x%^^!ov;iSDhRXom)9nv
zyQgb>HShL1OHAE1c`k!%Rr>8^dro4V(RhBm{*Kni!<DlIk>tq-!~olOgD>?r)=a+K
zl37(pEza6YL)aB{rGgy2c55gokg{L9K|xKYcQT)L1t8?Qh2e+qG5eL-CD9v_e+G|^
z{eZfMm%IPu?U#-Dvn5^u2u#GTxxCVq^CcTto9}QaDZE6huX1?TrWB{S-$D8pNj@sy
z;bUiMT*E);wsI`fh8hAXM>#v3dbvI2xAJE=FKW(nw7me&W66Ew8myrLoUoft_stI+
zAYsubE+QBygL^7nh6Il+@9>EC2o(zx`mdFtnqn@n$ImYv1j1fM;vlOs=)P<-4J1zW
z0Bt!c-iK0~dU~1s?o8R!?}&OnO7iG}p{jUawiLSBnV$GXmze|V3RL@pQkM9f6z3nE
zmROiSq=%#sExfuUJ(8`1IQO3d@4jHwLd75@C);i~QUyLU-}>5T%jGA!JfsSUaCPlz
zhjsp#-pKc^(^NYTnbX;8_CH~A9ald<cc?yik>gY{aUn!4(&Gmq3((r?c7FX1Kiyjg
zI*p6XpD(v(Vb~GP3+rz{MqSSxz=LC3cKG8)q{scoMH&%^#E=#)DL}ypHTX<$<UpWP
z{2!^iCrhrJC;rf-<z`uEsvNN2`|_W52s-7EgdQq>&(?DoPbLm3cXc5s=05eON0|xR
z^7!-da3-)%F5iyi^|nPv%Wce)@LQ0XU#x^M5^DxTbgY7Ld)?DWd(QeR-N2WABQleY
zU5n{p^Tjm$Qgl+#`|8kaKxMw~lPlhFWkfeJKNN>>yz|K-jqJ1$0n+j}kJF$-BQ-}{
zuGD%X*4t+Y4CN>tS`ic_xFgkX0R*53Y`bu8nSF=kbKR?|{-Q^lpDd`T9{1;d2Y^t0
zMoWRJz4gq#)Oi3hVNuTDfbWo2sIJj=i(WtCaxgi5<Md~R>ehiNZYRHX@&HZy4}B31
z=d+;OfO#Cx`J^IeXeamac{6K=z70RAc|Uvwj;-KAd$preg7SNRs`kh~uKtcyuzf1t
zr`Nk9VZ~@(<{Rr`>!AJlhFpQM>ZP!xY}V#Q;~WC?V8wcCo^#aV{+LTvJhR*={S@)>
zT2Ohu28-%|FCa|x9`M%7v5qwi+*~K<LZN*rdjM(m?VhK8)i=-wVdlzh%zKcGGa<(G
zb8bGx;k~^sz_~M-)O(;9a6xkb=gE5c$kr-@abo(PR#i1PjjnxC9XEDFd?BfNxC7dg
z&d?ygzwE38cMVfRe6nA$mRmor+}-<QIxf(h43I=|)BH8YS-p8QMDwUwnZ<5I^hr2x
z@r)#s{`_2t-+?+Yvws*B3#sNBn2-FBY+|SNUg-ZmD^^j0GSn0tT-ci-Bl2Sh=g3U*
zI|AQuCEh(YtsPI23e#ELU>;*I`(HqN{{r%=Bqt$YC+*VgC5II+87E=MGU=XCG(APU
z0YV&2kj06^JHNe&kl@PCjMw72*{1PbGm5${b}liT5q!mQx)MIY?}X!hfA2Z@h9dU8
zMaQ?$uf!wXHTOSU$kAlu)N_A$<%b?1ffW1#?MTP>zr)q`9LVbE-`{0zw7w7FgX3}4
zli8|DJP*r8><;&^Kk53=9~1$vKudf=MA@elW)}0XHOj{%pMU<pf200v+HX?Mr5|{|
z(Z_ePp`%Kj>H1&I#TAFUuN+UgzQQS96!;LtVsOws#$*RRbP#FU-YdJwsh0DRWV7+&
zo<g>_JVThQ>R=*i5w7!h?3xP4KG4mAQ486f1)YJtGx_tY8@6d;<#W2-Kd`JEnSKx%
z3Ig7BK?rX=PpX;hh6jQZva3hprP|_j2~z6(y~okMY14=M_mPoyt8|Gl+PsfdtPAd~
z>(E2?=<q`rZ`t^b<fE-YFpQ_8P84V5L_6K=9pENX_#xt5BaZmw>TB5@R<jWL#1=oP
zp`xaeK2<XcB_0!WI}ZVR%yO#D0vp9C_~*)p`Tl%YjN94k!=3x+kxdujmcXfR+JdSI
znX>>s@dZ31`gw_CD%{1S_iK#_X}U`SFyJS(LvLOkwb$<K*CCR&!x#7&5j#^Q`AE~K
zJl-L`{RRZ=w7j}Vb<ekHCQcTXnEL(q7=~^lsLRHb&jOy>?DY`7XXzSe=f`@en8Xld
zP*J5#+*f0#ySS%Mc-USpZQ(~xlr;`V$Xc3I@xtl{#n-W7f4S>_P3wr&+A$<h5I5=&
ziCiZhXbCMw#j#&t5q=7p;d&V)a4NUC%DYgvgmQFrS?z(wDp#Nw^1MO2EXW+7Vu$n0
z<j`P0eh2z@=!N(F&b)ncVu)LV-r8PFv$s9Vn95jG2ZA>xKq1HlFcj_7>bg@+mbTx9
zU=crY*711Fc=`mUz;yF@pV?hhF>vKKI+Qb?%d;ujIf7pK4P5E3;Cu&Y)wyFIb5lA$
zFO|}+s}?%ByJPMUO=CKR751RrrhdpgoDo&r%z7CZKrq{ZLv!=eHWSe6vgwEC{PK_{
z2jjGx`h~rM8TOaz(CQ7IX7F1E?MzyNWp#Yd(Q9QxVsErk<SQ>mTFi>MzEgQ~(gv&O
z)_Jj|;pb~Nyu2hC5OEkQtDEgC%SZDj#oSZ<5*-=Y8z%<{x2AYzg4j%hWG@q*PGNWE
zHWHS=fx1KYBqd5dkuHLN3HzRi+ME7<3Az<OFA`^CCfXnz_C~V)Es4TL#%>eSb6~Mq
zXei9}lGkwt)!D&IM@F;97&i2l=UXm2p_yT+R9<~;8+;q@u`j>iE<&g=9mWr_X+0L%
zYMuDs=&5e>LOq@$vpzafu`jRT%d>cW0f6n&oR!P%!(X2f($XdmN;c}P^Bxz{803m5
z!X(H9sy^z@)cfS`eLrc^%y>!^T7!1H*al@hN$U>HF2AQ~YIRwP_oJQo+A^Xe487~G
z@sO=@#C2QlpOL2`D!Qg3G`75^-^5JSX&D*utaH|UH8TQ^Jy#pNa=jB5pvw-nDN^rx
zGYB73&S4U9Alo@_btFjvf9o|=EIfE#^AT-hE4}S~?ls^ziN<>x+zoi`H^F(|&bb?$
zcyPZSgqBB)UASb;vR8mlfLQ`&qQ6IL3!L}d-Yn*<ef%a&kGO@zY3Op4N1ab3pvl;h
z&xaet;^~9Wr_|g%FvegoE@7#wuq&dx=sxE46(w**ZsY}&@a)@~%IN2ZgF~JaFJfPC
zdeX1DBWx$Ncp5B}bR6p|LZ|F^$?@x-W^ul#d)z1^&@a0tJRp0vkE!TM|56Gs*{<_Y
zvbZ?;+6tGG<+f$}OvZZT*r?AMbP1#6$9M7%%Ci3d|9_&03E}0A=C0SLJ0XQn%g;Ob
ze**7<2XAUqTY|6u<r6kM+o1qn{+S|L??+^%ztU3l6)qgX?Vh2%Q~~iR-O&nnX7(8a
zWD2v7R<Z^cc(p}?8#d}}Z!`j{86hk0YT~2j+CkV34?V!K;zvWr8hzid?4nnt<7*GL
z;5XmxYFZWG+&DpYeF{f)RC2SuRor~OkmBB$dj(f{e7|xK5BA^X%G+jd>(d|~gCVUy
z&_p~7!8>;ubTH>xv8mPOtl6xMi=hzIhjWJr6hDWMv<Td_*9hV8h#JpbwM>H4@VDuj
zbe}=xNswFLad0|35&Py!!_6hJh}eZhs^lrkdv@G_?VfA^4Ub9vX|^kUpT;O@mERsz
zABwE^A8(X&(MA6VZP|Ola<3FBo`dli>^B&M;YbYEVZwN2ozv878x~aBi+ri~D>okb
z??wgUXGv-AD#P*;W%=tR8_F1%HQ>^jzmT+khex@U)OfZ|S_`%|auwt4nC|q){Hc=5
z5PpXI_+`3^$IRdqKgg8E>y(U+!iT>Mf|6?5gM`TK;u)=5957i=oI_yQL1D`Mk=boq
znx)Pgg>N_s5aX9^WEk(h<R{8Aao*NMV@X~H^yBd6X_dnd;oQ#jBN?^%>W$Vs;|co<
z7iDeaa0>GA@eE_^A@h(e2f_!p(jhp@qeVdoJ!<SG{2_$d6E@H;=L;%oyf0(hdCm~S
z<V)u5qon*AZe>X_{KT>09xHJu2$Ecb&_=QKhmPJhAy8$)?AT;|=Hv0gR5^7b{Is3G
zog(-gf7^Ox+uo~IlVe|tusA2G=13v8{EL9*%uoLuXBajwCJ3(~omZLeiCKFm9Wqla
z988m)Kh%u!ZAf+c;sc*!GnVI=%$M0yz3iPZ82KychUFgBzLBgi;RE}gi}1@R`4@T1
z<*MuQ_yKG1OdICguMTItABGMxHjZm=L6%-|12t!82j`cjSc?IM0V#Z^wBXa5RY6aR
z_X>tg5Brd~X^@?l2LQ@m@>_#9FvbjZ40HLd6MyHj-$vQe5!EMtC<d=#<nuSwlWIBH
zkMFfbc^qFd=vi-3j2sL9n;6nZ)tI{4pH<lEsy2;LZzRMa0rNWEb5UZBqh$LlT+!=u
zj`yITw#_9c4$S3&0<MNI*~t~u<mn2M9?;g%T2-6mms%tnD@(^3rAFJM@y^UjE9pA(
zgY_YZFIR-|$`Aei&SJc*1(qGN_th>$Vv2x2SkYI;f2~JcUXc{jf%V$qA6v7}(m0{p
zVJhjzDF#|_(9kp_jN}NyP9_s*K$TS46>+8&Y+&y_I8g+P0Mf|k^DbiW1nt?+ep=KO
z{kPu6iJ?^Y`{{x)Q*_{}3o#}>k;xtEykA!QY_z}|S&b=)JN?Qh^cmy``9kudFrYaz
z%tZnz&sBV%C?95#IAnA+P&Io2XZAUDsgJfzRNJ{;?sx7=?<=)Re3=eTueti9_4~l~
zW>R=3?Jw7_)17cIGXcRhFhD;|m2YVA;q-tLq_3S)H6B;*5T#dfy8Wc8ds}a43E@9+
zUu)KHCs{?CDZJX@psMY~{nj7b&|v{&ZZd=DCW9Q{apiAiB9rIn6@%eKOBM+rDa94m
z{(M9Q{)-;S(KzbIW1$&EXYAm7*qS1@21m@~psCO!TtB9yu>^%*D#Z=g@g7(7r)d6^
z_{&iHcSg77E~lETJL2{4RLkZVfdrf~hE<Zd6O2T`B5=)S{M8Fge<Nj$WA0a6{f}qk
zXpd>cxNdio9!ftT!<R(`e%cSpdYow-$xO}rMq#YbY}zR}FrP4UZX1=u8q(13#6!3j
z%kkl>U3!VQ0vCsMErpM9P*^G2P(YppqzIE&I9#2Bl)eqkH1S;ZhFkK;t{yw>cb{HF
zB?qQPrdNz<^UUjeTg0YiZ+8C7ul0%<P80-3MvY+nrGBNOO?s)>UrpKXV4MRUqENs~
z)gQ(qF{tFKDzovZ6eL}z{+|2{*Yh=2w$&0|sxzY_0el}ww9@u?)b=y|8Ow$4l>p~l
zdGS6qyPiK$i|7f0#xvXEw7D+g;yeY8eFu4Lp`8>J+<l3i>x4G|@|;jhav+lx$qt;G
zSI^^)*e0I@stJ6e2gtiMQ!g>u>UK(CN-c8;0L1+r2%9jh{zse)gsnhH+yH<*$$lUc
z<?%L?>&4+Af(zecv@zy3sHnIS-&+lvA%Is2ea$_ju7tE8qFCIxT?68YZ{Gnpv=v~q
z-{S+&$NjQzwD(CC$NYfihLtc|ai%JU$jFC(;~(7-S>%;<j~DjEYs6vVZ48Xs>*9Xw
z^$p7dLAEKJPM^E?9eUL?c(94}_4MK=@(|WP8L}!A<_3F9uRI4O>eC+Tg;=YT2%x*T
z9X#<>9lGNZ?-DfHv7moFbR-YTU3a|69?diR-p?S@DQ?_>oh3_nNFSpp2^d-b1}c}>
zLUF$VzOI7kyJM>z-Tscum!21#QgAh!<sqQh?P}V;6G02s1@o$pfHk$)9$b&prBs7(
zM=I|2*+mM_rhCipE1J}3-2eXrB7g#C`=^RSfsFV=aTG861Pj#=(xVV`NxZ0*D}!+e
zQr$jP##z_Lm<gmzF(tTw3sl$h-#3{JyNvhg>%o}7OX4O=DD_e4{SI`d8qi-$c6<Bv
zuF8V%9_@ZGZ>~wtEmJt0xz5#VXFxMa{TxO1o_t!|_6?H$i1={3Q*>+9>J*UOO?OZm
z(XcUs7Y5X6;$DA>!I!CLeI7~|Pq4WC{3>v{QKY<{OQ0$oq~z=k@ebkznxt+UJZC`!
zUt3k#yoV?AbWc>`cyIdv{83@}VYLbA_h?=ayq*R<y4?nMW^c%Dve5};H&W>zkyX*>
z>Py~|nkH7jvNc{5zetvs%hP(&Qt+WMe~_Q@7U#`_57WWK$eyfVkZqNo`3NWOsb%QF
zp6y?M8XiA}q=2Eg4#E5B5knvsr*DVVp{l#a`QSNE@ixej1-baUTpdZncNmWBk{olg
zN|}4aGM6!&RwE<0{g@dSYA9L+fg3(L$Z3y@J<<@~E+$aGyIlZ{2Ejb%cNJe%Q=KnK
zNH`^OViWRD)*zy@l7lE~gbB}wpmpR=_Qh!1T3t`FN#Q{VwsbDpllIs<M+t9K@oiQ?
zd$(5pbglCUIbooU-5L0p-t&yhp*w>BPlO^Dzt{fhN7XhuuEs?v&bu$0*oD23U-dR1
zUrOW*_#Bt=#S1<f%6!Ak|2-9teo*)G2VD5~vHy#TE56?Sq%Zolmdo{xB@ONUSjY$+
z{;nK@YV|}aCS*>hOWwLJbFegaH1677V{J2-4;IX&n*e6{0Y${KuzTy*>*eVeFHf1b
z6HUCHC(#oU@$uv3&q$4VTUlB~OOt5wVr(4q8Q4V?h!le9zORUnpGYNobo59vp&{n*
zb0*K?vb7nS*ciM(goiAbMhkM3wt^X$C4K)~!IW(C`CO~va|tu%v9>pa>sbbnC3*ig
zj|`eurNvgst=T`2bOF3Rl=<pWl;-RC{j}ZQeBzAO9%=Tha~Lk&KpMqdvM*hT7Qe9D
zMrQRy9%{x;rB+2P)t;Lq+(t^z>F8p3sCPiLL+;1LObl(F5%y&P)@Y97coXvnVy^qo
z=Nh@kCk(c)`{}c<DYn+mAGdwEzu9;8t{8sD*c~WIYT4I-6THq{QIwM;6UoNgtjvSn
zFKd2oK+Y(~!Fg>p=?XW%x0Q2OCD-8aYERoPWAqfx8}@jdr)wRy5uw)D>`)VR9xS#M
zexeZU$nbh=xf3-TJ7m>duXpF<_arFdGFS%r*)DUp|8Wm#PeN``0Q!BuqN9}exd%x*
zZz?!<oF0<y$*lpQJzh<tX~qeco^Z!UjoWCpuEmHV=-BZjl<uWqJf!A==Z||)yHz*I
z&v7GbCQcyV{mhSP*q?cGVRa}U{ekug?>IbN%4D979GxK=|J=eu(i2d4?WvOcMGH=r
zLvV=PauSXKwkLfy%%FyJi{P`s+!0J0etbFFbvLqqh2dNHGFf@wj^;xPyAw{9y!4^W
z^CjR`cDKuCUR_vo_qo}EOx{WLE!8pY$@9bqqiBA4u|O%y*EZ}_>-2oOGAso5u`rn;
zd99UdwTMqqHqGjPUY`~1Fu4@%`S}s=m!EJl**k{O_z>Dxxehex3%&D&=ieMYqow)Q
z4=-`yep&n&B3E`nbM}DM6yDe)Z_QU9X7hnkH<&$&o%aokmN(2q5}2E#IoHztKHxnV
z*C)rp<L=3~`KKyLeiwR=VJxBflIl!AO~Sp0?=2DJrHYae=DI<91+Ud9Rzkj4$fS1a
z@smBepJQBVlWcmo*y})dJbE6hQo&j4&*h3-I0q>QJjQ3m;cr;cBD|yxJLfDUx19&X
z-Gz(q41L)jI;)mhEZ)X`95c6HQ`E2|wKH9`&wN$v#E_X0v*@;O@N7D|B5CGSkiMsy
z-BI;+%yxc_zv=s>vwLlXcmCr|C5DFtgB~D|VdT@<zwJ(2QNVk?FCJ_f&>Ac!dA}jw
zwIv$4fB`JYL4A>!$pX>kbQl>9op;y#ifdMQZ@eXvTOI}ZB7%fXOYsx+Mzh}dm$fuw
zk5-{q!D}4a_se;KHM(Qz_6llug*;}axXT_mk)u2aKJ{Z0?iHr-!jw~dU1aodgy!{3
z@qm~X7DT1_*OXRhC(TeesE$m#QD~I_<4Y<TaNDNRcdtz6lU3}UpXA(+2r4;@&;|0^
zzijbWHAbr)wrAgtKu=zCzq!C9j6DagkqoVo7wrd^*?9O&B?$Fqz}pl1!xfwU`19>`
z|9<1^rS0t-?9Dhpw9c*YZ{ajlz4*<~I7lV>oNg~PO*i8XjN(@oFKehtz44`BL?Fa_
zIWc?5rh@q)_r@tdd^G7<@EIMnvDTorRLZIM{G3)e<Z+a*bt}wsTJ!v;`a?%lIx;^6
z{PtNQ&e6Gl;7>qp(7(E8S0E2mN<Zy>>IHGeXo;=>B}r=OAK!YwxB9_|c>j|jV*4$Z
zRlGh)MpfUX+W6BltaC>Uqf^ZX34Ji)`z}ZfSZVYJv1Pa|<5yGPISC9GU}AUB9MjY;
zKEvyHQ!IBU*L{YTE#A0?-`b$n197i#eklcSXETfq-I0r#G`qj4)<R%Day8!UlKANU
zG=X_-8p%EG5|ZP<S%Gi^;B<xQxw@zMDwnpXgYqk$cZSZhsPf;Od-`B+^R)t?1ENCg
zMWd(^aF1)O!84PvHP(bQ_vz!<h>dE)a%Rxc&%Te@FGW<rDPgl_u=G`wW#f%DmyvLP
z3bt}r6jR+Kc!@r?IPI$sGPDGbUs+G{>fwd?AlG0_?%(~+M$DhQLvHh(C8L9^SGq;U
zler|v7Wxk<P0FcFu6mSZutFmeCBPmz4Dyija_>JJeuq>VtgW&{JwOR@uAc7|`+Iig
ziS7-vr^c{1yg{){m~Dm@paVYI;1g^U=oeP{8^Ex$t5coZcTt14Itc2aY>{cbtE$Um
z<h>=eDJbrR8MQM8g{RwYLyl(8T4osdx5xVPpDWj4JYj<WelXVeo9Lw{ARg^vA+<><
z`>K&5j@QVqKS$E*P)B$zx5`VuM7P5DcETK6F8T<&)DqVf|J27h5N_?_-$8iZp6C0o
z@t48fdoh>O9vz%j`lNdNa8UOr4B*KzQ#uIwJbaPX{e$r0v-obw-)etUZ2sIZ<}gah
z2VKel<Uyu-e=aC4FgSUw@y$O;*U1}34^xt&IPAm`b^AStKNq^zN#9Qw-+#^yHiX~U
zNz=7S`NC$)TaGKd>GFdR0#6Zb0Y6+pzXK?-Qg<qiX+U#I&5vCy9O>)05D*c=pMhSn
z5`f1*fsi9I{tlUO8yO(}!f4lCb{SpC*W1O8$0>59e3vNu?st#gf6<hWME6zDXUDlz
zm#$H8Q>c4=mf$`h3(uz}c$He%Xh=ujOP4#a;~3w^nCKgY+l%Dj+*M-yFGXjztSGic
z(GR$FZ+!_7^xz|ifJh_Kh`bO2(uuSp=-1zQ9;%`qG9t6`DD1t~oMQ-69M3=g%G2B*
z1B@)<yCNK080yx2_(`^FlxR2aumf|T-S1JJUxA|7TQik!+%VnaX*jKTB_loVx2mbh
zhm^eI)BUswcMI@`-%5z2jYoi55&LL`#)}TrPB8OZ<yko*_z<---<{+zU0)wk``DHa
zBDsR^w>Ot*int5Lx>=l>yS%6j8jCE#@^~a)Oc6zIpbVyK5G;QuR%X}W7WBIiAscZI
zawq<9O-cgns!e*QoZx#x_7b6!GWr#fxl;}$`B{JZE=I%d*|hNtAVMVRN+2JGm&b@g
zgJ45Ff>4AR^j+A!F<2h8R|C5ZFbslKux<Ui<iVLgV!Y|Rb|dwqW3bHW7k$faZcfYw
zC+NfH^_@Wd#D9(0Qge+yboZ2-0Lj<VHrnH2TAC20VVrE&JLg<aE%xd_-QB`>W9@Mc
z$L;VJet-KD^C&yi69sF$?a!5%+*Ius*Jb#z&Ocg8L_S~#gu${AB-wVs@X~}~Nm<9E
zGcH!2ob}7FYJ7sA2N9$+%7pEDHaQ5z)=1^qJNq_GeH7Bh?d54N?Mv1HY#Zjhm*
zYFTrFknrbcv0AN>hzYo}w~rUYQ9C5PG48Iv2mc(~Y{3!p9>~AqwaBc)Uddy2!f)xp
zjMwowww1^{FB%b0S5~|!r)!AkyfA<Fmyuy{UcDOZt~gfBOduorD1KpdX^9Jai+(<+
z#i&SPj6YBONc-A*y7Jf0*Z#mTOyb!NxN+ntllJ8KhDPw@@fgE)m_4lbJD;>gA-KN<
zAzlXA+l><L|No(cp+-YenW)Oq`(n>9iaG{CC1?I_e7~6CV}429OV;1xhOAzvPTbfG
z;XTtI)OtL#=aKaX;AdgKr4|IRBREP^@$|m4N1AE^!Q;3GP)bc0{Gh~isN#Go9tecT
ztpGFKokxh;bw%@8?h_$4L7=dl1LcW8DZIGpY@R`Uadq~lKM&7=@e5ziDU9DN7)ZMk
z2cjlTpF!7Nm_hC^g1y|2X?vJi!;5wbZo2xqn0!WcMf={HFlD~~8fI!yO0vFzC7P<N
zck~)(_MD+!((oPfmoR2kY5#EfDGe{u;o5G}_t)M}=Kl5GoM(jI?$g^7YVA5@86zO|
zj65TJPXN#z+f3Y#Zgbhh<~}v6A|J4`;GX52`Hae{#Ut9zd2bLN#vY^RMXSnbSYiT1
z6|G&zpbPe)zmj>dcgXAw8s^H|=QSwcJAW<wg!Les0Shq12(K#4FwKNMe@@q{It6vD
zz?kML8@Cft#iy*UxZHQH@)?=xcDV?^kyCORTs2L7F5I~|uQrfk4;9i!?&8b(IrwO<
zeY1)_en|?@W{4WO_8C7}c__JCVc>A7r?22Vi@RJu6AbU!-voxKLy#JYdv=mbGT+Y@
z!#h<pfu;?XADOAi$T`P@ZVZ^CrZq^H2ZWc7;MXAgXT5~S`&v?oEG{sAZ6_l6F1O{E
zqI(XaWdgdF3_A(`-k;O6sHU4};Eot7D6UYZl_FJ~5RvtH1uJRWju;WWu2tgs^TNhm
zE<U9xo?vXEF>90&!Wjl-=Rd<1v$yp{pkn-n{Q1>0;Q^i|1~n|Zw@H>A$97-tx^B08
z4*e9i6vab#ZM^xJDUD_KDx-<89Tw<imS9-Cafb7KS)IQ#O!1}rhbk89rgul?QFnm(
z$>zQ%UW{vezSp1fvsyYr{HD!KMzi+YXpUuy?NfaZ-CbNfy!j!#L;{Dep*0C3ei!;J
zRF92`;`ukm3SN<MIQk94Dg82Qirm0tDJU$SK*#mJ8iXAMR1Z9Zf~*Lbf8}>g0AJe`
zOlt#{YX81(uRiBcNi8!(#2t7>cx9Fq9H?&R3>M|Lb=w_<K_5-6%8v_P>>m33?&v)^
z^~6e&L<Ui4YLGR1))@0qZqpYrK>hDm-@M(&yHWe;b%^`+$!J4<x&SPEJ!q5O4e3Q>
zTxWQwJ@*sqP?7}i0?V@Y)8haGetSQ~lVI+gUQf-MhhKLz9|96(exJt2l^a>B+@jDq
z!5|zD-XYhn47w=@Xfa1fkCF(djr9v^NDKnHjaswV?z9S@sbt;D`Xfw+_nh4nrQaH5
zcRakYSxR_m`b}yKPYUHf=nU@K(~BGG?YY{|!{TKr+|7`q&XPk>ikJb-MsUf~{it1T
zeHX5MkDKy3RkpTgt08oM?quUnDFAv*G~Z+35{~p<509PIf0dKPZu)%Bc_kb*Hh4xL
z0VeuwPQ`=7Xs4I7W^bZS?unpXv0#0!n5*p7+kWC*9rse3__nAzDo$b0IRI2?SMvv!
z-=VV7b1w+sk&_G7;~$3Hh%~Ty3MQ37K#V{3r^A6`c)#zL<(R1tqJI@h?5Sp2WJ7;M
z{{WU}W)TyXI>)T#?|rZ7m?6;2P?xj-(D(1Ec<L<pHU<rTfAf}ePp`+fy^;aVFoU(1
zx@LQw>}7l}?wR~BpDngtU(+mUshm#UQVVwD@HUQ&mr*;G-=H~%MpeGL&CnneWq~)Z
zk71F8=Ri`_QjX-^$vINyq07bxS%$1Yatz9F>=BV9z^;L~;B9@UV0J~0)k?VYq0R2{
zYu@<r__H9ly462xVh{0h%5EeJqxPk(Q2&;nrZ$UxQ4a*|B=_S8klE(K*Gir=MIxXx
zybY}3_{aI460gHCz1{H;zTC#^Lp8S+q0`blyh}?naG(Tl<?EfsdW&{8Kw0ad>G#Li
zE08bO5dGO++~dylYH~VwvPd@n<kUJ5eMB46A9gCeYlc6V$gc`yjyY#&B@nHu7gF9|
zXL98ffqlL(ZNbw18~2%FN#Lj~I>uU9YEyHzZ%Lo19tKS>O=ZR~(j@h#bh}q#Vgdd<
z)9?Pn#~trn!7}dATy}`Jm+VI*O7k9N6v_B7jb|_+gU+mX{xzRw^dpE-E(Tk>V0l6n
zS@%yxp%ItoDrR|D0R1sqeUpH6nkDm=Jm&dyX!o(lm<XLkS6*mUh}`45Rp&e4&ja#8
z#*MRroUJk#?dNVU>?MVW&ccS;b0i2mHajCfC@vo+;kl>y$)&O}$OCk8%y<60qc7t*
zH@7+PI))|YN4fu;oZZt48~hBfQjsWH&ch~jpAD8nN{C>ID_eR;6z6F)(!nHhlnS40
z_0(K$TUTDp36$a4JhS*lK8lkNG4JgInu#IID<r^HfBwp@DO}f0eWvzAhG5Ew%>?(g
zlJAIJpa#1~@=;!NQYhjW3ojZt8viMRzZlqB+fK|M)N=_11dehtR?Nb*^X^<koM>h7
zp1fEKE_7%bzz>A>T2UInv4#xIsmO^u*8NE%;4h-PeAge%9fwF9xy7*`{HXivs>l1A
z2@Xc91h-hb3fST_FKBNtP5BkBF#0>?+M~(%iUkG`qGa!pETN*>Zk&$Jq^N?^T+ZzD
zdYs*l*zwtMPisyBE$1anwGVbUR}8=01g`;u)_VFTYc^gG$ms<fDF(h5A1qn}<Ym1@
z7ZBs*l6gsj+d!RI{^Uy`vRRQ2YhvVybLIq5P<*HR+=&HM>EJVEoxx5~Ru(_dh0Dx>
zcuk;{0|luF5>v(&H?a1I-KMP(R*(7)!QibaMTe|)K50g8Y8s<=6mhY0>PP&}{6Smp
z9DGklOJR|+<vEsvIAB_E58IV8j}t&;->n<-@DuCI@2#h##bqGL3H}Dgaz9X*uX%j(
zYSSAcdBw`>DSgLyW5ChqIO%vD?<+$n9EbB5r}|Zg!$oD7E(`O%Z>v$;apouEFFy>n
zMUF3aXyuZpCOQWtb3N@Y?I>TX^i5SE^<kM7I$qOth>DtThUY^z`w9mA9!1)?PgEHc
z_GO~Lq@btSzCt}5pY0tST0YNquP?3l?mcBUtYgZ7Sk6)Np-#W@HsjlD$}jXyEmyh6
zAm^8rM>bXQdL&6p+5~idQM?2O257AQY(_)KB8gjOtQZg{KYMT)#YvG|umB{*rxW(t
zBg~Gq?osJYR$k6{IeSo+fjb)~skCy&;sM5*@@7VukET|ApE!S>;R0Txvc%5hdtSB3
zo>yxGPg>dgywvn5<kx!zLv2fi*KYql8c%I$i+)iBhBqrF>-sA$#Bx~P9L$Ou5f@O6
zM6Xy(-_O{Je^5n6wM{wTlW06Ve)aX5`NQyng-x^Hu#A=I(T+a=b^ACiaSUR70M72q
zyE|3yd(f_{?%&@7eY~(6T|D@QRXgkr`(A{UN5UU}a$N<N>al-gy<#RL`liSAYNVY_
z<<S9a5dPYzFvm~0-N1oyR2jInyp-MFk0SAYW?N*H{bH_23KGLr89aWsig|H0`|5)T
zO!W*v2a$d;qg$Z;tBW=IlovnyDFzsg^aul$Fc>bXclWw&&H1R%cyKRi>?*N614H}n
z=Qi2nR_vwXPi{rxLLUTM?8;NYIFfd<tMocU7~TKgnFPi&P;rK7>n|LaJ`+5E%pNq+
zxr%~l;)92ja_GYdTpZuu_Vzxx@dH!S(ffUGM*HshPn9ox{<Ng}rLAkNJh**p!Ydwb
z0Y*qIcmbCxc`F(7g*)m-J4N}vYFpBnyKx0NMY+BHG;`+DUVkO09Q9cl2xMh&DsIv#
z(2hbR1;27nvv_xV4L8q?!ak}obZex<#gBdMmUAcgL7w04h?l0?8c=K#=m)%jK16=g
zu0S70sEW$B85Fw>n<x<Ez;2PwA>}LH_1zmt-p<T1ZZR=0($Rk+<agy%H5+aYoyA^B
zN!t6wp)ZSsZu-^%45&~37W=6Jllb?v<B%-gdvI0FfQW2{oab+YP4|RC<LL$_Fk7wf
zL-l^xAi~t4!-9&;i^`b75rXut2@5mai2CSOMQWjzligNj#V4DYFketn0ZjRmWV;+X
zh-a7E6Q{F)qUiC63gIn_arkYr-XC(ARP*Td`2IF*k`8lcCt+-KCWIQdk0V&%TO`G{
zdzeK3_01yDnfHf%vvjk3&7@v(27j+XX|!I>wq!ElvN_n~@SKtGg7mpGz^$op|NqB-
z-q;T-ufc}yMJ;#dZ1(_i@bWyi^+|yq7tz&_lN<n`=)D1Qvsvu<@|fP+C%*IQ1s&6u
zoA2-0v*Px({N&3AjnlX7AIs+{Ak(wl^R#bQ?-9Nc>Pf1y?MwC>8vvC<fMvLo;nPyG
z<F8Q{cSOCfE@pUaNc>u>7xjI4;yG6pqrENeOJi#8&`TP2Ei5-|9}d&37T;||_YfhG
zT6GtO-<ZKrG0o{bNoc4R`@sfEN!KVZF}aHRvjgVEQ;s51zr1=_2s2ctV|Cj^{a9!L
zxsBdf1IwjbH6V6CNLa+%KQR3b$%f1AWK6_Q238AG1PBbyyC!j?57PR2dVC1yci1xT
zM=(aY><(~mT1zun>&wDKCIzZD*qNGynZ|Q#1@EOE^2d54=j?3*);uhSgwjGW_Xsc&
z=Drv-6EP&I-wYV~@Se9m43^JdfWq2c-xk^`b(Zn#2D<(LC;M5P>;T6Ni3HC1Ivswr
z!b>EPQNLF$-T24L=a30FXTO8lh52~*z!oFsJ%mZ!W6WD3e%I}zy-uCyYlxN2(A7x!
z_w;7Ny`lbgT3>Q!ZcV%Be3|pzLyvft=S63EES~f6!DFIf>=MV@^n8xSJ$bIJyZecr
z^8Pl*3+~!)nLJ0%7X*aoVJMZyQxa`NKYwJsO6Bu@cyh*12;bRm@BFISECwW&5wrZE
zwNYyiubtoD-)nL@`Sq*$Us+@RxtoGi6?_??>G@ud&mg@gcq4CHbxbfEOjU-$Ae~$s
zU#K+5HcO_!8%s1WocQFZeiAPusvOl{_ir;eq}Q?7u{^kCnJy<z#p4=00m%ihdzwWL
zoMffkV#3N+X`vHKFMOZsoy?D-r*p<sCcOM*^*bT-5npRK&tTO<*+T`wcR3nt!}%Fi
zj7$IEYTj20nt3)EkUhI2EEDQSHo)EaB3{$b-qa3@|I26Fc_oazS(jZ+;aA>Qm&N|?
z$(VrZ?+O`c;sknew-Osp@FJ%8e25DFMzX2E;Nz?!R6e30>o5CyWzrH30oxL!#{U8<
zY!2lZ+e2QF0;xvQGk5@d-IJ8-95S@(+k~J#QR{lh#YMqy{27`?)3N_J1wTMS(q%P`
z(|A^DqSG5-x@HWp6|?QIm4N{Fb=sGxgKQ~A2x@oUcf$4qC$>1lWGN)vJrfiBIk~9<
zAy^RLB0u}hfXSzcZ|@_Tv}=5hy!+9fL-k?f7{m+7XnarJx0=D?yZEYq6ZEEqhzq1o
z8*x~ri?GfdPD;g2ISx;OK1@6MnT9*J#}Si!dWB0Q$8giBOSaib%LQ9r;c97a=hFP@
zW*fDsp&_WVYKS^@jvJkC<4wF0<JWng!*NIBu2k1GcjrEz^C_Ah<0v@~-I1V?J+M^;
zZ)Uyg*71WLf^I-8ZLUEwWV)iXLa@ZIkWjQ=gVDKkm0Gz8T@5@?EFs0umy$X5Mai+n
zCRLz8k;Wi|FEpRqpKzN??<NP3NRtX%##CqgJS{15oAr{2{m=iLezbECvurjUZ?<}+
zA8bxI<Ru}d15<f{eBYATCClA0@IdVHw7#l8S&tiWyGpy$+4Gg{>_V*l<qi^BVf(*S
zzr!$u-r&<c@4wb`k+1DJJm04+a!P`Q!29J%;@Jb}60J)m7C1NiEQaU0?rq%$Z$OTW
zY?!Npj&GKfGdjtday5wXxF|m{&l#x;bW{?(8*MbONmKs2>p_5ke2ck*8;2eJ-WnkN
z)1k~;tk?14Uhw!C(Ysxo3OW^1$4CA>du8_G1TEN}<W<kBXY&nSSNyI@FE5yOAJF8w
z$k_&VIc_W_tXW<zd?@9Uvi2qcGPT#nuZ27JUWOU4Oo=vn{rdPBAsua_ncCf)2pH`0
zM-|2+dFCHxx7%tj{`f>oxJ(9=7+xWV=wKrd%YP?}kN8G#+)ze@38iY^JKph{?OzxN
z^vjNIdWGS`T&6$8Ql9-&CFG-1ps6ZaJ3%^657KjBxuZf<9USyr3F_zr26#apw_#YD
z*u<Py3#43k2kwFJbaAHbsXOjgb0<MBlpJgC=}_~_OkUSr+YyLCWybH|zMvLVP|__1
z3)=V@fuT82b1S<LHU{x_)YadZpN~tbMDe+HAELrMjeOMbRt~^9joff_>c{<NBgKF&
zhjE!yURrGb+EmUPsB0i+&naLU>;oC_j*U(2q9VE#dbex4e=(nTK77QPf_eupMDoj5
z?~=!!7f3_$0j{TTt1iOT3kq#6gy<U}=?nKP1Du)`eoXYKynC1Ca6(@3N4*RW;!Bv3
z<ef0VF06+4g9x>U;nvn7j~jn-zGQb^IK04kH|L7Bj@7ffI#KY%<xI4hK3=nqwoSqQ
zimDtLRXPV2$V#4eLRS8YT5BZIBdPB4z4A=(i5l4!wuH=+-kfR}6F6qmE`j;6tW!jI
zoyY5RSH9-~3dCK9rI@q7b`eShNL4!@_-fbd{?_lkn*z?lJ_aiF#vu8Ynz`@g!Nm^9
zXPl<Lb!@knuzR}2CS9TiB8cinnhij^tZ^HUM@A-~53dFZ52Cj-FneHcVWxEW+*ijp
z^<WQf^u{HL%iD<70Wh6G@9oXj*n`IQ*hFZsXh;c($2N=k)FFgj%To8C4j#gWjdbFF
zzo0t?54r_R#|@eGH2Uwy0ykIEyKml3*U;mfl<I5_-m&!4&N*<?-Jtp%_?OtUCOR^@
z$|=CgB=O2UmIAaAk?N#KHb{l{JD7%>;3rIQG<=;=y=0m@q*Qv8w&(Gr?(7d=!rGZ<
z{v?i}1~&DY7g<Bvi#Xiw$~^!kEt>~xsW&5e6bbG7!Hc8OH(kn;GnP6H4%<H78#OGC
zhLM^_Iok9$NZ@LGpqtOwov-BZX-swuSl(kX)a*Y>Qf=dg+a-=GkK^5W&@ndr<>$Z%
z98PEKD1;x6D~O<~$=ws2n>W~)PmkEmq3F!F7uHhXsqC@KSkHKJB)_bH{Q=`BEXqwN
za+r&C4XZXhh743xAI`nWDSF>T^E+sd;^912ie1l(`Fh<GYv*HQl<ZN?x<68wp`5FH
zd_831B53vHU;=RT<cQZ2REg)Xkn>o?i$7+;V7vs_h7A)6dhxiLgO;oCyX!Ujy8Kxp
z?aMnn`L@Arsdzi?^Xga6Yar~_BUZTY%*Py4b_oodv-l*vM^$cz^N#$+!%pdJM7#+<
z4_-HfvjrxvJ?PkG?`<}pvcEd>kw|9#v|$HA<|S7G?ob~5QZj!d0-kDikwO`1av*UQ
zj?Z6Y158i1U98T!BD!lwuJl1W6#3%8uG8qFqvTNWJLiM3BRt{tLM(k4@vrU|o(rm4
z`*-oXZpzWU;+A`%kK&6gDdqYsjweO(4{CaAeyy(U)r$riv34iS@g|?5$05;M(B9K%
ze_MC{0j5C_k0DeffOEQYi3rx{=e}B^vAb!bpW_Yd7RZk_9cdxWZ6z1-LU&1*?4IHA
zG#uvUNU+<<+W%zmdr&19Mf_hUI}{>9l%zk@IPp$-4PPJcUTO~lNR5bW@dRnx!2fiJ
z*TGA?!u~|0{Q#cFO)%JP`%o%%#|S#q9w*17f9xzxH;G!!N6dkP{5nX9#ZKka&P?BT
z2}uV^oSMPiRk}uOw*F>i4<#^!tJJl3jkvV_YMzdfYaWz-|41TxG4V4ZZw0;+P@I2m
zm(CA6_p1*Op)k$C-8tHHWm7tL&J_H=J3XRb3cKrxdvk-;Ai5VFC~(Wz3d`=vSw8yZ
z)I}c{gOLRCaKxnT%Ldcp53f+-i`W7d&jL~mmmp60grJ0o(#70ARsViXuH{iH{OiOx
z&T)y~s3H=va`x20bieee*fC7fc(Jp&zi%iUduojKzgHmMFXgWb1dOf<H7CS_;P$Ft
z6w~+mw!JhudNmW!?_s$<q#rIV(r0s;=e>cXBOx7aPf?r%wcx`%ZchD~+ACj8x8PE~
z`xFc!RLjX7wN1Z{vC38`MZ}3YWJT`HUdU%gG{akN)N*(yXHm<16_@J%1xDoWaF9VU
z((uof8+UP~O1XcRX-Yq)BjljZ>IY(T`=YiX{A~CdZ<6&^FCnl9UzTD%gP!xxBX=|%
zo;3u<F`oFbm{&U#nx)?s9c3XtEJj3IcHeU}uugumil!l(?oK9QWHyiSlhYpk!GLlM
zvE?4YaIRd$!rqE9EpKPMM=PqDKWkSKKQrLPgTgp76ImQ>dfx>1|Nr7I8yGL~&@a8Y
zXsnGi2JLpLEnT+i9$Yq`OnbAU2z(*xGw&n83c2<BLoc})_bE6nq&IA?PS3oh8f6k^
zC)lX!U#J88h0oYDnB#Y1HO%<*1+Y5e@R?8D;;*M;BIW~PWv@f<Fz-{IV&BuH6~F8y
z#L=71VVX<m${PM2tx=ZJ6%G*%f$z`#!lH|IQxD@7;q-`n6^qN}t*ho2S@kz*`+b9U
zeB7e)y<<bNxiq(j+M0D13Z>!`v8O#;MT8z5E>84;TmBOys^enOJhf#!tb^wXBQq}R
z_SCNDs{fwX=UEz4pkfuF?wYIV{rayO)X(9Jxx0QPqrHqvv%Fny=4+-7@4vO6f{N&a
zm2agy_NVNUgtlm3U~Rg(7o!#Sh@)C`Jv?}`R<C8d-KU_fUMuJ2a_j$qk}u>awfy<o
zye`S5UA6B*ffH_25tOp9SN*gn5bUGc7r*3y+8iR?Z@|U{7p<Ms7i9m9acZKU@F<B(
zlyZ*L&UZ#oDTR@Jyzde=d?>pz-!M91n0|4`uhN3qMX}a)FK<>8OHUj0EP*Tsz!gjW
za0jG>J7kwyhMfok$xKsbloP}KsS8dLfCXxK5E;*YG54L?kCrl8H;uuQ{BbqnC%3;=
ziQs&FfI7H70}AZ^jwG300PvMjrw|?$F_P0c+vrmu?)@*tKRB({mS?p;5vKx4fowj}
z+R1%{PLEb&<UIWPds(b`JtCPAO|1CBJ0a3mHGKY<-MT`zwSdz0qSTvv|It=rB{#ax
z3T0m3!?~Af_I+VpXgJf4enF;6hR&MYJ?JP-r|)|~t4AEnI}2#e*w{-EGUa$RGwQM*
zPNWUYdU3qW*Nd1&;wkvMYWdwezP+D%My{hy-hk^Z$dD2)?=sLlgc{sr<R=(?S2Y&-
z%;l<6AVHP8DbIyTUV9{-!L01ALyZH*8&Jb&7Cy?>SZ3-Ug|~AI;?sK|!gqfgl&j|I
zBiZ#}M=$l5(Pu}pzy^jsV|-ZlxloJiw@RydN|=b)mQ?7RZ26|?K|Nu+s4n^5I*EZB
zPTqOXSoMI=dLyD0xCq;Pb5yQ4Kd!by#8i9fXv)B>mJBz;^}g$&LM=)Rg^Tvc>~gz;
zmj2P-S+U~GbAFT2i@hrA6ms2;P=IM*1u%-Acq&A1DKNpxwafGlG-rMoR%ItC05n^@
z+Fgxs?sAOz#23B`U!V(k4l31Z`npe)OMo!lYwwVHZejjr-sEl!?m1&pBd_-21P4z{
zd2H(LO0QT#pHeQu!^j+RDQxDR8^lw$d<59aTlEy0qbLpWTqvZ7UVpfQtl<~AUT|Ih
za1LpTVc{!RQuo`fwzt3C--qJS*w1~mlNG%Wua`}=V0347e2g^lk0t_?8>|!(*#*Og
zrjEQB%YqSIGP0l07-mToof2A-7Z&wjGLnVo3C<aaUF?tU``aP<U83En;Q&CczWPHo
z<zpKiuUS_tNzzmMlw#wFb5~v@_16<;Kju3xzN?}i&E^3(HKp6}Rk;U@)H&@0(z;Es
zVEdtR(Hvuk_3-Ur{b9JSBwr#>w0A(0{Z6(NK(JMTlG0-`{BoAzG|vifbqLOe(&@mD
z);{|_b$G=N&-M1R3Gq1q9JbfWq1s;@Y*=b}DjoV(lpF$^2MSQ`>ipW|zH#ANBm)}{
zKefe@@t!-@CHFcU)TX!Ed*R(UH$rH07|wQT4W`&F=cGX+49qaA@@N`u;I+4jr{vFE
zt=uYt+ut{S*jlBRKKIPF->xT_vH|sEM%D19^5)h2_Jvwys>}(N4Cg(^gFS8;3*x=y
z?ob`c!RQJ5{_^?s(i4T4=lzCLEQn5L0?Xj|bY3Yans#;UFsE;&20xXt-@D@ZaQEN&
z;p=4P_7;0)a!{`f!20pXA0k7ocek=`j3-j)sijkST;~y+D#Xw(NdmMIqY>KijeR8@
zIxde8+nKw_91Tb0o>nWl0#s0wr0S@2K@2Fej5~gOm@X0m#iC>x>{7YGSe@%aVSno~
zn{?i+y<UQ)G=Cogy6sCu@!qQE+>&>JI^K6-Sh@)!2B-KU2e4|}Z{p{;_6b4G0~sP?
zJfESjxJ;S_$L!X)X0{=L@__*Q<j0r%%c{!eDD6q7j#N~x$rDG9idf~d>;hr%ww?!`
zTDOm<T=5LN8(63*(s<EY1Te`eNZuIq#j>(YK~CLjb??%<5!@M7GGQa7#XAt#G1!`k
z83Q`o{4QdV2mR&AR5&PIVk9V;`uS+@_C)!P`y{%r_+}R&`Q7CA?ML?F72lm=j)~u{
zL1T2?q7TBSd!sTQ=zgZYq)!@sJE!#d`4lNgxHCJz>>dIubZlWSBEPC|x-*8q;Cu(6
zD~nmA!Vy?Vnp}d`iDTkMuw97K#uVoA&DG(}<Ye$VJNOAOCx1LbSpv3zU9I5-k#7RX
z1ShS(xqt#W5>`^&>u=$U(t=cdeHZq)Rt_O^9`^f0qu$bl`4|9AE1liF&USo$o7mAm
zrEM8rPnY>U<tME2xLvx<Z<l~3Cs?xl_tvz%k5v~AP-iZqlKwX+=7CGK%c+zv_KeQQ
z__lriaL9zEw+|Qko5HXz5kqnIDHZB^)TF3nvyB$<?{^NvU;&slMguLT@tSWh{Wz*B
zQif4;@@O`pAH>_#fr1>5cXo4y&HlpcmtB+cCZlHj{q|BVqSTDTSP*b5Y8@|Byo@Cx
zJHcDuM!&gbK3(=_0517QjJU$I0pQ#YNk)D2My%-GjmKLB^`HyN1KSveqc394a-8|i
zADu$q4uv1osN3TD%GbA25*UBBVyU<GBYH`@mkrH$gC0YA3v}ex1SH}LRLcSlJ2H(d
z9^n!y?+mEvinJ;Gq#guTRK|94tn{b6knFwH?!w=5+L}%uzhC5if90MMVn*syT||`C
zy;DB}MF*n5ogG6@hYMK=5P5@aSc7#YFBy2<-nP{5gF1Tv>i_yafORr9hB%~$Mb0`h
zSYv#?58Uqh;v(>yWEhchD%bhv?cJv5x6}Uo{($m>z=l`;RtN2VA(6;6xI?jroSbp{
zIa-dF5to7EI|TY($FhBDxp<9$E@O3z*11m-6wZ&6>Bc>qg2L^^NZK(b;?l!#FcoD<
zSa-<&$lnAZA+*z829gNUxHvZ%RXR0#@ZylYuz$xq`XqO{pVR2PIfJla7qUFGyY11L
zF#_`GXuE!C_qVK~cQQ$zME~)KAATP5swEx^j<N-2PgAS5uhu%gn_W70MR=lj$glzR
z(~Ag=JM@KhV9>ljnlFf`A0lg_iyV@zyiI`q!%XxI!j<3txcIq<FAym{;;Bo~ArLRT
zCR;%n(*`XZLg{th`)H}$x<#TRAj}^m+;b`8n88<ic-qVS_VbZpe<%cdG~nV*E}o8G
zI!*~TI2@(=TP_ti&wAeO5!&VN<w~3$pJG+!XD6SeR{3c5)lyV6xxk0)e@Ko`n=-S<
zy=CsM`Yc}MXg=I7RfdN8T$sn4|0v7%>$7wDV((SZe(kdPT2T=I5lR9)ZWAhH4r*^a
zH<RP<mv%9cO`&U)We%Q(;m^R>&Wvz0x`#qlujX_pU$rxel}6DZa_jJ*+Q`CB{@Mch
zk-3E;)z1r5?V$x+^Dcm*?|HQucHENL@G^Ry<ZSUt2h9UU?$-*;6rWu?DcUk&s9JJ$
z^mhG4(LUen<w*k+W5YCYsZTa^Dg)n(yK3iEf}j$H6HB)&yKQEB9e&Y~N71#4R>)Hl
zAB$pfIc!B+7-rTUV;w3FaERi9@=kD>Qvkf|b<u_?>Jw_2>lJHDZ>wASau3T4Nj=Bs
zVapAU0`5pR$iUe9<!X{DxA&jye&2m#E;uCF4=WFKJ?BUfQI0T>@_Ff1nLN@3B=TC~
zUijB`C5Ue2VjjCj&)V^F-r2|d{hq;Jdz;KF5BX$MZO+i_MFiV7ekye_J*>2(SomVn
zc!{klKguG(Uajr{TB!&Arl*50x?a)9cK55{`v&#uWAAv2jl@3h*&9t%=QF=b8*Y(Z
znC(ns<iQ2$?(xMjC+IBJZOilzMaPGY6+idi5ds3KI-qU0lo!tTNHLrAs>nR*(oanF
zyuAA7Wq78oiiH&dJ|CVcP0h7fPOmO^)46PQad|H@WPlq$Jxd$@o>|l1Lm#Qt_!`u@
zJ`U}d&TXAV%ll?iia=!#l0|6512-saJVefL|No!(xrJ@2<uD}gva=$A+c)Ph)L{s3
zLP8n+XaO6EmS>-VJ?m96y35YCM$wdG?jF1DMf(!3OdJ^j8S!$U!S-1(9&huXzElrg
zy3=1-dp}_+i3kLV4OsS0%))K#PW$zB9fvciw`!ok=%&$f{OKs)ZNq#U4%ATd6Uy$z
z?R2NYGP0-MB-k@RAH$~}c%lVyaq#DK6xQ<bd%vQprn-14*zYE)?)7;AdamR-E^?f^
zgKRIN9*@`Dl2Pe@iLSuyL<jnV{f?sXG4T@?uji37BPhKiDBs!(Z%dx(*5%QSXkG%B
z$cgvQG3cwOnN@hB<f^=n<tcPA@#KGN^R_DPy_b+Pf1`>%Mt1jkns^029SFO_g=3j*
zf+@M!oSA(jb<+N>w~PB5)$^(C&b+h(0F?OZ)YW^vxO47dlDGo~>L#gtVWV8CypFf8
z7{V9xtED2JD0$|()CFM<$m@zqF$`2ZCgjeyT`(H<Ey6YS7D5X_wN{Mu)u}$b>5-2j
zBSLt_IIw04o3P?%mVudZLR)!CBHVj}RawQu+L7ka3yt-*V|d`i#pHG83K-NNFgz#O
zHGFT$5JLT`av$b=(mMU~^l_0C-rIR_$q6SE-~Sae{VWOh;L3D@qbu1mM3Z=SS^!4I
zoRn0@f~*^2&S$j82I`_zs%&B9{ghK#yiApr00XO$x|YK83%KaI@%L}@lW@Z$Zx|mQ
zD%%y6_S`&YFfprAJv}aE$%TXSI~{{+81HZ+CHv;)+xq$Dahj1WT;R_Nyt5z0c>P}P
zR$c&5P8|yQm;7Es$+e(7<pdQ{dUdtGU6kFGxt~Ach)-MEO=lIzBo?d4;B%x<LH+HA
zQQD3*L{(3Xq>t|Ij<XN>!Zv+2SHX#(A2^<70K%3tPZ8Je7T%xwOFsECg>F-NhgCty
z*d3YVfHfQR3UIb{Ez?(39n9F+0Rb{k^;_py$UodLan>5m|B(8<_s<vJ(LagX&o^mm
zTrD$$tyJe#?qqW-l_jjm<d*I`obN1&5r&rWe^OA8<%@428)HTqSG}ftSs^>ziDLvJ
z$-%-B#92a=bseii>^Foa{PPovBE~j@dF}|+TO=g=P96g`d<3@rQ+pyb3FEsQ0+0=-
z`t!Wo($|G8f|znf6^kBPoe$>G0TgeuYwEkNVx@VtcTT$4I4OUEx<LQY%Ixl_#_QvR
zrhvT1J?@;klQ#u2cp6L99|OdZ*s-}(Vt_@b1`*wOx5hp`2d?lPKW8viEPNxXztix_
z`+hAt$ND_|UOs3%uLqKmBx|u%8A5{hA(7e3I3ba$`pD!7^$2#FX+dpqL)0~WtU4*P
z7-4`82&KVqz84^_(7_%p=5m3N@BKawc85*8`QygtjJLSCA5dc=SEK5<{2PeW8fMh`
z*MCwNxwgb2j+clY%kZ&!lADfGbx_jad?51Ea=Zg?qK5|YP+Xy~ejUzqRVjNI6Pd}6
z$rhCbr(+6Whem)>OO?-`fSlzRkpK0k32zmGi%}Eet266oXbc)DngrGa9mt0c{$jWi
zaZbiu8Ko>1*mJ%=RQ@14k4M!Y!G7|u#ZL@3u})lW%Jve4Nv^@`@<k?&DIead>rvSM
zj#S+VrTt^BqSnj8Hg?NROc{=3nrlIWWIG@nTCqxjpRE5Vb_ETca;XFH_R50sART?T
z+CO(1*>}qz;t`4IfzWoP@J4I~o)A&a^zP%pt4^lqZ`0aA0Q%}}%WN>8q7`yk%mcpr
zc8vI~*QZ{3D{P%<OqXYN^u`1DNn72$J|O&Wnv=yb9LTMAyaG=m6)Eofm(Gl%nH!-0
zp8<*Q71a9iGYVpk72}<loW>_Uxt2Rj*vdK0LvaH~O&;x-Yi9^A*+Ilo#N+mKH2Wgh
z-crWJTKKKnSrRAKIF`#s#|<#Q4M7h85XQF$s$Bz_^zG4YZP2Tx@da>v;z%)@Rfk&A
zL|c-x1FkJHoVdzEf3MjgqBK&*;A2k|REXTFm%f(tQ1cvBB1kEHgzvoorr(-7Wj>@y
z!muQCSQ?IW{ZU+xal&`o_(8`}(#}ngD^>G&S>IvaWm%#s;+D59dWzb7o(3JVP7rkR
zpLy&ZD`^DoO}q%{ngs8cy}5vSn&~$DaV?cI$HgyvG=Bp$$k)l*!Tx9+ttoM2#-7s*
zk9Sg=ldb(6^wSyKLROusBI%(yBiM8|eO{yZgaC9yp?!QXtu@sz@t4+tBJzo_=k5<&
zXA=2qn|eAj3V(3PH>)J%%z9&VnxD7rPT)2{Bh{?!mHU!LDQ+P5dw(F}oH)GepP69I
z|8~g3?=Y<$=3E>*u$H@W$n@Blo?Eo>X18cOU7Dcl1i7U4R=a!s&MLE#;!meA=((3q
z{^lO2JBwv|Bq~rTgfk`)yLtJ@s~;09VKC>&FW+LGQQG7CZl4z@y+_j^9kRNi-9D;r
z=@9y*KRGCgU;*i{PN`X<_Wd1#9dmqc`DvTW;a9S~B%_4fmqHFKwvdXrUlOv#-ghmu
z%{g&bFi=eWitLgPSj8)wUT;BEdOKADi-W#l>;CBSeyc98^3$7)yTZHqOp~Ti)j{Or
zRLqbijIU^zZ}xH2D`wd4{2s@F?D+BHgsMHt&o*DZD0j>sQLupIY>{__(IwjZO_IQ3
z-C?YKYbQzh^`!Q2LO?j$!L(n>I}kCQLQ~<ScYKXhk@>E{AbB;*lJouE??w4E+-drD
zf7+dWUJ4?vT<5~9wDI7+V5rwmP7?3e+t(kWP}^>U2-S`QGv(`~P$zLX*x2{6R$?9m
zUB3y+hf#~-acd6q_fsV8`-$28#Xw){^mPbR)*JG)tE%#D64?BqnXvMjc(dZW&Yqy2
zIuw`Vm~0eB!OlE`ta&_|OO(|IIy?T!W|l2yNahKJbUx5_ENq9rCfHF-YZeUc1}K$W
zin*v=sB0G}P}=e)HuYHpMj?BKnCAHf2I`bryEG<<-AXTNBVino`%GXk0665=)!)z@
z#S2q;?tx`Uum%%V;M0wwN)Ktrfm|+C`GqxN_a^aOE+4qt3Q99?ktdsbt1{C@9tP|6
zk9(6I18hRShnuHG%Cq+lB$+B-CbP+-BzBhUFc%MJd?miy#rmr5tN%@v{wYA4w^|07
zELEE|C_R=p%rN-!uq*9>KM;Y(TDPCEuRI2AuA&Ju+xlb}=N0aemYG{X(9jKyXjtL%
zxo^CmbKk(h_fL-kv|xyhq<wW5FJ-Ite!QRh(j&a_B;3DH#Hl^;C5w5)0prMiYRJPZ
zi|SgpLVk-=`qr`OmzGVy3%`&z?Sv!3dZ*hdd%cq*J}kEfeg4z2j(hL5-|<5^At9>A
zEU<YGdj4!e=AO5%SbN$q`k+9}vr<55gE_h5m9*ck8iZ>{%(ENwTt&bsJpx&J>rw<<
z;^$5kpyMF8MeFggQn>^p>kOiwMObC&c5F^z^?V;U-}@F0^+|81R1O;x5^kU@Oy2tS
z9}g8e{@r7v?{i1}ZArs-aFOU-O8Sjb7&$c<?a%eFvkienS%H}kB=xzy27LN`F<-Bh
z(d`$M_Jwg9o^+Pc<LkG&Urfp#iSY27c(xPwAtaHW99kr9V63M0exvcULN#M#TIb#G
zxkMtVB)^HchD0iuKz&QvjUhG(mD$h}!(I-4=r#ILnM=~lJJ@lV&tH5tpP|zFLHmnI
zo1yr|RWF-Ga?$p>d{z4fwr4J@LWj@n{G(<Z2zDs6QlzV24y0>0rnsN#iI;=vT)Eiw
zoo{<0Pt)}KW`yJ1Jc@p5i|iqFzwaqh_nY{j>{+|8k-9_K{@A02RqaYxWJO^=vh~HP
zP(mrHxD$TS<v`UtU;X+TwAV+IG}V_!AVc*PQL#r`1$S&_{G%m`J=G(zf#0tP*a&|L
zGkxX|HoU(Vm-zIall(;?i-TcE;vSk2@+*IHcV7-S`*SXC5wVJ@S06ys+>+aa3&b-w
z0TTT;hheJl(VQ&)3X=vgr3doU-W&(n#^!W*7^<4SK7#E&q*1bJWo<sBWdYP@2hx2j
zK2k8K^s+xa+)M>3_AJ+?RW)gn0fzNbzb`B_T4UnhMR7DjVPh5goa@3N)`NKeJ)zI|
zP1K#+@>jxd`zJYsj;|PZ+-M753hVNEO<GoT?7{qACNHor=NtfDkf0>yF&Q24eTnqz
z`@S5J9Jt7uR@m|UeNkxg7BAfY{}qKgtkRt{T+RvGcT<N93Vf+OY(F#ModA7puHQ22
zB=p2j8uSe1i^2}$?h7aPz<%s{MF{$)Yo#_p@Z-JSMh!4Eb3fq6o=e*1x<D{0idY$M
zQo<v)P6koM#n80uTZ~KTBfj$8wSOaXcxTNxQ&Ocic}A=D*Pw;g@B~5_J?A<*J72=l
zSkotFU{{sed-ww#e|?f80Eybz&y~2B+48=1Znb8S%%jYHyUaG`&Qg+e4IEx4W?)30
zz7p-2{^FnDvI=vP@5}A+8K3X7SV#vG^w}4gcgnp|7ecvP*v2asUqd5Mc-zAZ47ylL
z<q{LsWKKVg=gVOHc+OKG!mqv7`A2j52!N7LbIsJ~(UeyVw9c8TS2)O)U0_+(m1<Ko
z!L10rbN@lq-|!_uby5qTR|)T1aaGK-{XMzInSHVf?ih-;gD8MLD3z#NBLt<E&NhtE
z4!eB9&O#c<6k6R0CXW%_8b&b5*SC-vaG%&jP9NG2q^kGAbzKd97xyEb`SdI9yI(e^
z;hs&-5qkF4O%ikjv`6#0-}kLv^{Krq7vPf8`Lu_I9pvRJi#n`;Do_$w=%-LM)h{~q
zT$BTsy!Z4^SOeYm9{Tf_*+9L;Gxo7_4IEnUpyRNPtJv^qlZ4;f+T}kfh9D2Z4TU_0
zujP0mRhWdM<B>$Iwd3Jgse)JRB)0i|ijGuJcl5+n?dhXzFIIhL-J!cd^}xdg9lti3
z@<$&6EUBLlJUSU=Y6!qJsQYUJZ;5@}q31rDj=S}=Xfe2GcUCoxkti(J%4T#8r;fs)
zjtw*xG-nt3l*q&j*fH-OB+#fP93kC%^U?8%r#%DOe-)bEdIUdz&&qD+0!8u8>8L(8
zh#7y+bs&N~i+gig5f}eyu}|*eC7-lvplFuDYl}R8T|6wJRSNr}X4t<$c<TFl#$qSG
zJmU7-%ZwkPPGjCes_%ICKGqSHD!y3H_#|RZIJBI8FShD&&>JVFBO2V=ulza4YT59I
zs;eG5ww>w}+fec}r29PhHn|@?qEn-x&B%QeNnFlva{-CE!*3m{^P5Ea&5pz;={lA3
zkpWw(jB$E|@yR;9*6P%v6x=@K>@$)jcyZJ2BxdICLW1_v`Nm;y%tTe8Ppj2N;Lgzp
z8z7l3ACX}J%V7np`j9R$=H_N~du)G2?h!oVz(rHUp>u3Tyk&Y|q_xgz6%U-me%i9V
znOCG+e@{#S`9U7xnzpt6_xTM`cF_<8Sah`Qa2xI>L;KP~=?AmnyVUay?rubd9U-h3
zA=vqPvReiy-{|*E3FWgT2>3%`DGUp+hvy`}<%#*DTagn!xJGqyPGHc!+>R@L_+bL#
z&{DkmS#&Z*7v_ll+RJc;nTcUe;Do=XRX~9A6P!@%zr;4oDL+Kr^;JO$+YmYYjxW@A
zl1lzHjF~7n<TS;tN+l*Kh()|JQwjz+2ZbCY-7U}HsSBw<BK)?Rc;_q)Ip^YrDaU*|
z=OF@+o4n<OWxjgB2~~$pw<aVyhQb6~MnC7H73#hDp2Pka)%uatUEeiU#6!T1(v1V;
z5gNxO!zzk2>FmwS1uAo3Nv7W=m(F9O${y1L&4_wwc><on7^r#FcUf!hm&dJVeL1zG
zsElW~TlQLi))4E0Z?>Q3eK1#yit!>kvipmnyhb*Be2kC$g@=@wE4|8wvnQNH#U58x
zT|yn1GM2@2!L7DSyZ5WTi)Ydvl<m60E6~C6?>+`Nfs*4fkUIKpFh2M>(hs9zFU2&F
zyTiG3F-~U5pC&dKc|;s2!hZ5qdp_-f@wx`4bvRy+FN}n{{h1lYpIB~p?Z+sJx;)D;
za4BHj@{bM_dAnzAT$!?hv!1Ksg!5S(?=Dn7Bt9fo;_(@qbva!hx!;97tjdzh=iT$!
zznvmRRK<VRlIy@lF9U5IpwRIY(=VvAo~2aNgC1%!xq}1l+-hAk?H=IOCdSfk=I?qk
zZ;Pd(KR|NbFAG6h+A*Iga3|{7=y7AVJm!22X6)F?J<kWH?WSENGS)La9~R^DBIj7Y
z+@7|#DGo+hU;9}9Mjh1>OF78wsO<~RRl@H5QPMO14`d1%R}7t$crT_eROw44b=Ihh
zhQ^N|c6_LvY!hsfOWA##zLs9?u9tGUoNw=y(}MH0Iygs#&$Ed1@AavA!)AwfZ2w+g
zfKz7_YLnrj{@uakc`j@s(ZW{@Pn`gUW_qE)<Q8_#4jJxs2NlOk;1hk&DLJ}$aUEf9
zw0#AF0#OnctyvoM;(a-ndhOtQj$2H;zRbU|QbZii`SS4eUb>x=7wEJb*z)zgWl3(*
z+lk-s65wofIF1crwlly0ngM9qI#yM55qO>WT|b(d!(BbsiOhN^UL)Rn-B2Q<ZbR8e
z>zRr+vTN{)ch4Qm>j~4nP6Z`2I%kbV%YI7llmktjWF6AwFvZnt@4c+Xc+k)9KG7>`
zYQHA7<45-D|8|?!t==L0u|uwW_3mfiPZcz@;lmz@_*cr+^=E+&s?VpC7xg?5m>S_#
zns`mdw>9Lw0y|Tjav%c`91wU!8FffFw|xiV__f?!a)}on6160yZ~>`#0fc@?^LD3<
z;C+qnojXq0vOdR-`XIKbF(16f@=sHQhg>hPdwdDkd`*@2`K+IAg?v~OY9w?DZZzzU
zG0h=ZJS#Ee*?qE4dFG&uqpT|=N8rXnYPf?pc)WaSYWQdjw<hn1*I;6!3i!60M-0b`
z&sE#RxQG_gBixwnayO*u)5-P8i@)Cf^~|8jF#g1*v;eQ7YFBJbGS}cc9z)?V9Gbnl
z6c?xc%&BoAkodbEn7SE!|8Z}$i~arhGR7{N;COor6T`)NM6(E}&+$nVCCP}el8Y<M
z9GrSR#rXE8q>9bKhd$1pZ_zuBbrGhcUaH5I;81;^jQkm*%l`7?4WA(`EH%%9<YE6D
zT~LR_e8M|Yc2A~}RK9L-O)u>KIXbf?Rk1CK{=)5kg9t$B9_d>F5kY)06afJR0cpSf
z&a8)uICV}%MV?HRz1Ny^467rchz``uAp1BVX7Uvyj#|cG#2&>D$jr-_Z&NqsVgDO%
z_-JUotD#)S#MklYyl}{L&vgI&66p_0;SD26C53u(m`8fvp=Np*TJ)AtD?TFOE8gK6
z?liPE^a?<>m{co-V6EMOd~uqNDkJ~Am9-s9vk*N#b_w;7JIpuLG|dAGwBPf5TGTFq
z#1U)%RAhkcv_ZC(pav<H^ZTLU@udJN1}Mw(Q!%osUZj>}65W(!K6NK;rvR_cPx*t%
z3d_pPSbBOx=mS@5<3O=T?7UiqgD_S1EN+z&)Wln5DPyqhZ+9pWc%NmjJBF)CeY@S-
zY~D$GyY3&i*uFj1uir-*?Z_|keVgH*!XSKRGUdn1M}I%rAOQSkzK`Qil)so)2>ltL
zpNHIE#7p&>)Eus~9y~^FH9bO4;)7>?!eSurp0FE!HVxvPY9yz(QWvq%`xx1(S<8h!
zP5zR*Rd4YJE-`hEIOX0G`i`wV__RuK2iHcOmp+7aoX_mx@(%SZCcA_%{WRqU*a^?0
zJkU3fz)4hqCKAO3QA|$=zBK4ZSistmmLP5AYKzQ77OUC+R3xNiy+=3XbU2Is9yOB@
ze0{kX9!}Z=_M0`v1$`@%I=Ry&lQ3)8rPI{x*jxVeZ#&TS#@!<#im@%Z=k2yBD+(#$
zG``%7!5m}XqyF@J2R7S$4J@VN{9seNt9`;&5Wd#P)yCv8U3v-+X>EVIJ$?!=WK$@H
zO~dTt!s!L)eZ^ZE<d(e57#c<vYd1aHuarxKQCuADItA?Mb-Wmm2@xuF9rsU=@&oQO
zPtOwvFx^Mtc%9vjx*=Y5e=5wYi$c>Y+S%<BNc-cLVSDrFH7HJ0z!MWY{AI}f>si+W
zju@aD5}7S}r)$(OpeDmfvPA;af%Pn1T<KzJ+>EK1@%nm;cC4eh9oAQ22Sure*Nexy
z-%rUu#uU{k(I_dZW}>$soL~6KQ~3cfl?O8>@m1eUiFcilU!>vj#4z`C%N_u~jUl{9
z`u8luy{COuPFsON)KJRM0OmC|41>lihw<l+>G{jY25hH=r(373m1|E$$G#T$^%gm+
z0tH=3TJfCUj)DVfM#~3ljZfsH``v(Rp#81-_C>fY+9t$gF4mQZ$Eo-^xW&H4CEOil
zA%DTs@ghDKF7S7uZA%dg!!LID;dIdS3(#o#5XUV#FrT*~4`b7=%y6$62i%D@*ToPn
z!tvnrxc~p_^RZ|Z?ysi2ZA3hn69<Hx$rsIQw@}z%5NeNC!C;)#3Uv!hm`v!Ge)kki
zNb-IR7=(hZr=>0S6uFMq`d(88g~yA*4_~{o_jU6+=N4vBq!W{Wtd<T)J!=)=digCU
zUyK3HI%KgkbtbC)`q@*a>!oq-ZF>AUpxG0}`)t3D2anrbo$sZV8a?I@o0n9Wn$#Hh
z%75G=X$YS<=V0k_2$yDcfBId#3>9N$P?ffE@x`fLI3(Q<3Qg<F{BGa-a~#r)p$vjY
zvwV+Hn3Xdgb(~l4EPL-7r3o!$Ev98p_4B)R%+r5P-s?3C=R^O%Yf5jfdi%V6Uqm_z
z>5+2DWweEbQVv%^0yzW3NgG`DG{or!8m{S6tJN#ut@GpY{5^*Df<L{P2_QHPm51*P
zK~<a;uNq<w)uk8@DKSutxz*6z52Z28dt=@QXbzrtfv9Cp8@8}>To1lE4QGTskC(gR
z9UsLhq`wUSNhgz0@7?oAP|C};*>`NEpRaa^(OvxB)o^5W;clQM2^h#uM;*dWWBR(^
z?GIFmVWF)1k3FZ7Qe%p9xc`L5pHf$_Mmlv2JH?}=+Y*q$`^|Y;mo6#%<KZr5tJv%L
zWB1fFxL{Z`z58|1-!ukG>vMO{OVjz#&&QOJY+WKXfRvi?OHhATZaXh!tSr&qNMquW
zwXJtU>8=n!eN>Kn?-%0i?>52|sPo;a8tdqpE)q7EXkC$OY)s~t^2HgwbyByrNO0{7
zKF6pW$bAp`Y6abtmjlk{bGO5c`Ih>(jUx#DqJc+*V$q&m(V?kcmf13)zk^dXK3}A_
zOrwOJ0JIYHl#}a^5d=B#!tO!=(cvw*Xbaqh)g*LByu1?uepm3n<=t?5e{Mh|ho1Zm
z;(80EjdE7*eiJX*^3HzjO=+yd05c6td;WC9{llYsLkE@M0uP4p!iC}0kjcKwokaP*
zWAwa!`mm|-Ko5J0NfsQrb@vRWWad&R($KWT3SjaecFtL)aUbPZ2_0hBZ=zpcm-RK>
z_QgAky{7+>M*8sV_37(SG(9wxDu_fog@B8~s8M6yus5ytqLwR0At`^bv7V`zhg`wk
zH2O^Q)Cp53PSK=Y4z{*?GAdG7?paL><fKt?Qt+Jk>{MMq8G`4Vj9*2){#Dfo?fM!I
z8ofVp6Wk*>^^eUsONu^;P#+xV7$sT>?8;y?e*4BCa@(TpTJNp|Vi~D*A-|zdB7{Us
zjDAXim`|n}zL)k_|4l0VDXgCOyB*dK5bhz?F*imE69wCnS9m~nl>h6He@QeOszel7
zC;Y{SEK<8{($$c)9qTrnz^+kVPZ+jE2nlGkC_$J-Bk2-u;aWJpR2;B`nsi&}INZ$l
zDOU0HZK_`Q-p*3=>yC?=0(hbp)n&&+mPSGQdW0cQBZ<-Z!e_S-^Bd^IG-lsQQJ7q~
zFyTI^v-=(G=s2|F%V#I_o2%8tWe&eQ=&rqP!eC-<_94#aZ?DVm_w8H27xCADy^dj8
zVPQ}ImR2T20zQ{@NvkNDYaC%uRx)?TOwYozdk#lSo7(Xtx-cvD^qxstHwmO`P_ZzJ
zfo@#-o3u=f0~_kF8#{*zb`Xqs)d2t=2v(pCsGEF=JLryjp;Nn(cDJcv#<0=9{JH#u
z2C9p}`6YjUS7PY>Du|c$O*$oYu9+#~JmHp~&uFsQyTy?Yw`;35yYVI_;ie(ydw(>^
z4@G;6Nr>0n4L!~5FK2Hk9T1~mlWjTI`9VBUe(!%K`LMYlHrS5v?fEeI>=LW5-D5E6
zK5bR5LJ9QbPjO!2Z>n#fK|`S54*H+1z~0OMZhq75>pC<_BKuhi?56LLq*)w#uj^io
zl66p5&EYK~H-@zMrXu;>r8pc~encJdUh)s*kJ?}31PFz1&n7%_>_ZAbG(|#4f$oZ4
zx?AcJJD?=JQ=#LcbU&WM*%jOmWj%jAp$hlzA#`RFoe(FwzQ=tz7(kAyRh0_&-Rw@U
zyh2hJo|Zf~I%YN(oR=8fH9&)dd8@l`Q+csV{q|WYUlQP>w0#ZQnD|}1ADx{Pg`$4h
z{FRd@2FI<l-il?%^$+AX=E?TPt0Q+S9TdAnmUjD07F`K$q}`l+E*fzW4oh&3nWAt+
zT?HqQ!2`XbzbqJJfoly7Km|;;)92UU#K;)@dwrPI!$lsAt9!i_`?pzsR+BiK9%nt$
zdw<v8VVu?hkK2=l8QJSnX~*t*5ClN}=mpd7ic(jW6`fYVIHBn@LncM?H&f$T@`Cpz
zP=3-$G<ffhs{TgLpV<#iTwftfbLp?yK4Z--5ba}><>BRnn6O+=?x~4kkM5_I<jT-V
zelH{7InN)i+f#qtu}`vF2n^BQ<Z3lrAzKp=5+b24t^h)dt?zpR(EOvgxA>z&Ic0nw
z)#O0QnR_~S`W3lSgrzBKR!Gpo`*UEp<j|hv7}&<cNqGmy$SeS=?KwJdW)%9@*wTSB
zuvXb&B;P#en`FbQR7u@AAnU##ze^rG7@}42jy{FlHJPqPc`RPpbvDjFgxsZWTm5=h
zLDeO2I}!<sYfSuL*>pYTugMhyjS31VK?UD8D{v8e=E+I^=}v#S@4tmWt)7b~V1xlo
z)-`ZaJKrDTw-&#R$8R-jh3Sc4vuk~PX})heG;a-q0*18J)V;O}*)wOnU5w(|cMJKM
zL7?fJ-Ff2P7mNeKtCjI!8L_<lD>!DVhT8XziX88rYO&xb$+jz3zSscRxSMx6zYQo`
z70@0&!%o1*NPbW5#4I8bdmf652}jK2x#@5FU`Y7V=uO9C>u1StlX)3=U}%^Ki?0WB
z{^4hQPzc{;=pXN0FKc#h&n8?DE6R}_trFD39C6Yu{ei}Z*QF(C!%$R_qR6M=RG5N}
z&Mqyx{qNe^{h5ggs(SHyUVjJwuy=Qr&qGPHU}3{lNk9NuavZD&p)TKShPFZKysxV1
zmDWE(>%>c83#TfuVfC9;%7{J4E+{5km@PX?S6j#fVH~@B?;@H$SA>Yf$Sz)rbW-`~
zvHU)Uc$5{;<7KE#yE_zW)c|UE5_PJAst9;}CRlHxpwwUV8MyBJ&!OV^BAkH!iH>N?
z_yWi?DLti-IDN)Ul2LlPEH5AAltaV1GG<X!iF#OMgG{9PvF#s~^(5JG-{%!*Y`UCr
z-<?70+^%4{#aGKoS}eY6`jdk;9XB?#Lz~af2o5e|MV&En*ZZER=v0>O)A^J<(r2Y|
zV6VmU*ZR_*nb=CVxl#S=Gz2fvy4WB0eM&F3`eB0ImM^|=h*s*^-U;|N8x>+tQB`%G
zZn!6%0c1nu6YsPR#So@N!B_e{p5y1Omv{Fz_UlVY?gdFNt_u&g?f!_fSqR6Jz-cu(
z9#IH85YCz@dN?yTAdZ(l@zC^b_tVAi*xM66TOlvj%6m$z%+fg09jhFW^RkV{8_BFc
zcXfjsKA5(O_pI_cRJ#|a1Skyex(=8A;e9%PwENwj&xKb|KUllyB3Q>I#g8tO7v@Eq
z_=48?_8xbEW~p2W4QUcA?)gzP0V!S($Ojvte7e6KslKzJHSFMJjgeQJbP1A5wUW>!
zw}cI|CTejU0y-mUpGfccNWLLmVR^s1BHMETfIsBm05tgLPe?We%k%PpB%@HwpY!ol
zTIJS)&(jOb#YxZ9?$E&=&a&I>lieTJ(l|PWoLtFlel0b()<RnWmXNxU^J9tu6NYmJ
z#Qn|#NQp4__RwxNrTBpH;|yF2rP^(JwS@9V@pxM%`x?n;9-*qQ*pIu2Fgm%u6L?iF
z;?~`L1auFvM8)M6$X(;Q_~9M_j^8(K1%mK#9vJfdGxFXf^D3MohF(DghnUG0=r)~U
zKyIIx!;gPw6NWnL&B~E~OMf<qi^qreg_ioR^<XSLz@$sHaSwRL+J1zbiGJ(v>s|xl
zRvfNjJ>FuTPV<31b%2V?DR)MHVCpxX_w317+1v*OiCMD5lR>^qrmvrE%H=b?pU3W1
zy-aD1-qW(9#)qj7rE*R00>~cVObGg-(A94d{C(BDKhSOK#NMM0dhziSgwdav0<@n4
z0g=@8P{zRzS>DZK)18x<J`noFF{8xXen+Tt9akzElZ$+%YU%a23NRt%@~oL?h5am_
zRpFM9a%ngX{ppaJdsfvNUb?EfUhX}{H$Ta4uTvrLYN+v|kT5bW%;$OC#2+FIO)2C4
z|8E||!2<1GF=H(W07D$uw4!;cGB!qg2H5H2Z~SN}_t+b@;<0L==SRa?&|!H_Wr4u7
zDiT(hGOoUb+hW}Kyzu3sh;8cO%fEO#PM1S(v0wJ}nVQMKmY>MZIZ(Z~VV~?VCCT!J
zIkRWtoev&spFTMRQv3%qt-b_EiWeKQJSr4#e{6yU;zlJu-)a0Y7R~PD8Kp#U6p*OT
zV3M_A$Wwiw=lMrkaYT6bAtkhOFu{KLyZmQtf!^y3Fn;xr%a)#xr8m%G8CIbZoLnkF
zi}S9%kzioy`V~D+NjYL~dXCWT;@<!r*X=h(%=q}+r6<=7;(}AL`5*UM>!He}-c~!)
z<{U>tRh!M@PXJtLnyZ&sKti%B$RUfrP=vM*mbneBANjEf)RK79>iZq_wr?hF*Q%nz
zI52brnZ&06vU%JW)~)mb&EZE9UOsJx=5kZWdPY<atuY=LH0kU~r-(Jb!(FrgcC@AQ
zdExQnWs7w<{XXVIIZCUcu6#L-hW@Owvx0nWymL<xW#8ZJ6sl+OwF7*j=1Tb^6l7I0
z1rpa1MS;J19J8fCjLdIKrJ+8XcU3s@L=V5F`U?tNpsByUzMrDUURal?4S97D$7vRO
z-RxxZ`W>vz;TX5-F{#b-u6cN`UGTl0pT!$>c&@X^-G%!eGAETUKW&A}WsXDRZui+F
zotsK7QnA16q8i}DHUtJ41ad+#Zz&>T30r|&{i4=@2_D_Pp8Fas3H2Bk{ykEt@!$dV
zSB|50QU}SWl2gZBj)Jlx`_GEL&R{VV>X+9drq7eJ4GBJLzho}sd24fmdw+kG0|3|y
z@+oQs&OVhx&GnKGF1^RWtBYhm8}8yRp3YRC7(y+VPPx;v@ea?y>7m4Hjdc0(H;Z#*
zf8h4sf?><a-~c#Hf+J%IEtT;_&9*q6JqP{Nuook!CX2^W@w%f798933<ZpE`i<x0(
zWPJ5(Sedy`%N$QafKQU7m#GGmocAYvKhx83Icn_J-uYcYF<JG<tO7SvGLh;*fuZD)
zl+@*Md=Xc@_CkF`(d7ZhW8e@|V#GVZOzXNx*SJ1g2Qw4x<lx*F^<@_4z}^_PxDH3p
z9xHGG>~uax#?x{xS5G}Zd*f7o9@<d(Pe#5B1{sy&eV3h_7UC82!stkY?Qdd!$EuH4
z3V*-6KfI9ETfI~CWNbEzz$cmMfl*eT+~qJ#_E(GE*u#@#@;E}+<vrfU8K2$AHS-)~
zZ(w=EUlnOhb@;ySL#(=DCvP+rLr73~z6lA700pXu)JilNXZJ>qp|k+_ryS2VZ&iA;
z?23}I(ckO<!gblJfijpx4~vjKA#Hlb%`xY7+2B^$j`!OtzM(gxwa*a{Ivt_RHy%il
z3Jk{kkdz54$-h8qwTDV+Q3W$9w!Su4_g$o%Vad28b$3ZL%8nmlbD+ideHHhfXOsP*
zrd)Ll&Z=q)Cx9blKnFXKL@=@%!g!sJLueGgZbRp_oW~^Jg5%Ih-nF%u7b@4d>hWD5
z-4vtR7b-P{pdFPyHJA3+U(#Yv<^WB+J^MJmOc2cy^Awt=6_UkqEEvjcrlH(1R;Wu4
z22WhQGVM;L_z1UGsGAi|$c{mL#cL}q1WDeb`}2-$YbTpSn);()mNR*r6nS&Xll<Lt
zVEVk^lL9WOdB+8Dy2|M`sOOTXaoTr_(`UHWR|g1%`)#AXX$&EAr?J90L08XVm#Etf
zSXYH<F0h}xd&c*D`sCrQ{kiH#6ht~x-s_3%4ephnPQWdD$}x(JOL?E$btPP!NLx%u
zi|6rl<?82((}dC6Y(nol?0M+mVLOQjY$58giD{~z`MwfoojSIRG>{(O9l=q|v}>cJ
z&+(1GaI1HYXk6qp?<CytZ0T&k!DQW@p_P#_OXgk2<v1<%3?(1k^K`+?|LO>WAs^d5
z?_Ohj>3Z?_K{g@vJ$a0_*nH{Yom0|~e^`?Up!GyMIoB8RY=d2WU$&a?!$yeTyUjSa
z&3$r<^V<@&5BFiYe(#kuA$RUo{cXpCd-r+qW*$Ei|2zsWJ(Z0-+&^BAz!<~ZwneO0
zf^zbmALf};EnIEyx!WtRH(T4+6PNksdg*qMo}JnCmW{N=&QFHaJIqE^{Kwj0VnCKB
zPLR3W;l2Sqb0cJW3OT-iZA`H@kFdU|zMu@fu3)*Qm>MWqr97Ran0>A@owcT%{S5mE
zTjW4v9!}qpqpF?fl%89KO>QW!8E(uR7jS&IE4rrVDe+OpJdtb9Ty5=9ERTDk0Ba&X
znl5A2aof#>to3(WaOr6^AL(PB*F?$vYb8OpSbp~<EJ1rT@mB=Tcgxs(vv$#}sRuY|
z>3sfWcvqGf4U&)ehft*0Z!yblF<YJaekO`9AEV-v`upx3E8!qjUs->!amF9Hw=<uH
zO0-11PZan25cI>G8`LanHiR0i3W6Xk6ze576=C7%%~-JU(^5+GAkV=NNNAU7aIMX_
z-5(G0#pMrd8tFF71ev<LahGIo!Ed&jdq4!h^C4u80keuw!|v>$(e>DR2lPsi5c$4x
zBc%-~oof&Rn(B*>5!s%W4hGEhaW2Y};|&zrj^c4nf?N{ok>p8YX>P<c;KFr1{H!lV
zvUH)1-SUpKzjvQfqSI<0&N|{@-v%wpr_PFlfFq#XQVV2Ay8pZpfqG%=RC|B^oU;4a
z!Hm)s9_g>mkNu*Z#gWggJZDz7=5vp{F%PJ+4dR!!1v)(bSIIzVf(GUD8vz6qA0`@r
zIk1ym1EGN6)&{OQc(&k2o8J-#IjC~UR{0>R+g69n;7SBIbslQJ^VikV6B0w$mx{?d
zFh4rCHs^N(Fm1AdpQsLYu+wG<^mgrTs^+!EjamwzqruB#pI!i6NQC{~MDmQ`<0K8$
zdv!p`cPM5%kdD%iJeRkNQ20wU-QA<HdLIpZ>_{<68t`~DJ<@FMZ33KL6p`$$b)L>U
z@>kDR4Y$1rsOE0_ARLS8dqj#$5;H@YfrInllmEcLcf=9q?hpF=NRxf<UAFzCcB`ry
zCQ)L!-v2&veq(;0lM<>KlZo=dn_%9=4utFDl+h72I6o_Xs9DWmM(!CjBt}=>@@^>{
zJ9b=ih;Fhi8b5O_0oI{cD=<m{?%SNSKflz_N=lyACd;)9$*uk<!hI6$2-8@i4=|hN
z32!53pO99C_aI;?`8^d?ME&UqHeeXoZx=w3oUd|;82j)%XK>CZVs_pD7E^bfyTic9
zm8YZrNn}o!1fvS<X7e-i?1OI9Onns6gO2=kmcLy0HR@V)xqWDAjBB38CmKmXaBc4X
zZcL-ZU{`a#c?{tVzdLDg@dsIl#k|Asl3B-}S;d2ToN|A&Aeu}GFSm*2>V-vfY}ASI
zk9KUm525c^eq0*k@v;5I4S_pB`|{GdQ3Xs7x!)0pN`3zjJ|u9ziEvpC&zEWvg4CO>
zEmG>d38zt>3)IJS>8+IAIufX;HGTNnqgty$W%?_@jYR0slgb-#3Wx&emA4mvK(cJ0
zmk8(`wZh1kOEd~Rr+wK)9hmskG!z<`2b@b##(CiCQGo>EyQXuNogGaE*vMp4ngkr7
zJiW`?WYr1M5Aj6^TJe)a#TJL{C_zy^i&pI^-{j*f7W0z=;nhY&oNZzXef)fYHi&+{
z3jg}`!i<!^!}B@f1A!24iJNeTe$qCX;{)LVh47TM*~+o#%d*2&k^Aw+>*pz$r~L=&
zKn2-trhN|F_4un7ya7>K!p1xY+{win1(vWc{g|o{;snb?)>m&1th>LWpZFxrdh^Hb
zX^=0H>?60%=ERBI^YiCIceogxK}7tv{oK02AcRPVdN)zQ)z+sqSd2O#a3^{lUa?I#
z2;Bl|iYbfNwni%5{hjsOm^=<}-3kxO{ur+FYr0ebzlCL0UUp;M(x`W;ruC3#rRQE-
z49>Y(=bP_IS6{piD52r{%bqK(Vdba}pBfo%MkDJypGjXFpvdlOU+g6MFfIm|>i%%`
z?fd8R9)k|XAT!?b^{N(d-d0d*NcbKDS#b^OUcVYlHb(7Y!=v^tdZu>qnSBju{&guI
zdWsnvDBAh@x~FEl<r#p3C;Y?{$+{39k+spwsWKT6k~k{W=p_ZjdH*!D=BT|nT=PGb
z%ZW%*^bZk0n?tOetWO<E3iu@Ev-WCXEFmQNX^j<Pl%Z|5uj2mypNTR2Q|s)FbG_bd
zi{Vc~33Xdn-q6A$<LmK8bJ`*-<VwWtQxGtg5$Gg5-FDTXo3z%H7y}5un7>S3r2}4e
zw}^#^w@~D6!dE?Z<UI;*GZ*c*ydj@v6u^5Mk0_|aQR#4wA63wgAg729^>mU|bW;ld
zT*1%OL_x~G&->+xR(cme&0QXTUY0(snB0IDZWGE0v~y@aG?RTpHNB_x?!=Q0@dC-#
z`MuZ|3eLs%S*r45uVBPn{_%Qs6E2hM!#EyE*R)0JT@0Qqd>+uP7uehK-1K~O`33#K
z^r;Gd)e7EDV!$V)^j@@@CZDd?@8NKZ68bdtrG7Y!!p!WXlewx*A~hG0)m19>%k&&D
zXH013Ok?28gW%ZjcwlHTFfU{*RY0$XyRXZ#sDUdRS#uKA8n@YwB?Ef=^;JByH)ONQ
z6Mk-37vE5m?i1=R?2_%$DB}l1(v*s3s-qu2^@^g11?O~{3S`*trc=88o~)BU26={^
zK>N7DWvdXupbpddF@95uypP`IUv`I;at-JC0Th!ij5n1x@9WQ#C)Vq4HEz6Mlzl#U
z7rW<iciJjUpz%owpk3P;=UaS_Qwxhe;oz(=*nl6?m|ufBoWv{pQ}iFvWYxuh<CW?_
zgvhoo`>@DulRky3^{(inQ}@mdaW`odCx3uX9c6F)e2tbm<G<_JzQg>1lJwyna`+QA
z^Oe`8Z7d}-iA%l(ET1#xa88Ov$J8?lk#Qbilf4n$p^(#F*EcpgZAU(lo;+=blmwX-
z+d=;1`}#FoBeHK0VmW!B?kA8mA9V<fqc^sOz~!0UG|eV&Z{Xc$(sC?C^-X`VK8R%s
zpPdDhGUuxV+=R1JkE-!Jkn9$ne6NP}hi<}T3H**+PJP+RkgJpt?v|_U_A+L5Ev+_1
zI40`%C9yeLEHk;B&7fjPL7>zY@`bizF8dTjv5QFr7IGqQpfE?e91B+;;jXo{TOz7A
z`kJz?v+Jtk^;WsPq+gu%<owQi74cNF$+`QS$_J2R!+zWcW@elB<gCwQ9TlXDOu{d}
zDXk%)6>{Yc*1@~}+R?gkHy^NyPoO0G*0`T^L4GOrd$_(^+z-tA+eDwwPxZMJjiYy)
z>zkZcKBES*3UVRpF2`2|{$BN^4fw}jn^-b>jWlT_>E9ZMcekuHm*WalXbN(fz*y(r
zDDBx<H?GM+JeiOKrNSldj~FRU?nPzXJ+wWc@Vy)CA2tN?&vtsfve<a92Gk|Ta*M;R
z_!OM=wfE`w<7C56LgjlvKx^(EUeFm~)qg7rIG*Y_#q|<kH(gvyjI!$Obv)`1Bgu?A
zbL|~gKJKfo;uO$ejzkxqJWAX$1QREu^#f2TnB@F)cic%AfoJh-YyzSGB6<W{!-!vk
z@(?jre3YsbP~aAMlbA8~#K5~OJ5LjAy6~U%ZyjfsYXPzVHGhK@OZH=0GSbEPJZkaR
zxA`*5k0K|rkZeGmJhBsK-6>oXI@~%n&6{UEPWNSu`@)lXubegBV8S%A6DNFx`+G|c
zRJ7~$F7EY(^Ko^))Ar@ADh_AUAg`}3JHN)4|4twAg?gF`(q^S*AAg7Fa@IaKq@-N&
zaeD8HO^@)_61fZG-!9e<rd{@looz$uJlp2COeF?^w+FV_(Fxl;Y9Hpm^NR_hLy1**
z25d9xTIm%4)y>B78|_Epr`7FZgg%VcVw-Bgd0)(X!W^WZwC0S7!Prlcn<TaSXRuS>
z25zDkd#gXfgL?s9u$(mH3R}75<}B?>EVO-#-@7Mddx)L&nfy(i$DdXeb*c-%G~SuY
zpM&|2HFJ9@IuX~*u89x)oe3^4Vhzu!tjB_6>Ej1?A3j!apPp&Qjdq-B2IZ_v@!h`l
z#eD%gLS2kiiXR3Na7(=pnEfWu>gMSD+8mjq`_V{503Z1E{8c`+6PA~Y--LW(CtAFh
zhn=PZ0~{p3yX^^w32(R}@lASA6nm};RuHAkchd6Wa`1K0Exa(}OHgr@wVEs8Qb_S3
zY9%MqobTDTM^=A8y8foS)IwiIm+6{Sf6%?!-N^?HS<O?bGYr_<gR6kOATz@%`n<Qk
zn-eW-p|zWBMMVMxlecdfeG=zca1Y^w0r8^o3?n1QpP=c4N}AD-+!7+NV@>kA40Zi<
zlq8tJl~C-x!Q#~g1b2rJLE8O6ae;Xvs7g-$jww~TX5xI`i#>Y^qIi+s?b%f{!<&rj
z^435DIu&qGR0*dai?QNFaRm@btJPe(zV`IN)>oc1W(bq+eiodnG+j=g8v00S5gYlq
z*5Rp{LCVUZGeL|9<)7vALGUxD#3aI|`|=D|H`K+UwVu8IX_JfS$7IvT#nYD957|ju
zOH-dwZx9Hc-+d(vYHlvo>*a|!4R+Q6(<RnHZ&QCa=kWFBP9F?b`!#;6Zou8&L6XzH
zeolCt&ckKtgs}Zht(BNkbpo)@=oXVhPMu0Ot{?AN>OIEhFmhnE>V8L@_RE?+k<nCq
ziico%e$pcjSM03!-rgjfy#O}qqY*QGfqv+Au9q-a)zG<XDGfKF1q#9o^%Y*7Vkcvi
zLzoE6>L-UJ2UP;>@cNBwoXh!J`pTQbULWe~INu3%#?$L)wi@jpD%e#vrmp?NOkWeu
zN%p#XStSqgi^Cy7eu|e<6e197)b1YJywRzBwnc=&gqWcJx?N7;<qc9CwAEzOZ8Q9i
zzmRhG;GR+RT!gRPWr=<L0f5dGHOTJBUigEzPh(EITZ`q0d*3vrb9GrVWL<gtsL_KE
zCE%4j?r65v4}IH<{`^6{+I^D3-QTo%$^BoIJ=C?>_sN$2l-FwQc_=&BhhRhs8yu0g
zb|h{%K)?q$)hmRIu?&y34S|ue-zN^0XS1+Vb02FF7QTQD&xgIS&3vic^Azq@dMA8#
zjxa7SN}v)1d?|`&GZPTb3_tE1Nn;iDm-&WDxo>#Az1ZIadB$%3^uBj7vUCS_e?c|l
z0z*_Ckl_?MKO4u|^BXJAcXo_<-Y#FeEB$O0<KC<l2^x4Sm?)Ku%F|^M>E*M{FW0Y{
zO<m)ASVB0T4lR4VzSti?P!G?z3t#ItU+wV|*<DAx$$ooe*Yb^z{*wEYw;n^sUI*^?
z0rxqo^9LB7nBAatU-(piYm|}ClXmLpi9WnAS^#+w^}FG8*lhsm3_WM?`nMmYn`9&C
znu#PGf-y{TyB3`#N@)?F28l7n0Xa<EIQ~vQuTF#Pb+Iq?CjvpUlmJ{<6bGxxcgaTH
z8kLq{`t!|}TOBv@FR-T;qKwOQ5dG@@s9ix%oc<}-?|cOpt1gkHxwmZyE(JorIzTnf
z&6cdO4&vi*ZBMv@03ChH#P7!y)iu7WffP{pQ>+T|A-wOy^Xn-Y;C`RZi1+NvkWPln
z2MujZZ7ih@ppKLF(s(65Ak$lVGuBfIBV?w^SF%vw`)}u2)Nk{3EakNPe%Ge>HnO2X
z6VLuPe2q77BC70WT_2T?F5~n!vB$!hAY}0e1{HTJ;YC@Gs3#}A7jr%c@Y$M;8T$we
z>&_>vuzPx2_h-2FLK1V|2^2Uw2RYO)VXwQ~tLbZ}J>*&Vz6d-|7%QC)J~ylSiz9>_
z<&@pd^TU?$MvksjrrGoDE=Ll;e4f;o40GnEJ*4(_n`mt24Z^n6gU@x~-lorh$bSr^
zjA#ptb3F5lNTM4VTx#TIbNiVn6yQo1h&ZV@cWtVYIE<v%d##}Q8#eF+Y;+1i2NR?j
z@N7+V{623D5Fag8<prPqDjk&>rye*T^-PTTGORYp`g^-Wf%VA}Og+Z!y7n!_`nyz<
zbhhD|<A5UO^I0V<EBFeVm1mz>L2rI34<W1+KC6-&GrLM(DgqU}mp$8D4Z|R><FxmF
z{nd#uJ9=VX>W)3Y@W}P0LL$}%Y{HBe{cxk*ex!nj#GXom?+%Fzi}5^8bhSpge!SGy
zze3f$Hhea2GI9G5vGx7r#|FOf>F_*q@x|Ri2-#>@GH#Z;%sP-w)@ucp)$8`6shCvf
z2bcS004(QMfuzvcjFw*j@Hne?2G*5#&O8|-S4sBGdmt0lB)bzy9$$|JE7QV|pSCrZ
z-HtmLL^b&zF_`41V8!Y>=)02KV(IIZM)p2w$vn>weoj~e!d`0M?yy}yi8G#xExmty
z&1Ck6{NbQzOiF0BtHT!kK<gAYV3BNCiT5<_|Nr$5j_U!oVK3UaYqgo5Zw;pl+W3x<
zj6vzg(g>UgF6Mi&dNM68UO3=z!&c8txRL7NR)3h03@{T2plosO_Bp>FE+(T8;kZS8
z7jq5wS>&-sU3Tx&09hpO$)_fJ4sR1+uK-T(9^Ko1$<tRjmTC<49`*UMK#;8u_IKH(
z`TfR1&G@7TWHuTpCooE(4xa=+l+8b$A8iyK$6ran$_{fT>3-f<!MV1OgPY40yH1#n
z_1va^tSZcXUp3Xe&jR%n^RLL~h!I9rAQBvKRkkx>h_|wLry}Z5XdgzbsGieldGR7F
ztdeg?mp6Ma<Ffsdkuz3|kaYL=QzOD}7m}cDU`YfTqyP?3ww=FN<n9jA!ZvWr56CX|
z-}xTgt?2q$9uI2w(1Kr5?@q2y(SF0jm1-(CrDWr+_`7kw4mA72l&`iomieG!M*-;j
zX72LNhI#LoA-<x`x8#+6#v*3u_j?$iJgywPMH7N~k2vms_gOLq@9INmV?2!<u@|oJ
zP$e{TF&4f2y5N9!+eat|*N_@_`eDxExTTW^)6lv{ZpcjOk#>7c#XV57_Tr(bA%o<N
zRBwuOUfYLcy6v;(Ke#Iw+>4~<PfS_KRT8$h{Bqz?N7%=fs_eP>@novVM5A_7{eF;p
z=l9Pt#>y64Us1xJF^E$Y*NRYEyP-S!JEw24t>PlJU%l=~3H6d7B)%9LnPu_eif_tl
zNeWy4{kd=b#SBB)6zM-?#U(<}GtxToqgjb&;2L{0%DR@1>f@OdgTx)zIX2~e!QPQw
zKT|Ie>gTz0j`kk+We@^#{yIL4rUXMW9oDmXscmDQk7p$&E${2A?#)UE$*9vyoOzEs
zWDMR`)5~i~mTz(zSehZf)uG+-lzh*zO|hXlNDpM>30lgt+^+uyJ@@XI2y|sZ2kiB8
zJNK=jp1Sn|2A?L&%4DezjKf09T29_Ig920r2p)Us{X1H;hnAcK)b?+Rc_KY)wJKSh
zR(tNXPh+cU&iK%U>YZnD2~MgbzTsqMP@mlyNzWyq-4pPVzJ$)%9`Mv?e}3SST!!%i
zu%9~3*43d;dshfzQ@nj2lE^EuCLvHQX>3-!!-CJtYEnGWAxid?ST{Lp^3#OW(rFWO
zR-Q$l(C5jr?MD3!->B%reE7x3Hx^DgEj4r8Eezt!K&)9Uy<FY7v6=18k@cC}#wQ`U
z$X4iNuzo8mL|*W4e`fo{JCFlwH4u-zuH(I#Cx?li&rULL@-8I`6xCc~>P}neG9e`s
z?C$FT4yxYsH`*MUP7eqSd%)L(*=!NvVW$P9-((~I6LjxEr2KG^$=iCdy|4`Z_@?LS
zKrYhf`r{BOmOqoNc5!36lEw=q%7qjLweirqsj*-3Jwwp<2QK5SF;3dL#J7~s7tnsl
z1d(Qj(?;g@)_w*HCc|9oC<YJjU=QCLVoyi**v_Pmu;GbGZT8H)PZ=y#Io?yNF*Cow
zMG#^v1Kr$He}!-nZrZtpD1u<mxc(Tz**v{&4??zW2XUn&`9KV>iPioMD&L86obTy_
zRwR|ZY(qee*&KeaA9B9=F+y99{d;{0!HaQ{f%sm;av@*A(>|YUh3)EVO8h3&d3-WH
zI&>U7h<ZRgZgaEMe(|m06${Uu2cjJY`c-1}qg@p!s3QCBKQ40+Jb3x62{n0zkId|0
z@v=+SgI2@tsb;{hUExjU#izZA8c14AZ~}xuww<t7+CX{;hrPmHf`@?EfrkIb_wWCK
zH+;!D!ZFsu<*|Q=p+8MHq;NL$5XNl{CK!;uQ(p)KhUr(s5h%Du_I<jcid)}O1DF-p
zM)b)H0X^3pBJvhOlBtA2@-ItH@#mV`D|8=eIR?r1z$%v^RiAUIp3%6QM{e~(VUfAX
zI-5&Qb-{Z>zr{R2H@wHAp4c6M6B8mKKDM5#qu=Yw<)NX1^Wnm?vbKAn)9i_)-JeW1
z-4&+$#v)T_OCycrSQSwKIix4E`<bft{anhn2Ml05sP1ttX5d42W5Sf{(ew;AE33OL
zpY4;D-2`7N-uxS8%uf;Vb#ZU9+j;8`pC-fMcT5Z3DyJrd#8Cqy(!<!1>Fx`^>#X{%
zc2O;k@0%knpN+M3@hp7y7(dnmI6s$e8!xKqob2ULy^#Y5diA(}3~QXf)&1kQ0^%Kk
zg(dTwe0!kx@1CjqHIA;aC&7P*q1VUf6AEAQKE^coRIFDosPt3LGxHkWUPO)ORd-^J
zVf!s^eL7#A@{t}PRd9%K)%p<`ZemgKiS!2yxn2`np+Q)u%$K((0R6nZ8t)QwC^^NR
ztPVf~BoKq-^MZ+YH4pBU*F*|0O#3tge2}yG<<v&JA%UNv_VphBUa^k!hn%U$H&q|+
z%;Xa!o5y+1z4)6Svghnu5qZGwXIy}B1^PsAn6mReI<pgcYxUd^4YjM^hXK7Zy2fVx
zLJ}WU*bE+t31-be8a<%RFy(tc-s`{S&D}8Ah`vw1zj4a@+xB1KLL`xoE}8p{V`6_K
zz7a?LfNs6@hlM2oA|!z)ycm0nC#%SxF+4z{{@6G89#ZfQ|E8ak7xqEfV7)r#*aeI*
z9%1Osd<<bBsD<aHlTe7ZZF;-M6nNH~9mqKKcWdrnlzg*j5Y-iizabVRYgjrnk(53C
zU7LP`$q6CNIA0khT1p86ycD}5;AbyLX@);d#WO7@HRp5tu5%Wmr8@I|s^)Lz1~K0Q
zPmdkAGd^GQ4uhKbZQ&b%VgJ%w>#Gg?N^pMp=;g1q8L~E<HG}_!ys9?CeFqdUMx{>P
zKIufi{c);ZN_0E2J;jcpn072w5T`3<HD@t+65czs(5G69!v3bunw(H&yB*6<oINbI
zmtRXdi7Z*dY+6kHv2DAUAVnHQ*5hU>2Ve%olY$}7Gk9W~TuO@6BNJ)`g>W*1*SCJZ
zodt96w@8p2#4rjM!Zbb~y3=(iA#$?fHGbJtzay28a#kAYFqhGJV*&e1r}Oudz=wAH
zevy4oTQb7w=yOT>fCP#<Rfe!Vl87xb0l4I!@1L;NaVLneTuUvhNRHXWycOfSPK-3<
zz5s5Xf#MUdU}0*89!cNl`bOX2@&s3C7eyT#_QMxo!!8r~-F5x$73$a6P2uPGJ=Xj<
z1-}k#oJ0;#N=$GbxMla&PTORS=fB^Z@V-A+G1#Hb!M;}g6*rm#j?^5w$v6)`&rl5A
zxb9OthVZrsEH^-HW|%t}ew+0k#G)kE@>?#^I|wQi2l}aJpV)ZZ-!uqIhWRz2k<be1
zZJ!<-%@J1`NA0(Mgz1ypa-FKws2Z*pj7A##vod<P+%Cs3HY-|e?k_Q)qx=l`h&<n4
z68N^Lb-pDxDZlJTM#G)Doq?b+S^(-5+IkU(Y5(@ieO@}cb=`aZzTC=lhHO!Fs>=A4
zFz+^YVK69Sue-_@zTe5^i+4nj7JPYW99f))Y+XdtMydHBuSLE1lDuI0HW%sszLB;;
z%L^#^d;xYBo@Em3FaBTY_klk{@D$z2Mb_NM#vzv$A8snx!Y@C3A`@^yN}81Z{!EyW
zEElU__Rg2KmuIg66A){keXq8TJzpv^!bhOCcSQUv|EkXS!X#7Wt+BvmWN;GWGg@_o
zdW~Y0kfXj|9o3;ess<0jsR|g~jBQo(Kz;A!G1f3|J7D^jqf%`div;iL8LKZP2zcd)
z^USG{p`FTp)#Zg`&Y`E=P7TA|KCoQ{OlSO>Aw!Cj#{vKfL+|;J<ahc9LkMrfROCJw
z5#=j9e>ykRs8M}5qCAh;c6PT1K0L2k8ma7fFWB)rp?pwy-VF?lC;z$4te<jSvfn1;
zEWpxr7h>%)H$L%TFVNDsk%4+;FUY$KCsglQsiz;^ylH!2(#FeA#9Ogau@1JQR`W;H
zuQ2Q`+-pM1-F4C9HF{X5)2{5v*F9$Du_KOl)~{!m)lPJP>|UjBcYEqy^5Dudtx^py
zb@qlRYfGUFRQ0`divTU$HQ(Uj>`)1{k>Wzp^ZqF5rGC;L0~yb>U#a%Xen%gl<b4O?
z=6KSA^&l1tj3?E(F2nbF)_zjH$q$G%(M=jrNxGDpb?0)U&?IF&L_Aj1CWvj}F18jo
zK@9_`yK4U^(#W-rofMHzEO^1_bstLpJXM&kU?I>+pZWz{RCpFSJ&~8k@0TG?B|e+y
zj28@|W7kV5THo3E%m4pRvkUJyAme<Rn#@BpKobl44e>6&E-K5{f`l?F6pf5<%7J<E
z6cprnk{Rs;uhg~d%Il>QPa@^%vve+eQZdDGX~qC@hfD8js1Bj-Pl?L?DQ1W=v$wfo
zmsi4uKjGmT6w<=q^y6$*c`{zF&*y|jnM<9W+gHhrE<M1yr1CkL#An1sbRV4{$5mn4
z+usV|yuTI`34HdY*ysm+Q~EopM)o9L8<fV*yF416j!xJ$oXq<e*r_tR01dmc0jS;Y
zMo{xVH}mVKMAVn$B6;^XEK(-;M)dmbzu3jXb4z&2r8a-#QRWV>7eWI23!CYrqH-rM
zIVG3!=!v519D+<}>kh=xBM^z%>hK}%S38i?x;;I5&7nG&F8?W|*Qs@_WjLOn=bbm<
zg>3eUm$GqL>g6v&EaDUfks`c_M<sS%mb*g_1gc3CCj>hD7IA061mwad$O>z9-DIh^
ztdOXLyb#252#SK|I+{<?bE5a$$i80Oh;aS3;NB*K@~Sj%rXexLIBDh2{~?*6uD3Tw
zy=LRq($F^kF7T?Wm6#hO@o<!?-hTJ^TDe^XZy))4Ok4Qo6(Wm4FoTGu=u1`%O5>+>
z=g*50HNQ1qV|{aVaW_uR=P0&dyY~8-`kY=?6q%15V0-2UEBumQ{L4puVgZ|-Fob2d
zvj-gBkrnw(v@%VS@HLCt%im>cdF~X4Jf?~`zg26t9CogAP;YLaiNJunqfeGlvU6Zh
z3_upwYwg9VhaHE$?2dQtt4Ou6UwwSWUzN@L10z+|V2Qur$(r6vgBT}HZ+>xejvVBx
z=UV<l{kv0do2I;dZ?3q@KLH|;%wgYDNOFJ7T(T!bJ;u}uLi%b=M!DWEyQ|lGH%&!0
z)Yyg-GMGH7#9U1=2me<Gg!uUcSJZ-Yv|R0egQ@3Ju@t1=P+lD8kiJ!dnH`raD^6qH
znM9wlMnt-9=F9M<7A|Y>8dn=Etg<;ve|L*6U*jQ&9`{2li{qaJBY9@*{TG{{a(udR
ze|6=jzRaxPc#Zl?>`}mNZ+xrT3qJDWrM@j+cT8PH!B+9@?lAFyqe*xCZwP?;yBA`_
zzhozR+w5s^G5Gaa!SZtC2c^(;{QPPh631pBDrXjU^Ump)UP}iHlr`b~SU#z{y=7$4
z#<4v{&C#uR`5ZfcKppa0rEi~wuYn4<k8kC+q^=(V<D4Z&io?6t`_{JE??WoZw{dN+
zD>VR5q<uFgG@r#&SnhlqwDK+<*eggc51<3tE}J_|+*#G)>Cdx{5!vR@u%62#ZMnmO
z+-vDM>mgZ;EEX>{JS^OHp%w1TJk;os-`N+*UtI)=ZeN5OAKvBQ%kEuLaLbiFnyn+|
zQ}?CYrE+@v$=<oT?Ke-w&T{6yx>Dh=&NZ?-MX=fdC2~fYWBh$>gz1loCmgTD_c6zb
zb6b8KN#6*r2cy}yFcIg6XXEUKl*kbeEF>#GsgFZpvMZ%3f?fZ_UC6`tH<!lLi`nt>
zR3C7{$+On()q`u-f<LOWAi787?lE2rq(fmtmn=*d>aBjfLtdNpJsfh-6Lq}u9%iLY
z*WLN{K^NeiANX6D>E@JWQzqPY<KCc}FFb5_=hfe%2mQNUx7#XoU@oA(aVYgmL0ltT
zHw1zK47eW&F#RkkC-+xS;yLig4K*W-U3(Ku3Pa14gq}Ffr%kqqmZ#6Gl%4;sN|30~
zF@D@9UidhwIQAg4S;9|K>UDUWOav>RkCCc_#km`Y^jiLkbVm;vXErXR1M%hU4%Lf5
zv87X;dj6pWx+4RhmtURLKJb(4JDomX)E-$T_lxHH{?ojtd<o0q90!%P;%j*$m_Br5
z72s1MjV`iyq*+8R4K^<5d-Z~px1X~IJyQNrx_6qBsgj}?I=yTkZ$0EFFw=*bm7C}4
zY>yM|3v_Kry_G#R>*76e(f=ih3#`upsq=(_O({9Y1Xo?t=Ur~n`yRH{aD?o|i_Xsu
z>DmrUdF$wRbI7)2WiKstSCX`-aF!}<KL|?}-`pW6wXD#QTL%jh@z8s6R9$p3z66(N
z@h_E{V+lxvC^~1j3(tTptt!-gYOUa_>JC~HuxKl1tuyq&LmI*8IUlr3U9G8Oo|BoQ
zG^_~S;Zk{hGDZ6-y$0q^oD%MFH`?Ik`a#1Dwj*3;f+V+)plG(!nJH6j2_WU;%2)UH
zbqD_LahqR^8sW<K5^Ja|ZRhvIFb$E#xSxE0Na-QM0B84Zn)<xx0guXL5m>@`{sq)g
zv)GnCjL412D&PYbSRO4J)*zIYk8jO(@&*FYT7iZFZt?l0hs5lq$1?LJ_bI<&s=Cy)
z;S{1k5de3^d{AKHswf}%5TThMXYlkLeyZ590S<@!r@MdmcZ{})CZ-@^xX}ngI?+o|
z@;PyfZyte)&3_0KB05{aee$j+>GZw-P6-48p3~?9Nxz4Ox6+3FjG4iY9{tu{TbT@E
z^gZ35AMsy1#7C-WOSezez)7OsADHa)Z{orO3cw$k%sfqg&y<EWy>PqD#{biFX3NTA
z=@xy8I(5!N5CMpQmo$PXjexW_28}c#0!k-OUvp>0x%jIhvoa%V=dZBV_suy5@mZEe
z$RbrzpL92Li%Yz(0#ry2`r$|SK4rIAljvA5c}Pk%j(k`&R^K@4tc_({c3sK@qB^V2
z9;;fba)X_xnvO81TwNXp3@Cb&7TP1Gu%I2V_%3(v>b@BJjPYS%Ml3F84g`73)V=Y1
zSHD!D#rgdF^(H&q9=$xlozNnoJ<F%q4N${oi7M3?w5pyr#3M4{us@+Oym$8EroVN-
z;!&Zs2*bcW$xX<c4&l7xNt1aN%zC<m3xA&{9lXY#0uiE9)wY4S5++zuTnR1Sb47pN
zoL<;pD!MEyF$TW>!%6ImkzY_o{8BVhvGBfr?2(|;dVOwXH+${VcV^Gwkls>m&Vu^A
zzDuU3ec1yJF<ek@VDGp?Nh5CU3!1LC;VqQkBQIK!+|Em-S5nm_)v<uKSU7umz`UVR
z#7$=1l;a%~bS3;$g7u8lXY_*YQg7M!8_NL8C&r}*b}U2Fb5&3HxY#t8T<M|ukRhW=
zvkz0HVm(vtxUJe(Cers&v?||gijeO#N|)vlsFSPad-G1bkKEsX<6r`HThlKc$~2+h
zyAzk}ugoQz&M$Yt@7C9<2a$Y?`T^+XwVv^mr@mSVjTy|TCf0MZ%M{yw2^bxzxP_VI
zN6EFZe$|;I#mmj8M>0Nz1_>A1QHCozu-N^@QVD%%Xu>J0u?PFJp##ooRGcK<BezlW
zy?w|0Jh$+KD-WJ)vsPXa+`Hndj&-G?G_l_$ylJfZHY=|yFb{9`Bw*o3F&|23yz+Ea
z2aj0J!^<j#1PmG3_{3;#j}IIqYR6@GGM#aq37hNh@!4G?7V@HMWmdy({d7Eh7EK~7
zUG>5ik|V5&>1^e|995pGfvNabE4rTAf;`I3Oc>6go6+M125tXaH#cehI%(#^DXE6z
zd35RwtCpfXJd=YEv^R2d#V=MilmcbhbxtnC3rf=kUy<bY^U{H69uBUXtwVBQ{)yXV
zXvA9u7IY)2dM$m=Ob_q0CX#uauq?ZeIQy{c_Z(@%+mS8msbNpXdP=`{nVs}M(fwG_
zD7attfV5nn@Y+lK6Qh2Pk*_=*ZwK}WsLjxh=oo)fN38Bw=gG)na`IsedwCz+WJ8qT
zKIgK{cPSKsyG(qX;Or*T4+~0SN%DK)y@1!%Dkwk7MZZ#PHffMt>SxK;%99GSmP#{r
zpmoNH^*o$vk0?S0?~1?mAE)3PXghu9qEXe0pR>K-v2Lrex#pU(p-8X$3+b54`b2CD
zaWKrZ69W;EGrjwnZDpzCb3a5hugC;>;^S22W%>uEBTVv4p$OA>w0H@iiO02@KY)5t
zmxzvg@Cr=`o2VjEhpl=2kT&_Q8Fg&uV^9nbs}YT&%(i<OzEXg)N!}APVph`Ub}-|o
z3cp6}kH(?Ru<zb~--$Jxu+#1nXP`s)_ExY4iIRP0)y`M|X<nWIXSi6Q=8~Lmk~P!5
z1g5X@yV_&d;}ZnhQscYQNdI2u{<}{Ggi778gBeHl?J3@&-DjQhNc;+%_wvJni?6Qe
zsn6XHWuEopDbh!qF;%0u?=xs-f2<3v>vE5V1;Y%_PVaAtZ6`bmL0fYS)9Gi$o;Gb+
znWCLfJ$K!1+0okH-u=S*(VoP+7mI5#fs`0igZwkVx`ZMOC27zC_WrJhT@|&%_+hJe
zBhyXX|Nk|K$kaoU?aWsGp7u^l?pdK?z1#bPdBW>@zl!G@#|Y-5!5RwdoE<(b622Tr
z11Q4Sy_|g6vGzM;q~svlfZTvjc40bO_>^|3c4qH|Uj-%A3;Te;^!5FHs)kt77-%Ss
zM{=oB2wpeZ5qI)ZDdf)H@9xv~y({l`uBp=r1$I5SQJ>GJvfKBPUASe(AbmLR(IfQ!
z`1>c7Xj-TJSf>CVBibhUS~Kv#xyr|Sn{ER$GouJw)9~h5^v0_r)FfnCt(V6UsySP$
zv*dgW?@&Sth-4o*&pqIDIXm7BFclAB#DtlWx)6b14#>xw=7Q~{;%=PB$L^(yP&sW+
z=)0)2u5oZl`j66q6c;V&jaCLpPFq7sM5MJ?<0e*EH)>o`hKGA2DBPEqE|h6q7yyJX
zC=n&*@A11K)T||llcw$Qf#fU(qCZ`Igb2`IZ~psyHZ2*nz*{`B{+QoD;yztpoac3|
zn&WpW?Yv_h1&C)*mGxLQ3kA=QkN`p%3xa_19<g(K^m~#lo8Ab9WcbU`t-ko=A9U23
z$5-NwOJgNX*1mDzyNNCjF{r!5O3ht^o_(7tdA>KVy%;(9aL~Q8A2PcNahW)vnyJ6V
zw-<3hnENbWuHSJepeBaz<TT)dU(?J12aTO-G0g2f2;&yLzdDogA9>6%H))bq62}3?
zNV8Ri9Qi;bs{Igh1AX=$FP6XfueD9D{%$C4P|d{K7YaGvOK$UZuMhjw-2a{(Yqopa
zk2w*8k9&5&8vAx#`u$My2N)NAeun^S=8Xs0CzS}vt0*n_hqrp^W>musVQGv==GA+2
z<4)9sz~O57S$Eg>9HZD_s9>~dO=Me7mbRzgI%Gm#t2<|xPK@;#7F)jmCZsc_Y&+~W
zp193pSX76TCr8~>#_rNymEpP8>NLg7vmh-znm&1B{xtD;37PlhQ_<3K<wF*Qd{R!v
z9K{=4SsCsd^xLhmD->xt52XYQp0xY;SwvI24nji>&xyVwHZ(t|?|HIEZ;DD*SUv3f
z9y$s1eBrhqXFPvb^fNBao;Xd2U8Fxion9QBUi-UnqYdjyl(wP*NsVVVq0$|?ctAMe
z-;ws<@gQiOzuLHE6VV&75ocFV0FsV|Jln|d?L*T4)Ub4;%-!y(Y7l}7s~h1{SbF;j
zhcLMA<NHpP-b|UB^bXWr;|ptR*z0`~0M$mk1zOs=;mbI&MY+*?q|Qd->l&JXkW;=i
zv&i+pe1WaBdpWoT!y>ku8~L+wYOq_M(MIDEq_o(?X)0QDl24an+($kFalk%k=Mne5
z_bB1kniP>3HwCV$;<uA?H#KOdR)2AmU;e(nbg1ZHU_Z^Pg(yVd?`u~X_GKGy6KN8h
zkInS!F9vb48?%hhwXuA%<UU~Llb!ZWIDWw?%yz{k>Y?EoErhR84<En3gu6x8x0WSr
zveA3%<L_WKLMi{z==gZMrjjfo#aU-8h%b0uMACysUQ9+O639nrPG^`SIwtz;%nyC7
zE=SGw6UhqwSr-nAeYP%6-J*`@;=z5I>myD@e(><(bMf4e;wpkTi1j0wGmL5rW&S2_
zk!=csymmq*!ge<H5YTpU8^4wv80am?pH3gu!!7|sg_!v=@@g_CA1uT=;H6nQeVFEC
zSM8ZE<AtC?UOI0JBu{!~n|i2Q&kDaT+;&BGzMo(?H<UGvW<U)uh!@C?O8=Ps#vKjy
z6yEIPg}+Byfo3{h*_6DBmX<zJ%-D5VNQ)^vA?!i(CdYa^-U*l)kk}(rJPHKmejvR|
z7<Ap+&u#UVowQee9ih<2^bGx_2{D0P7@@5leGAjLJaT}BeN;tECuBhGAN<AOX6|9z
zV1=|c$_59fw2i5K`v`T&!>x6yCmtvO=sx+Ad`XnP4|FLA^L!4cXe^(Fyr)nllHeD|
z8GEFffcQ$N=cwe-j^}CI3CZJwjcUhN@A~QtdoMSPr*f&?EwOU%DtAzZ32&KEN{sX0
zzOb5?p!|@#b-O8xYP}({eBKmqJH~5lfTg+?xc!SiD*Fjfr9`4@t(guz$NapEGjV)1
zCMk~c{@l3%z_`n+kOol|9Pf-^v1BxUc!tyuuF3Q{mEbQEvyai6Lf6SpKR73>w|~LU
zL4^0M$!C!dz7_mv>brIT>xQHKjFQMGN+e+1=QR5D2B)$v49lmlIedb%Ge>NuoqqLi
z`=+W3tn-}C@-IsneG*R3^vhGa2NHe$qP<hrAKl}N13KMvK31nK`~LXr-xWN!A4hMO
zz9F94EKqF;)CU)?qGGe<4N<KVr<x~h8WSzMiVWh!5nOv#jjq6{ixc%UI7xq(;Dt#~
zu%VlFpvIuzjZJ&KJqG)Nd@a?aohVQ_m<5@SBNb03zjcZL791s-e%?-E69nU`+&+#I
zvwgZfxG#yCx~!%WFkB67Jy%K)Jk8b#Or0);q{M<uv?obq&JHlAM-1k_jw6T`=k_vb
z+We-ltuVCp(R$~A*=Fwb!R5PWT!Fs42q6|~`+(&6u@iwR#S;8b1lt?uj5$*?<Zm1#
zzq3<cYt{XGTeQvBLw-#QD6(2!ehQbYD))VQI)oB2*ug?C%~yy_ZiGfs@;q$Sc8|8-
zrfrTe`JtDdKi@%fM`vH*`uZyCNba5cjy@S@!N`P6@B|cZmc8tPXXms>>ZyzUK`N^m
zvfETVo@nFicxtp%R%dG5{d_TbsE@9Pi%ebwb$Tr$I0{#EeX87u-bX>7xP3R8HVvlG
z_(!qJq5~e`$=(%hM#X7{7M)*|1RZEI!XW#(>$d6*eYX$-)kCTJ$vtKPvH?@c0sVv#
z|5g%Nd%3pn?ulPtRRzl-Ffczj8CO=EoH&fGKk+L*5=@BdBU##U9~jqU)Yb1NSi2{a
zPymjl+5WjK&Tok_3TKLBF+Zupt79PJC0t4$RL+6Aus4d$$Jc(MrN#zlZGDD){sQXk
z+pc$1gF;T#=hItw6BA<>D({TMFA7qa!l(fH&$uplfX_C$+6(BTF@gXg>~bZMy5##)
zoEH?$4Jq*nZ;l1wGBmx1lL3)BdFauCbLi#9{XAya59hn5SM!`ai?6Ud<QVqP=3S(v
zw3$3<FKP#FvB0B|PPU^@_lJAdAyY*Eo2e5zr}0I;%m4lV$rHT5Q!aI$k4D1aI<V~K
z%g(b(l>3$!pk!+fjChjASjvF_O?(Tc@J9|=X?~!ucj>Bx<E>b*?x8y>pIEUXgwgg^
z#9p|uILo;B%&?Y9AyF7^A>Rd=I&FG*2Y=8Y@r%xK5g~UA?&oDva^HZ?BpOwWgJyer
zo|bmE6U6RRqN=jg!G-+p#)EJXcK)||IB9za<7#)g?c4J^OO<WHt2ne4Qh!ITvVE0X
zxrYZUx|P2ztpdGFE#*p6b%Nf!08}^_U7Ur<>K&xz>@|{OT~5(8XwO{%7@dw{iA?OY
z)IV0!Mo2f$;sQ<0$vXa+<?YzTs#27dbizziA%D6!lh0`2uKJ93AzG;SYAa=wVl`wX
zu${{5*TLly#eI7n7KPO&Y1oro!G4%X3F3@>(b3<OVb`TO2iR<$_IdPZnABcyvae6x
z$61m2%&roGr<pT#X$J+3D=kmvcobeTu*H=}0Y6tgbMK})Iv%d?&p`7Xkp}QyKAWI;
zqqNf}yrK#cm#{A=G7jdF_n#=^scs`!Ex>?KV+t~kpGMV`@AggmMW}bp?*Z}G@HOV-
zY*aFt2H*YhV4M5yRj0S(Y+kfn4XEAY8y+E7Ik2x?bz`$)_d?H+AAcy~br<`?U0ws}
z{WPtI9iTb8KV|1!h<yctolCOGZS;WTyIuCj9QM%i+bH!1FKqSg?!4Twj9p-j-%Iko
zsP3lLuaVM>{_dR8AOBS}0GkSeYkuoTYRuWRkLT}o60t&2=c;Rc&Fx5-nrh#G=@Dks
zK}|pLP;TFq!^Ga+X+E+GqyIspGRMUnfYjk;)QN@I=w&Fb?A7e00;+czQ7o1EnA9*n
zwNLx<IE-3DFS(!5)cYBIkuqWDnsC3-7s~{$8h8uCRMB5=Qd`xUeZIp$fsN@x=0L1i
z0aCvE7~U`Z=k-p_a6VN}mx(*TxI^76ci$aG`#bIcwqY7K%J80X6s??>mF@f^)Eh5o
zgB8|_xYsCWPv;Fz?<wvIT^-&7+vPuCA%U3ZaMT#T_4$2apH!;}8zWzE|Nozmu=8?X
z#}de+w~I)w&AmD-)E$M3f>36r$b5Xa`8Nh1L;(j3W9G#{-=7|ko^;md%$&c(@66uQ
zmOkJ1>+LEbIaqVcsBV!(%rY(B>3M>IqMk{zn(6Bt?iG=_FURuQZN6qhX%_my`^3Ji
zqEx~%0Vt{w>gIl&U*;*lO0e&uc9hMmduLp$O!?arY4oNw@uwExGVF6ge|3aZ;}l#j
zKhIjiyoZP^fQ!+Guep6z(A&!X%pZp{98>}9Yq!^J^&|c1hlp;vL4mhJL@oHOzay9)
zC7`zSBj6ffJ6}7`bLjH!TUH7w<{oLMODu#Z|6&?x#NWmF@+FJP;xUm7D96{3#5fBf
z6DHPr>)u;=jPu>mYFBJZE|0sq#TGN+<odA3{XH<B@lb=73QK~!Q6C&80Mxt7BG`=%
znoFQvdD765&AgMMrqMBqlX9@bmiG;DOr&+BzV38ODe$V_c<<d$;Nm>*lv+}EkPuUR
z=WVBAE(hgian}p179$>|V}KWPbZJ{@l?Keq@f*|udIS1HgZ<Zc%*iv#IH0EP#t+L)
zWk|47c6Dk5gw5vr-o|e_Rvvp=4I1_vTdZe<(c4Zw^k`O1_qm!LA=VZMH5v+b9efCi
zYF#e-Gaic(<DO3N_g<dE_6@XovhfKiawLw5WC8ttw=d|=T`;Y{vQC)zL@!G0xR^<S
zq(J>P{M@)3qrV<m)Ra!$>;T~-KR)UePW3|p2728H$f^+P+rUxU`X~I{$K+-%{3{|r
z5<knoH)o0t=R;Xw^H|mq?}}Sk8`Sq9Bc(%F*H^NM{%_oJT@G+TSd+1Q94{a#^Ue{x
z>oX9jMS+~S#GXU(8EGeS>KIn>e#i(Mp5aBS=0)+O&+ihwYMX8!KVFQI_x#Lv`GMSF
zR5n;;8*cBBd_%j~9$iFWKdbi<t_PjT7bm})NVrmm%v>*RcvpX<cVSH2X_;exzf9#M
z?~c+-EhNg^*<aDGKO@-U(@8&RP=EidDoFnLi<bJR{S6)WSJGIYy%hPk74T<NH(5PH
z%<rNc`aQj3wZ^>!;GES3?w*0!$o_XJ!4FuDmS@?Lm|brdY<)FkF8%uz@AAYwhr$UX
z{DfC$9B^&>s<w$lk`RG>J46Fs@*^`{#v&-5NA>Ca<kBbJA#oe}p<m7zsjUZ#hm!t#
zqLS^bU+u#ackcAHR<g4{17>^CMvYdU?Xj#2yg<**<4Oo-b<?6r|D3TUZAw7i%^mil
z;MHG`1|8*N;!4b9z96}Ruii3ENOe4ik1!DJ=+xN{ms`Hd_N1|@Bo0FZ&TJMa)Oo4Q
zAlJ6|C2sjEr?k~g`i}ahCtfPgtx8Mu9J=Tze;2JL?lrBmJPo9%g_#3!1E_g##QT$J
zJZCVs36y<}7_c*nE8*uL)!Xktxr|yz*3Xn~f^lscvGzEC0l4S)dZI;xbUq9aE;cPL
zCkga*WVY)GQUX6OPd>3d5s9mmYbE62iT&Ytf6tgJ<-HGwBi&)rD;*>CN&<3<j&ekQ
z!oLSfuwAP;eL#jAc$yKyDaQZEGBqLfIF%8tul#wNu|&iOd9$2HbS(P3^6OYlp|8MK
zy!F}omE65-3`hM@2kZVtvxy+?13*V@r1PMBQUlK%t4tkbb7`|_^K?H>wIE2K)ygtA
zO;oskMmjO9&e)l-^NCF5!%z(&t~Rhg^7jByBC39YRFb1TXa{6bp5n^jg!0A%I}vO^
zhBR0ah}_wV^8)bON~%4Bv4zQ2aJOlOT?6@#fwQ%HcISidbnRTulUW0g6n~<xN%B;9
zp@uvq3!8zMCF{%Y*g63vvDD{)^7$s7-n%m54$u=vrkuv#hf5!R@vD(eo|k-orO5t?
z6Id5R0D>(aw{w2v)T&)^U-$N;H*9v2sv`I!f$o+;<<>tEv%A;P+j~*JBTrX=Ug*wH
zcL%gE$@qhZYS7IP2?Xste9B>_7V5{H&M-HbXi^UOwFu!iBx~q9i-z^WDqV}$A;8Mj
zcHu-7#uz`X5)u5@JT$ZZy6(grBeTfEt>u_8`(@orwum_ST9z_AA!;38$lXMbFLL*Z
zlwr<~&iUhQIW(5dj1+`G7tQ;3{NNq+K-gD#1V=zGH?d__(TjH{Gjv`^#@e6`5}WsN
zyE~?5H^ycI6?;9My`E1#JjNc>aj#+ce)dE*yg)zBA0*{J3}dk`<ihDIDW+ZLl0mcy
zc#$gC&k<oggiWjFXc%dsmcQX5$<jjrxHfPk<4KFW(3wczoW!0Lwc%J5+R!EE;1&1~
z=|+x>Odz|K>lSS}I504-bT`Ab*~jU%fV4e;pAnhJ_w|BCS6A~8v<v&xclo)>6<}kp
zoxji(Ue!--N){ZSpD*$D_p4&xXV!ln%-R5H{Vl~4m5g@ub*6Ny>iRdfIkP3{IYRy6
zbt^D3KW+VQyz{Zf6?=4a)GXeDI(+(uz#O2;DX|>b_f&K@ee<x#XwNw)>ywI80-ly?
zda*~T6dn>Bf7o|fO?y9*3hN8Ya_ZR;BhVuxv4kzb-7`=pz(n^{t?mT?IF~8}3W_G*
zc7~L2DBY1&eO<oTKp-jlgW|lX9FP&J<+=}9hkqrg<shMzj-B6kBt<Gda!8boCqeDq
zZq~-^CNML2`Tac_NL0Oe=hLkBud@*sx(?GP0}`GU!*`tp2Zx))1DFJ-kDE@?a5w=P
zNc4*KWFu@9@gY8$co*HFA3b}>FZY-8pjh!I9~MYK&5!G!J@bslQ~DQmNpCJB6qoKG
z(&ynhK9A3|^~)%FtLBp({JvL$woDqALp8SX79GeMO^cC%_gb$NYSE4o%d;0P(y+Z;
zR3o!pAW!M<<&y48?jRk&Kwd~=t+HHkXdp&Mif8Bq7xK?bKYL1Ht~TTc{&tH5`R<5Q
zA3xr8p6k|Q-;bt}x;9o~m-a;ro!(r10E9)iRM7esJc`9HK!JL2nHS+yB9IYG$oA^C
z%7Qsjn&&(18PL@9_rd8gv{BAzh&?v;8Hka${x&=gQflhJLq}(O=%K}x58fFPw>=h=
zd+N<<RaN=yi)L7$>nU#eVU$3~(R^5TZY0bCk@F+<C3oItVEerIJT9|7UI>MJ9eIpi
zN&r+W_k|k4SP&zn57?-&BbO6qOQz)gQ*?p|2f}a02smuYRndr>`4O-*S6cx=lo|^I
zabu+idB1B#<5^gbJutob>DM70fJ7KVxAMf7DB2r>7EN{cV0$G?MF+uuz)iQPIk(&B
zd6=C}^M3CW^C9Oi5Suc0E%o+kb2jNEeY>wd?_KXJl;en>x_NvC%)JKe5`JHbGKfH>
zr`l%e^VS8DPTjO~GC(h`RS29zNt&h5NdNbLZ{G9k_i2tV=%ka@c9&636+t<_&Lv33
z>I11rLsq5QZov0E9i5k77DA}{v?TNx5FdY1R2pJ=Jeps-l?MMsQrh9yW0CqUE@L8X
z!yOEPEB&i()4QF1H5dAA%UXF5oQ~E>6|>7igN+IcHJdIy0vZy{PosPw=0g_o`slMe
zXc)}hkD>bSA0zRw+80Qybfk4Zo9Nafz!k#4{RF@9M6W7+AVStD{UOHPh$%j~6X6e|
z4@3-GB{xTV^)L{q$Lw+#8CeOouU%vVoo(ij!}}E_S@)z^_;(Hm_7IE)z1!Um7tRBg
zVCD-2Fq&0mQKowG{NZ-9Td48QrVS0{Y*g3%`S*N_&J7F*w5LV_S5)$Jxr=-Kx?G;O
z{fL9m0V_Wj7nnnynti^Z>$Q6xLdv8Yq5(JS&5H7koSi2*yVARIqrD!wHc6gOmP?V#
z6Kosyec#dzHsEBReLM&aLs!Y}z>68NO_m9q*R3oIa%~Z@5xEVS<@MT&Uhf^=7*7+I
z{CqMo(ZB8QmMY1I;NqUt%!1d0=Eg@j9HhzFmEo%y^*7cxbWtCtxkE&pS+jOKFh>$W
zO-T-yH_C`e`3ZO{h(G5kjfRSy_|boNwNa%vwAbX;(u}C_w))a4ntwa^2k+Lz!J~$*
z?+|BOExj#GiO6zaCF)W4=XEuD0~c(>6}F#*zuk;TFhP@6)wTp*U|}#mydd;HJiwac
zB1M1Cw>0|V&kwxBNaeEdf{ad*Z2bS{5_#~6e!?1aDzHn6K|!L{FIJJ>&~*p=pjD9V
zwnG}<Vr29^F7AbNZa8>y`J05_z2g-QG~ECHeFkf<p`0J&gR+=4F#KGxPEl%xdnFS|
zzA*<Nct|cZ_2Fx1*T6BrVaw5(QYhg;GJQ^kvIQ9*PLL)#8fldK0^!ofXMA-J36apr
z-JLa`irL7tO!VR~Z5Q5fd?=m3WASi&wOtMG=^&^NLx~j};Z?(FNI-|a<Q<YnTgzDZ
z#nSWJhf4e=))cO_9$~Jhi~iHP3K`bK|308j(3-%goD!9anwxBNLVg+XvLqh$c_;$4
zNHs+duLskMgv;Ncmyx>jri!~Z@u{eT*?e8P=mP)v>-R8^uA_|Tq#CD-ku=}vLPg81
zTVSKoA!PeZY5{Z}hoVM_)8xTMG34sMna_X%7;rIL)<3k_DSnD(e0@x0^R}&sT@;4L
z-EvrSP(hB~bl<v&7)*yQKHc<`9b<qHnZ~-*G{sodR+dda`=2(IXGwFpa%L7}J>iK$
zqIC53Lr&*qbip}qLjM6{^5cW9d9T%e3+C6~_Ig&R_-g(<S?QqQxGtx4x2NFGF?acu
z!BD7r-~3r)J#{nSODg)le{y@KN5C5g%QNL9*?ZR^x7S<C!xeR=ePttO8$BO;mL(!^
z@IE6yd5`z?IZ*b>^UO=C@0@NrK@>S$%z)P8@*h#CnSL3nA&oD+>-<k=>Bc_1Fv=jN
zeIogu9;2%VJr3<&5bG`<RLG^lryvkIPQG)-VvKOTj0e9-TVj32098}goKo`&`8#gM
z9k(yX&EIe<D}jlj3iYhisBoGG-)-3BaiNUQiBtljT)qTCSgC|;So8g|#V1x(+Pz0s
zp~&2~=7Q41(fWhz*Ev1NGt=->W|Z_~!<Eu6vll3@tbhcIp^L=597yJe?VI^YP)axg
zZL7m%%ay;c9+!f-9vBPpuJISF*Fu<ZDelSe@^O}ahtDDPN&5{BrjqvPDnh6EIpnIX
z-n6A%Vhs#RlfT4Fi+n>fxL?!IPg81Y?}z)yMw9d-Z<k@$+C1ZJ4;)}|dt7?SfgAO5
zA<H^$W=BPb@O*!Sm)r^z_~xTtUf<;A6z{_En|iuAMz)WiiQ+Y{?C9emSR^u1CYa(&
zEkQXel{59Y{UEF(U1$3^Ko3Bormx5HkmpBvcKHWXj8BJ%_%T2n^*|XvL;5x8B>}a0
zvjw_+TOS2Tfn*5*lS8edSl{01nN+9TtmbpcToDBXz}0Ok>V1{(9XOlDw*+V<{JUC)
z4Y=~R{;J>gZ+F>GvG%AoKWoCO)6ichkJQ-)o=D<%5BBD{uxx+i<`$kFmW=x54%l5#
zQQxQBA10C8;4Mnc?Cl%7Ol5qzg8gFr1m4OoD&Fut9E!5BN^avCz%dxwNu)Z#Au&-F
z`%h6#x0QM&-)8F>l;)pDFa9nk(eA>>ZbaX#EG|ZR(yPZP2UIPY9WyisY$$iLym0x@
z;RW<1jjBM6TuO74_JXJ;;j}e1jTBq*(y+@n_kZQH=Aj8cj0Ap%BI$;E`@uc)m2+NB
z;2Z!;m&ZYa#kx~p4DC4OwGF54`)a9`nW?wAX;^y1vp(r2Z>=HQI4-6t5xE>(r}2{<
zn^HhJp}d`EL%VkT0&O~VXj@Hg-|w>ISE}3})XC$A9qWA)x(%GnRg*aDFm@jG{6S|2
z759Le$y+MR>G3x0+3v6g2;R%w_P+Kyz%(@!B@*l4w3*>(cXK_L?VWE%TiG@A$|4r<
z_;V*9J(rT!j|?D@&SN3g&->K+*N#rYh&SZZNW*2vemR7j9_?^l>W2>FId0k%FMM?)
z+IW#Xl=k)M>##UQgz+(4#5J9pL@eI$AzaHoKO+SdAjG`hAGDf}&mKP&f*If{KIKT{
zy-iWT`(OVeZCA`Mh%3EIZ1ua-cwOO67&FxTE$vD|lER-%2hWy#R9#?@XOL2F3bx43
z+kH@?`##UOL4egCy&_b`zBw=nkCb!s-Qf(rGHNB49bBX~bJ**Jk1-<axq<Kl@1<@y
zoo)K?`55#!jPtp4eOi~Zv#S`0Xfkk&=_-DN<d{+K#JInmoWp_WReQJzy@TqMoQQBN
z^v|IUFPJvH+E<0dfnQ53qm9wxcV4OG`i*R)y<8Vwd9a?ocx_1Gq<W^MCxVhc)%G}Q
zeu6qBx#yhS73dYQnz#mIaTuh^1u3uP5CF-{m00xJe)I5>;v0YH4hd4$MyN^gFpj}n
zynB%yN|ThjtCBMH!?M9!)=^?cC)ad8x(Q3BTRmO`a-ZTmFMl0iYj-xmT+));<qR>F
z=Dh^8P1c~N=}Yy_CMkCg{PpkB@<Z+|aDXbzVUUnQQ9nO$FuvKtn~}8x;M2Bdnp(IV
zjWg`Qw*HwjelLH5K~`ZYTF)9=o7mVE-$TwzC*UUfXx4)LUpEb9yWm@z34GjIng0&m
z_!uRGuWJb}JgOYSe)loir$>_;)?aRr5*~~L{hU<myAnARu+Uo!>c-h_hK*k?ce_;i
zw;g?Z0Hp5n)NVXdFeJDp&5`~?M%%3;==)v8JA0c_o(lp$MlwxC9`EYVPor>mQqO%r
zZOV?c<Oh1mRw5@~6lmm;viC@d{?R60JT`G^K%l^Td+Mo$aYe#gL-dXK&b86UeMzCJ
zt5@Z5y|Q1_GM@DJY?zF_R0g~^ZqE*BRw17HTRO1$Ayrt&3l!heODcKA2Vn!R8ZWH<
zz7R}u_M}VrJ9oj1D|9j=S999k8C!i>*V9tD&&BP}tbY0<o3nFmvDdos#Z%=o`r@%#
zT^k0HpvPe%c<;(SCyOWD`Q>P<(&N+&7>FkzJu5uVm^@t4+f`0);W-2fK)b1<p5Wk!
zbOSjZSKBp%&2x{^XYLHj&icbIyt)q?Je<n#Y(zEHukidWwQfnwx4Hb#;uXWaIbbM5
zY}NhoT)Fsr(~xgVzF|F`jnX}Nm5Y~7kC;!dcRyD`GXGm|#c}!GRwOw*N;<XmrFbA)
z%Nzmz@)X>QHBYx(;9!^5UGA<EfOI(Mn-=qLHx-LDPcZF~;fhf1VA;H41c4TiZCp1w
zl~(N>^tZqm4_BMT6AAu#5Y9Zh&LXTECSu5|FTFi8!<lTTsuf6RMyBvL1t;z!anc=)
zEHBMA-)1+$9Jmt-U&G`~*gYOz_pRkhYcgctzHgpM{5CgNW5zyYJlZDXd*LUS1sgEf
z@B5w;&53&{kLEISdGY8wKkrORWngubN`33HLxEHDCzU1r13*O0!_0U4X}{Y;Jm?Lm
za>2;S#f=)95MJ<0c3mOu)at|IdaA?WuCvpo)jR4G3^<F))IEHM;qr7|q+u%i63v~x
z!67=Dgpc66dxiS>1Rq^W3Fb4;>u@jmf2`~u{{1M*n(rv}G&;o5G&kYal4J^O3lsQf
zrB{)RDAGY@b{w|_J=iYGAxkr*a@O7<AK!_Md)@jFW&%begqzxw(CPaysYDb+fwUc6
zecJ8h992P;{*c!TC(w5`qF8dr-d(c$%!Az%?@JP1h^qiO$QT@>WR@bP`dtEO(Za6O
zF9{ST1Y58v9T!NFJyRSr74#Vj?X=r*XMKv$;mOWB=PsPwfdF|f&wvTu{nU9#F5^6)
zDxTz3P13o=Pe<G=j0UpTs{Q@_h_NZ_Mo0A#U<&BS32yLXBcK{iLDy#rKeXzs?a|Lt
zPIme3VH@1e>oL6MfK+XE#m5!7b;U&|`h`q^Z8;uE5<IfJ(I$#{Uze*`q2FHNNm3o6
zmq^RPJ-l66`@KKu&3@|LIjkP#^H2|4oqvqfM2z|mq`n9mz9MMAh@_||JLBo<YQk{M
z&UvBHjgNI;MvReITP=UJwEZKgHY|p_Yo~X0p{2hc_uU>}|4O$X>ZKoEr$eV6BL5y;
z?#cO{NkmNCWA3p2RN{Fn)JK6lGkeJI5bdnv-Czj&fLGgFkDm8so3E@=F!8k@jQjU+
zXP(50X!rYoXn=Be@As;J7nHnxEi@{=I^lw?q4*}G+)H&QRYT-gfS;g3?@3afYOq7E
zq}flt$lVGWh?1Z4C$M?t<j(qC=m`%(cDl!FBuMWsA}u%KRMJ{l6lY8WqWePHL`mA}
zJAWkvAQ@`40=_j8D|6ikic<h^c%L6>eeXCl;qRzxrHbSahsX4UQS;NBYPkbG3L{sf
z-*8;|ge<|DNO|0{?ovTL)1X-W{O7MZE8kMM<q&@yssQcER-rPqKRF(|3vTl&{v6p4
z0cvt+aQW*L7f|Nl{{O%F2}#1G#G*J-=N_q9dXSP(Igun5L+)wa&Jl;z6<}kz)(GCm
zx_Y11e{Tv=ewnS=ljLtNiyqcd$P1g-s6g!;MVnM+kL~4~#h-N7e%>;0HO(Od$R}Pk
zBngq$=@0JpleeJb99qyMmt^1!UL13Qtlx?Fy|B)zJk#`3mky6t{z+sM|MygPQ~u+3
zFL8R=U3DN2vZe<SmdKc>W{R!r6`}e|FCM+f{BHM&b|>&-j%0MRIe@c+e3n}G#5|j6
zM_(?@mpC$%$?X;LLbUwDe4=zB%G!lJo<x0s5DI&=-C<8^))*$fI}?1J?YraNsUAP@
zx?kJ6L{&QU>dWu>fzx2p9v>fl&Ez!ol{e*v5+{Vxj<~oVo2TXBI$yj+jFqc(H78~A
zizBMzycX|@eMqD7NX*o}_ir4>Jo5dcSatc3`M=KrnAIGSl?McoPkxB*A-jGoxqRkt
zfFRoEg+>d*b4e<dD8oZI>rla1c*NBa!SR7U%Qz_qtLAN58G35-gg9_3yrZz}UY&ft
znu{sDoAV<J*50nK_P2c+a})UAnN2!^WO7K5JUCm{6yi8#Dm!yPaV3h}yLkMWOeQ%w
z?-1o$7;IX^YVi<8mq-mBf<-yUA$UpKRTFyltUSBm5=3#Qlm@#SO9-vk`f55K0Q^7q
z!#kc7?hN6L1fhaN+Q>xObTmq*k&Ax<oy8e$DMjAj7#XP(M}f=gcpa{`OA)a|t!E!Z
zQg?jrlRYRGEt!3Qd<dXfKnm27zI(`&mAw9V>kX|ttA05y!SSZ%_xB#sv8_##TPdUm
zbf|yUuOE?@Pn<old$@lVB4C6>%ZzYTPj-N^b;76>9=`oP&d}w37HU@Bd0H8t>#j?b
z+vY#H><O55dub07;pC70Fy$C5Ty|Dn9WUJ?K7Q42MusGOjYoV~k|&k;pYWJ`>9*>~
z4w$#!4jkKUSfWzzeKp?{Gut=at9&dmsle9V+mw7cSjyZ~*(DAjM<<?{Q9S&tH;$)c
zcNo*~8YKH0M_kX@`_9n{nvE_9LGq8(a2TqpgIdvH(0{0VVg|e3L5zgJOeg*k`^%oI
znA?xeFW7pAE>4}P;rg#X=`_0_^f37T`_1bKpt|Gx`i#9%_k7H%)opwSej`_{PdBB4
z6MqI9q#3+UldIAIK=>2V@@+&;vVCN$6NO^5|8pMMhbp(n`_;vEa^#^bi}v?LIGkbk
zBQH9SvY8m1kNO~J4t2M8ZUZ+1GSB%jKdvi>KEr2yaLEmqB&`B)$POR<jHA)c`5>LK
z5Bbrj8D-wJ`%t|rnnLXlsJJr7kXbsRuNJhtz{3k<Og|OR?uCUJ8*EX=F1O}SR3NsJ
zKN=3Mw5XyjenIUL(uF_d%$T3I`ti2G$t0BQN$kQT2tJu@=|TI&N%`VD--n2KcC~p8
z(-H%d#E&a!x?~3MvW0^^W^{TUvXJY-?kpyc16<?FH?vRKE1`jbfG5?9eRpLsyCLdS
zPam%zj7I@5E)S6?6;|D=yF~8gj?F$USw`Rs%FZxepV7IhL^7%llJZzYu6ye>!Y-H*
zvwahuzV|aeTI8F0OBSdk(Sls`qi@U(el8^(On>ZV<Z9-JWCCZ~8O$6n+BhzimM`|U
zmBXeRW*9B~m%g?mrA92{t{-a8_I#gn%@xF&-{HkMBI+?CohrxY%Lvk%v0Q$K3ecpH
zk>kl16vWN@Xq9{(mnn&i#DRpP$WVJk=3#wCD3zw}py$0&jX7MR3!PR4B1IHz!1DJL
zm15@4M`+eRt0X-`hT(43MZRURC}^ttk%osc8hS(WQYSOd+JK*~>B^s4O4?;sa;+AA
zqOA$PF%=q9JuVC6E^4{EYU%Te<PnQF_{bxb%Zc8dktIRA(msh3;XbO=ijkY4!c~TU
zIOF`I%5+pB2zQc`C~^e%AcZsA?#AT=`FE4qcO$?Y?wXm-LfAqvYSW3pt+S2E13~xq
zo4c@9j8|laCXgq{!SQ86N%aAE^-~=WXRY3Dd%k=h3l*G#eYfmgtF9$$Ir>J0B0q#S
zK~_?{c~J5gE!pW*QXc0BE4fH_kCD`DP2^+fcdze;hz6>kDaM_I?`E-3S5H=?@mz)T
zhmT&pbS91GDrHyRL`D?*Vif?%c&oyoaYtNbW@!YB>g7?e8X|-Dnk2&c8YY?V_18N9
zjbyR!PxLRsUGo{fL_>V0=I4+-pmgWFgT6RLP*9PD%nSotxqOGwhz666fp49+*6tf1
z@fZ308|Taq%4r-!J4k*&{VjWoP(UY#+&m@X2iQJ~w^Ih~#olfQ3duIyz3las`vTG7
zDpD`Q?Ywx_42&w^WV<tbU<Yk~M2sAK3L4kvgBEY{H%!{#up9vrig+iAx69s&Hf4%g
z{65b1UAFdy573YtS_i!aU9YNBWftH=Wv=h&;^JVWJHuJ7`g-U?vStVT*h+u4aQl48
z?U8^Fs~so@WnL1za*j$`WZBD(+Pg^0JtpBT+~4m<!iEa(ewy>j3jw8RZ`-tzSY5Ce
z)<%q8AN7y3z63ADx3n-HhymKi4GqyxdZ<zJg>8f>%bXpHf|q?5nbqGEXtAnMYv+Em
z<_fjCIn(j2%1+@oKmD?OuI<b>Lls9vSL}28aN=i$2JiS&EY_et*YXKe#2z56`$OJu
zt?q1%?{$Rk0gSOEm!t4`fDWNjD4PSJuH&_D+5JV??~fp_T?1rArBtY0u(POZp*w-|
zYZeeD^0jLGB9|WXDOypXA@P2we}2pkIk~@H?PPoPxq>3`<sctbqHD~`E9W*x+$ZoB
z*;H6*+-^6AIBS`Tbv@57@};sIyrDBb4qS3nYVi{qg-$=)gaO3Pd4K)#uCm~>KTr5F
zcPk+<KjG|KM`~Kj?eJobi+8nrf4a5m^c?`KmZN*|7*?jaX?wbaH+co~3!|rx;g=R@
zdY2|8Ps}To;)M8UpXXH<7ueqt>-58Y!KWT5$FrBWMeT4xJgXi48LTV2Y-TU=1|;w&
zD($XciY1l^GP`bsT2EUI^^OrR9Z!|iA-z~=aTGGE(wtF-=MQa0UGlt!M~2`H$RGUM
zAYvW0TDRxBGln}DJ%HG#48R)`Y^5=;GC=})D1z^*p*8G{XA8=PnBYo3)MnRS@==HK
zXFwk13Wq%(gA2E<u1e;TKD}Q1lchRrxK8d+{i5#cxOIkMJU+#{(DBcO)#_dWXhJE5
zW@jSec6QkOq}QUlzLvJV5hAZ<WDUxU=2+Cm#@e{*9RCKWF>TGh0UGX=AFlr7mhgT(
zu~7Gi<o9@IuT)-wcXmE&D{+LNLNx156lJAdB$l;ztr&I3(V*@R@*DDpi?8I5;PnzS
zqeD<?nsUMAfLAva<y<>?=75tc^g9@Hs`sPJ?ympwtRQI2V*-8W>Zdx&dN*@H1vu>|
zz}>qUDArZ@K5&z3V&**Elqiiqn)A{@4xcVSn^}JogZH-6(Vo6e!H%!}GsKCS7LHhh
zx5t{xC@7G`c9vTfdf2;^9=X*XFF(v>k8^m|+BgLc0}byD<4b>iA~Cw$xI2^t+IZpw
zeOCd+R!bK=$X~K`IdNJytNb-#6o52o`iC|;xA|Z1u*R@`OdxyOSH^xYznm+-;298C
zFhHJ6g=qsPIE;LFQpeePn05w+q<+|VeDJh4A<hsnbHZM7bNaR{N0QLq2RwJ37f05>
zYNe7nEE)3ZOjfc^No*SDn1TydhhYpJcNLr4lgKmOkp_c&+49*4)!GA?qeVXCI!Nad
z*F#(QTM``CJxkCdk|vPy@$&hTy)Mi6x%R@<-ZH#TG??i~I@8$bafm>r{x&aqlZnMA
z_K4}hB2%UJW7ph2d3Y9ByUcF8N~i8~A$bMOQ-;JT*nZ{e-L|^EKP@kE9sCZ;*?fL!
zK#8i8b<_>Rd`pOThI5HR+)3t`qgj-hMF<N|JusJ9SMie{9P7^QVf^ZN4rsLBqmkM8
z3ZrSS&h6wrf10%aL9!;E1$zdd^ax_)%5u0g@%huk%cSyvppG&Uxd|sLC->NzL+6|>
z)~VL^&d=WCb@+q5yg~l&a;qyySVIo<Ai@2zH|rO^-D|?;yMnU5G<q1u22Tu3a^B8(
zK!OWJynEc=5H{u*|LNi#cEEY;{CA6s8-9IIa*~j%lYNTje#*yXy;K@~yBvN%DUx?2
zNr)cz|NnD$&rE{u{j7JdkxL#+KRQ3qjw2S!>!GcV&R6`Q*)W7uC5Hpnb70c^9_1k{
z^KmPBmn#afrC$lcsr{%!2f(_+I?GHjSle6aZ@mID$4jmfu}0{!Bo3YV8Ssv*Z$I7S
zv!dhd&j{F8@vw|NB?@2kKGGguN6fH;H|DDwOA1r<*cIJ!MgJW}4v+8D9h9(b4O89i
zjp<#bPDt7lH!@2F{~8<q>vh~6e9(xb<Tf=}y*Dv*j<Ow50d^zgEL5RABreB7>bj|C
zmMA-1Ua}F!Au?v2E`M_RsGfq~F;)g=3=*hyUYkx5k7@5$`G<ODWZW8bjN767JKKJd
z$!L__i$kb;H>h6UuPjR&b!HW#zDC-iy0x*@2OkmF_)5QGX~18=m~5iUjUBR>{pmFH
z1v&pIF+RaD)MceRH?7aaqSwD)dQ1^+<Rj|_$UBB7ugCi_?6d%Det-DHHtNT*ty0HJ
za(^u9DkQbB0V><#6JM%$Qxs*x?tb0^L}k?<?(%K78(ZqVA~(r@4%dh5pJ(4oK=ZAr
zli$Bo(%W|L0oul(=PoPqbc`&-KJhS;ll5L+V@jd39$j`A3Sm$SRJut-X&o!7efI+Q
z&YpK9;dq?AQlB+p#dVOH#rh&_o7KO^>8S+G)jP7P+dvU|$4LT@3CNLq<~b#9aytSL
zrQY`Fvl9#Dfg*q-^ara1KT{a#trrKb0iwr26T>(&53}dO<h~;?`M7$(m}<A+l8*I@
z1NobIyl#5@Y%Mclt)odN#dHGWAyggwq)oA))h<mgvw_YkFuQP`pq>I>7ZhZ%();;)
z6=p&;59cd-1|HQgPqta@``0FLhPeBAY}kI+Dc+UfL*Yf^019ILsDvkh@1*s-dsVu(
zEz{+FUT0`HD?ga-sBDlFlXXgF5ETucS)$zlhFaUwi=jA44Bf7kTzq3Kbgg~W|Fkj|
zx!li9dE3P^i+dt1c_1tKh#$6iI0J6uVAyp!zsI+a^vGZCk`58-Qa5TcWK8=npRG+j
z+O0cY8nv}O<keL}B4K55Hd>f$0<Pv}XEsTr;yi(c!6ypFwLX*C;iQ~?`$PB;z6b>M
z?;WaLQnB%ecS@ZelbXi#dnLTbp>~p4_D;V}v96-}m^Ft98s=J9g1mE$GZjtwRBz9-
zZsjO;eoIf|X!9z{qdC!N1W+f|1cR`!_T)LeMReOG?|#P9?0QkBE1Qy!V-*>GXRq7B
z9V~PEzLo)Qfir!YcQ;2$#*@4&Zwjyw-j4MZ?Btcb?-rZ>!0WpkFOcx~%!{b&3Hu&+
z%GI;mI|}|oJ}3YDfpX4<=dpEh6{xYz=*9FJvSX!1r&-vn+FrrO!q>-rhOLb>S0{@8
z+vb#~lQ+K{&&I7IgdeK7wvApX`})LY=#kjae?TN*_TrvIh<oV$N>~rv^K#!sCd=y2
zs4us`XITv=^zxdM)0bAkBz>1va?zi)1MbO5dK@U55V{ZJjaoN=@w$hP=dzF>2H9WQ
z<E!RZ@AgOcak~WXBzD;m#bs{btXGm1uDu&>D$m(iyMVGg$uIwAdi!ta`9xH7wO#%p
z+hix%MjxXFEEEd*scq+hJX$yLi7kOC+%E6N-vzS0oM(QLFaeQA8m=HQzs7PXF`WGN
zkDufD13Ii+I^zem;^9}{7Io~FND;f_cCCE%sp3Q4=gf}|@isD0uLPE+aMYuw@o(f9
zTf#ruj@Ayt`}}b7s;jC^Gt?KQ5h+pKkz4WPIuu`|r(`LynZKMs>DT9w13z~ys@<oL
zOlFrsnOSNB+ya$J-)hkNdFEe)Eurji&&85|A7AJnZG$)qn~7}kTUTm*WnL0(utNnn
zLO^`BO2Oe_Z^NC40*Sfe85~1_yEp)TTjR>2UqPc|Iqj$Sd+!v-TNjVZ{CpRmFA0TH
z@Jr~q0!zlU*|v!7SpgxcQ6XHzKUfNq((U=TS|?0|mp9L@16(9v4l<|V;Th>N;h7{@
zg+SvfH9SKlq^^r(jHtKjlX8YEZ9_aTg7gy;Wk(6U4<pS9F@Eh8^vZs@K&yy5m3l|i
zw)TG%T5QMoy-g57Bsk*7oNazHWB6Q(a^hI6*#V3z$xBa7eDq0Am8JxI6d#T)R7#X+
z#Fn)4N@uAu@mzVz<5C=%uaftJd}1jK?A62D)LV}JoC)yxgCE&+#W`t9H59F{KDEf&
zR?V<jn{&>P>i7>yXR@rSmPOJ3$m$P>pc15siijW}D4-pJx<*jyug`fh8#f#8y^MSB
zIY-!gtvSaqy#7b?r<~DtKSQvQ3mAcTS2&27kRm)ZvML-sEx++4M*dyP{*DLjmSq9z
zGDph0NjVCOvi!UK*h*P|GXPo=o0TZCq8HM-n^{=NprVnBI5$#=tiF6-#hpJ^%CSKF
zX`v1<EW&7`m_G#LpnX6K?A6V1y+q29>8*QtOr8~5to)0NEaY}I=BW*jJE%j)a2Jf-
zELETJh|s}p?A7x5b&h>Xc%{2{wDsK7@)ur*rgLpHPRsjxZ>=y#O_Wo+=E>z}%okht
zbGsFVT0DfYyPj{$16g`h?<f8pY=7P74~g%gxJd`4bF;&j>htT9e1YL@Z?qa6F5OB`
z({m1$egtjj)dMe&VktGKceO)+)FO+=6rmXJ4Ndn<$7^f9B2GG?4EYeI3Qnm(alI~S
zm{fG)Zz&R|_T8GX*P$%?(A&~a(Q+@DM0{m(dsKN{RKAXIdqpDReizRL8-U&8y1oTT
z_Q5i_dHm>ga$vip<(e-_J18O}K<MiDjN03i+BI+>`sXasJ}#xP+_-<JAz{GcbWYzS
zF0Wvm6&0|1`}O%?e1RjrKl=&)ONb?P-f~Vy)4%>G5Bw)SNP}lgyKrGGc|?)yD4PH~
zkWNLvF1&UxF}!1|aJsJ-=2soBUz29<zb8hwA;Mbyz&=3PN#pu+5xNW=EC&n_H=W?^
z00;jVyUk_HD4eDdbsrAE0%|}%Do^$D*gWOlo`R&!KurD`flJn|eMjf%Le=1$1#j$b
z9%+BBq21BGUO^TavBx823O)zs{jy#mLFDbxr7y;j2trrlVJ_D8^?HV7oX!*SF6gVo
zd?VX0y%w?U&7#iV#y~UnN6E+|=B6tuz8=GA#zX6a{I46Inuvcv3)N5)O$HIN(b~6@
zmlyHgYrn49zp(AS!XiTqsepVc^S0~kt(3xo9%l`FmXC^V-*G~j9O$pzOFDDFbNsd{
z-KOKmcsh>A@Wt^fn3EM+HVf62%Y-=?TjFVgZ$OAAbEb!i2^rzv7Bs)VwfH9u^z0qK
zEZfI>@f_&he8CM-h_jC=-XQbg4S?D*IXJ2I6g}Fo6NJTx63u#+)6S2W5z#`gh@_ls
zY~%LO3#t50B03iQQKU}j8}ss0F)Z9GMV{VN#3t-gz@~wQ9`*+N)b5+I7j2dwGm;<!
z3nKp`zhDdI#nwbV!dggY!zjIN1Z%1wCPi^is<m1#gw+$6Q3uIY&;9#TSPvcxvjDsQ
z3N)*$yfaAat+lsLRaW!qu5uU9Kjipkk#A`X`-Ohwa$n<e3)aeh+J~(3_Pgk3Ft75q
zbdAsr!VG@*q&{RJr{Cc@A)cBd;D4^d2T}I!^1Ew0;MgG-dS4G(oVsW_V@|MdpIH|~
z(51KX_T?*hKqdUyikfr|E-dN|xrdwUMBed(d441#lqpToih2h`&*@ZtPaMi05el<|
zi%aQrDC$C82OTAfcHk_|870RaPfjq3&hvKwM2OB0FhU&1)A|UnS9(%PQ@Q0zN<&mK
z%`GRs67Td1CnU-RMc8;U;Iq<DA`uNz!yp6Ja^+f8amgJ(fru?N!hr0zv0kbhuOqel
zY?8;b*gZNGtnr^&Z}7!vzh^2W-_EO~!=Fc@FXCcWXC6Leyv@;b_G)#I*XhrS^ARij
zGgSMiK%P!5U7IahQ#>tC-|(aI@Wi~Jzyws~W*~OU!z#uJ!CiGU?zc0pm(*xYdOXcE
zKP$SLz=)}r`h^`6eq`WjhgdnMZF$}5j~%8KvH#qht$)sCuHA_iAzkT-iv!!tyRX7A
zby_$Nqb;FPc*|?e9Prf_9f745tM!!Az~N<;O8h*RUd)ld@<)I7{pTBrV&sz#Uf_(w
z)?E=8d6Y6>YWFa+!)SQSZYU$E30EPz829{>9B#;cflpbl(!jhL%Xk}a36mcbk8j(L
z{<IuXNy6>33x7+1%0O@(?xZPcA)6WJW?j#hvDfCB&F_`}ziBq^|Nq$gSX0sMXTFBR
zSe-oK2kFF8b7nrWM-GE0;J=mwt?S%gxiPt~kYw6zXpFu%YpQPN$M27dTmG>ME<5ql
zmiN;^P;R_vc-F%-)dqIQm#C}PA>xI7us`KLk8O#B2s1*Hm;3o4`1T>(-Y~x)F@`P>
z@vc4AZ4g2@hdpLL&);^qPcu=~?q?*_Jry$xaOG*?7sK+6yeAlH4)_83e9<5$Gv@O=
z(boz=9|gU;3izSK?~4=xadbB{*vIi0zthT03troUT}H9HzQ3ExSepsX%mys9(wi2K
zHx-HekCsOZcxXwrdr0?$V2z(E<a(h0R>9t0-GY}7_@R9Y3M~;Ux}_m>p;oJ?NJruI
zxW4S8%HH_T8y59br>D=H0v%~MjyYMtgGE%YnAEYx5`9$C(&cAtPEtZG@rp`;1yW6&
z-0-2QsPu@37;$T_`^<eeQQA)A(cpOA_iOF6(l_qd+Y50;O_B46elv^E!K$mAS&SA7
z8J)pndJClJSg!c%kMOG<Z|yC<Vrr{L=DhqI_g2XOcPCfgS3}!hB={>x_dI|#{_g2m
z`<>28Fcvw*u}{0TX!m2yKFL$~mK-{YE2J&k*aEj}=I5QhjQBqC+ly@X#**m5vnJpA
z+8zAsj+25f-oTT{_{7aSv~6A?;EdT%3>(|@5u))zt%aGTd+L(jx=U-k%I#}Qr~O}N
z>zCw)S;z-4o|r;$q!(p>Ual-9qP2c6XNy5rG<xdRYDVorvx-9Lo9!&f(>rH?%xjRh
z<X-hzHq^th%_^U=<rd8J;UcPR)n|3g)(q@@_6BpQJcp<3TPg}J0KBnB5v_U!cMZ{I
zkL<!{j)}2<4bAD}1!DaPbMWCt-LIqF;*iq&8`zaO<iE);6WtMa`v#x+VgC}zt)_TD
z1kcXR0prCAoy+Z89SdeXs_op94V6SC8dD#Iy;F#uX{Aoq1<u!RM;?A-8IuEkeer85
zJ=mfL|B=1YpSue_%E%%)3(krxeNB6a$}l&to(xpiIjFC&3}4!70a*-iY7IzQ329V7
zPTV1oDxPY>*SU9n_ir%fZ>d3CdU`uz@o?OlCdwkZ@ltqkYAHtyqPk73)u>zXwxh=-
z@#rDG6TLOw1f8cf=bnY7E61)zx5i!JzOYZ-%+<X;bvA4FpHCKbPZhQ@`;`EV=TWZ3
z?1ma`#Va_45@kM(VIQwA_6jF&W+%|h<=@M_&|wM@@gO}#CsaIkyL*4R5AkdHOPK$?
za^J&lQ)$esC{8~=j);s94}0bJo+8PBK0VgoMO$v|4}Jfh>+FMS7UJy^GnXkD=sm<C
zSY+Bd%zFXIfR8~u#q;xVF1lQlb?t0+r;Gqew{xN+G`VBb)U)@3rOG?tB9yiE8=IV(
zCT9?SUe~y>VLtyD?&<4L_GQ)A^vdIoEn0im{-7|yE#9C4eki*&9)R9P{}AnJL&k>V
z$h8jFb7k9yo&3xW1^S4B9pLiTaSMZ4Xl7)C^cyF|V@mE6t98;PJji1Nd%Rk|wg)hx
z{`AYL-@w<vvkg+zgLt^&hIV16RBdZ^#=b;9Z$Q{o;xOp!D?2MsNvF<o<j@WKemz2~
zENX9kW1x)e@&<y|2<PT`y*Bm)(DW1ccH5O-wDRh%$ELS2e{7G^v%U@a^|~+5MwRYw
zu33K&z6z2<W!aD2F+#HGZQ?(kTo3DitAA78i02*E^_GdZ7zBXj8`4&IqChj<>`Le2
zUDact17a)ya(6++7`9&qRlE1)CnvevnP#Q5pSeT(ognfssk~*28rSFj<ui`ljh3o1
z4)V7q!cdHLl6HI0h!&8Sp0~-F1aOTykVa7NJW1Hot|0s#M|sIk=W%~fZFlE)l_s;3
z^z$s`v9nR>${YDrL4>Diur2&h7lwNG@M<YBkZKd3vu1p2K>23@Qx8_?O%va6EJ66~
z-(#EaztI0aZM=W&Vf`%%gMA{keU*Iv%;mtk1>tIzrI=zJ{lG>(uDg)Jd7Uq)sk}=w
zz3kNxXP>G+EH}R{F`qLW#H6oLp}n5F<tBw8ZT0@WOPAM2dCXe*j_ad*aC&e^*S(n9
zGT;N5bvXHl>c<wDlL5KGeggpAj;s4!u2<a0OHoP;?YoFf1w6E`Y^ZMcIk{R<>hOwF
zaBXItQdIE&|Lb|#$6PO*e1rogmM1AnCVsD>=+3kvx$W(p+4Ym&@tLZC9%#H;4Bize
z^O!p>c2I{?LH*!N`I7H8Bo688o2QJD3{IC%a@qGfTaoQKW2ej0zlh%B&9W-H-g6nh
zz5FSn#7N8)GXOF1eH2iTHio@(=D;as7G4m>nsIlQGWpn89D@77Jy?K$zF~Hm0Xw)x
z)qN4*0+<%clGBglGbs|~*#3P0-!;@PQJ23tHDm5)%xj}M`3^pCk0#eKA;>B!2aT#B
z<*DAHZ=xg<%EE$2qyE92;B%`s7yOLh)AcQVp-I8)AmQQU0^Qf~2X+`)Sr-Iiwq$p6
z_wTQvQ}4;$U0%O<A>UJ82KpNuo~AQLZ)sw(ZnR%z7}N*9&8~i@{K-w<y9fOZm?IUa
z?W2vXZ}NDPrz^h12+1O<_{?X`v{5L#TbZuM;M7gS#)(K)4k%fi-;?>*X!17lFpuzU
z9IR4{j|JICWSHpZg^Rg3J`ovi7fEgCAj>bkK78%e-20<7bm`<$xLZ#qFDTYsv#%Ry
zO=)9-00^38k|Ip=3OTVd%MTmr<5AzyoAjX#pM?P+6qWpl1L2lO*tYW6B^p3eZbuJb
zta(^<5#I3o7EdR=$hOfOSrtFc9>VCn-yr%rT4g1lJQfw5u=;ivkMimk?3rqkp}J@V
z4528R0$7kF3sQ9zuMEfUyl(m4n;=O~-$5MwjN}aOn86ta5IZysneGeZ_}{*IThGGn
z^6gocdV@VfLx3eP*NbkC<Ohb!_4uLZqbjD&>}IVS{O%W97q1~FpWklFSma?EE&wG>
zE#YgGzFhf@_T-HvwM2Q@(FsPU_Oc+~@jT#E#e%<7Wa{NIJfx-;rNy}d#D~_jp_atY
za<=oU-nqBz0{M*+E*bx6#CuuDS3^&Ip=5%YtKZqPnXLwI{h3XCdXM891Wvcd%9ZP{
zWH~n4w)gSzc~meJz34|cBu8b~4jMX^$4j&v*L$MWPwTw<M9Rwj&Zj7%vlK0$*Is1b
zIk1hfWk0pVf;Z6e*K8!Pv-GNzkmCudtj)*?pv{wAkybL#x*%EM!-D3G!2hoM>u9N#
z{l0fn2R<x0J}y6o0i@kIglx-DXJ$HQfDF6t1Ca33lY35Az}v3}ms%UBCu@O)F;A-Y
zvPh<-iu|@(c4i>5x}L`<@5HxKo5cO&re9CMM7Z*p*f4@67GZ3m2hc1PxDk{@ddAjk
z<Bb=&)Y@*rwe*Hl*I@2tw9=5;xC1d}vllxnU#_l*%PTt~c{@>=#gK=VB)D7n!D<gz
zfA)36_6GPlX=5E~{hSb`UC$<C7i_lkajbwkZG2XN0>@GD*Hb58zsSz5oza`i+q-iS
z1bUcdQg$2Xf#4B94;quOPBS+uW)7#<yzEiE;N64wJ&Ay2`}5;FG}jI44GfQ46DH^Q
zv(E69v%72IL4k01Y9<vwuWR3;gkB_r$2uf@OIUX)v7WHqr{urE9_G+O=YQVkv#)*Z
z#&?zbflrlrAIz&VtS|JSp%nBFeg1e&)m;9T`~oD%uLIgw97J=~e%gF6PJglggHO`o
zGocECUaiX5bn-VdOEmIN+=$EJvOPj!dZC?OfyDm01|PS%Aws6A^6hC)pEaMU4fu>{
zf7}Dgr+<>xeo|fz{_Vxf#SeOn=B0Pu?0!MR-v$#wJ0+?Nq(@KIr=RL8v#F_P`mLZK
z@#`+Tv%-?SN=uRCbznhRD15JMsdNrFiDEf^-`<x4Hg*b^L$BL+c$2k)y8`uZpgN29
z(}RzG_qn_b6m@R;T*k1<?4+$k;p7Shh4&OM>$kaNdjE(#E}o3E4U(6pF<d63qB!X9
z5kS6gVIP^hOuvNt;dfz3bjI`M8l+3ak&XJK>n_D$^L4K@Mud4OpF_vhZl-D(q}i1x
zc44qm?9{gBX}AEG`uGxe?#|X_aPNP057K7OEJ|l$b3)ykz7daA1`zT-BR8jE95@#U
z9PWe{!pI-x6=1Hp9ZeGdv1oiQIpVTOak}IF|IdxqVYjKBN_ZE$P2zud5fCpI)Y{<r
zd%XKvlWd&^C)i3%PZn8fpM&Gu*+fun%}e+h&F*Mb6W~3?O&A`++qqx+y-1-xueuDI
z4`X?Y*Cb9rIBxB_q}m1*gj3-xPU@HX2o1v(3E}-AVW*|P+(eg|!ym{Goy{Bpyy%b<
zBJB~+R_oC67OS1eD=pBc=eIQ(Lq>h@W5k?{LJ>2yMJuH3fs5OmjD{HwxaSJAm&<q$
z)KLmmd8`y`9HSER{<$>)k&CaX`Fv|HOoM#zpQB{ECV^b-lU!z&s{JN8J)IcqaXO?Z
zw<=y13i|DIzQ^L}`ZN#I5m&p<({tA5=-P+Epkt@I6~F6QW;w6K47dp%cKDL?(BMe#
zEM8JL3OR(f6<8q;LU%#%^tBv4L_n3Xq09&x(t2dm;k>f=SXXM09mwcrZ60-uqDaz4
zPeHp96dVKx`>@T50T*NbZ1^$t;Wb{`rGRgOz;%L#)ko#sN$%|F@zV}2k}S9hX$L>%
z_rMs39?1OH<{*v9IHtxi8%k05a6S9Xn?Mhkfou0t;=O~B`hD<jF0S$11Hc&Mu@Tbc
z=c!fpqP=S4VgHS&if@Zg=;9r+B?}+OcH>0yF*0e?c>b8VRQa(U!k!a9mk0EdLJ0RB
zfQpGGDZBNvLaZt_U5D%I){tPVa46LF?Qz;J8D1!U5YG}WTB~GQ%c^AM;bbmv@ll&`
zT9s)W;nT@#&-TTqgXvHo8wX!hna@wOxQ|CmI6irwt;M~ir&yhF=E?B(&#*j1b$5$u
z5(X<=(qQyD^h4vu>-`>~oP>RVBo^)EA{r=#1Ap;ImD3_xTw#^7k4Fs)^*Ge3p0&TU
z`bj)os)CgP4ZrUsa(l)f#V$_u@rbOQq)yTCph_8z)Y)!Muisavhqd#I`mtC6G~e)6
zBi_ACTtE2LA7k=<cyLyFNUFX+hgDbFXSI?>Mcpfz>*C&VxRsbdAM*JHcf7>PB!u!~
zwGeQ+Mv_cY$6NpV7&*zBpU8OE*H7!Y@B7BjLHHe1`qpg8<6<W}Psy$<SW*putSm@b
zY<X^{BF8F4g@*Wfhe^#=@lt!IqGD@7L#zBwcVg~EUpUXxxvyM5ok9EJfTSSE@?F<T
z-NK3oIF9eYeY}ho>?ud@^;;=C4K*hyHE{RLX~ioPfsfs;!E^9IjA>gw%m&r5J^4Jc
zxAgO}l{}j4xzxO+WLIYuqibmivWgk&Ek+`6OYSO5Bs_Utp0XQA_uR^ll|5$#XX|*^
z>YqMPKB07FT1=jhAc{}}a?iXu7~Wugc7>@Pqqh7;X-*xJm7m|Lb+kf;;r5#x37|gT
zj|i^b#Vyt5TwL>Nc@o32-w7#){LO9feies=V;{Q8mQKl6)(1Oj5t}?RM=yT=0i<sP
z&E4GR32?)}yQsyEho~<L?V&B|1BD?i^u$f7;QJ$Pl=J&8kY^gkl7~Xrk7IQozl-Fg
z&Bf8qVXYCDw-l!~e>ShLHQasrxGUG`VC|aX3VWqO8u<MJ4ZisAla=^OUv2~2;^-{y
z)@#P#)C{TMP2Ee#fkfCcD^~1W-}n9{^W;vmd*y}$?B}dAyUIi~n=RKv_fmy^($s#l
z3(U)lk+NMX>hJAB?@r~8auuis1lzFS+Nz1?2f)lbsqS&6+Y%C2(8QFQ%PBb`<SQQ@
z02elUT1rv~HipT01vW{ey7XWU?-y<j54;FbPrcqB=SawgB~<t4!L(0@Kk++=zCl{&
zcmH6M_U9BVhTr(s)uu6HDCRE<2<t@Tgq{8{N)K2l+v<Wt6Ib|pHi@J9^CrnZBLp4A
z-8E&vy@{%*bL$M;h3aDZ!Folbbvs9+_HLlRUSe^pl}mS+vs<U!RK3b25Z{oM2X4&$
z^pacurntBF2R<gPf!n+=uFM-foY5)u0Bdx9-TKin-7y^2l@|B{Soo}iRqDR(srn#H
zRq201(5DfeZEjJIpj*WRA_86NJ_h4HT(V(+0S$k{;r#oMk29v*Q(EMfO(|;j;jkS&
zA}rJ$e}I6$J@i?+Fn=n~8YRjq_C&DaP%k$t7K?kV??su2@`oVKop=Khcalq6pNxwr
zr|s#N`NiSd`HpBGtL@avH<5_AP!(g15cak7lK>~lZ;$4Kmw>^{6Dhnt?I0i1y$@$3
z#JPd4n@~v)3t{$mi4Lxn!R{*h7VBigaJ$f5XqxiC#=A?vNp_WeKFiPVFWF7gW}J`_
z_OvL4T72ASIKhshitw*E%Nml<U7lb3UHkp8p9p|97E0UQf#6-`3Oumo&nCa8FNoab
z;mVlD8nfo$o>iN@f+{4bK!ly`LUkJ(5#2()h7~<9s#K|2y$ts(U-I)*T#ujcqtw6L
zCwI<Gh$_BwEXt;S;6=CuIc*{w=o&}Ygh0a-adOhiy+j1O>P5;fv9b@tXwVl5H=(au
zaVtqJhTF0z**)LgZiw+ZA@eE>yoqv3-6u6t82pkxWQDwr7ge-&JD{0vA?&*d&)DP!
ztE}Lk?fzyg$c{N!T5-uS_>O55?VlG9x7FaY#{!beCSP*Q^9IoeLRCXJRv#lQ`A^Z9
z2VC^|Itp46pqw#58el&e9Vqs@oc@p)_3=tbB~vea9$w*pq43@B_v70#Odz(@`&OiC
zV_o_<>v4W?$bG;g?TO_qme8Oc8*Dm#%Qcw1cIA_nU-;0W_7fty7uxutXvIvz&pMX|
zGyKqU_|AdM_Vh8v-q-%Y4TNG(_MnAATRWnB$_3KB2N=Y8>I5DS`Pv<{H!-W%wrclg
zVjKYVcq}vsp#;Oo(zHHe++i8<wU4L05osnP(Eeu?*n;O5IgR&pI=rXb)x#5vt0x=j
zN`1#%fD8NGVotzkudU@^pAvdR5zCGU<b8@qTXG3^f0+EEH2L>Lfc$n!ts8j^z(jhp
zkm_7_Zt(&yaD`mtviDD95B!GuEDshCJukPtYy4ZjP~ZJ@ceGbd^mynXm6n~#<u{Gx
zKGj~p%$|h((kAU`Ly8CLWL$hunEuW@5MK2h@9l|xKplQT^p%jKZ$x)H3Uh%2Qu7re
zJvo=9Kk9rc%+DY*Kwx-2_8er+Au;QSS1a8M_{XQ`CNv*Wy%L9+Q?v8p-NpKCrT0?g
zS0nxQ!S}rL119Z-cN+LNYzOQwdvLRi|GpDCnJGChM^{aQA<_Axxlf3;%%nR>h@KGt
zCRj1Cxml%`J(a<5;8{<s7Odn*W7qQM%i!*yw}lT^ZAPrttF~?NcKRASnt5D{J%@rU
zO*9K32#@=0x1M@NpL$>(y>yP*d+luY!woR?-*^a8JMVN)aEdyCd7C>-1f^>g0$8Ql
z$n=svS5CZ-z_QiRZ-f*hkl^^&)6<BOBg%oO7;ZBmRWUKx|GcI_Fn3GZ?gaAbmzL2n
z{>@x|rr9Lm6oc#^Y&(H6?Yd?3{kvnIj=UbTSLHj4w<06{#d49n(|8FGoRm17z>2kh
z$ChK~7xA#e!y>k!`K%C6x!wy7n=>nWH>!Q_S#B5HL7}eqE`a(&eN>s-CG<<1dDZ!)
zf%o((WxK0n_%+VN&c_v;%kK>{72o;4CqH~^4!mFW+;Hv)Q4~4EMs~eVV$$Tw^>s>=
z`B@>2T72Mf`Kewk8Am0rOfqi2idTsm=(~WPOrdpmZSfpZgs2KnM)R-0rhdMPRsrtR
zUy#Ni7~PgH76qCZSKfG%|5$=>x!iBaEWh`ZjA|#*7u^&)6d58-GD1MB2e1X7$+qk~
zeLcSO*HuJkeHjY!#PRnr-E<zh-dBshPH=iB!X-*5jv@f$B;3tgA3uQ)AubYaaGO-E
zwg6?R=;?iJN%rs{H6*jn=x1x!Ln4>Ji956DgPGM-*fZ-mC^^SZvUPjv`8(SVt=0Xz
zqUOQ?xPBW`SaP6!)a*K;P>VS}-mOmvT#;@Y2HQu|anW4(jQvQ)oOL<+U{9)CYMiK6
zU%Zw93@{S!?84t|@OV$iS5!0Pd9H>6(s9~@6NrXIbb17&sMO=0meXrA5EdKm8JcE)
zKB&?J{tw*I^VD{=IkXcGU#1-VI0xLCn`8yu(FY226nZ%<7|cbKgJ1MWAv#jlL$c2v
z6K!Es6k_uMd63Yg*&&whs)t%Vw~4`Xf~PpsyB#NPxF_F)b3Lcd%&TQPe~-=iZL|g<
zZSPIbu+8OuQj_Aql@hNPeZu|!U#B}FIf*uwO?r}tE<s2JI?Z$NxC)s177;G6hpO-q
z$0PKO48|Pf4pgXemgGl1Q{42%q6_&WqYpo4U31^Yez}<<du+to%lrHD*GK6ZlAoQA
zA&Ettjm=Y?DTGt$Ry@pNhYz4dBc^|eiJRDf=1c2<-viJ{HP1)iSN-}ejQ0S<NV9Jl
zCsp3Vg(Ie=S`ud_Dd8O&VleKDJefeVb}IlC&wa)pq$p{!*V+~zJ$%Ny_vJ<Id%zza
z(qQ6^Z;JlWStO`U>GCe{pPb#Fu^#ZgH_gr;?15ORRIL`By<)a{9mZc(b;ggwNKo7(
zeWD;F2bHk|MWfvrBYuJdqy0Te^{1%L4PD?<ADoKtO0GD()9mAwovs)4^f81dBp}tQ
zUDO2r>aW!8QKi6gyqfLpwh0%UwaNYFbo0Xw7O<HqSsJNZTq1W4JGSFAI7S)hJclm1
za;jW^$^-bwQ$5C$aDozG>qf1po`TB6V+W|*p_C+6^2aY>;%Dh={O&vz9^%sMjLl}y
zWKzcQXXPB#KN||RrANYsEt0^~kF&^86U3b@ps5@X!FH67wj=d=MK7-{rPtT{tYi3g
z96fGkvS)VAkJjy&R>U!IL7;s|Kybszb>DdcgC{M>scw_v5H;--D$>7jP1n^sv`CEW
zTv?{7y#D0|HOrZ0^U39}N48`)I=Nwl;QRYX^;6MGczXj@j2;q&TOv?XA&pn`1FGYu
zg6^WE#ZbB7*ZvYy>hzGG2o0;$@WoB!^?8lcL8!8O7R&_U((V@RG;#wx(2BPDSV$SA
z-R^aYK!#Y{JNGG!xA#x2F&8OTIXZtI)dv5|7c(AW$1Ls`!bJ47nrEvMODfj4jxrlJ
z_&l$ImS?)%G=}=}s4)VTVq1SHqmJ?^Vz@)e)5qLsqqEW5tg_k{ij2({2lc^|z_iq0
zmmka1)qaP1hhQMk-E=SG8y!r|qQenKJyU7Vgy_eSBHXlSr72-^S(|N7tB_rAkc_Nd
zI-!bF#D0p#=b1S`9p(!9h;?$fvDURnz^)A?`bDeY?AbdvPJy;=TQ-ocvGH;QIklBT
zo<gjAav)#1Utb?`XS4H;@SVc<OB`1odv@P;;SwQydD<K5ME!Ujk#AUwHr}gF@j7L;
z15Ez%14I)P(*}9J;`3`2>sOVVcDY*H#on{=1yDQ5zwZ++1U9(6QRFAOthI%UQ?V@>
zt5^(NcIf?m&GW6IUgi-y{fK$3vPgRizMcO3JMUH}(}Yt@kJr8*>^AZIqJ45Ft<~>w
zFSXNQqWxbHVGf$B?j3ZdGHQ4^4Wu=2O|tq?*jvZJGg33Sv^opfkb{_UZXMAgqmAR?
z+wObCt)UJdxKm%)!^Vo5&S1T^I6z(RLd+!X`Ssq>+&A||B^Ha5k0U-70mZAJ$#SSY
zXSZG+>uK&aRayF7PGW)3IGXHnT2nXqp%jkT3$)TQ&MR7VjlC~!Jj`s)XE_7S^gXBA
zO(Koyr;y|8H|Gn?Qpl@$$uBv}>qY-aaX50m@$mQQ@z8~8(zsN=`|%zpzYb7gNfiZu
zEp5MC3^N}$=(#xQM*e`+bT=f`8=c0IR(ca3zn3OAS?VZXxf4mn6hv?%F@7DD@6#W5
zhk3-6GAXU>&4}&cLz)L9hJUktozKF>8D!NJmo2%xjdg)nv|n02yOIa&Z)U#x2)m6Q
zz59vqM-F5WM!ndwg)V4@%2np<A&=*4D`G3&I~B6@N(gti+WZZ%)Itlt*K}t*F*dG{
zeBPh<OF5`*^V>T$GKp~etY1fJHE6>h36@;Psq)iKCe}i~k4b=RDts|Z9AWqNhpxZ^
zDSka-Py0C$9g8A6i*u`1X1vt^Lcc&1JnWX`lMl~BCpiEp&7LIBUSZYaHRl`^YZxH7
zcrCkQME(TDx4o0p>E}>qcf~vRM>)s)b|@0x+n#9|1TEy{+Q>b>rcxn$0CuE|R`qON
zWAv+TIetpHC-f(~xzT8sEeB;!z5D5s2-x@bpcS~bb3&PRAAfnmVVlo7Q0flr4}Ai(
zWS?At<^g0ZHNeujt2ajGb<=Kl_BjO)F5-tHuFv0qqE4r|89($JfU<`Zrg)Dg`x$F{
zko4on@4<8OJazYsIZKXm>B-+qwy2YdH-1CM_O5Y03E`R8UaID3Ps2hb8&H<x6{~F(
z#rUTbIdTWy5bK3k^W%<yxz3e(GC&xSm!DSPp`jbVsK)v0FE^<>chB3Kw<S&;W@M72
zt+cR?bl5`ZWbd;5j%q5|2rQQ4`g1!k%lAo9%X$Mbxu<YgW70NrzmyXT^-jR0<#u^{
z&8crr;7HqJs|7a#LY{LWvOaMBuEt23(yTi|jaC+(Kl>D&LD|^>eC%QV12^9a^!WZZ
zJ_$6_r!Ak3@a=VBMh|9w#yP!d*hOx|<CT+aI-%6x{>&A7Lfwq^yBqCWXL>>T8pP>t
zU8V<X6c_-{PXXJ2tF8|AY@_O&vBc%DrXI2QzE)yg3%3p7Cl_z2lmG=V?u%Y^SDK5k
z&&7tLPkY}-nYXDul~x@^0aGCWxqF&-g>n3r;{{dlYidW~L|@!|g)`8(338B1om84H
z;6&=ITA0Fq<4)s+?Ov%^HsQv@{r4b|<hnfi)VfbT9qOW?7}7&DNqNl-QN?H_KdLZR
z+><H}U)GJQ-bA<g)AJnw|6Z+oy}z0-|LS@yFOe~OkzrN2o@w;`;IarQFbe(j42G?^
z>i3QmP@7Vh7v{|YqcCq7Z&W@u@SZ_+;$=}H*j#aNkc5TT^eeX#w`LS@^3(^^9G&Tu
zvS_WbeSLo!1%bFBbw3O^-@Ya==Wqr0#ZaR$ST=3(wr*TQb}o+#C*hu*6LV{fsUOw)
zx_At4CHZBeH2muv(?lK_T4x0N0iVXq=FJo=<V52@*P&i{R#Q{8ubZ9QsUWu9qyq$!
z_1D<8;BiY&sY+}a2X7sz!J$$J51kmSY+^}iow}i2-gZB0;cjhrZ7dZ-c>_ATVg_h+
zI#P1-MLF$ny}If0y=r#-gUh?6{G})z!C*Viu6JP^XW-ZPGA9|Mx<d4m`|qK;4wXIH
z>p_1wJGJq5Lh^q45cCQb?4~O{966cnx#fzmc7u@8yS#%6+n#uI$=3_)x=qNikItjI
zw}ZVc;+H4-xPr%E+^Nq4g5znp&b*_B);3<QpYmEvXmoAf%kYHV!;x0NA&qZ~E;$%g
z**W_hkZ@~rZgf7meHbl~c;J+vDQA7x%Gcq=a|ely)%l#Fq1ma@>GXSy4`z2_;5WX1
zYvx3M<AW<YT1&9+C--8OXZBV0xG#V)`f1@I;g^q7A4yy``+I0$kf@)!Cmn)Vm~;gE
zsebyir)D_Q@_9B<6@>&)=^wAkQTw^L+KzzPvSs!OoEeJK%%CGUuh8TxbOjE~u_sg2
z7Xvbo^F4cE*Ijore<u}h2>H!3y_p_XKxi>Zi*!)yP6?=1?chvv^id{30Y$i%W3{2J
zp|}4`yc3<RE9HWLrs|+%BDx(vg`3jixN4<Jsoll`pX*9SRW8TT28q=~C~pTaTc&e!
z=eK}$t#p#V3Ej*L|80N6VbxJ-Et2~h<Wkd0$aEu+q<35QgO2xeoouc>0K<r#(rgT;
zd<5W;hTXU9wO8<Ns2ajmd$DFm;xe_2`UUq#Om04^VcxqVo<qNH*z@T-lrq2Vu##!t
z4io2Hc*0RWOaj_R8CXB}B94IJ$)+!x)CwQ0%6xK0Xob1FS?{(}M)Uf3i#fIxS_Iwp
z-g?-*x6ed7`=0Amzmw?+XA5T4tf{m6_xvM!aMS#gUavmXy}Kw-Y0|@HWu#)Cdr;30
zlONOC_xeEMfP!tWWB2rhHzr~i4!vlLYZ%G9(=0|$=8W+1@tL(|rnZ!KKta|%{w<MD
zYqx|>|Bj9c9--CH{~l2t!;4tb8OSO9^nL0uDf{KFtM(7fNyBNTX($w5jH?CeNKs&P
z3w`r&u2;lG)Zx%Mg?a9%WZ2Ev1<`+Mm8~OB7lDYhpFi*^k0J|iQYjGq;r&U--#c*k
zJ;&a!zjL5c+1L4|19W=N9qUqITnxW6v;=2(P;n*_ZL1c=>V20KxjKnFN9O?6wdbv1
z#r&-J`_Q_65L9@~_vgG1<YVPhMBLexbM8aLYe77ty1QCZxBC)V-R)e!86J==&&XW>
zPQ{-P5%>RpFYNeTx5Gk;4SkOuFa2FGU$9do@0~8l+rV@Tvp9egXb;P^Z$3Xi1y|4u
z{XFCpq6{zd9?evE>YAc}XV!J6MRWEtD(~<*S2J+pH2Tr=So|fNrF-z}j5S_IeDq#L
zbixY)KArAeDN!Yi$1_&JzfQ-=G-|=tm1S?M(ECCx)`j<Hg@tvtp4c6@rHEGjP5nGb
zX5|Ky^I)TwA7At7y!+^hSnd%S@;x_eo}dOtx9R2I)mjuf@qQyeZu$}PC+;is9B6=Z
zv)b3iB<cQEogUa;a`0__!)rOO8Fiz<h7@B3IhVn&e5>0D$0H$XD&Cz&Ta6iB9-YDA
z`cWyW9Shg@ati>bzfH=8rzpz__~NX-PNiG{i8((U;EC}<H_!X0o#*8YIg4(`!3=3q
z(4$;dWH~Dvg8Y48Zxm&Hklo7YWvTM_h<cKKxeECQb%&9`&}w&b{Rip8u>FGfN%+*h
ze6}W+_jt|v#&xCkqjzngo49gc5nEBGeL!p-(A-v7QgbJVwX|F%{kU#<dz#GOh+cUY
z+0gdtLBCSJ@kSC$t0u5oX4r}AlF1qeN4D)(tk}cR@t}7Zzgcz5zF56Ry2*Aw+XU50
z>WZ%hF6|YH8(kkhU%=ih1*VTmZ#%Mpm*Vmo+w*txZXKF($f#&`BUxWbspQmY6vtuc
z51?`WX#>WCz>rSBfS8L|eW=ngxO@ZRQsl(|9GF|>Z^R~zY)MkpgxTUq2YAJqk4)pK
zc6;%T&IH8s^cXg|dp1E;U@;up@9^GE<j=s_oM7(j4kcEU`gMtFboNmy#*92>a#r(t
z7W-(U4MdY?=!<>i_*6(#e9j*M+J42c&P#_IP7BA`;U3=xn|_uWlG9!yN0$0%z0-u3
z<oQ<wN`%j$V1Ga+I#2n4bRh%)&nL8ob-W#vIdBm;+HPU&I;Hnzmm1wVm+Tj(2y}>F
ztkY(bx2cxati8P)Kp3fJSN)0{hK?wNC2IG>v*9f`C|ElP)D70mb12DtS5ok#mwG$k
zjYI5U7pkUQN6Wxan1FnbVI&|~ARZz@OOE@GA73M23$5p&V&+jPS1e`;H9O3yC0VCk
zSpepHx@4Y^7{N3+8^>B$@~=3|e8In;CJBWV{K@wHE+INNlmQxgnf)_yKSUn_q=vR)
z+vTB~Acx-TLeUYz{REt<a9O4Z1naBxdnBJR`K7an%DflQCyz*4;hHk>+OZUGSG9>k
zk)fXNmoxt=WMY05PK)uG{<UD?2BuyMPYcHA@7eXslsu0rA=qvI!Cv=yo;y4kzM(cv
zRPO8E7muX(3A>xEsdmSNlifdcB|VJvxf_c*?KDbu6au&u|Et`)i8LdAc`zgU<>ll`
zT=SFA1ea=hI=LTh5wh%hzY}mb>!oVM<lkeX3&h&u?!E7dnV6UeRJtA?MdjDo)}7UQ
zCXV6Yx?Cs~sQ<<wnRMT#-p?1Ph{!~FLwTimPSo@8nfUJQ2au0-yOw(@-%z>u{qv0|
zH(x95N*-+rvIA_k5;&@n&J_qkN`fEX5XS;LaN+X>tVZx67HZb|z*4w@JMBbh9M2LG
zMZl7d_;lqnKLl;3jSc-8=TZXLvnUj1tG*H74m?c+XdPiTP%zv*LKzq|Bi+3#-7UW&
z`Bj%0_C)>k0;!bQQf68h26A^Lo<Qugkb64N#TSSJ?tEYhO-o2l#@a^+dC*5y1XMfy
z))MpQPEBLz?Wr^PkLmg6@Udw4r*zuJgMJ!3uf4pv58h7b)54|1!%_?B_=3ow0G0*{
zGrMkj#YUxMJd425-;z)d?>mF!WqV1RuRSED_5wl6Om?6v7s2Zdi|;%nci%i!4SnMF
zy&*4v1)W(j$#U4m!zpF7NI=n$+vkRFV#f6eef~auxa+(@>$z{{lr!LqX5xJXc3P^X
zeC*UdXWUrIhlB<baepNtAMCVC$KdFUS3D)&tpy@%rU>sPOUv7}dk`|?DCkZE8rD_k
z{hSii`Tb4s1-+Wxeh*!M{6f-Dc}_PBq<q5YcM{9cBs#DU@qD;|t~u+(?0>e0@Ohbj
zhCZjJQ84$0OJX-{hZ_w<S}p7!eQ-p)2VH1_1{C^pMd(TuxmVQ7OS*54C6kWX?K2bR
z9qX}zg1+;MfudqMwOlPX3$BQhM+VCq5qA5FN@*2Y8^yHKXHo6<?fDgmH?;`c*}Qnc
zgD_P}e|}?gyo=1~VeFn)g?daB;pSt*7t5K(Tf1&=+>AS{$gsWnItVuj<EX`&5Csw+
zKC_zZF<`11-w^85Y9Fjh88cx=l8>LRns}`BfFb@}o6oWsR_}IE>c>XQF~%8xJ0JEH
z{K+-1U*AD-0%R;=>z-NGPSc%_!n!=w#>jLExBDqGtTgBG<le;r7BNKjM)ulMOT5ON
zWJEmr8WOP+uY`V2ae1og5#Wod^Mb?^0!SK70;7_*zs&D-4Om}`I{ZM7(izvKJ=7C;
zUcI=M25}%qTr=Lku4*J*96d;1uV?<bckKq`adAJUB_4c5y<xFxwgpksSgu+mPyqS&
z{6--I8_4FSUpxlc*!b0i3r>X!nnHLqXX6u|-uZEil|2Ro!7Ov@C8Ac1yv;5bz7p#Q
z9?K3u&bdV0heyM$52%~ZUy0G)J|Dh`_1kK=Gt>8z%|8RDL}28y&X1{h9!Kf1eNVO$
z(IJ|bU^>Wz{(VFI@;R6kdfkH1e%7kve~$oj>V0t#WeJ;;`xr#G*?(f_c>l-&i6jF)
zicJ3F@yXbu3hTFQe3qw5IV;1smmsGF8zwNNzNk^})NS`&0#LMn0S-25vh}+><g-p~
z<<7p-N4|Vo%`_?tR&8&*VDUBj6Y_%5qEy(pl*zWQK-GS=^R?XDZ`n#9OB>~fyY7)z
z>?*v^xpVSl`R;g;JVNmrUBKwyCVOmIEQzt~SM`Fm?s6UVg#nHef6%~J+QJ<RlYJIR
zqlDWvxPXpBSgO}d`}3&_?w7k>5P5Qcv0tNW#^eB=es7Myc5*O<jwxrLAt&-j#+tT+
z*^4E>0U{^C9>2yPDH%Y|=1bNUkJ}!j4R`{714|Z&G8g{A-w~(#^8tOl*l1V+*(P%~
z*<{3@!0><-9QLR9V1XR0?c(H20F2VA?Wu7jL1M-C<5UA^X*Qa^bKkDpHFej&J2&VN
zj;JTDI-w#J1?N;moF?C2B+0XKQr<l~x8f05QCdkCCSZ6IU35NK6Zk{(j$QK_93@#X
zV+@+$dO)pxX~lcf&Onbb=tY?zRwt{*C(Om@oI2VF>z2K6s@D(Tl|5#AmRC1Fc(4)}
zO#hlB9A>o#eiRGOtRC>ye()Cpd9Y{K&+%*mhko=EdxfH;3x59YGGQ})=)h-7k?c7A
zP;Wl5Nptbzn}#2q^j3c>H;>HSAL`*pJ70=#3E3PXguh|RrP=)jyEnc`JcGoGnPjJ}
zV#m`!%r_<7$~|FTD*QK)Nb#1t^SY^ht1&WxX{P+f>v~4^&AcWoSk*_JJlV12?j_if
zvmz+m5X_Ag@b7oAw7a)OeBDrw$ANk0SlN+q#Ff9Z>B9aS$sUC3id!OSc~7r$+ZGyF
z<Ucl%=T6JI3N2&}YiO@;H6eTY=oG76YCkak!vy6<o)5#=*2Er|j1GTTM9&ybA|SJ~
z^Y<eV6ZiOI&ZV<xT*tL(zRQ@{9S!fMwfhXM+yPW@OBBt>-|C+23(2j9_I@$yP#my`
z`fhsj-32wd;*&)1Cm)sIh!NV{<lDD=cv%366g>Ca`Ecg((uJKLl&>Cz%20dh*FL-K
z7JG9j!BKkVmzLY|1LCilfmW4IlbG_;UjNul4ehRK{k>kZ$Hr_g+{Atv8~AtAg{Swk
zbl)H@D-Yjv>l!x9ok?VV)aOUu-4V&KckG(^x{TyUdLeKGI5kJGHP4GG=EVLW1j=|n
z1AFqxe{a3=KQ8jUZ){_}Ut3m}aKf{l4+r*&X~2`-2Vb!}>}bHsYTn=pGHFeM{0QGh
zYWnv%qOaiQ7lG*N7$290wKp*;ZQs4^@S%ZTnUL=K;VE+E5;@qIid-ZOzaSDBM<9$6
zKVFOIcys<J5jO|3H&0U8Mdn6K%FL1I6u841aZB{oVw*1S9`)sykQR73Ve_;G=j(J%
zHcdaTXRDP({N?yWe8DJhP{3Pla<6d$OFA5Jc8BROTlb*V!^g2la|rkU|G)yqGCThW
zRN}{Go)$+SLoG5`E)-2crgmaXcJxddmOII1D@GOwtRn4(hJro&>fgVy7-4HX@dji|
z#>v4Uz7{LNW}1G_7-x;{q6s6Z*-p-1T9|P8VN`Sp{{E(iEAal~VYxHRTR0#Q>|)Xj
zt<3pAmK3by(#^dMv15PTbJt>}_Eq{d=Af}m6l%m9X<?i<6Z(tG;OC2$j{~uDhiOo8
ztZ`uVWd#=SiHTq#u|LWF&Y@@}ElxLsy^w4ASekDwuR-P5UFR{;5<bb295SV6FcDg-
z3r8pC^fP{$*uG7DC*2%EC!h7;U4!sZ`c$$?URtg!e4v&v8CW9aws6gLjxL5I1x_P#
zTEEf1E-4hE8NQZB2nZsG{m@*$Ipl+-s47pM`g+&VXCmwyJhBpy%Fm5BRwH-jgDWde
zW%_(oNGA%;DKs(70i5iZLqb+(IRghuXj+mB3CiPGmX3kLe5`bz7mdB9K>GW}Vh~rl
zX)~jmG|`g77xD4e_eR1t!@$M4Fh`_n4qqY@YKd^+ZlKav`q*AySjE?^FBsMY-wf%T
zXWXS7?hUdF{P^RI-(y<|`ME^=4rryzYklf@Df~7g%T#*a%Jg{MZw(@{{wt}e?9EA|
zpUa9E`mV#kAN^<5)=;o|m@`JQfLd<=&4byeJjxA{iRe2Qw{`cFDpF=R#`?3$?RNER
z`V8Q$CgkaHDc~CVdxrQ!i&Jv}zwl-1$PCRDl4KFk>zMoPzTf5Ep}a->10^@^Q)852
z((d6bZt9Pp#Wf(Cie<>T@*k0w{@|fYmj_aFv*8zrL}!6=jy~f~QT-&l8Q+ybHhwW`
z@VJVyw|3EwNvc=9LN68l8BcIKKha*hKbOay4-nkjx1#l0*Q9<mvZH%A{tTBc+T!}T
zJk@E_FQKexCzVk++}mU*<kWW5F5BzA+)M2j?;qsrb!*paC5E597}MnELqXJbJCXIJ
z!GVaV-nLqK{T}N)kanhcO@VCvg2dsrxR|v7p?fVVufI2a(=r|4(5}zFUsZE$_Pr&d
zS%7}D>D<S^{pvG!aFF}BJjy5kW$nH?$UK}=1qL0~$)SYX^T)2O$}LUz6;!=UEXT8Z
zXHD_|4>phS523<R%=Wy_=G$GJ-H)T(`V93g32fkm1{V?1%P?DI$mzl*aN%!icHBMx
zW}c(ouDru0nRupcw5EwCJ0c6n{T{|F_}Y`4ox}dlHdlQVX#hymhKN4<<X2tO+ju4^
zEGAbWm4^3r%LXVXUlPQj{I)sa{b**E$rI6XImyZ42$gDXvO{_><(tRog^I=%AEKlc
zjh(Oi2SMJSbOZC4{)k|NBB$zJa1YL2a0mgY7y!^s7RbKiTCb01k-EKv%q@G|UQWwF
zhw>$um<$!&Iql~RdJd8-w-)M+;4vRcT+3U;7M^b`!o+L7T=adb@9<4~t*=m8Z{(vL
zcYp(=-?MotO)^3)vM_u8L33~Qih{ZKqI=>RC`{jp8U7B?tF7bJ7%48pK1#aWtHsss
z@m(d>{L;Q@r+Qyvh~;!omWZ+FGB2(HEB&Z(H{7Ms`cP8?KOZN(SmhLYUj)P*HxaS=
zzQ<VKLS}hQ+ovc3_#_*=qvY`H3}~7|dZ5bY>F$%eIJ^RLZ%9Xz=?z6b_7VT2Y5@BR
zw4UUiq&@-Ya&bS>{PA^otVAjIkBK>7p9H?ViA`U#<Ysd;{p!kRxZgW5c^;CM$r>y(
zxUSgG^NaA}UCwggdMBsQ_?AKaiwsIQhR@CIe{-o8Fg8xX6K^nSf|C<XDT(p+e(myr
zLS4RPn%K}AY*cJ7moBG)K=Gf>*1l8I>^P$=7#N#GvJzIJ#seUytnK9He|;&l$u6=H
zjT9cAHh3=d5gj`Xya#l>tdE%MzYG74kL`b1I<s9>)ijDeN_E#HAktj|3W7)@pvVmY
zX_Q9k1)l!QmDI&fRdP<M_TEe3|G#g}F{VAc43lTWc6m8R7B#)E^REDoBr$`IX?pI}
z7?ic?5C+{1><`JzR-Nr^`$z<1n&1WIfzYs&%hYp|-dS#Jgw2oYc7_iH_Q;07)@mwM
zJKwQxLJBJaPI#xhPi5!t0(9j>3$d|Nye&#V%Dm3dthHj6hNTJd89O;VQr}(R1Uk?(
z>*_|&^H;%>JR7gziY^HEka7TQ3vmat9~mg4!i_vjc^U@0Fmu@g(TLqjtEyZ!#AA?8
zIml+e;`SwrKb;($llTBK-%|O@br2@qrLhCk=ypdO!SK4?#XCYmUh=&5ThgJ%+EG7!
z@1Xf_o?cIqoUxzn9>VcKzR^B;!Z>ETVf<WjTg5>Ombn&cPATXm$^(lBWF$0&4ym@3
zi{Bul_uUuqe!pppT0adCrNPBr(R|WW%YPXMfF!1oBQKKkyC1-Pjg1?ijq3^sy})j+
zoecp_O3gEGlEl7OnpdTt8=_d0<r)v>7UWqGyfH61WF1!3ItHdPI{+Mg))nJYI`{r!
z5-(1d5d>WZcPYHG5JXSsiR&xDh5VzXC;Xj#n_UAEYJIZC{k}XZVdjhH(DZrN+7R41
zRXP;0@nwU!lbd!pdUMT1u%eRy8nhaIf<$Pt=!ERV(mWntZUD6;r&2Vuqd&QW)*l$H
zIfmNqC&uw5D==9EnP?%XQr7+c2M=^`f4}+t>Mg|VXGlVzyBXWN>eyUStRX+2@NJc<
zzy&{L<BvIg%%ag-ux%cLC6^xeP24B9ZN|=hzvl8IhfqQLDJO-Q6J?!oo!ZC2Veg3P
z#nQImr>YmGbTWCLA<(A$Wtoh9C_~7dE6_r{z5Y1>3UOz)R#`<v=r6NAkauP>{WDHY
zU^I-yPId`e&R*bm5_cS1uuRc>;lLb^+H%!bz!Jh3aS9aU<GnXl?U`{ON8z!Ww0-p;
z;3*Gh$KN~rzIwh&I{0$wDNXSY8YS+(+?G4&1LeXtNX(xwQck9UM=>gRGJE$oDO>tT
zkzl{sdj<}ZIq*`-iqR!|T$~I^I*jT#Gd9$82i>fHX;$DSJ!EU%-gnIJS{g>fs|q*b
z8?-xOQgPRN7KAnH^gglUJXl`NnQw7xt#3?nS-5^c0k0vXEzj1f((G=aj^9v5-2qdm
z79uov61^VQ+ao4WTz`6$-v56&>D(QTpJKR%Ug{es(EG>;P=c?LJk;WsR=v%jd3!qT
z5UC4g%&|`%hPu}Wu_nfE4agyvwaI$Wy#x&RHB=s$h<(RIc0=Q>uX&kphpAHI6)-31
zuq*6Kx`Q{!>co($AI0waYP!_&j=z;lDhd2A?fJV|*rsIo&|$uMfIL2e(*p;f6j$S9
zwR%Adz^t6Zr_(<n9r#f~3tc2%6U6VOGfHn-WV^iUVty!}i*tXs+z!XG$6~&gu!Xz8
zR;YtwJwv8!%+kVdP~?!_{5*H2D#dBGijo<MM^7(BNQTkb6kCgrV8(sRfcO>i`(6Fy
zBcyPz+C9SsS)n)vvgb7f0&hfO4gY;X0!J=&?WlnQb`+XxCP@y1J=8%RU=F>=qlF=0
zl$$JaKCX2{4x?XS(;d*sKJDM19*>kEdvEvt2Qd@{hl|~U5+sDu&&<Ra^k>Rr9A@>C
z>Tz(LJ<i+VihjO!=ssLF5Ss%&@+IxAT_xA8QkgUsu5^Zc%XnKqpE)@+3bcijn}+g-
zF^Nu@PUB&uiPhJ#n<b4&R<Nmf+lIaNz*qmh>wn%YJzi~ly)xz9NAM+0qSqd6hDe?D
z`>VU<g3spL*Cni%g-RGd$ES(<Nz{RDU+%KD6jP<Q)I9RAKV8jZSKB6=IMzc4v*>1#
zle}Z^8!I#1?LJR+xg)DvoK24PxzxrO5Pnm&_w;r4)86{sP1r?|`2Pf?8BdPvBwxt0
zHo|&y^^PT(m(uvCE6HBm4csX?w+0w=;^%ei;El32LYb2GA%=Z)4~19=zOW*n$e~Jv
zJoev4`I1vyP%EY3F-3yFMn%IG%7M5@ZypsagWh?iw4+<b<8X<+kZk_ipXCW~Q$D~C
zQys_Z`#WP-fa_l0E?@FaU8&U>he0*|hNaV+h<1*!|AM$IO+y2-EWZ<jgY1)@FU;d>
zE6#xL5;yTTxzm1^tgQ6Qj$elbHmmhIL?io$*qUzpEC-xXKv0_uy{yHe-U0U;)tT`o
zDqVME3HieL3`eeeGQkE5frUBMuEXl1sR)Vw)xJiUo(H$`VFNxx39rZrn>n(XY(6S&
z34n$?pw?M$*OJknDE#$NrAmDPwCW$^eUJP9zluwUkoOJ8>c<?w`*gkXj^h3lJH;O}
ziK{=T`isf)WctuJ1e|gT@H#73uW8qI@};3k_tn2ZF$-V2<J90ihTD$q$p#M>tZ<&C
zx@q4E*FG<_w-II9t9}=`Ol=B310A3~l!dlkN7@HVm??KNV%xhXwcA<i)_0oUqj_=A
zoTvDRjw~tcs*7+>b(VKJ3(t}WU8{4d!k4piA_vXu%o<++JW1jFZo=`%Vh;4EHl0rA
z!az0AzH^pvMTG4M6C2D>I50Ctb!fi)M^wCz)^b9+dRNh=Ky~}1Y(r7^=bdVZlgBVU
zz1gX`XFCcA*C;M8I-9mFFVC!cN;WmjLu^>bH7~{{QuF$x?yQG1y_`$r>mTe$4Uq@s
z2G|-krvtxUv8#0v>Y2}nk&j;bF>VBcoqjgVIDYFgT9(X+ZH97FD&g;aJDw}^&r;oa
z68pT-hw2g)M>L9Ib;(>D#VF|j_$m=xVx9wlJ134bW$5CMg0$*}z($a_Uwqro5y8IE
z+_-|O|G+tB<A=lJNStCY*W`y<AC%>=m%cKHH-cQ~!KIYtpIFG3-}ZDS(36VfD-(Vk
z?YG|+8MmWKy#oV)odvlOFeb7d&f#UJWK&#c1OV|?J^}HaN4{KM8~SvKm{=Hp2lX@4
z)AY>vG`(#!b+`y30I`cVZ)=+ea#r(E(c`{d!(<`;iu4CE6Ddb@yyJ_jUe8%1j>b)E
zN8<e<l*2}u!f|81D|&^cH?4bTkD#&fI*MyWv{Cqi-a+!@17QqwMXv`2FGRgl=!0Py
za~*zg*Df-w(3bJ4T=bmF9;I>6mmxu*i<+ZvnF>Ud-k~Am`-`1t^WGwAc#JRS#-@LD
z^zPAX?u4r=xrG-JC%JZy0J3bR2pYJqp7EFH_w3~$C^PfkgVlfN1=Ld>ougNKdC63z
zd++Io0lWQ**So&dZ-t88muf1`=t`zG6kff@0P#LMPF__I9u9fx61^$hXZ(Ifv~$3(
zi&{V!N_t=8azG-Lo;?NX#XHjqAA`N-FMzx4IYj=qi<-Tfmk+p4C{bEzAa(6EjIsoN
z4*V%@l{`n&{6SkINA9=6CzebAkDIN?xxV%;{p_GiFUB@PVT`jmQ0M0B%uUgh{R)E?
z1XWCe<ZKc%_l~B7U|)L}+nnN3al;b+JXFE#2S|6tbN@iwg2C&2Z(P58iNDLQLA<n!
zG&}sXAVpXf^eHM1L&GlCO?bA|$MN>+aEK1K%it6&2)G>G9FK7asOHqllm3*FBZQN;
z;-U!B$=StnM)WuB7*AdM;ZRb@O6f~I%=v~kcfeSKXx0=6deD5uU^Wc<@RYZMGPm7c
z&Cb5DL!HP`dxJ|gDI}V%5TZiXgXD!U_vRHK6%!b{?lTUbsAIo!*wh;-hMZ9vD6}c;
z;Qk=yq>-6<ZnN3LnYG9bI27&RBTf&+<a->uBMaxJ4qB+%X*7q)vWN7s>p~!%u$_c=
zkbM98S65KUnn!69gjU^{=kwubfSVe_YqE`T!?YP<lD!2_xRveRU2zl2!w+sWO|xiL
z<Q5<j-YR!Fh7MFe*#kbgcsmr>M29?cK9A691|Xc1r@5|{9o0^aDx_745@TQmWy`Hx
zOc&)ju1m-~u9y{lT#GrD*-oE^6OWL-mrfX>y4oq|QXwMusw@#+b!2e|2O5(%8SMC`
z;>FO7(On}UUJK2_n#-W6tv>Lw=7t>l0a_JgaKNEIFfVjDPxlyb`^r0%KZ1Mg*nBd>
z%l()hzB-n$+>>Dlf;t}vheDi;>g#O2EssQnTlaUv0Q37qEbh-3Jl@!GSjvWXz38Zk
zJ1jH^uw6nK&xoX5hs-jMIcx0GD{lx8Nt&&e?!OBtxO2(jM3)oH^EDRldOqO@@qj=+
zu;5#Tx|LR~4+hQMtN7c?fnY^9k7avH3(Ll!;m~_w<tHbynx6@G8D56b>W=`1#nS7<
z!A79^$|45fzb~X4L{Koc%qnJs*IaAK9z&wQVj&IA@~fYYtM`0Y`ymIGFBn6|G@cRT
zKl(|e>nBxANFm}t;p~L*auTQ^NU7=uCm1^Y-v{8Ef?*5iFEM;C^yU0WK4}TPTq5Ud
zkQWPi%>G{O+>?-Oc*?||1~Ke@7v0CTBloHMFqrLAq&sVO&;f~SR_+jTK-J46++PA>
zTrGXEw&#vTyCcf>AGopgWpM-GhV~rziM!p@k>}>oveOj=wj~q7E!s`hAX#T|8h>FF
zRUMKG%tlv8BV&X69%(lxqUZP2A#VT7s$PvKf}^+v9|dmJ1Seq16CDfllsBXi;on+p
zDn4@im<KJZw?*m#Vpnvn*;n`Iwiy$M*WEc+pt4?&pZNqIwR!(4q*L$bXs!k|8<%uK
zMfd{88F8lGk}yiOIa5EkYTs<433s5SSYdjU(%>71+62^;qW9OX>4e_7n455T2&VbT
zG{@uk1o;5#)(hda0{;%v!xs1XRtQ8iNYB%u#HR_tEmHYdxTvSDR^05jJP+LMJwWG^
z9e@BouJUY|7uPXFv__J9X;jI(uaMJi5(t7V5Dm`U<+hW}%l<h8z4CqG>h-gUjxI2X
zG4-o~<R~qJ8B`Yfb0N2wKF{>|MWml21VqYutMgMP8w>Z6N%HVUfJF2PcDq}KtGfE-
z31On`g%E(#h$m=2(bhpXf9ftA&}z2_%fwPofDt0KJvwu8)=Gb3a<PPtgwiKQy314n
z*=?~?qz~-3;qI;^fIz^(9J#po)Ll2kYZoc+@#{jpEX%GUmo*qpp%Ls)Bip!j?WN1*
zRe$ZYd(y=%m14o%*6L6<t8yU6&2XO<4zEYULGsj_7Bln~=W|=;yh8Te+Gp+vuY^$+
zr>*G_Io>@wAlLS24zsI9nX@;V0j_#`Zl4^wl9&l=OhC|JjhElKyX8#$ntkzdULf^u
zD|wEmrxA-->HlhC3}f{NE5(4Uh!T14<}?oZ?Mlw7g{R>&j|wZ<ABf4kvr>HTcp*o%
zYC^?|udD~_;*l5;h;vxaJ#fhB$8N4&`zxH8%q3#<iKS9*eMG)`fu+tHtLWQtB#r<C
zy{8VdfnI)d*wO0aL5Y(^+rG-OQiuYCO;b)B7l)^4HqTvtxTA$?DnSIir>WwG;Yrp`
zl$^?uzqlX-5BoOW@IXG19O`&9Q1y7%!U+T<;#aKuc`rOV!i|0UINtQ{i1Vz#PuUl*
zdSEtA^lWK88{@Byx@Mn0tDIg%fGCuN_@EZP?6D|rMvuAY_HK<$S5T&|mct#{=$_Ar
z_g&jd!*Z(@Il7P^9hBfxXf)JhwU~w(OdWL46XSu-FjXSqUcHZW;`MqA4cVYKB+dv9
zLpL#ou-|exk*@FT+>=*z?|3cwn{Hj@gz+_F`eqlt$A)nU<~lR;Ui{OW9+gpeZRZBN
z#<Ln6lxqp5HuvbGi)QbyG}tGC2eqwnGliV<Z)*ig(hEqXhkm`Z(*>&^qWi?q`6OE!
zNp;ScRagVkaoHbL$CY9~&Liu+6;P&i-Wgq_%9y<Sv&`z7jd$O7h|R<0SFGNNzg%*d
zxBh;OC4KGX;JPd__sY9NM03>#kw$n$KPS93k|xN2e3rimu#it=6pi2tLpC00blmEz
zR{7#^+1FR$fVr)V`m~7#^#R4r+ZortqgvAucKOp=eKWy1_#`MJ7s2j=2-oK`fJ$g2
z5;H4IU6%+~o!N@Lbp;NyOUTp=y~1_&a11>@APs}#-3o9~e8;%t)`Q9c?h_nf)y#sV
zuY2@-J}O@Vt@X769$>`RM-kAO`3+;bi+xkxQLCk}8ADyzEO!s6sJ1WV2&~(M-Pd<=
zlu0;p>ZfEOc5)?$_jt<Umb#jmnc8}^fd0jcHOuV|ADe?yX4tyZGT{p?+iaxS{Xpc@
z1YQA$Ru_<z!w{%X&Cd?XxFT1glpPN4p0Gtr80qs~iMoSCGN6rqA3tAJmGq+AT|F29
z_^J8DQ4<T{%UR#=_K}8%%;hC)>`rBbMr{Ni2}{hy%{F_iPCf|pNv%7)EGh2-vWQ&E
z<7ann!qexucU%L?Csfcmhzox_@!4}WpdimvvI<#5hXnAGlka?*z`IIp^h83g*zfG<
z>om@9tvol%fSfu%vj_6f6L;wWnmf}A%TTvwpXXUDsyprW+S0<u5ICICfD~Ei1CgTV
z>^2wJT}xjrkL+;&|91eLCh7<?ok0(UTkH<+r$>+<XEkOWGK%-Mga7dFhns<%R#geq
z7Fb%!*ptTvQunhpFi%=@pMa4xF<`8`o)n@ymDp9^RnN%c6xA+;)zU-Z=>=F{4}pxG
zBfk77e<n|f-j1;l*^B0sYPNVecd4QKSn~0)G4ZBG<#2N&g>1Vmg8_j!b0oiX`&>UY
z>G*D<%eiF%6nA1`IXJDfNCNR;q=c%1q~w=xi!WVmH20rZZ$F$<CI<_8x;?n(KqcWJ
z+)1D%L*P?C?~B>TJ8h@haDOzjx!b2)@Lt$H%&|MF58C;B3xxeC$B_^ZPk~&il^U>L
z0p#Bw=K?rP9&8IEzu%w_c}@)GSNAuAPurg6UCO3M!oQUIgHeSJY_+sE?kDF!mlO5z
zL{AN$DWY0W(JlLCJv%h{-8DxtyZJd%IW|;+`5PDvbY1K5Z}o>aCSGw(y3bC8{YCj_
zVy{`q-BQtW^MmG!9{ObbLxs)|6!-xNuW55S6aZULHGgC=+jVR-F8V!JseT^D`<|ar
zcpbO%O+sk30}Yv_%UVa&n6E?X{nB?!`+jvYN*9;4xY#e^7K@s}G78I`37?ASZ`t~j
zB++AhG#{IJUqG7LS;C8?uAE|=va$zR94%H5zlLMZWB0fr;`qE|ub1LVpYRdL9(`-R
z_d-k^P%BeEe>N>%5w^yjoEJq^*QP<AsvrpR76wss4Ri&;7F(*7#<=VoghaYNS(z`U
z;lFLOYTbM~txg$RQad%XDBCFF$fgN!u_N1O^hs>50)Ug}MfCM}ZNoc>#Tq+4h!K+)
z9G2?DKN+(9sE(k&n-Bg1-oOJQq4mcmERbg}5?Sc4NcpgU-#ktEo{v;Lf9c=&F~Cl8
z-}eeqjbSn-vPe)(7mwe}=V2r=Voe9J>|Q;t&(S(H?_<i7iv11w{h73(00-~xiwqaa
zZ{~?{#L``6^MM`IF#MRCZw4#xY?s>STRn64<GOvmOx!w1LeL9+Z_%b!JdAX;=M#OU
zoM+b>RSW&qV7dSM_R~6q^Y~L8ayx`&ULB%iVviH3N=~fk<|8yLnJ14sKOcOJLXuH)
zL?`@Ht~X%LH$S$Dd@zK(?elB|X^_C5KYHiOF_yb8zIi8?wsf?Sb!3g}w!kHHVm%0j
zm5av&;n7zvbwgdapS6q)%MZ8XUAKQRy}o1q3RtAz2I&u(Low3$aTecD0e+{wNC&7<
z0O+d{vS`jv)ef?InLmEJ=JVmf4hD}j=5Pw5t)HLyzehDrsq^7=pAJlo`t2n3;ZOJV
z(QGOp%(1TC1t&alL4hL7#k96zF?{tU4K0`)Z;v3u(bhuq%>x~Qnwwt_cxSO%O6F!_
z_b*BQak)J9W2$=Z@Z_tEylIEeeBE{Eal2)ydHxW{jtpPWj~cZyQ2W<&EN*pieYw1U
z+)axgKGe{6k80xLr~$VCzYD?!Q0uqISy(h0o142=)Ff_|Vw<&21z+as=i5Nq#IzqB
zaB%fZ0i$*e=SiH*njqsI;gVs9wpgH+VT<h4_jvlad^d=+H%OjzR2u7xRoT!7yyD|`
zwm;01;Qx+N<{ed3wL4xs54)kAmla_G<GM7JdeojZt`Wosdb#DFZ3a2=(-j=lfiXG@
zAhK!#u}L(o;QQSE%*J_vQCnOn$KUBAd1f04^Sv?T1qO@RpWkQpTTMs<PgjtGqKp5P
z(wr5wlQ`cb#-!5cDGjpv-qmE6yDyn#bQy*-o+!!0t3awT@(n^Z=x;yl;V<NTQ@a30
zk8>eg9VJ&@KBAOs#<!6;^;`PK2)^w4GK+pGVu~u#T1j)<*t=C5RzJ&Qk{^jJfbO-O
zo-yqokuMJ}3)>z?4oQW5z~3c(udoZ?RKe8T6*1ZCdcGZX-r66+H=!KK<8M58<#X0O
z_eCkxdg?&ily^XzY`6Q<fd^ERHVw^-=Lb2GGJbvUeWw@3bS6KIF8M9`nNY6$UJ!U7
zO!eqadYDjkgB^2wEq=IdJ{A#~uRGGX)+YW^Dd&F}2b*jSe|x~68nJ>oSyX7zV1Frf
z%*!&mVT1qGs_}=<iCD67U&Pp3FZa*gKONZ4)ZGJxXw6lmAH>He@b@TkR}su>4s?q0
zNRf9S7}zJG+_4rahL5Ek8&t*30Y*$uvrR5vT}hu0pG*~v{?a7RRTetqf}^WvZZ{45
zwMq~4<uo2Gn-CQ@-4ay6fZ!Nm7}8N7J^v1|&_4yG&!}qhp{E>Ib)T5G;{8^`7D3hX
z^YRki<tf&fW9A;AGm*Xi-k5D3mwK|R`y$bJisRKE0nKq8)mH+98Kq{0#T6VsVy5ao
z-`aHV-o8ZZarKQWPJ3Z)DpD{xC%_8<KJd<R?c%)ouV(=9<}2e9H-`5tnz?4QgJzjU
zvdC5)zF9b%4o~dSMAoaqdtV@+xSnjyeX1||LezL&&oVE9tm#`Z{VYt>&93ze!~4>R
zz%Zat_P)D^SHBz{ufS*2z~g20i;LK_Z>-OGEKCislWduGvIXLEm3-&jS}XF!xTF~9
z?a;3bPOOd3aQAr?&$K}iaz<<4)6y~y&#%mn<L-!18G?<E2uqC9vjcu+#nd2&2#PH!
zn)hy1J-FuW{brItkr2u+Z?_}XH0pIHqOvA}u2uQkfsO3yY7~*hg6-V%8hH=HhHt|j
z&~hDw=L5N8`lmJh+)Fgb!SmNFxFZGq#1Q8EI*5Y^G4lAk745Bk)yesX4H?FGrYJnr
zH`wSf@m&x!&Oh=Hez{^jDZ~5W=;$W@?n0X_Y;&-DFy3UR?rUmbTO&l=?$)nV>czII
z?{gRJXM{wbvs|q^C<eP-JZ$c!;zEMwF}fQ-Wp7E=_}}jA?k`ar{mhq-UL;`~)!y3P
z%uo33WCXGh{94FUEOiuzXG;k<9%9tz*gjy$6$x(l@J2y>^4Mw0Plm;AGe0)Gs_j1e
zV3|&Iaw@h`z$tE-WOCzf?wnCNG(s3~!?sHVxGz9a5UC^Vr)uk|xAZ$;*4Z}`sQcA4
zx}yKaK_VXKOY}s;?|kL>c^i9Z;)2IF;FbYy;5e7MGxMIqw7Z?xY&Z0P2h#G}%Hz9Q
zn&!o;Y+itJ_1FaQffrDuJRi{dEEi|%Op@^n8^{E^daF(%@cNq$1a)Zi(?Li5)gjfd
zYODFfRjmaXr%<RTVCs(~xVlOios|opJ*@dG(@?Q(&^tBY#U|g39(aVXu&$54!g&|p
zIH0Mo5$Qgxdv8AEbC3j|KDur|7ZBmTt@P^Yci9uf(HAB%Lm&SpLRb!b<F5XFf4j?<
z6NWs{DycxcEs>5W3eb<nZ>|J=4WP&-Tm3`(r&f8}Ep_Yt74>?>~yRqYwTM_STGB
z%HQz0Lrk~q3vMT2%1|N~@2G<x8FJW~ct>{m`h?CyvPIg&!oBQBNl>yfe=_YlKToxw
z-kUqI7?d<B?#xt#bkddY=?BHx4*@tdPc#S?WX2YOSF0x(redpz)&?;NCTC;<NB#?&
zXOx><!~NlGrtg|~{>WHzjLMgzW!s_K*CG$rKUSkWmB;cjorw0}M=rKBy%U{s%v{+E
zy&Xyu@mLPp?XkLk?(BK%Z@}p!h)4oa*|^O)RPUP<Y)l`}v)TO;^r_x;c<AbWuVPDZ
z-MycE4x-<0RexhHQVLPPLhkM2U2<<d_bA5K`J3dcGvA_<Vu{1+Rze-r2s<PA$P@1Y
z0{Nr&2=-ryO2$*{&k~2Gztx(H4S5y#up<Mc^LqbSuRo(%B3(w7Tg(%_Qk#f4*bxk-
zaMz!GQmQ-myvtwiSblX21pA9>)299b{c%t#`Lw4>Er8+FO`Q>YU+eO#*vuN{vRJ?T
z@eP0P*P=T2XBnISN-(!r2e*B-^GX;->-#(8QFV~G*08+8qlf;}ofrhwJ!)m8(E7@)
zaeS<DBk)x~$xb%Y1FO>*V;O}3AJ9gCB=(f^bs8~eU?p#K6!K+Ck^NIek9|1W-HSh4
zSl_>S%Dd*N14Ycs{F~AIQeA6y`K=1h1>LkNmd|zhQVMQ6p5MgafAclcltcEUC1S}A
z!ZkaDp7J=*$^%+QV#6#U|9w4#2voj{>!|O2>24RDDTY-oB#(4vEQav8=ldq$p;p}M
zMSy=`8vzV!sXIRzvD-|K*f);#o5s2*i!Zu<33ql1jGPU5XWSo!WXDW5Vu$+}cMWj=
z|4%|FjA1WqDd%dP1q~PT{c9&gCyJ=>km*O-7>J;+4tfQ-*J!$yb;zU-K<>&5N?!2?
zQ122m4`N^y@jKYEB&G~$--NAuphs8;$CB*c^W^JMD$z*xOFmm>ez1<e$IKP7n7jk-
zd-pQ$eP?yH-d=TFvq>uKD|%~>kD&hC@I!N6yR=PxS-W<|Bu1}Bu!R&XbI6>K;52iH
z9zNeY|N5My;kr8E{Jp2s<$8%;<K0mlEw|Z#e+QFFStyU<hpUBKb0`{eHh8EHzT$~1
z=evqv$^BCa8Xl;sPrRlF@v=<@oFT!VLm5I2Qe0~Lx@oV=)pGY*=+q$*gB=CPTqkx1
z(1Y8wsG0Z$mnZyIuwLh-*fDhnCmPvi(_69dzjXb@w~YF2a_^6jYaVN|tm}sbkveQ5
zA4m19<p5ZjcZF`?92)4TF$h-K#|tPs^{ZrpZ7iaVlgHZ2`l@lzfC}!f({ch1^_ghK
z95Vc#dx7~q9S)oisU^5rxLM+5#;1Fmc`NKq0~4NRI-J?!cIpyi;ETo3D2yLhZ2@xN
z^>nP)$K-x8FFo+P>=N(R*k6_t=ZgpJ0(KoI;j}h%;fT#Qi-F^d3389X3pep<Uw5{B
z#`0A(ZH|fIkqi9a+X<_8jPD|Oy3P8TD8J||J9^U&_fvAGsV8|5^vj}}8izyK?x-9B
zF3wv@9R+N&hT$0lXh&SdyZ2*A*7QH^<6!u?c~QD6@oZi0QW#rcrnKxy*fh)vBD)&3
zo<Z^?-7{=24rB}OPd57BUR*L#N=0tG5`(Jj%Yx$1xJ`$t&m0>CuE!B(w2Lx~W@lct
zl=UwJ<-}|*4?Kn2g*@Sc`Tn9mC8-oaEaCeoI4lGPSXImSVZJY#=!^8m2c{(X#JOFl
zkF_C|+!#%E{!KIWJ|J@vNZ0gudYzZP84BaJ^RbpehSWc{-tFxjE-2!^d*HN?`l((y
z+)m|Zx4)0i8kHURi4-<j@jpO~I^)o~O7WZ;)Hb=+NLv@ejmB+_2(kR=RUC}mwPaV`
zy16HaZ<C>CSo);e$yu(|uOxF2md9s3NbTbl^@J;3!5c;FRaSeR27jp-7`S4>6Jour
zCS?5DYAM0h;yD+2)Tfi2=9iolUu#x%jq9T4@mL-%7nD4evjiW&Oag0$rZ|1c-n491
z2tXEu1OD^TH5xIch=)vi<1Y$Hch)4E9n{>ZhM#Y6?`}1SvwzUNS_W3z#ng0^$O<yT
zkMjJ?>+NaQzM9hKYwM2}d>8*_F7{!(nD)jN-wXfQ+lS7`j@Is)nY_Mz2PG_4Ugw2^
zE~2@gjB|VB1R@hJ-pJ}V5z9ETS1;C17bJKt->$-m=WloFB!!>bX1p3?JGIUQ?U!rW
zpa7tMU>UOcw<W$$6ffJDC;DLKoK`p;ejszcRR*#~oA}koqn&Wa0R3##&aO0h)u#+Z
z@hhs%r?xcr*LXP(_g(sZ-rLcOY4fwwA=`Mk-(&54<_B|4I^4{<I|WFyOK(H3koOt&
z3$LmQTof)!5h$G^{fMQRug&F-2@oa%Hv{O{JFGLN8&}cKc{uoayQWt}gV2AZbM?FA
zXA7(4odQ1M0<&y^`sZFk)59+xcz|6aVq>vLL4QVqmd8ea6%F!bW=Us-7i+r4D<NG8
zT5L2d7F5c6>!Yl38pviM@~|2>`Pr*ueQ~}2*v?_QL~?OQV>S2VD2jZOns%z8n<AH$
z^U9!tG8{%I3A9`=eI+WeOupUWc0tnIjrF|8v5i#qej1YGgS@R;PwWkKxx;Bn`pbN@
zFNa&PZK7?wWAAwe&*y<#;iJ}$d*pAP@1{v<<AmJTK6eP*ymS40`W?B9fV>kdvjcS+
z1&WK(oq^a-vNKC}7>#><OCoqKVotg}IGF~B#YePHDIV|KsnO(qN9)UOF^+?-Pd`qh
z6W%PhX~(yc)3)eW`u-|;T%DSdEhm7~iTqieytnrIFnaT0n(K`;K*q1VUg;($rcYG+
z16uN7^qQ)u@9`~Wq2YYV<Ef@P`}X*)WM^N{rKBD?^Kt?VCB8SW+IvEFxMC*p4l|s)
z++zB`!}Xyn_%z<O|C0eYfw|XL0B)?Bpp|h*4Pwd<#dhlV1`LwkzP1j(BhL+gEa!dh
zVV?g`g5g{p%2Z~*#Cvf+hN2HX?=)D_qfUOme-VIssaE1>p<PeGae*nZ$}G}KF#8WB
z^kI|lG57U_MBbHxczW_fTrY#);GfPnq|L<U{P~tQ41BMr?~OScAMqgWO42_c!Q(a%
z{J&>E!N32K6(5a*eRfs-Oyb@R#HLm5hzm=;{m1HhUujV*mG>*oYj>XqDS~+VA*gjn
zw(Xt^1u@o)+wZYns#cF<SEF9T;}`dQ0_w8One<1Fru#(R86?YZXtqa+sFZk_W#&xZ
z<kQ`=pCZZP%h`WpZ)<_zS^d||U2iz(=WOI>OZe?nzm?dpXSqZ=5p->^0=l|Dr|eJd
zx2nPib>3^(ep+?Yy!6k3S+WK#_6(eSRxKu(s6EBj5QPqv?sx>P!noC`s?qQMFpTAO
z$2xpYCauPFO@;5|cuP8;gd&w!g!_}I(z_}dhhEpB=jXzs<I{gN%JGld^;yey#eDY1
zm%d?V6eQQA?j;&xhd_E&FlSG+;Viz0uaI#+SDH!_nndrk{S4Fdo5w1GklrWR1Se_Y
zkjLz@V6LxzLx%SxmbtHyU{yM^W%xdmb5<~?7XXNuTu83B{;;4MRm~b+zW#tgJ4xMo
zDA_p}YM*)*!z1osjdc-;s`o%{;!!7=yj3!M8X3!P`M5;x46rhko*bXM@%@oDaIUyP
zI&V#D`nTP6_Z!P|9&EjQH@`V_U02JGOc|MzhdUUdE*@C)P~LQR!R;e&uO?@c0e#Cc
zn84w+^AGiX_ib2}>F9IG^DdjXiwpP#<SU=<@rZnOX5(Rjzy)~W&e2jrPj^HQ!a>bn
zf={tM%@A$mWxL-hEE6coXoi$NJlIt~lo4NpO!|F&uV9Q{y(@h?*2-heCa+?xovjot
zs$7g>2ikOwwRmY4ED;bCrTO86Sax>wW0b}~RP2F%8_U5$UT?^~FK^lPo}~MD#GJdv
zM3*F>5VD@bwPKFy=S@=K>g#&^yoVP$cpfT<^_Y*0yC?qn9II=2YY|<m2=464yAv*A
zu_zu@Kz^=cn%ke3sT{lVr_P$*9oUoR{BG}juZrA3KRWZpU4z@{>hHr_-WDy>x{-%B
zqk*D9%lIQZ72XF~`!+i#q*TNy;Y<$qB0vRWT)JasYljiJ6cg?#OWFX#|J$g2vs4c#
zu$jT|dyMtz1Fu`!0eZc@JT-kWN&H48&^v)lpBx9=s9tp-L(T=q2f;S?jzBvd@@ZrK
zL9KI+lNjRl4+Hq&92{<L_(Rd*377iBLAa+Mns^=N2cVdP_N85xkc`JIj?PjIWuN1Y
zoWF`i{*@Q7?vCt*2bQj@t`|p1?GXW2kQ2g*?&dR-)jDzAjaAI7pk0ABA)P&;`@VNa
zXV2?;{nH^Rd(HSLGDlxJNY6;NE=qkS@|!K_v(C*U@KE1Ys+`s`OUM11+c7<ERj_@*
zC4VD3=nqquN^rOJWKM!qectrDw;IatGtA<F@&F`X1b=A2IYzCHa3lW#LYBNYW`>!(
z0}HA)ytJW4{>{GlTSmY_sav&GgMxR|f7jVL{4()pJyv`vjumbE^kctFIS$I^FRsla
zj=8i{yJ*i)#cLiNKjjcS49|=I@(NshC!GLp>y8N2_l5l)H4-%uk*5Hg{MhOGdOF>B
z>0_kb{{9UZ&)g|^*!sZ|ciPMJ-{x)KSyJ}FVF7GUxaz!@hm;qUWLHHiFV#tZM_lxH
zCp(J2iknL@a%`=pUWm^pR49i+>c_8>Lq1Wd=+EBD%YZ%(@o3Zhl(x(Az9^d4-zEO@
zd^i;NO_QHipF#Z6kLPOdHU41VWce@KP_z2uaUXc#Ur4<8a`}G$b=8q>sqXqH98esv
z4C=cG!YLt0iZ(bkGFfztdMELN*Y?C0&szgnt^CX+2S(U*)@q-W@q4u4d}{IONv@e5
z9k>IQo@@O&aFLnZauN=`{d|8Ee8pC<2vYA~lCH*=@YL(~@kHM?W{gXQd3SP5f!nM)
zl>MrolkOhlwa#*LO?Rp3SV^l6{1Jr2m$1VQyfheMhU{J8`ByLx=AlWDlp1jV|F7>1
z&P?EbhrPQ*$e)iW-bFKhs<--nEN5q$mz|-iQ__S3WknCMC#+n2b@#FoU-bl30frp#
zRNJpek)MSwoH^Tl`6u1YH*G_-HDr^|QRN}z+WJc=J~hz>7kerXltMmdMQRVCysN)j
zZa|3>AT9sKN^jTiTU|L@7n2wHnLeJQS35u*&)vnDaa<f5h)Z44+_Rp@ON29hTH$VP
zU6F?1TtJ^A{8{j>JipQu+R&xRKs`Md;)gxwUtdMEPfC;Sm@k=z|Km6qJm~6pVJJ-j
z63}0B8}yf#ijO1Ml8QHfq|5IEF;_Vyr(bYl+RvOl2@YYNU`vG~=|al;G!RpGfep_I
zJRmyvg$I|_&^`lU4%!4B#yp=Wi(p`bK)m_1f)bwhr!D0)Og^%;&8QEhf|S1n;!kdZ
z=X<)ILikgKR1<(x^lUs=?np5d_HL(9!-H@i-tKwOj!VFt-E*(rQ!;H?;n?oG15J}c
z@Gz1yd51Bag!QCmtz*~}F7@EPU*<!kYm#4>+xVV8=>68dGWS&RNcItqa_SLY0niE8
z^CL>|O8HIp?e?3x6SXKGZUlmdbTpiGKY|i5#qQLQ;yWHppk<<k&ICJc?ih=d2Y>95
zXbty_{B0K-o9j%Q)980a5EdX-#1FQwkocH-6b-V+2PKjEb-|IcJNx1H%(6)jH&~zF
zX+t^GuUECrI_8J2<rei3ox`&7(W8yL`z3cjr@8kKTmD6euXjh=qjrW8MfM-c3ec~=
zUj%+_o*IqEhZRk?ow;?WL)fR86L<NHPr&o^?6CrKxFF`Bn^E|5l<7`B_3JKw#@;+_
z8<C&5Nb0FAU4;*O0)e@kU#I(RN0b2*<WbgXc$?(v6KTpkn#+02W@3&$&nPbjnqowN
zw{uc9Y-Y~K10!XL$~9$$QwR)c2so_vgmAp@I%-yZ>F%<=3eW`{H5j-8(YSZcVm?n(
zM2v7#%=@_~S`O@=gNyXZ<HLoo+kq1KuYp1cGgARi!$8^#IpLwy4Ij*sM_-wHYT@o=
zM=EJ_qZg>@!8t}ZD}PSuxv(iZ!sJM%iNoncl)HRN>?$He<Osi)S7eEK3VimDz;H3g
z08YYhqjRaVopn3Q_DAHF$pbwTI4VMyLPy-p3IvyCJ$~Xl_9aGEdM2{;{O+ITnCE*o
zx+7@<3Ucmt*X@%%_guHF-AURii}a32=u>vE{7|uFgdefF%}0qJyX||qC!nm-8Gk!<
zSNu(z%RBG*R7J~V_XBN-_9obf-#eJ<SchP_AA^9|Mg#qzxX8jz=b6|MGBSQ$s%a|k
z9I&!M49=}`=)y3d55f0csK>9ekDu~2Z9-fegg>|W$bS39Y=ls#(kJO$UT%0Bh6VAc
z&>NG$xu5r*SeICtBRO-et6^)`x7)I*Zn0E2b<t@hpY4%sdMXSyu4TSRIUhPkcb+6P
z)t6%D<u`yF6t*v^@@GObGB$udvDyel^eNl3b>k1f=3AqfMgc==<utZLXxeb>vS_ux
zp25ZJLV4|dITqUU-Z_}Ro${-$W79d$N(6wKdC*u*%;TMZKUFI{Q(5>V+3Fjasi0Kf
z`Z}C1$$1h!k7NHSuWq|hdlKK7>`uA8VJFLbgo4q37EE`ykBM}JQeLcPFZKnz=@t@p
z&LD!$F|t7F%Eh#3bPedTb$IpK-n1V;AB~AP>sR${Hg_6srL3>zjNDA1n?o3_Gw(8^
zGm`>|p;pO77}CEjA+Qzh`Eh<^9_IIEEzb{;<7EZQi8p>uvBX6{n(?p4LbKu30fkeJ
z5i@DOY_mZ1eBNezl?=X}t8U;IDA!+Q{RA{Eoc(=F*~i<G4}AQ6cH>_gp%?oLF5p_{
z3!_{xx3xPaUCljJXYYAF3n>fq6GO|YR=LMUS@fxertY7K1RZFP_ls39cN<rvExz*f
zs5bSbBxDZL%O^rs0)Pwl*SSIYz&v|_T!NkrtGkJc2D?@ca-oS<hRk7WJ{sGk&<MrK
z=EnD`%PvjT3n@`GHNBlyO2@1PSJrM8jp%pYRR8yUU#^nxp6@5=QE%U+v#yE&-}9!m
zY9HP`-;rmVd~du;6~{0xc7OtXTjm#QnU8gdWGwIVw|Lm+?y9ow{;eMY#!zpr!hgfl
zAz1%Vy4<w<x>woW_7*H4wRhWtLk<U?Z-sJwO2I|ZBbXsi(?x=onn>>3Faa+gab#e_
z-g-SsP!EX8fdVP3_#<o^_4oY#t*`C4XFA8d)sr<)m(L?UOVg9}$WN|dW%C*3=X|!d
z$voZDO+_-ijTCeLM~)%fl$->4JZy@D+YLlLe&@+Od<iPiwB!Q|jeAwonbh=}kRdL$
zUSF3}VH@AGn8;*A$wXp(z9&^E_If6PBacUcAmg+%JD<8QtpRK6B2g^Ws!s5&X5QJ`
z)`y7~;1Ma*T7>M1FZz2Ardk0-^r3c7yK%S%Z;y3tU-|0Zld7{x5r{9~wUKotPWxL+
zmjdrTH$ZWJAqRGD9a{T3S;vvH0!P8t_Pp=dIA4unJujc*XXm}tsjBMUxMu2e0+t^t
zl^>&4Z;(-z+<6W0gQY#q4+?}$eJ9IzF-8&GGRAixkMH6a)e7;($)z2TtSDVu%VLlq
z5)Yw^*T%uu#&Lo}m7@GknWY0gr5ydn>PjmV;$?Aoi$9*I<oZevvl7zuzz|T9e?3pR
zEARXLV0la=8RP@9i$|`H&1M>%fgOOit|?P{^HRFj1o}HS93vX}&ZOJJa(XCuftM^$
zu#X0veLrNt*8Gn!nVx?iMm;W`ERbgowIG$zRri|<*|I+dNCO$-&!uh<%2?-#X2_Jw
z9|Cj`Tn>|@6f<w(do&hwxEUi&TH=z(+C8>|XEKbKm`J62X5r+)g!g+oFUO;MK1=}p
z5CvZ1NAvfUqDqPV47C-f6-(~`O00t<_S)TCAD4iU;CV*gmAblrsm@ixQwik#hWegt
zEbA=N{q0lv_WJ#H@s(rQ14nQTr`bE3XcEQFz-3p>$Db1i)G3+8Z6`$Cx2G8T%0bjw
z+bzD-_+rr9%hggZNLH<x!#k6m8u%Xiov)9IUMTEEMZ#qTS<Ev@&@g>;;)!cWfU9G1
zukt&W)bn!)lU5gQ+E&_<fK8l4yRm-Q7brlcPLU>Yi#^_t{DjO)Sn{4JcMI39ACc6g
zdE;D}lb?z_{aRvv(&P3(-iL!nRh+G+d^wxB6a&!*X=WZsqQA~7R-yL@!rKG$h=T@5
zqjeiOb(vLio1CV(vy{0rWf<16ma(YPc2{<)Xz^=G;Q5xObYTI_b%WyA|9;z20Qd8F
z9QyrLJ0308N`EIkJ|_srALR2B+y%$jFQvbyidY@PgfRM_uygV`gq;z~QRjojxU?<A
zYH4<KbVZjt`ro71#hw*gyRZ7Y-y#bTUeIT3Tf&f;A)fhxVj}Cn@1I$aG&&PduJXEC
zP_ugdH%V*bL3$eZ<buofbXmG<a<9DSb&W>{k<|CJuWuNqb;f&*lD0+!NEFQy5;yix
zF|1THyZ0?Z=0>LH{W<*{a!xk(V2!zu%;MTGD^`J9OyzZ#?}hsL;m{vWq#cr~5f`-Z
zyNwEnZr_o27MYqY(KFG^;{n_~FveAE{EDdcaBqheJ7)?bmCcawEsa2OV&6>k35W|0
z_or*j6?1Xdy-ZBFIymL0ej#;UMnq|xKg`~;@mAmiRJ7*#cVi{_ZTy~z`qSUk0Kwt6
z2(Q5h*{|Y@YJB=OyG1RmE9xw#f>3_Df)F^fjHmt{U)XC%xzY|T!vkYq&3jDZOnMN`
z8u$jo4r;CCKrYmR=dO2?pu)22#+H#SFzzt(@~L3LpAyLsd<EBiWa9Tk;D>~t&*}2{
zHCzQSuDw4?kcK*kiyQn95Iojkhn?K3_R;UZbHHfEQ*9$6ZrD@->POhp_~vNC7QzM)
zOP~lc$S$hM1$rseF`jjZFxj`g>?9!YP6N2>p^~u1*L^O6)TuosV@Nq>P5QmvK=D@T
z=nqo+j`rbB>L%k8OLwyNMG5b4RGWIhj4eh_G?ZaZYq0NJTBSPegLQ+e&IWzmt@!R_
zXzl~IwvG9e4@Bgn-q>(9@_xUYCdR1VHmxjJ>w)71^F)lYzd-F$fCU_o^w%HGjaBe{
zD6njfB0C8+u5A9+2Tu#{{kWXI-R^f<b^v2z-d67V-56~;?*ISGmV7rFO6BM7Tp8>J
z(6=W2l-<cVy!Y$X+VwzwEEkT=_OIZ?ud*o~HR=nxzt_xy!1m{76&*_&Z?W9+Xzz0C
z=Nn7KH^>&iTkv^W8n>q<H&v5|F+%e==M67z686R}RdH1;s0FI~TS~k3?lO<6f*t5L
zBx>#TlZf&~y>{gbkxo+A++(=%VD!5j$vI9?LwU4Eq4_!I4r$P7MI+5&GEDw;#6Et$
zP9-;KS?3_~w9?8ux+24)nrGcp&>iZ*M6MQcJzpv}Ux{1D-hBPVdx!|$xd}JwVlpD_
zv<v74`jb!f0vOs`v<LJWLh)V~718OhA{M)ZRov)cC-dbFm_a<2$N4f{+{=nx04ZGo
znnZEe=F>bW=>3*o2$9_K&-5Ku{M@k<N#r@WClhE_T>=Kt{y~MadvCzpu75Sg99ncq
zy)fRM{)srF8wl$}JwCs#1#fYOI#>RzFA~u)x4R+quX9%pl2%(xa4ol|p*ECO7VdlX
zj#nkODEWS><D{mJAvxe`eTvE3sR|D=eDR+G#_MuWmt&$&7C!9L9q8-Fvpr)mL=-WI
zB2!tK_is7eLF$&fG7idnO+W5F_?Hn{A)Uar70Ul-z`6~Mz?0j(n$&U4yuz)OMYz4R
zpz9s202Ske7^rp7ba!EEgW;+A#v9d*Hr8b~NUe!1mwQo-Yd6K+>%FmuyL4%|Ui}aY
zY9x=3`+A=GOKWC49xw)OX2#iIgQqU7sPT;-(zg)`2qP_TqRQT)O!gw_=%r^{P0EMX
z&xQ8PM?ptD?VIO6OscmCbR<Y2jLAYz)gYhx3I3k*o=}U{dhx(R9iFj3AU*xsKM|8^
z0)#T^e8-f@#vD$Sw?0+RIUl^QQ^V<*8kq2C)*Y}ja)AqIKFk*O2suMu|9(Y;ZNIfl
zgRbTw-PreTlMn$~Pa7~RWN_MYUcFuhu&u7f9C<Q_)xx`bfMd%&+xDhi$8QEVhgjGq
zyl1g;&2VGscuZAWM_;Y4K;r2P(Qm6*c{|B|o1a@ENjV25sA5<D2sZK190UI9ZK%91
zyq#g)Axo^r*6k9N?dR`TKCRCIyjQl|3E&Ep%e%-uCbfT@X*>9#yulhBjR}-&-+Sfd
zEg8@!KASnLIztHO<V{n@gwnD_c<AfyeQ1J-epIZu`w;j;C3%3?ip|*(Z(R2u-Zkzp
z)<%leHrFUl)6hDP?Zp#8-A~@{mG@e{Lu-EOIbi`XK0u@-3(hA+=R7&1H`T>zO=}+1
zZ8a~&4HOBGJhDnL3yX#+Kvow!IFlZFGBXyxXXPB(redMfI&6nW7vFcz8eDNg=SlRF
zzf(m5<o70FF=hrJhf$0m?Jjs;@h`@1x<Y)6?&Ia!UCRDktnX$~uAsY~-{5Z1^xe71
zo%Lxk+CH#qS&C!<M9MB9;g>&@97-;EfOlJ>I(&H3ryzxy=NjBT0DmoS$zx0ww7tBa
zIiAzDE2^pXij@Z!bI5ZmOfx=O+BTd)b!XwxUo+h1<m4KcC?@ms-Rl={Zhl}>`TuZq
zCd;Z~TNM47S9OS>7Mhfz2r3{79YQLRT1w^XbDr18$RZ-+-s@4^d#yRgxLPv2mILE`
zrpG;n2`mu5eLSC>nheDVDfhX7_<fjyYk2EOSSVA*&VF>(-}>mhk!E2C;H+lHyDYv#
zSxDeM(C3sjA22!JveJpVqQ<@#%NMG8KJ<Ht_gz63Cq>kB@V4paVWfNY;VE;C^D8u>
zjrKTC2KN;L?sb9JhI&5rK788u!$c6Mw#(09d&a09>|9FZGK$?zxAo%+u*SPCW?Ya*
zn(~Mi1ZL5|uCNp`p3)0)bln}w*Hhre?V;WTbQo9;_UiYaUa3yB)ARS1PiGE`1qB5I
z@;tu8?v9pH0HIgF^3^14RdUjxP7j>T`aR6$_QGe+%<}XxT0abpnIzu&_d<xzjnt_9
zGO5Q;ztBk>TrY54E9EuEQ?ue@3)6}Y&9E8qL<E?I8FE&CVL)C!>u?s<_RUz&)(IXo
z<>&-7(N*hXZ#;W2Kh2joNc^#u4tiZ{II9yhH7Jlxocxcz-mD<NIp4cKrbd=7MYV4D
z{eztO6^AtY*!1#%gTZQeMgF+IaJ_*AEc#M~4d{5|Po$tbBS-ZoMrls(RjYj+Kp$&p
z)<bCUhi5mC*56n^7ZVck#^3O}1l0AF-1B+G`xp57)Byaa__1Nzpv~*(^HPpH?Fn#q
zULo^rxXBGUq?BztX;g1tpIp(dYmUC+<jy<4cZ}Lgi95v7=OL|Be=x7CzHG<LR(?>=
z=D|cRF#Mjf@p%dEh#p!9kkL@0L8><m1liM7JU5LycymBsPjoDn0sUT{Y=BSCW!q-u
zI2J!}Ya-kpgzV=mS<%ttu{-)-(91aNm;hBqftZbu?&UwNLW%yar6Y5T^Z^;ne3N{6
zY;LDdrL(O5w8==bwp}rH8GXSB?2vrh;hx<u<2&uw$geKmswpNlDi=j3_UBK;z82u`
zg+xdo4BVB+>s^qK1$|<Z)dn9LrI_8DLzpDK^Pdaf#f^I^`c4jiDxT-n71tndzZv|Q
zLoxRXbL}AScKUom8XamXNjCR#ENO*)84JeA2<N+0sqXC|_y~`E6JK3SqfZKXm9zZD
z$bZJRWqJUT;#H(}GQ9WAS@3JKwfIA~w@xZ7<_Mp2jyM?zyFj>@VsPDrd7Qpv;m%lm
zpXr7&dq?F8jTS}1mNpLawa@<ki;A1JIaX_Hb^})$7r3#~hNZD>H~RRf5hsPIQLR36
zC0dB(f6^s6a4n??h%7P=MLHYPo|)%$zgb6>d@J|2H)+lDpjL%nyE`$7l7m@ts1_fM
zZ8+{I`F!uyH_)dhV^(SRe07mCyp{uBG}8`zU?`o@+~i~10qYr~blgQBuM-Um>rG=+
zKGxN_gjUq|pr_!5*?h1R*yvis%6sV*6`XkLTf@s)DIj)7&QvH&l8+6WsITF%d$r|!
zChYrhX0(eT)&{A<>G~{F{ka#d*=~8>hz77k^Xt<5v2r3Ao#$eYxWHdEL(Nh<Vtett
zq<k@2@6x3|p51|yK3tz?Firc17jH6Hi(BHa>ysyjrS08uexol;U@lHRXj3ggO76en
zIcTGWmlJ;|gm7^Rrt|;-ljk>wu6=M}|8`ZIcKH=i`V^d%rC5y!w!d*z!Bw3KZOWGc
zBJ&^v7U9Nt7GFd*%5gDBg4k{9a{uT$r-#WPJrz@5-<xLrT##RYX^i38PmjJ?eVM5}
z!2P3$Ny@Vc*0Y`Wd3+yA5wWk|_?0DiJ~1cK<D4I^7zS#<LRuU``~4(C8X!^Md;HeR
zpt<|+;CMnT-NkG-JdDS>uJj2i;16**_vp+Q*FD0gCZH!jWzG6Z6W@oP(BF^sZJ)9l
zTr|hrlJDOaJpTFkvQC;L-O2%gD6?_!pUhXaN2Mugq*vK9o^bE?LHm%7jMS4D;A=eI
zsmqPNP7HUmAYY5kl8ByWAUn%<Wyz|W5h$*0gEhnG{%CjXh^*No_ndUsTlKL;u#I8r
zHxfbbRBd<S+wL6ZCV&EV{Y}z(JA|nvbW5sXXjXaSF^u|og*g$E>kzsXg}Nlo-MAe?
zd$K1TmmQ4d2xLkXw5n{qa@Z@Z>c0Ym>g@cxd~zvJIuQtyoapc{W|;N>jNU1_i|AK@
z<{{B<ZV6d9JqskBk^-BNS%Abh&=TZ|1!uqCzqKT&!?gf{ECv3Q<m6`Yk#eQit9w(@
z<yQpW+-LsLFM&_AT{-A~$?pJ>bznU+!h-iHa$(#WBi$qD2Zq?eRvO%HxfieU>PYDr
zc>0*Fgx}E5`vGFZH2mr5=yZ0wG$@(vs>j26d5;wk3g_ff@ktQd52S4KSsgEh(p+J?
zo%s4eg2b8`#_;~>Zr*eoezNE#QN=My%~1Knr#iQE#q&VB;ADXUQ#2R)m5^I*Zw0lW
zW$uSMC;NjR0r^z^B&Bno*bv<PQn`@W$^#6jMjY0M?FsAz<xHLVyQt-;3#706`WRjL
z;r6T{!K9R*JkN}xnj@~7oD)lfzOry-_~+BnBTA(ygv;@Tf(Y!*8tlRf9`4RNKJ8=t
ziG_6$k%4jQ1O4J3b>E@`XgP--_M`{L@w?;M!h9T(#+SEFyvYgASLKLf+nUEqUAPx-
zHiRLYvfg8TZ#wm)^lKyuAL%0Iah3QCvl7cm8V!7dPRwJZk}4eGvqEh8@$>w6Z+<&O
zatDPzG!1OoSEEus2vl9`Gw%QY!UA|UEM0qBQCfOZDr5swgJpdriOe|db@|LYY8$fG
zLg?|#mPY$ZwM|d|a%qY|rBL@uu%s_}zmMlh9U)W|zDFwtI+7_i2?Xx-cQmjbCa|Eq
zV|X_a_=ES*s0fO)iic&~b932lpVf?v;jp~HJt=|jetpi|ruGV*os>t8fAM*r=WFLu
zti8j${fD!l<g_`6YaT$9EpE@N$GEK)X@cpi+X4g6E7<|otst^v-2D97gzi1?tS&t`
z`gZNiFZ-GBf&>#wSIFsd>{DMI^8H$y=dBod?)-w>c)FcI8=a<H(|)mb@)%In?*YYa
zOGTej9vf^(9~Msx=b0;ND70y=&ocbk>yD`nR6vQVcOW#HxK^h4f(|oF-bcOFo1G1v
z%%d1D=h85+UNPukzp#(~VBCx^dp+^Wwm)mRW)36zObx0;%5Lz`ojJTj<@RhYTN@qF
z5zGi)HqP6yTz&jIU111=H?&sXLZmjL_OuVWJ?%#Is(ST8uR6fE)L{diJ<G;Rzb}K7
zwP#~X#49Eg$dEtE4r1i!u&eiU=*8FinZDodwM>58r7xK8%<jC-2dm%{#otMTbqUdg
ziK7JhPKUpA%9O>HlrS5H38NSPSPs<CK6KyEKg;pisT(G(`s9KH0(Y4n9qMO>|0>M;
z%$0P?5uHNonX?cpe=YqMahnG841t)|nNu3S5nuEXAm%^1jze8I&H3HSgKHPnFkI1r
zM~BU96sUcaKR52x#NOQfJokJ1y!ZAe^!TgiQOKi>%T<j+5u*_pw5Y`v_)a=#tBUX*
zqa9iM-{DXpsM&pg>``I$pYmz>ITrVpncnsBB`Gdc1bgXChy4aU<L~wcS@Wen0PZoF
z6%woL{Mg@#w`YGj?0&1Opxpt6ju}&IVj!zIC*W??4@#zk*tkB@o+tBmA-;g{6S8ts
zY3-ioUd^4o_YRpYNNq2C=JTDj`$@rNiSmq@*lfigMAcmlp55aL6CJq8lA~zR?0PnT
zsqtM$4e`a8U(LtbQ48#Tup(aNT@IxtA$S<es3{vBE?}K9!N)&KZhElTD;ff1y~To4
zgPr8VOzpBmlfikmPMjCj32@t#dYx)>Pp`+j74#$OW)2K3FP`Eo5^XX#5)EdHlUgqC
z4H(?_+EyrxbdqMWRoW`rF?buo&NSD9H<8Gos)V8+2b^h1)s9kU)%7E`Wd<_B#^DFZ
z%j4WU-Y<8iuVXhB7o@|jANdtSpiFs9kxs#>0s23k4NCKx2>tmz;@*Lra%W~HZmnFg
z&0F`HvSl(vkrAtBc{sW><zTqvf`H?(yUNa<fb~#D+`WAJmrO!q<E1?eXNxvIb)EuR
z)>=yJy)+%hn7~)=6?91VdY(+y#&!Lw->n4z1JLPjp;Drmh)TlnUCgqx4)1b(Wcz)O
zCd#5q88#z>+3i1)#ZX38ZO*USH(A>$!gsI{B1S-})8)f*$c+$ZL~5jLq?-*yUHNSZ
zE_-I?GWXHtk9gA(K6&7&bBAl-EI*Hb%PDI+ZC!BvR4$K&X$f^Nl{Yt-NZhL&KXd1)
z$3u5aej>RW&vSeY)hkI2LHoOO{;?Q%0CSF5WYrWTm3Ze;g>Sd)@ipDeX^HE5fdnUC
zbm9fY;7Bk=N*+Ip<^1*+_v$0YYN$0NT|OrG(6nYh?wYAJy!CANaWpTl^JsU*(vWBc
zREk>$w%g+yYcKQsvCUe4uJQTiJj^4F72r@R6)9+nrCzM_+XNcO1IQGUfwIhmzmszk
zSDm50IwUUq;R0G7t?2Hj?32!05Qncb;n2z2C9nWKfBeYbDCI?a`J`81c)5czkkKpT
zGz&yR^1_3;f&or)zVVN4+ttZ*o!4Mn0f7tF#K1iBa7U-&2ba{ZK`K6X+BEBaJ{wB!
zAf}elOoA6?8DzmHsGC?s0^96#;_c#mh68x;*ZuSPiX(rYTz^#z4hOhAd=_JlONm~=
z)BXf}_K+TkpM}qFSDqkK^v*jirY?Gk0&n9dBT-m=41~+G?{8t6wZ(HxtnmS-wQcOV
zI%)~&%rMdtx;2QrzZ^>u@x6-Uw_1W5!JF|3-lxwGWNf5U!G1j*euF7JMRS7g%_kdR
zJn5|%k4M@R%lo`rPlJ#x=IJwUGQ1RzJ^zlrn2NF+oeS|kmzv_87SI7=Ie0%H5o3{O
z&`sr)|C$R22>IRM4bRGyV-}4eaQ9t?7CbK>Mg9`J#Uohz10FrY6Q-vny{8T3rwtP{
zk9@E`MEv9}dBrh3zwI3NBm#|%?v+!FBS>sPW)H9$tLO2Dqj{JK-npF-XWG%xJ7q*J
z8ZVS*H)#&@EKRAG`vuHa1>N(n)07U0{1OBp`y-xobaC(E6|;HvhaLGY?dy>{4;Sjt
zzs}Uc5>4J*E=nQj)=sRy(v?|CBt&mmgzD&RQ1?BfpmT>rE%u{nDAdW3(Dq*s<WP^Y
zY}Dp&b+BU==X0rT%;zqcxqeoMXHUE&j)vxs?tJ+4O7RFqZS>cWls~j?n1y#={H)*}
z^X+_l!MdJ}KIU98RiwkrAnXSY_VSHQ?`LLDw&ots>TsIJiuP1`r3|bn_d8|^52#{m
zp63F#@+zJMOw~K~QK9|=;Ll-x3i}?C4^cFW9;sP;42ybFf&wwt$FabQaV?VS>72|a
zhuBS)H~y>KZl@sh_JexSf`AvPSAOV@74*9VG`Sin#LZ;2O@ao$Fh5Qk5MTVklT=&q
zoeIGccbi4)eYydq%kKCv(sm18q+~~<+O)AwO|>_dk-i#Z%cB>R6ko^jn(o=CY@4r2
z{4i5n+po!6SsPxS$@4jWurfcBvA<VR>KmSeq5YC~5PSH*r5d0ywLDf!^nc0k;Rz~G
z@h}~^iB0MJD0chpx_58DdKXkMOSilACV!H9bTx%|j|bs{S8D@uK(7I3G^r{u3dP**
zsNTQ`1dgX0{5-hnI8*TJKLk&*VW6ZA0ILm-jHjc?PgnX6ufo^SvzWAG+8fdIyv?`d
z%?ghu$S>T71kumhjz=^<J!nDLs%6rc3Q)w!bYt_DMOGrQ!dg=PMZgA<R<N$2Cj`Ny
zv%-+x$!~h60(R|B3jYon5418YT>T^_`rtc}TwqZ+L7kLM_Hq!`qI<kSlbV)tPHhOS
zys2LU$|ZeDnB;!h;{&uskZfV(mIP;B{u-C?;4lkrjEi%8Vx(UX<7EXmw7F&Bv>8{F
z_&`Da!6Re+f{Ls0qkjp%&Dg?lT$d<)51gW~O^mJ5o?3u2OE<dslBef%`@2hG>#$41
z1M)=QgS{qm0yNTaZ}-~)L7B&CC1`|P>Ax+@E?FSe@#FdHS-`-%&han~w#LTjz9*Mq
z##{~zHSUk0M#p;ta?I?sj=#)g(LZL^({;&k9ZWivfp0iOmP6o(%fgQoagwR&>6OM!
zZL+ca@+)!);r(Dfn@G@mR=gPLH#&ROZQD3Gx!u1?TO08yD-Kkm2=!+)RY<&-wShse
zK3E-}dcRlDCA+iETn^O!YuaRf$#6c3X~DZ|A#yA?tpQ={hRsIBJS^qs+?VJqDyptu
zU5I&S3M++KOv?n+kaMC$oveblYa@GUWLxlrjjJjKbBs<zsqe`C@d{l6XaZRcTOglR
ztblP|0#_-U;QR1@K9Bb1aJha33d%~-o2BJ5*v~=yEb4RkgB-&$WIHckxO7G#${kW^
zdc!WAtB6l+Sd8J18#WL;fwFV@xB{nlyO!|F-M3S6Fdz@mMtb}BZ|gz(hx?ho1rtG6
zmye?=ixl1J<K@FH&sqB5P@ZP@nZmSIJXjt*sc&UP!_D7Ihf<L?9ndXCWWEtap7Ixx
z8=vc=6?;q*sFLR*t=Es$*@!c{$BvSllO24wSxap5P9>L|{e+djd!_sXX}Jx<w3@#(
zs2(}5B$r?n@xZ9`QbHCEvYU0vgGU<$EYIR~8>1H{dFO~N<r!Gi(g~+u+LDvqoW*)u
zfT90#AAvUkfq&=Dg(Q|71e5(}PAUVgVR}!{QQ*0sLbnp#qoPgp<>}mAd~+eK0m>_l
z^5l#BZg!bi@$0yeM~G;cGQk_HGjLFGF&<*e({xPr@l>5R%W9S9acvJv))~_2ExB$R
zztf4AFm|ffk1SRn<DOGg5fCUku~x5Af`AQac)f|Gq~7TlW3^!9@=q=;=bGM@T%1~v
z(-VO(q7e80e;?DTnBMMk{3xzgey01LpAxvvt~k}c9;m5dNwS&Nn&tyA*Vlc&P`C%}
zV(i$MNK$6!KHwHThM2Uv#i|)q)erz<n}%x0pIf<?yZVIG2ynpKv*Q&f=FrvRm*@we
zVxGL;C50qrM?i1L6;JYZxGOHJim&JSk?P9%DWuu6eyvq}`n~RD0C+SDYQhZ`m_l<b
zgK|8xo$PSF(LF4KiiOUvDm}uSve~5l1qj`{K<wdO;RCk3wB)xS2fxB@tjT}k?s_H+
z@yt>#?{D7CbOjo_MLxX5pXdu_2)vRsg{Qs}oMa}y6u_{}DU%VS({P80rS>To+(V2H
zbpCdAm95_0iQ{CYQ4R`93y{5WCQsSCKIrDU?e*zlsZTz1p-p1j>wBY)c){Kg5|&G@
z-FH*h&o_mL=Ak5rkhqKt`yCIL%N^L7^3zH5pp{P$9WR1v1vfMjS}9+Z;NubBXbxHl
zh?!$-+fSO7k$>F0Bd+HjD4{obu1+dE0OFunp8Akv4fc2Gg84H}aZu-mhNWdDij+6}
z9#=<}FdQSD2kBg+f?gB`$$$lmcH<$RL>k9Ic!I*s6wMm1GF1(|g1GYTiWbD7<y2wk
zi*+GqNDE8s5t4#2mQ6~?3jML`Tj{NK_3`?M23i*ZrUqvrhq4F!-1tf}Q@@k2A*$p>
zSYn#6Ss5tP6Ga%oFkm1^-6rqC;!zl1JB}q!g&sa0nt#poouf)V{VSg8Cw$yqO0PXM
zss4lWQQqcM57oM`k1^+`JAzmKoA`d<GvoJ<B)vVJ`mIgQeA`m9?z(>29gcLqfALN6
zWlvNL-lhF6Z(u-HM+fNxc|Eq?SFCJYm49xr%zNG3GFy*Hm&U~(YaSB1Q$w65M59x?
zpaH5M6yr!><DqScHXsr$y+ybP<V5oZ6rJ3F)`)CXWU*bL1^<k;w>)=}bw<VTQqYsj
zx=15;*Y_p;B?23}dAR+66T7Wh{mRI5O|aijonx-^RD+(|d|=@dyp!=}seT9h#hJdK
zJnLQ)PpEC7Jw?8%1^k?dN{Kh0)q(CDJSy|<f9Kxnjl=nHyk&3MfJS;f1C-Hj!M)q}
z@wph4Kus|$b{b`ETr^is=!r{i;#I9v0N=y<(ztsVr`4nHLd5hj4Ue~wEAlpGE=3#;
z3NO<aHjm@S+JExP155h-u<70W`%BUWbM*?hqjE=nbx(%!*df)`VVpeu082cE!jpo+
ze7)T4_wRI&@B8_HDdcBeIBAcSGwbR7VpiDCa>XGI`ya37;e9IWaXRvwayZ^;A?dbo
z`o3}=&4U1f1gjzub;E+IPIu-bF{p5Y!rgTAWV#(d%lGk6<oTA*<>G?W4Z`AHRo|Br
zHrCD#8<4)~*56J#dHLskG`An>eW&o8fRTaf|GXPpgKx)O$v^DE>nx}og6B-3_n+=f
z*@z>7Gb)fc3g-IZ!WL6zG&mxgf&PqV({ba7k}aOs&|2b@V-|o#1C}+EgS1{p8uh_D
zk`))dx=#=e02}mSA9?Kr2)0h&D>)@dD3jDp`lbi2K?YJ7iL0ycZ+H9bqsmf{x6Wdb
zWAclM)$?Fic9={vdotyJ`<j)E_|1p!@(<4ymCrR?ILnwF=Ypk|-0jxO0M*}hnrGw0
zy{9%<u`u>zvn!AbAD;GJ&7lLq&HN)?PWUJrCIB*mV-Q_u)OkDY9^Yv%|5WX!WC}Bn
z<k75+XDzX1$ipaWWyl>Fe0W!Gp6qMuj?HLnh6et7h=$8KE{~4enb?Ce;m<or)n;pu
zXrzQ4s87|jjNE!b~Ou!&nJ^n~dyF05IDY0uaU$Irx;gG_4<jt^QC_CdBzQ%RS
zn)X%Cbq3m~Io4`yb0Yu|HyQ1=L%~R*V)K#wd#i~lNoQQ_Ui<nG9*ezXpt|CuB6%YB
zDgS+a4ulFw_ETG5(qoi{mxs_h*1DyYKMsh3BHd&0Wq_canK!aIPtME=yGluq?^y6&
zpBQ_1l$<ssTS%4iKfiO&6=`&TS%WLX35#`{l>#?$JpY`T>b0Na&@yw-uJ=niT_o*#
z74JDqpE-PCxH%cfi2M)x^m8Rd3h=lu^Tz-`c`p=!&IDVfDUfXn{e5Pm&^z*x3zF#E
zkwWxE@`!8S`C%pUCk=^jEdZzr1q1`N_>;KG2MD0NV7{QlOGSu)72oypV=MX~pAHbx
z^T*jZ><a3@3Za;oE=-t-STR-6lHtS3+5TcA{?7kyC6wo0WMJftoqNlQY_L>kWW=`x
zd}G|u?nRkOzh5&1Cc1n5Pt%xej+vif&Le?&_Zh0<-z8U=3E!0hyenoa<P|XQxQMpN
zt&6$ax*Kpg`h!@->8Eh5^LJ+{HVY1HyFT6{+8!6)v+MS_?EQAS{r-q1slpT=G;wbI
z?)1pt5-`o@6AWh20Zmib!=37k<7{;uUhZL94E*@HbOw`3v5vL6zq1_o{z8SLSbO1d
z(6zkS5J9?K5GO^75Q0GNV4bdj>?y&Q6V+s4<?Tc`vQL>+%_hEcFwQ|`8L{i!i4MK|
z`I7M6K^B2N3t_GKRx&%@$d{~su<r5iz9a?w`HMJt=Y5OU*BF7mP#ALe^;*E;pSVuk
zu1E3rcxAtvC~MW`ie+wn`|G!?Ev}xPbZuHQ*;dwveC6&n3&b~Yz8aWiTQP%FUACT&
zlf_m7+y=wqwBRsxdL%Fd)4i{=XWo9x<R_Uso;`Op8hwRXEVk10Vb}f`g^Zc)I)Fa3
zE!Imh{d*vUys1VniTJ(C{$*-=^ect!;W1g3KMLZh9L>i}#HU8zoT2UGr{-|qXK}ZH
zxm|GB{jdpX)sA2&SMOaB8a10}zV+-h5l?*XLsUb5O#(e+{#2=pAJLR@n@$gk>c9OB
z5r7!`B~gkbFo`6=g1`%_sL7&`iX~0^DIW4tUg9UZm*1ID{mPta_247XDpXx&CVr*8
z8YHZ$&=xQEUUd5w`%?dM)lLF2->+leS<2xV37I+0(RF-quZKJBz0jqssQcO=qaQ_)
zZ6H7^G2$ORT{ZDMf`*6UbDO>bOAy-VNlgbR$OraShLrB<tai`|<{+9UG0v;sxxN!J
zps>|tX>CV)UycFKlZ<uPrfED$SC8wxwG9EyI5$#{v76a(Wj-cBsL|^q;IBL5DE(@U
zxqJluMD+ln>==z-cY2{^m$Q8;?Nr{khdr(BoYPOT2>(hx0_-jP5AguDkO;sVOQ4jn
z97xcuZq*67;m0d#8^bbWP4bmKex7#+|JFJ(@iSF2P5<;$hM#<t<9<iKbHau)@S}W1
z);|&rqu%wlCfT6fZaepF1D|Ob@|mdy^SArP1nFIoWWu$)=j?g^Xc1vf%eWZtYvP2V
zhB#cH@#Emqz%`q0Zq?lVW^x!F5HGX1_OC48{1P=KC4;e>!>@+O*8o`k(FJayD~HGZ
z`>G?#V;<EJJ@FlFPt<Yg2wAiF$=iAEMRo3u+N|&HNtHd`l<d+fZ-`?b@)Ed*HoJxF
z?(A36o9u9nbC`o?B-J6KH5=b?UOVeiGAnKIzHu=~Gx8N~%E^E16*_Oh>qm|<UO-i#
z8<(<+chw{JJPBhpCHqs&#VlwYmty;sLZ`_#vaheQjWkWeS?)M%rwhpROITj6clZrc
zc%it<u}dz?dVBH2^_*C(8HD9J{K_I^?db4J&)gV@`*?U2WD_~kRhVWh;79^yo5tjR
zA(1h%bMag!&xw;`(xAfrf;*#_@20)Z1nv=N6CLoLu_mvX$S3Z2d3T&{F?aS~-D9@Y
z@6$a8oW9eL`?x?9?blqR7zZEX82e-@;Wro$O<i>fH5d%8tog>v4?>AQkKs#Ym-f+E
zFB^F}FSFfpVTCIw1984$%K7@8Rb&VV1%Lx#AAUZ%aL_Zen@US4^q;&DSIg7pi;@TX
z5sa<Dhfq7QwI@n%+?Nep@&w$?J-T0P#o6bJ-|KHI7}FnZ&XIO$zJjj?pc5-$<y|iJ
zj!5@Z%H9#?N_VSpy0uNYGese&>I9~k1(vR4MP<2@5vX^x=&<Be7%abYs82K-uizx)
zQJFp{^>N?V$LL_<4(&<Rg(GSdE$V7xh&AVcSpp>NwoAq9{F;hI1h4H)2f8Mx;THts
z^Fv+JsMwysv|8P5We-(+EBg=7z^;158ACb&6d_IUD%JVQv$3FNm6L=>aH;yDkItR)
zaR2|${RSr2+~8K|^8<J(y@IOMcSJS#^H_#_IvooML6p0`?TA<FuCeKE3E(A5$znHr
z(@8+@&yVRlcs=7o0+s;*t8%|$KJ!_N`!|~YwA(nZ>7669@fAnrc~m4P&L;1E=5UZ;
zPBo6>WW#+QhjmZ3sVmW+6My&apRA+rnCnr>F6DWE1OOcp(u)k1>>Aw9i4G3>`6<2g
zz08jadtSV79|*n97rN7VnBsChZ1E4*f4t$3vHS(2rTwY<ynf+aV6E8fkN0`pr&Xnc
z;BBiO>%E>xqS5xCN49F{Pc1w<dw&&GZM*U9K0_7Z5<0B9woCVJb70XF_7;qkHeRRc
zd9W`fz!~qVv|rI7M#B1BSMNdo_M*k&1IV`6O?i@o;_Im^kOV$?I@5igt1UNxt~5KR
zYm1GpA(cht*rn8G?zgHv8FNMPUo3XK3ntj{?R^mrk94iR=Wh`bW4sw^)PNVuek-`3
ze#b(cqHxzb?T(PR9mzT2jrqI;9lf&*i5j87!E-m<@u8;rcO-xA&)^8Zu1Zag+~1Pj
z>5SUg4z;_B4qt>%y%&G)LjgFe&Aa_5ZFk{nJoXljaZ_7x-TYhj`%s4^x0f3bpU>Q`
zy+<`hJ-i7O!&Dz7;?sLH(kc4(q5a%xjNnxr7P0gAjRfmCcE{^=T-MP&GcOGs1#kgf
zUOlEGbixvudW1;RJ0~NP)LQJhc*9JoBF{(ljlBwjsrD_ibtoUw%@MQ*anLA4!Iih{
zJo~|>s1VQ;`V(}xgf-2UbJL`KrbG41e(&gp?^U0Dhw;l4{pGM-PKUJqDAAj&qOYpF
zJ#egcxdn%sbCh^r4)tUBG+3>UZs9flvGhGC_gdV&&(<zbmLW_q_CAM#@GZ*aNlJIF
zuP4+6?0Xzk>tO>Al0TUplEi4gy97mfm&jFN0R3n}avHbJCq#joevWdYig*1eAIvJ&
z$Zm~T=<K~x%tk1d?ZBA07&*7s^8yuGf=X5VEip=N1-beS0aPjto%q&ezvY7rWOJx_
zl~3CHyUfMN8=3`9MA>bd%@NF=O$9VoeJq3wiWj+W6b3QpAr=qL{duJj*4d++=uP_N
zcE6o>4V5%6#+G851Y>nYT8!Ok9~k|hCebO|tc(B(wcp&|u!~RVbJ+bBN}I;2G3kjZ
zUzP@LNk7c-(>}k?l|np%^Lr}R^n?DUEf+}GelnSK)0neg8vK|FCz%Yxg1!(5#JI$h
zkma&}V4m$;`)bk)VDOH~z;_hT4HK{y;@+>}h#UtEEFZ^+t#vCO(@v>0!~Eq&{|UIA
z!8?x)AiED@#~?NsC^6zoppA%wsINeyvk14TWb!DWGJBuD5MZ7CJo>Kqa4fKsFvbpx
z_x?*14F+-ey`{MF?{NeED2{m(0r;D{l&`B}e*C5gqovWstYYWaKk4I5QVyx=u)3lC
zPOzh2FDQP6w*PRMXkr!etgpBRZ+s@%-Tx#049BEq_XSi?!Gv2a68a~Xyr5r(`~1Vk
zH*af<$p8-TbB05&J`}q9VK*{_@!4Slj|v@LiDu}B-LzwcUOj*6)fDgdMCd;_B;KDw
z@bJqyd3;JYYr#YOcr#LlaIe_=km{@S05i=<Fw>+;n>0tRL##h$*W;T&a|y-Fy`R8`
zMA;OG4130&c?9h7cjpZ6I@65cKfh!R;gtrWsiLVCc|#5u1D;a-8t1Be9rEEIJjKu1
z3V#r%GP!X(f3A=};Sq};?5kt%@o4~(3!Z_!^9EG#4IQd={TM<7(DF6kuC4}Kk}^_L
zELQ<}NrM<ryPFy0Y4eNC{rH#y`PVmOgv^yt>BR72D{?-4n)tm-NyBUwk9e`M1RdMl
zcQB$jW~Y}ju>_shKSe?L-qw?$jwfd=hih5?KIL=-oq*oX+X-Wo@2T~t`1yD$r(1gX
zOj18SGpOXxwtHi-a<6L!gz#33EviusFWtOTg>ENV?)Jy33muTfdMa~%%)WtX?%Ukh
zuROh1=DF{`AzDy{IqtH(8o2#Fg2t5!RIYO?w}XiwkT<IQ-DD2UeyuLHP=smzef!>?
z==Q5vUM|m8R=xDNaz;$eN1DSB?a2<7d)=C%4tlII&*zI1;tFhBKec0_TP$n$rhkR!
zUx^3Yv!c8005_3wDnj~jUME`ACPh-b5FbW3oe=MSul!b!rVfg;bbanECH%;*J-*sH
zJH(S5jj5=z>s_Z`lOG#d(o7rgQvMQ0_Xk@FaXJEpR`jm#rLV4sI!%Gww$~w!7}<4D
z(V>Q(4ZHW<_pW*o$e<ujV9vE3CUv-WqjknG4N^vfj?E~vWT&7vi(Z2%5Ml{aF|?t-
zJP?1~*F?z<+%vDV4Hx>z$E((lCguZu@4f8DqYixaIGtNCh*?%iddsMPvsNldNj0QF
zZb&xK(m~6wtcW_ZfLr^@Lg!2_$mwJ-aw5(kVf_kSg?*`Z-w)&MTxQCx=`5U{o=~2J
z-OZiwl_=cq@Y%O23C8b@iR35Vug0m8g6V!)o!jm0mX}3WkGuBLzG&Bm<8u~33jx(6
zxS{JTXs7AG?>|4~^i&y+{T;c`zL9AT_ZY)DMxKtYk=r<r`QQz$r0rG7rnKoRtY2r;
zrli^Ew#TD)U&LelSX7O)3g*r{NU~mKaf!|4W%o^hLZ<JL6fUN9yo$#tcXg?!Eb+{9
z!ofn9vIb)@iA+S!GWB_+j(h8Ro7-BS%p>AR!VN6Ld+P`xH1f7Zg>4&@Pq=BB>{&Rs
z&gL*dzC2JSGp6V&d3qKY9tacP<jnTJrXhlcDUmugfGIS~;@~Z3(CoYKyMZ3~-fQ>g
z!`i=J#MmaAp0K}ujbG^!Bc<IGlkyhV1A;VmmSR)Hknag&^5uSQ_Sf(Z^T_wRufKPP
zM2fVQ;9Gm)8hsXKGdH7L?u2H)>kkvUpme%gql>{6Q`OOZ{e8)F%{GadbVz7}B|$0a
z{>-3Xx~iy+oo#?tEK*DpR~YZxz45ms*bTSp9@O`XAh~@1NS3x_S6;MuuPyLEGE95a
zO)GG8?mqS@x!pLE*wwctl}>=o@$sGJTQ?XlGiFz|%U0QGpTDG?oV@RskkK`ja@Q)k
z^7eBKowDOpsrs<P$C#hkbk5|!C6CM&LsTr%iVsoF-rbAoQIsKwW}G|BG-{e+*4h-2
zzcH`%@%Q#MiJ3^!fG|1VdQqN2T`e{UW<u8EIXtYu0e_Qj;UK9WfL_d<PPauSyzpwr
z&5MAY!4YKXU5t0tRn1TQ1fWxjp%m$Ghl?{!OuIdN3F1UF9L0R7yAW^or-<KY2FLv-
z$G`CL-J5eU%TOOhKf;^6G{=uXx1;`(cpPnd&@-!&-r$Rv*q-F{`Nh$;tVmOSf!^nz
zzm(wsrZ%hb$QliiBicIpsF>kC=KFUTRKVAZ6~%nDJ0xEHSj5_vRSdP11w*@tN<*jq
z6XYjL5y$(r-MJoopw;x*fNJuWMW~vw;6v!GPa&a_t*6*;AE*rn;H|toJwDo!?Ro@~
zffG+}UCTZC`r$m{)}4l<NOBnIUDA=85cBz=zf8lt2oSo`;m4eh5Cr`6>)Y#M!rkLK
z-Vu$X^0#wV$l8mc@s;F09peJAY^LS7P59+HcYAW@U9V-eb-R-rzs_0v=*8%rT@FO>
z!ff0Jz1c?nt{BS#=y+MpKjGW{EyD!}Q&@&?J%F>Eb)q3I4+}@OD@O5?;%muyb4{s}
zEy11Yz17Hs9kj7vyj0}jlMXt=>1SomK_2~MhVua$N>?R6CnDLXxz)`gM0fpTV2v?Q
zpzmEu=j#hrD=kp3>TtXY3HX-5mS7Q`Ww4#(kb<rFg?3r-G9(cT>x>dtGPT3~B`BCz
zA%7~&8C_2-uk|L%*4KUwxULnog<S_OFZo5PVo`e(4CApj2~1~=E=7I(LM}$VKUljC
zZ&AI{F@rP18;WG(9m}!oQMlLYh&ylgMM0~}A<8eNEi-@CEwY^F5BoMg=eRiy!+mh?
zp8LL(-SknC*-QM)I`6*9#*@oHN;gAO5SfAhARKO%iham~Pp(@3oQ&=pUXVB1(R26(
zxv-6oD+WA=^E5cDc^SBi_QFh%N{yxvX!$$-UP*zDU9N5E)fWev)G%0wgJ}oweia~W
zvVS<juj(1uD9@)P{Nez`p1>h=0?X^pSJpkJ7&!ILukKy9s*c|K)mzuO!TtZg*IuBH
z{X8a>?N0AU3fI}+!@Oeqki2rIXN6Vw_l@dc)c_B1>dL$H%%Z1T%cqq(@}hbKh%bYu
zA?aN-%N_;P6D;{Nz|RL>R|>T{<o@E0C&jpmy1Xkktm7_1e6%c`f17pl*qs<7lgM~{
zeW0&W+!d|~nHaQ{!fF%2$rGga_a3JEOR{TG%-WU`HiRFE>2Fk07m-gH|8YpOtUR9B
zrsrD&vfP9_Paa8ol?`|YIo_=73yN(_2$whatpnV7IS}}fOX(~04mKZ4R{-04hfml0
z)nAc>iv>SC9Q&PV5eGb2KIf~U{Ei=HM2Uubq+e;9F5R3}e}-Yx{Jkz(q}UvZE8!`n
zp4-~cQG+R{4kjbg)nVr=#n?K5{+kr{7z-A$&-W3}aYx}~khGQV2pn0`U{AcnHQv7B
z?3HX-AA<Npr(&oaeU$ta+;pZ$6wd~`C69p-`13iPXVQL71emuWd%qtak2xG0c(R;(
z-F`jgPeB2_PGa4n0@@KI=<=P;At6Z*-8br~^pP%JH}0If6op!mTS>$qYNzI+!1V-U
zFV`GiTtZ+mB`3I<KS3w$f>F>P0QmS0yHPTLk^Y`>**rp-CVTuFxU$puyh0`Ns`>7f
zq4nw-g5L@^PSEH`yGQ!-u0wu#H&*fLMV-bmR~l8`JII~S({Tq;RJ~22`mxR}0r>SN
zM?Q#oeVC*)fR|gU;QDvBKtAF&oDs8gaPzxjftmc~%SL~Y&QbU9OOLxt&ZycLSy(;Q
ztoe=f<l@@lV~jt<E%`jKcjQuxk~D7Q4`AUQ#9JyIry5uob3&k?D!rQ*Y|bAUUUdz{
zy?<1{D|he?oeeTI0kV0i&FRjf?3P|vIyCNdZJ-54>v80UV8ttgz=qE=wzO<g9sN8#
zyzyi}0nK=@@5Iat50<T~_dG}G)hd6dz;pV7U1Z{@?QfaTU_d12t#yJ%t1KQ5XfbiL
zT;Igoa?@{b)Q%L<w``lDqf0m5VY0G^4ko=L9!iEd+NS4X9K(2LZ}%}wYUXin*^%`V
zb4<gM#II!5z&(g~dp6_!)r}3uAK7>*qW#HWdj}3CS9ai*AAUFXaweFSVt;FO&TqGS
z_Q1Y-hJ^}hk86}l`wwM=sdg-}F;VcYTp0s+Gy&Z+fJ)w4Xd|xTT(0(={v|nKFnl4r
zZ{@w`49t=?1NnL=o63SEDe{U=(3K<&Rg6LaA|-c{hRAHFt*V!K&>tz1dDN`7#xX^C
zHu%!#RyKB`|F|>Q(ShbOUihy~6L&-<_Q4>4#?cQ$rhZ%Jf+>XhduHWRg?WYbI}(>-
z?e3?)fgY*wCT|lOv?zohbU9nP;cvvBzl!GDgu`#I^`I`dj21o==04<`)p}XrqOkCq
zqYLxVrQ>J6(dv$;r#Jrk9k;o97+LzR=BsRe2qztoC9@v)WaS{A2N-i2YpcPgnK&*k
zR@CBe{**raX{rz#Q}@J10xb4pk%V3z3ycj}8)wZ98VR}(y}rD2YL&ft>Qmw~*MQM4
zt)U<SXHSy*n}xGZd~HJaabAsn&&R6GsHGSJoU03bLi&L54FD1`+4TCC8ws8wl2>kN
z7j<MqWsk0AOX78wjNj!fZi2?k<yb`0{<+vaaRM)i4>w;GnMtIV-+}P+xIzbM?V~Ci
zyJ$WBNkO8l>v^5{l<6vjE?kW5`x$PZTHadw`>f@!d&G4$37Bfciw8L59uw}BC9FN@
zwk@lY6+C|KBpU43MU5`hG!xH+N%cd<xpL!rCG+bP?2*~l9wDi$0>%2V`fG&^1AXx`
z=2sX12IAvIe8~Ek?tq4l-GBgFyM)W_l2xggjA80Wr$Ex3Jj-ri&O~hcI(M6U2=4wq
z8d{M&pI^Q5M04)*6+ItlrQ`1ePajL((PjeIQ|n5rFe3X_kW$5K?cqWg*Aj>HIr2SV
zbnuiaytW$2dC(GgW|`YsuHogy?orLfgGH&5>J2#aDN{&dKFL8<q*N=T0ez+AqL=Vl
zRo5O>WCiN4V%ejsoxjVgU*g3IDl(T8AP!%>AxSurNcV_g8N*m-6rUW9!Bd`PG()-r
z-F5%sFWP703+-q6Z!!G!#2v=`PrPv=?`bqblZGkNbvtGH{)<;yY?$~pg<sz%oI+m4
zv-^HY=&a>dUn+beTAnQ2$Rl_DE!f?~(#!F}d`8Hu!9<r1-O;|()ysgo%a{o~qQAn3
zoCZ*|r=0R3D1iXrJF+YR9F>8BhoFqR(a61V;BPsDugqi-qM6(@VyAh#3;$X;G=cEH
zg?a|h@#~;L9^=1DXjU=YI?+s1kl&M<a?x~I=0_~G12*HGu_H0wZkrtgqEO6Ue|b{u
zNf?4o&iCfO-CH|eh!&~;RxTtc{;IMa)sF7)vLOI=p55$YeFm*RyUb5$0x9Tn`DzT9
z^N}S9qVk3^U!nwb`H2=Q15f*M`<{+0K^;46DYLhTR)`KFsS?4m8O6tb0&l}J5Pp{0
z09qAK<{*Krk(?byeZSszen2vrKR$=s$C2J|(9v?ZU=7(s<g_=Alc$8Ehmu~x-}ic(
zKFotXMxP%d+}!SSynimtubVgR3yw2t^1(|>N$z~C&|!jJpsfy8J$}+}fH``yt(Oyx
z#^!75&go6PFv*tX5XO+W0Xqv~lhV2iHTK445G(PYVsXQ87(Kcse(PYajq<e>7BhBK
z{8%aeypr1Zo|MjcBNcEEPx_C?PDIA>6QO}Cn)4_k9j=GY6*XVqttzWQh<fw%TGk8-
zzT`Ke9yL=vH(xYCW$;e^Q|BxsWWHsB0LJC}EMqhv?FP<xMCQJYoL1cXzB_2iSty?T
zW?)+<fP&OPfx}$C6&BDkM{v(}5^kqfwd^=tcc&Aoou_0D@6TyG-zEP^WwmDu5?V(1
za9znDM2Am<ywJSXdm}J}<5|S<Qemp&tAF3e$|0e_BeNtBIiMLcQ3ivUdeZw`3m~y#
zcKY*sG=4cE1JXD7L97I8iTiS<2QIx_73lGLd}4L!0LoT=UNVI79Ir=28W0=oUcO!l
za};Uvl5H}oahn;uuyz9VN=bv$4w1A$YSJ6ce<Q=cL%1PU6wGY!bVqe#O~<Uj&>2wu
zd0rSS<)J3Pw;irop#Tc)X+iw4p7d9~Jahe&sI2ABQY^uRwW~i5zAW<{mdB%BpY@Ql
zfNj++=5lvmbpDf;df5f^{xFIFxDegng7uf)fv?KsQ}krAbHRVOxX~;2kg{6;d84K)
zDn$gCs^sMR)Mz~`vO#6Lyj)nf8}%^`ub!9iPBUXKa!_D(4=$etU`4G5VM#x#bYJwV
zd}^EGRc|Cc5+y*+D>r9r8UC3`tZ?JVKGvg#W8SR_PU~wY=jk?g&vUX6sv}B%EqIX!
zN;p7L=^!je3_R~t>zD?wXf{={<qA6W^V^gLDBawfY}fae?1}Rksk4}r9%$b6UP!kG
zw!5<ZNT7>rOkV&x{PY?Ds2QiG@O9FzUmjO62!FiDexM96M+&Q9P4E+PnPb{4)pNL$
zp#lc0<~oa&CLEZ-N`7hv91-@V8Ly(2bz5;HKg8=jTowQ2XLd3k;I;r%>G_2I6lTQl
zNeD*2-di#ICH4WU?oKZt^`B>a!~3hrCpWP|vMhL>r@M`ThRtmuW&e&p8zYK>woi{h
zd&uMRnk@CeDi?WVrJc9WKFeYDU=3mDv0{<CR?wMuME68L&vu<Z8NBVtlZ)j=xJ#Ab
zxzZwayGGaVWYXFyiDJTH>}>Bo71#A|5ct)!96aq0WwcLGNkz36dI&r|_|-_p*2cx$
zF8JbfX?F@7CC?&k1#J43=awc^(igxwFr$AdPsJ0d*z*_aoR~(wWoJ7^JqO3n<Jz>5
z`ZZ<ZK-CtY=bPTt=4yZZR`clm#ULu(ANNPTKSh>tker6WdcUz}GYIb4en4uN%5{3!
z4auXc9GN3;CAh&)45)Bd!OXOb-?_>k&C{Um)=pTaN>_-}*IB2?3Ws*5j)yk9zs+zr
z^jZiGW`%<Vh+$#N$4d<%E;5T^^Egy^5)J{E*6B$%Y1AFhtDN(){e|`NX<@2kr3$Gf
z*gKlh<Fs?=M}dYhPGQUnY&n2*1tREgc%YMl!XK}`m+J6}o`ei9^@>V>MLyT<&F33{
zU5jTQ-;L-wRyP`tev_Nlka%EERL_R1=bhkBP4~F}|4-Y3Ch$J)_nk#9DN<D`&Em@h
zn@+|x9Xaz!Y-4R*Y>FSNZ+bF$S}!`r@h&=5AFf<*wk-N`HC{O-2gee#$`V^j_mqD}
z5{r-o$=^49fA7!O`+Q#N9A2eMUZ_Bi66E#6d<DJ@xN~{2(U*4!L3aiIVCc%Gg2chH
zvI10iJ3M3j6#X)NCz!M@(kl+m#(o)AY>{?e%+T4oEG5^BJFx@B*N%pR%u0B^^?b={
zel2ne0x%p1?}}6&(od4>913+j>F&6E#Jor^WDDP@!F<9Vz5|JQmrr`leZqrXVb`uf
zI^yeV^c~B!$th9{xwc#&f)Mtvp{ZKG9!xdK%k9ihQ=fH#C@n<k=vS8gICV3t$!L+u
zp`+g+PloQhJXUye+Lf=n>rNi=1Na^_cUeB~(CLTXCV?aAv1OpwR-=5oE;L3TAq<1K
zaOBYtcuLc3&V70j?ybI$Z$J#?!ga4RL0{~l{o8H%sIH_$P)#N8`QYnH+UNH>3@))9
zPJv(rV?203t|=qqe7++$ny^sC=S|hX1U7h|3@p2)`r>3vSAKFkM&s;v&cQMQmFdR#
z<pvVcpx3r<vipU~HV`{c*Ry(C4!?!2^!z>#g6jDF0zb?H<G^Qy!=BTe4RpU%+`_k?
z(bu=&!t7sRFQ@x@aQJSx2i%lAT>|u}IQy>U387Jsd?X=oo&6`RXx-N#tddZ4J!x7$
zoqP3|Y@Lbql%a^V%Ifwo)gi_v?}X~N;dWl=3v3R|Fg&`aDt0gQMITJ$Er<7pf(SC7
zH$C6KL;rS5dwa`~_9Mj4(;#nhBz)b6z%x@}l5gN5-z++?B84>tjjK8lsj5Bt60{a!
zgIYoDbDfl#jE`Z~I6^zU?yk?YtzK${=4d_sMrN54gLN1}aXR|hocgS_5L3c6=)S+g
zO1w92(d43o?x=aBH-~Pw>w8P@gtV9ibWpNO^_Zepa5`>*rITHwaD;5e6y;iD4|fIi
zMrZl%f8Zb}`sumshqr&2!W)P~;^g~P|B07Z2wVLXXQi8JjWhu{M2kqqg$)XTDmwiF
z7QrEk2}D5KV{`qz8FQ82oBRU6T1ziTAjar|bj?gVO{DBqx{MyN*{jps*n&B=qj-L$
zw}WWJ=#~X`PYajF^)OtL_iisD4}k#wx(ayHYb4o`$IJlP8(Em^0hC%%G0gOIbtr-^
zF8}a!E?cT%Srq-AdN2l0k*0u%0t(2x!vGXS0YTn;eXgiRHSWmD%*vaQ5sK&Rz1Ey(
z5DgL2t+$M=Ok~qAw5^9n$Kh6g8(W0Oy?_#d6ImW^&pdWq8YR<fkEg_SIV)TynvbO`
zf#L;Y=dZ9b=BFhLq|1_k&6)4Pa{)d<z--p&xbZX_z(m0;G^{k^V|0rF*u%FW7b#4y
z(p-vwlPSAnc$YnU%BuBOa~if9ZDt;zjF-+o=9?+tHlLVAb$WWO8_2syc)#&a>6w&?
ze=+Z0-Rk=LT>(cL(FQL_?BRE%{qz6+96u)7tcJa>jWbo0?qA`&cBEz7_yux=>%-B0
z*4-KNPQr0HeNoR_l<%2{UjqIvl$ZUgjVCTW)zI`nU-Np0#al|b+<{iij8l5SF@E~e
zr#`md?)%MMX_W=&SRvvZAi|iq)sn?G+3ZLGP4Z?c25Guv8;KG|t~};pd|(%uV4R%d
zd+=~)8x&b^ca1MlKh~HTWB$NWXG3Hq0`a_`R7xRd2^2@0qz8Jie*w!J;@P>^>RwXk
zPDr5)3#{^SNDNjEmRh!$$7vGP>4p*MzVt{d3i8N#WBQ?_mO^+6wd`KYTgqO=XKrE)
z_sla-Ho#c~BX_)6Fx?2Eq!`aEx?kc=C7`>=GkBHfO%P(;Jes5lTF-<8;EtOeA|U?i
zl+E2x{q@d(Jbt6MeO_{b%0rJpXLnQdiTzlE9@0#=gzga(Cr?mqd2!(m3jMqcyR=QO
zjB3{F5;?c&aC8J@W;QyI{(7XwPVNnSNBV7KK?X8wnc)8lO(4CF@#B7a;jsmdWWIaz
zbN<<b#K3Fp0VhFkdzU7eKaL;SyU4;BC#%OdC_mU0lI$ed)W>Omgu_rxcV*^Tzw+!T
z8~Ds;&*Nm;uLNC-w(+*gg%+{hTXBXMMa?>T95siZWZr2sTDkq}(=0^hH>rWf>a*#8
zInfevz25@^DwxZ4QvFvn(ldLYkJSE~?wtNa!4WI@?FG(XQU~SZL!xHL>MYglRq~9@
zzJYohC}8#R>=C$$PgT1vTb-wMoZ~&3AjVz`TCHw(*^QF;Vo@1NPcaV5)4hp!$7OO^
z{5*k>akPZsWz`3X=FpJW^mu$cio$H)AV^Qo!yC>!3P*M<%9;5?fx3s(x4s8ui+^3I
zF1~^vH*#a@f11<#(hmq9ttk<jKYhK2XRY=#jWFK(lE6S1Wm4NN?1`1YtHqOHyB?N3
zr;O-f6rmj-exV6B`qPfh=W14$X{*$jXT3MumJSndpm2emx&cy~m6R^G*RS<jk<J8T
zx@Sg_x!m&Hb#$V^ia92_e0u+exJi*_<v<mJ@RaR-^8g1omEYm1oX}Yhbd&tm>0$2s
zOUJ3mu#LYwG;&-ncRrwsL#_mIM{KWdUkg>*4(+x%Kf1(Qw!OH~_!;3qc~dN&K>K)l
z{*Ww30eB+_0K*>n{Ah0qJq+4Te&T=?nh#9-NXD9+JW)hxQaNf3PH-o8umGZ}g6J_h
zfYA^y*`8-^k$paS3z<+$a@AO&D);F+F29dXpa>p5V(S~lSop={vh_I;;vN<Ip%!ls
zd+_ER|IUFH6huKnaS2V=+p(8sYp$g0gLs;Z`bOy1yk^2PLoFS1{M2oN70Myd6nH|5
zmo(mK@14(h{rUdQpGh_&hVaXUIAo}Oi&K^$?Gr-3|FsCw298I4^-*m*Lm7O1PQRbJ
zGpMy$+6}wf4G8?SR9OemL@g5T0z&Nr77`A)5zAv1g^F6VxPs`YyWG_34!U!t+`Z$+
zF(7d@7cWM#1PN8{uJ^S20FB|t!16aDoP~pgFK2IU$}wjcDr>M9w^$F=Ck4TUya_g2
z=XCYCnPfXU%e`}tBNd9p#~ttcU!|$z^UlxW%4ryGC!<vCA#eO%@gA_>>xtVlXLHnm
zUY|}=Ql^TIKa$=_;pX3T!jo7~KiIhY`JrmU6?(Q4rwPUlo8N<nFDP1vyK3x-e0Ent
zvmYZJ0527H&*q{pcx!|kJ>=0jjNg;Q+PmSJjg6L_g|I}pv*3?;X9xPgI;D=4TArHd
z;O@WcJGJroZ5Y{InI3^stDgMxP09NyEN{PnycxLZhit?QsFCpUuWEU5R7Uj3-&t25
zE+5`ZFy<N^v1a*u(;x9=1+m#p*gtuznw|?Q#BRKTQ|}{z&BE*A2iivcbQmw(kF;LK
zf-~vOEQKGKQ_B-ymvezG?Md%ITepVN_k)+aXM1Qw#0!*$k6)HhjeovO!87X6f>1e~
zudWLdZEjx1;S0|$klu;Uj=a3%df^9&Tgmo;pDUdeiGax4FY!D!6S-<y2P~>2Ld8+C
zet;x29@*=QB^nDeGs@ST^mi;dOTKT862A<VaP^?r?mV9SVi>$H&3x;2S^cEEw6Wdw
z3pP3bI@m3Z`yKTSoZ;1IkM$AK5);Yk^KfIYE+qijo5w$v?~SNv?cbWw9_l@xCWzDP
z8q)N1WmqLN^_#EUVzlQ&n0n8Fl+4H5KuIG1eI?F}_I!@EG0=XM&_0s;eL6gJ%o7;z
z)a2O%=A7{@O%PdR`23$!uya_e_NxuQSu-p>l`LQUW9IdW_Sj7F>kzoqJ#jr-Jh~~I
zG<zdqbi%{jiaH%Y>;Tg2M<i=f;*u2)&2ZSy-W5fWaX>=8<LYq+=#?3`t1=k4g3#{H
z9*GlT9?2Lh$2%(~*JDZEAu-~bYoS(|k`C5&s};4*4(5kx4HSkKvd;wE;UGV4FnxR6
zR%LRsd`Dap#re7JLcjY4WL|EE9K>l*hg)s-HwsN(ro%4iB%D`So3YLPZnH;aNCAEl
z$~bn9DA>i{6O4>vBey2~(flZhzJnq)1I(;(4lYGq!1ELFf*{?djY=bdId|tJ$kp1Z
zS)rDMsJW&0HM=v;%j6FLZmlxl{p*-fH*ulGL3BC4JA=%L&9CxU(rsGoVIP!mK+bvr
z=p2!n;ko>cHox}AsZWCYb;aT}yie`BF8V8R>zn<<27a&w=jf^W%zXU)TEBuZW2%pi
z^oEGMDD73b?2$&t{r_JH#&2e_yA@I44*>VS7~k|Br2f+<6_ZG0E!;fkKl@<To}fBB
zk3btU*!Av^AK)WZfmg4lFS`%v)i>thzf!=*cQ0u-Hs|W}2*pkc4!45^e9am8emLbr
z6a&NM^Fy<=+k&`n!5q2W!qf96o&1}LKOXSwe0p9DqfdzFyy&Z4s-O31yqs>?-H6zk
zvboi>xjCGytKHBbTwQA7>-tKe=|F*wI~G8>J%dJSxhw~+=!@5Tf4;iLr+Pz(^so{;
zgA?eGYTVBZ@wW;4NVjywO%E24knvG9+_vnNJf+v+2PE}0`9Z~t!uHH)-gKFpO$~(H
zzmmM-gD)PFiJ))m^`%m;YyY619ZZ2Z<z6p|<X@QkFg<jiVtxXw0)5SI4_YNXu1?SS
zBp@J9tM9+(!`^xJc6#@jCOJGY#KFp8Oc*@YERA0d`}@^ve7k0qn|~a#v`~UVE9eIj
z8tk+z^4$Sq)t7jg<0%M*axSPc;}h;Z>Ns90NiW}gYPuvkTq94v=R)CDoz^3FyC7{C
zr9;x%j|>8dvhaPk*=YAhpWv?#f1h_RqL6Dl>jRgo@-!@$jz4~bVsbtT3QFhnc08G1
z><&?ywB=x43Da04$!#d`d0Z4;^<+sJ!A`{EFr0XO*UXaB?5#@<8&nJlR6WU75g!b^
zO5b~3QQ6<`$VNYdb+$T_m^zaugAI~sCctk1zyc$2gLw2}&*#nO*Hf1u-#&UTGBTn<
zZF#)JHszhE;{4)KnkA1@w?{9v+K2HBtycYFl&5vziQ733t?adlSKt=pttkLETv|?U
zO7-m23B)*O(Q>K5*NJ;+EBZM?X7hL__t~!&p$}2MR$qT@?kGq~X<_o>8yQ8Zm=<~S
z;)mo5qEMK~e&Mop<2Pit?sn7e7OKVC8&hB)x<7p?9l!F&SbfSf>S<GuH5JRdsGLjb
zaJI@|LM+a?hqF-LDtSBDrS;wxF!=fJhkKgQOL|(~OB+2bm1-CND^Pe^!1J_uQ$Nx%
zw6k;Ric25`)&3xWiOkgKTN~iP8t3Can)Mes8yHkjW2=rZCp1+vj+quN(6Ct#h4BV^
zQ$I^=AwEqWydV8_fSte%lhky{v=&u#j|=xT;4)Iw;&9Bsil{iPb1ex$(AfY8NqSdD
z<FG4+Lx_w=pH2^v2Key%LtxhgBj!$>_-yxf-7!38(0bIb2LMFPoB&0|ueG^!lmpjM
z<Eg)+|NFhKU(mWzj8DlIbq%ScI1PY=+219#q~5Ua4@>fE4As9?^7j|+hQ-sjRGj1Y
zuOZQA0xbQFf8_?%k@wX@5K^Af?R$P(0aNr(nOH<^kHpHy>$m^^!t)hqOQgMN2VeiS
zZ)hKyNr9Va^#u6HTMLSp<`o(D{BZn9LL0U(z-LF}(59{Sv&iLjyxS&tOvn2`-0fSH
zvcEZrl(I=#ijm94$cSPYLE^duV26{Z3$05K=X9sH)_JewYv~x6BsP01BxpX))$8qa
zm`HhexGj8hJ8|1dCck?(65by<{9e|R&ZMlpnbCnWx#1=6NItHA<Q1d6&nqn3^XVX!
zH*cp^4;x!jO^HnPnPGw;>a_AZOg3X_jSD$BYh+!iogpAXkn#DlZ~}?8dcPn%Si~i<
z6p1~f6c-OW`Q2|b(nd)37k}9-h#P}1b5ckiSe#}%?o3CEI2s^~tJcH3^Y)x&@f7nl
zK2wj;&=DMmZOlwsKDMKgutMnv{d3<EqxIAI3pz2B%MNt;*PjS>&&STWSFhsNM@Q&&
zOS6j%ixl9^?%p2_7Z9&_<4_WNbX!luK4S75bF+jqz2^`qN|!?w9UCn}EJs8=I9$MX
zKSEKYWC4;5+)?^Be?BvHm2ryMbqRflt>bS*#?wCVJqyB6Gjx|qEYM7ZnRIN&Jk0_9
z;nVRt0dwbh?&Ak5I%V0)Q+(MAJESD*h5o>)6ynv7ks2S3b9;~U;tNpj6g+}|;v|CK
z@wy$D9TA^$mp*`kRTo5-iUU`{h<20&`;p!f3yUJw8ZH%#!{0+f?2ogX%`8%5*PV9#
zs?!rh>8`y3nzv%$KzteaZUxC}oBQ_20jE7QvxRp6Q|;bB8_j{9<^Z6>uSKVa)J=)`
z;+@`e?@V++qtnw?-J>sz**`<=tj+f$^=Ym*BpGZ)H1_m889$MpD}U)LppWc2Cw|rX
zU?F<G<wN>|#!Wwn%D$$L`vV%Ln`Z}Me>Xp$uRkWIGo7hO3?}*~8M$v4?wiM+4;%{t
z^xff8SzDU>cLUH#`KSP(h{pee!L0s169f`V6_U^rAhGhE@rW1Sbx(rRb))5}8+Sg-
zt{FJWv1dtjB;DVJ)0hg6%sJe%wdK5R;q~^*WfR_C++`;pRVK|R)bm0I8i3VqqJIq#
zI`{9*^#DUqI!cP2tn*GggO0HH9SAo7*o3d|dv?^MGDX~2)nrjjZFmp5Zd>xatQhiM
zui7Aq&oja2k<@)yxb2G_X%P;;iRuaa3SP$k^!A~GI^SGMoerm+a(F#Al!~6}hl#lK
zQS)n*OSWGJpk_xpvFaT1RrF6jjrf%RdFSA2CD-SPw>O76)yEZmWZ}e++EIO5I~7f%
z2H>$Dofy3DPNvX#<4B#GuB*c?jVgI}ckX=vEbINv2%e6fPJD^Y4>6b*F>j9!YFC4}
z|HL4BA!DZRUqtE+orl%N%@E7|!k@1wLeV^0V8z&wPGqebDUS<O;=6(xk0o*X(skHQ
zi9>*^{WRH40QT2C?az5ue778_1JIT~URZNTvU)j78Ki1r&)8_>X&NV0977g>t=jS{
zBq4Sp6tYase{<)A!!N(x_koYGhd*HOnNO@)Z`?N2g&iLIG5HZe>NVq|=4#7IL1I06
zQMX=7PAZs%@;=7CKamQ@qu|1o$mHDWCgYW0H~~*4MwAfcdV3Z>$0;^M(q}`@U^MG>
z`?&WDXmwv4Wgx357Q84`r>Dl{6kHAZU}y1a2d3a(-UPJr8M5f^p*bf|elPoaC-4Sk
zGv@wVNAD%s)(Z`oRkD}z6TKGR!S=)<t|CEy;t2Ws6t`On=p8997rt7b$<pg)>AVOB
z*>=btp;wY5C5j_0H#UMQf0gOoc8*oEM+x^qgeL+P4cg{==qmiD!cOTN2y21hx6^K}
zOX<aY1LX`^`DkxmD2S+t=b5o)>E4({d&PQl**z~iluDfb^|s%;r;jA&*SCYNn=gBs
zb=LHJ{t3`m>d(AFO*yU;WmrNSAU}86^9Dwas|#Udm?bZ-$GV{X6M5oCULJ)@rwtWq
ziO2>XNH~))0dp9iwq#zOkM%GEY-Jgstj(`M(;HiY537A;cHe%=OJKd{P(}}{EK0r1
zUg+EG7lMq19g+TA^Ne-J;T@9IdHb>-^+a>U=VHA^eFJ1jS44VvxGivBaM^oDZoL5`
zP&-w;K3x*j(#3iJjoY8jPq~dx=&7h&y{N?<?M9`64+<q3nqG2W{BiQDf_o2KYBztK
zJb8vzWGh#{^yz^esgC@5$-1`E8QDQpKi@_|`kZ2EtEP%bS6%&`%jsuLkG8YtOzGRV
zcqr12>0OD)Pq9unt8^8rPEO<aKFzORRMkqK+u&=z0phBs<o%T4tWYy@rg-hr?$`78
zmp$I}{8$Uy?w_g&1`VFRIKlSipk{`Nt4*4n(wX9B&%BB!nAdt{tr~gC=EGw+vN4sW
z;3|hGXyS0llO^+LTPhons5(-q9k*fl_e(9qrIPq)c$aW~^JTEXj9t6#J=qNc)yk0H
z%vcoP>h=1u$XC4aT^tD{#(W*fn1SK%%UYqk1{+r)`&Ot*oi=ktZJ&9U+xsF%Sod~U
z3v|Y_<=blarWtkL3@r)8TFd(a`Ppl0YVA(*J0CCMRQ*26GgjU|=qc8apH2>6A0a@&
z11ES{?hZ#Kol;#ISCV5j58wUIe-E$Y7r9t`HjMmi_)vVL@6FJOBW7-KGANYxj#stv
zgM)g-F$S&YDOOm7Z~&WGxJ>Bm;=uWyX^#zdusF!!m(CqX9;ceVTB=y`z~VSbU;Zco
z=H<5K!OEs^wHd*zQ=-|FeR-+55WI)uBw*;DmkMg<=)muXEY@vfJk~T3RR*lTzYa2=
z(D}_($A{?=jwh<YJ^ipJUl9jyqp82%v9oWW`SX_H%1uY8qB|v9y6IZHYp`0R0r&rZ
zr_ybWO7;FU>=tw;ew$!Anma1My(cU0=bIc{zyY22{=uA7A|~;ZYo3YRC>UZaJ*Ys@
zNScFqdqc#AY27An@oeEbwqy5nfPJ~2dsWs7jQov#>pNKxW+1T9veZGxDi|66`%am&
zKFN+1L^()wpn9}3?Jj@kVHze^ie}DfhU)iW>6%r<-gWz)Uffe5f_wCd-pJ$bV_N=A
zq6;rm3u@~QK1N?qLxHCc3?rjoiH7bWg(^5kd<P>h{_IhBGvW2V-ni)+(E}*!pL8Ri
z+De8v-E-zwd$B4@xe2_*C6Yb$-O#}Gd9p(pLyQ&Bm-9imr}{O=i04J|`9XM1p~GJY
z-fpt&qmd7#$>4-q+0{(xICc(SCf3>Mq~vq!?z;V9Uj;Rsbb2|ps();t_rbzHprH#r
zPUUZ@9-QvMc^9R$Up#y#y*IRSMIw+)0?O$G%D#wCVj!{WwjP{Q?rwX+F_#B89Z^|?
zpvYbnlUBY(UfmrqY3WaLQi|JPna|8w(9-O@2gEwfh$y3sCw%}~j3|AdV<|!O9uYe<
zrtgBI9!LK9w)F1^NJMu!Udl0NVV%utK%2I4btHth_T2IQ8L9qa8{X5S`v%;iKV~*b
zZ|wobxo>%S8U6RJous2qb*vzDNsE19v>?F2RQKk<zCMzaE0`<!2uV{P#eKZ*Y8t%G
z_js#><NgmSuYDn2X?N$Z&s`66bgrlufjQuvyTtWzu(s7tWq(ST*;M0zJ-+!kUDK~&
zKOOZ2;OS1~;kO8{>x?2^M00x8j`*k2&u^p>7e^7BDi4PFRB8s>CKpAnloz+@98y3%
zab?Y5<A<fLCj(S|dqnWi@F(4T*W9W-42d4zy=MjfJg$++HcqOSUrr(wl9O{;IjHou
zW}!?woXPVSAvw7lPQ#J)bLS)u!^)FK)oykGBIUP_b0f!Lc&!Xjq;gHjgu|ZivMR9W
zjF};qk@7!9G1Gqwekhr;eT^7>avyx*P!zBHfUsEuRL~fMMFkE$ch&qygX>Q(*g2EF
zB1x#poQ^cU8>WB(<&NCXr6-)jxvmnhAf3~Tc^x`gSA1AZ!<`O{_Gs+TFd^uZ#2~tx
zio4-?_n=j?OMR-6Um*U#{e3X?zON1|#}<X;kq?(R@Poc@IOuEc{?Na|HPSuf^<Xc*
z25Ux<f$Vt|md$&qlRt>)cSOoH8Q%z!Z=_I6HBhGM9Yjfgt?nIv;LU_k_uA8;%=LRJ
z8+a-ZE{n-`?ck~J3`H3jF$p{~%_B}Yh%sq~V{ZIn%nQqCFz5jXiqD`V(c|Xl6}?6m
zX+!1>e?yzpj+!w;r`wXWcYIw7isLCtf@9Uaai6H6|J-lgX&ouwe-GO2=F@J?ev3`y
z0rJD(aqk}*75mHUJ6!O8fi<3s1j;fPa<?9{SG}Qv#WY&=nxaQQ1lR2hDju<{{*ENG
z+`IXmHw}&3!{T*mWe&d~x&Kks7J;T1w8*yOGmsNc_4}UfvD9JTWoTUrs<_Ez0Hjy@
zv+WvIrQ4F9Pw(=f9QHYTlQlJV#z8H64_q?kJ*4YO&o4rVTUB2N-G&qTvNH$Hy>Jj3
zZ9Sh3=%?1%>)ZV(GOL^#mA$z=!JK!vNHQa*>L?7gu-iQbkY-xrNIFStEk(23C}@1b
z1zP*z`p1BHYf|#e&IyEC%)4R5L#*Fw6$r`YQHxUOE`8;d*B_9=L{iRI>M_J@P^?-S
zUi;tDlqM0Jo6(6o?|geD%|}D{4(`RhgY-aoAtYQS=wbj+>z#s`5t46QSbon?<f79P
zJXK<M((jnp_=cAD>N`(%6cb$w!~RxL4#gw_LAJ36oM_*hIF4-z9xl@lO7klO&*g|a
zFv*8WLfK<N?!5Y1p9_2v)#g|#H_Dp!A+GBOZ<NJncOjm`-DiP|9T{Z50+6!#!@y_R
zcoPp%p|U_Si8nM!7{&(j0j!tb;NIccdDY1na0f)<DQ(BwNXlxx_}H(4|1C6#hihUo
zMpN8<^yf`qjpLy_eM1Mb%Y7Lf-Q+ps6rnts$Ji10Q3<Hu>$d>WyNo6u6nhW-EEVXX
zVV(0T`M3G?0(^S~6D=|;wtC>UIaLqOIC|X)VBC6xYKDB{W6U_hKRLUzv&nc-<ysAm
zc<R`Me%gfQJygQr-1!M6SDn8;b$!zNYDZQJ<3pa&0Rcrol<q1!7LvtcyQTiQxmk0t
z>P0ob*^6}{tgyq=b33qNW2G7&(`VWM3Y2Pgm5TXn7gTIttwI3#h>{fsj^a31{^dG%
zZ*Bw}+i$1UZWW08cDJ!lFhQd#cRj#U9-Nxes}?wWjYY<zMrBWk8*pVCd?r;Isyl3-
zTO|!IAP&J@!-WQB9Q#b6y><H_4ctDDp6cx{<C&Y}o9Yp2jYZV^>$BSt<qq(eJ`d|9
zHObuhf9z)vPSf<%sWyK}b~_KJ;I2G@l~7N8zpw)QLIqb61A<q_*9)!p^#T6_>?55{
z@@FRSccEX@?K5aT>toqjP=NrtN=zklew}sc%#QN{bIz@%P|joP@qRk!))yawl5l5%
z;bm^(1+S@2B`)&JgbYf#&!K80nh6Nj4r}sKy!O>(axJu*K=)cngz}b>*>SB6b000;
zk$%HfLt4{uF!r7DF>b2xv7dzpBqydZ%N=ZM9t72<I4+0^eDfFRK})dC7^!uKtiaU%
zftRWCeOP%Dcd+tBLgJp80zD<0WDknIz%9V(v^^C&rQ~GNHr^6tyvf#CoA-m!O}yke
z^rtL#nM|tZSYXnW$5W42E^A0JSed=`1)1uVm*j>l^Bm>RxTH|j;R)S0gMAF)L`A4i
z(2WD28Fq2w$p!`H^p82L6iX?x`U^g;XF#Oo+2I0HO{Hu*Fh1>LP!%!rATXnE#`lBr
zg`My>X<eA?hJDoDf2#P*<RX^Xc-8!#&{f_W0<7qYdrg7BrP9wDefNG8s1JY&pjyPK
zOo9_5T)|z3$UL-V@_qO&>gH<JUIvu@b?{B=9NQ)eU@BRYFwAPi0)#8ubm!z6g?)jd
z=~3vcXr%1QeZ`&)*@ur%{NSwhXfuj1%+bO!-w(^B)FE@L3U%f25LCcaL@)CKvPzO#
zDcddy?)AHvIiGjr;et#EPKfk<7(yK2pQUvir4yrvN3b%{9NB%U=lK=X1hR4^BYk+x
zQqS>@eeMr&mmHMy0q~lObvQ!BI<&O3ieR|mnS+oAqMIME7Iw|Pu00Ab{BY|mb|9aV
z?_DlD2z6)qkWt;89gp_UeI12UKUMZe)IaJQ_K(<q@&aRsE<4^c(OrIpe)7Ny>3>HT
zR|U!av>^oZeml5I=vRi1?MwAa4sBG<%F*15COc-o*ZRFqJ(GQNK)W@6?a|FNclJqz
z9$JC^>It>7S>k%c?q0X`<Pla*q_uGjC(eGg0z_qdHyxiKFqqE3=H(t~z;%s{C%dFb
z`Sob?inaC14E7wu4eh423?zRej;GV`q2F?_rr;NaLoqYPy$>@9nH)1v2rIBSoIH^U
zF#Ifh%FQFRjPkNIy$dY<_scrFObb5LlARYo5xwqlwi*#&_l$tu69~?{e>sc#<9xxc
z_D$a1h4A$z42^A__hQEu1-K~Ds_lK+eV)|1`{7Qk@1|+@$o=_IC4vi?pkREt{f`;I
zx|F#c=$`Y+0mJPK%<otb)sgZIOu6rePjsBm{cZ&tI``0&)0pM@G%T49SDcXKFI3k9
ze4BkEpUBe(w$I$R&a_$-*W1H7=Xo(7iZgpe086F%VW+a))X8op6_%`;xJw6*sMcQk
zc?myaD?<JVCWd-|8Is#pGmzgQD>~r(w6}mhBvu2EH-=}1OUQ}Ts-0szPOCmPSn*s~
zNvbRa>75@SL~$>s&@NLFoVADNtejmmOOB}(6z5Y)|1FSf+LfcD$=mp{%2hT9@<zmO
zjq29@{5&#)blux-f225vT=1Z+*H1k6MM@aQL5a5locbnqJd<#43IAd?_Iq{f+ZT#Z
zP=armc0Fr0%<0`xe|8O{W*WE5sh<}XS%*q=2m=1?Z?uS*@Exw3U^+0!rmvm6D@4m+
zb+OT_F;35#ax<B|ueZk*Nn>p>yZ0?D@H&yS7k$30M6&>p^f?Z{KA{vPl7+=RcDY8B
zH$?`#aK~HLcb}PY_lS?XU1o3kH`;VbF?apRkPq#KX{~<k-njq&N5A)%55xVmUGO`n
zyY2pI$Sg}(^M}#4<}+un;kpZXNc$dD>bv0nmc#E2<68i0J9Qs#Z?CNnaiwDp@pq4Z
z&ZoY5w;Z^MV{mPC)7-99gnWperDLHB$_Icb1>=9~RbQvidXZV_D-Tfl?0}$E!DzTL
zYu~2z$3D?$NW3$Alc)L1D`Zru*-j=BozlYiSR#fpl?0%+NOhq<kUqn6&^9CctP78M
z;pPH-TM$-Xg*D3yQ*AfrY4>LEP7H2D*u*ZD77DP@`+LI!>&C0=y0mOP)Xr_on;)!M
z_Q@F=m!57y8~DjfC<UKKo&7CY#bMBgUtIByl#YB<@ef@v>XU}1MXW<%iF&s^{vo30
zqQ0BxL+uJg(=!KJrTHknbl@~$kuEDSu?$-eGhtZwszb!EBRzJhT@cD~cX;!QgK+8(
zQk{bwC>FQ+G9<c`bfAE^?^`viPv>xBju6Sn3PX90&t)y?y`uW7BYROe<b*B^pas4o
zaqZ<T7#HeJC!*}%pTui_Y#rC5qz;oFcL<aHlRli%gU@&O>+s#FN2+GGr5U~zrwpk~
zZwIbjQ{+?<_5{-_JV~JK9|@Q0A9c6UI3`m1-Cg3#oUkdjY2kN<PHQr!_pElp-CNRf
z+#d<txBy|hO#KB5FCcEAdc4;sg%)Ox0bo&-KdKa*Z%^UuKMT$O5FkmyLlIGordi`t
zROl0lWpA4Vw<Z^lsmpgt?!200cr1|^p6NZZu!q0_^hY7yAC@_1Lo2Wesjl3|<eAOk
z^ES&gVSJz%dv)XVvjv4Hz9KK5SGc0k!mZF{>5td~cm@12?XA)#kdU>!U53M@oHovt
zJmN`w=a%~=ypO>2cP0&~pP=I04=2T+rK<LWapxVBAbM<QPHrzvoWJJ*z%s^jzx)^c
ze;W0xE063#x3Z&Qr(>>Fqx6%{&e~bN%g_EIqM{*$LHT^)XIT+s3KoO$kqK=i$*}r)
zU)D8IW(SaB-aW^VBCC(%5FvIho`PnzcR_3I0psqAO$M&lbMDufWLa7jdZDB&_NMlo
zTFSW-4WOD*kzUm>@pk@lKZU%LMdTEZ*tj$tZY3c>Nr;(I>v4Fhg7-2N#gLEmQ7HC{
zL1iOB1q~&11rksAc~u)Yq7%Z9m>sDxZpr$&d!9n~ou6hfB<@mSK)MKxC^j9uxR0_}
z2#9K5yxBt8`lFa($8!B*W{a3Y;Hc}gixv4C?S)z^?56d*O#y+nr6b~jW&y_lh<7Hc
za$PO;Hkfu}McN5=sjb}!KQR^`<_$F>*?&a2!k+pgU%v9U`C?eNBs~``EpLWP+9<eP
z$(ymm=Jp&5cz3-~wUY30T_kFFc*lZ@NA|$Q8?6B5hN<jZj|7mZ1&N}&Re@x1JZ8U!
zy*;W_=)jNCzer+6L3HKy^2!j{oxc07#_>~ce(2MPd-TkgeE_lssIN#0wSQ3T`-rCW
zRz79mn=7Y(9NZKA+%9Lt6dNWORgdH^%a`<<vMBoML|y0fl7q$+;ztzILvZO1-rxx?
zuB*>oF}D!9MtN+(CE?77k4z%mHF`XMNs_%@pYbD_pFQZuhN5$v|KiU{_UUx3@<lek
z{AnhU3ZFCnht*Ua;usJ9>t<>}hrB>O`v_kJzxVnL5BSz~^}~}-wiP-bN?l*luUi?}
zV51%#w&n14J{nYS)~%gj{ds8x$+o0ecdU({XBIpzl0MD%<q@g)9>J*On8D*q#hk#;
zTL>t7%RSo_)}0JzkI+c9*Qs#6$>;d<?q!?(-0FCny=h<ak?wHGXUp-K9whE`zulD!
zC4Vu;pz`xo2AN23K3!v6-Vcb2X!n$HvsoP2C7<zr$qzE*6jMDUzgd7Be$<;?P0tex
z=00xX<I6yTYP><MCnN3`D9eNCMG~mK&Os=jT+=5h>*iQ1A#0g;#ZQkLg~>SolD<?U
zqi7$ZPfR6dzgl=oT~C+bd@}lB&JbQdjp0aMI1WO&vNt4Rf7<sn`gxHyTx@W8FE8zs
zk3h#8KD9qg`ih*cWtTLvFxVNmBnUh{${@s`-QQ~l{alxwif>cMN(SHRQyE1KTXZ}>
z%2#+AV5v^N$JWRq&^>%v!bdX!qbM1HQ>h<?qk5~q15ZmbL=eA2qK(&4X2pzaHLXA5
z0$=aU9eyZ*`oV+T<su?E^>WIt*%*jI5P9`5{kU7+6-~kHB*84Vx}H*4fIDy(0jxXQ
zg@(cL*Vbg^NVU^t20Vx;*OUJ|57(=rH7pt#w;DZJ2%I{yzINo@?65grH|$Y87zb17
z?I&~IKK#_~%HYlA($r~xoS!?%8Llfc`W_=3basQE!_dHu-@`G2Q1V*__x%#T=?|7a
zwE4a4;vEm;dxS6MHKkx4r12$F#74pjQ5@_CGISd5z_@ZhQJx%}uTb%|z-6xN!772g
z-WkU8_Nm5-6~_Ik-=mnwO<CYKG_iYlU0MZCw+~~;HPK^8iO=W#Iifa^j0+m_#Ptta
zy$?&Vc_=TLxmk6<Ixi(N_;&pQay&ODbg?QJ3o&w_iLp^a%z6uh;Va#oy{#vXQEX@%
z&wmfu871vL{KcXFcsRdTRsi-THXok{&dof<G6A&#xhA`rBedkD_M_WRC<2P7{<J&#
z%Dw%mL{Als`?k*k^o1J3TcER3dB$F!J=2&<>+VyqKy&GeWA>d_7T{&kwM{eCjszTP
zvssC0F88Fk$W}XgPR-V?&#Z?>h57-`ahq=PQd;4gz`%W#ZwLAbqXVsJ3)$|nOB=%T
zsF#8={j&0WpN>s-_TvG4^;w(gHZMh;Jq%`|+zxsTIc+Ik-tVJrju%uqUNNY>l%ZTi
z0F`#wzZcSZdr8MRpFS#<LZE-RDtwg(_W(dlm)@iMVJ5kYd%^hb2UnIxg}0#x1jB?R
zj%39F5VI%h3u1qaqaJCvreqxCUBy0{&2J!?*zLgmVHxLN<z`h_h^eo?27~?FqubSO
zJbyR*Dh$|)-61Bo!sH>l($1*I2-{dfnoJVqHC7a%Y;&0fhxcG2W<u<*#`pk>Ncaxv
zl*}BD|8T|(?HrRMWs7Cw-QOCV2#PJLOmttzS`f(Y8uO7+$JR4{+^SfhPU-Y9FjXkb
zN7u^VBX3|+1Gq@WnG8Q>B8+vnU?z#%D&8V<nyxB(@WRRY)u?lq#ZkwUoeN^J*>fYT
zB1;m_5RFFE{rw~+xYd6>{_IK2fOYl$Ndsj2rbQ=LMaK!oM{-%2FL9wa^hge9V(aDu
z`ZJ#?ii=f$wJAzvWw!R~XqX~UvEIPC)rpzBbVF2u4d1<d2ZLR8ZALvmQ>5m1z!DD}
za}E<rce&qGJb(VsB)ao3Jle%n6=;Xc(TE<G2%!jn{}f){?5AUk%tIwK1XeydPchk@
z+A-#+IEIDBEusiJ4{_?A*UHu;D@MQ0(LGv?3tmrar4Po0)x9LlgE{`tiv_%@<F2nK
zm>O9QA`IQ_n`|H6i?6}uQHYD>XHacl2wWGZae%>fyYq<TY3xP(E&ljK842Ye-5Imi
ze=*DSDJSXsC|UsK82{Llf?O-pSbgy_`kiyOsBiLM81|z2s@n}rxidImb^Rke8>A4*
z^U)Ki-zWx~0L$I!zypyM4Bt>c-P1f9mCr@E-4WARw`CvhZzir3cfkG!Qu7rSOhsW&
zNHWSehvD`h6i!JhfL}F^P>tj{U#RfcijpJAhuICU^*DGJ5r_e=t_U!1@TvbglkaFU
zGW&823%)hswo9u=@<g@z^6k2cP7YZTnmvC32-g3FwfpOM-D@K6;d7vTP$|77KU7jv
z4M}4G!8~~#&fkymo#I{6Hgeq%YHo1B)DEFT-$V)x2*t&A7L+xXia&0~0z`vvsKCmY
zN}{2oGdt{MceL4h_d;ETDz|UX%he}C;>*)I<N`meMy=V*DCZSiP><qwCK0uO1>%TY
zTb(JMoX$mai|FL815-@mtRyEn4{cL)GdEv6skfdVZy`#M(EL0Xl~b<zkbEA<#`Ffa
zfqXqJr{S=?_S|Y+lTH;unQUEIPR{ypU-nE^uhSQirw2$P8@hu6z`yM?Wa$#o#E-J4
zr7q7p!EPfsrR)Z!lMS}z-^cfX|D72Ezv9bV<BMDDVGGt43@Nv~Ej3{J?wqrB+Cw=l
zZFQJho<%z*Z}k3;&*+|axGv#v|Nk$V;@6<)BKLfDA6vhQ5?U#jP<?lD?{zyrFsu^C
zoqDKfBR#eix)FXlJks=H&DICmm8!QrqkyRG>mOG<LnK_jk5$WWj0mN?&QyP)S}VlK
zrhX7VTGtj4v%<^U!yd}Y4)jiT!s@t|NF)M(BWitPb;njhGvNAp6g1Fm;B*-E0PZBb
z1)na~Xs5k+59WUFjB=&-&E*rkQAwNZBd#Ph+*#qrJG2J&ccNHC*$+^Ws}1&9Sf<)e
zsRr|vZCO-N-lf!n_GS$rk=9@K3ZS1nHYj}`34~Sd^X<)?BT4MfQ7%;Nau&bf$Lhk~
z>SBHRTev#|2LoR#IDEL@j*vQ0%jH};x9<+#so;@d)%9`VfoeH%D;{=v{cKvflk}du
zngGdcV6+qI_Z+N%HXN|y#)NPm{7!N;7Kf|Q{~ZtFkFOOE)$Q>HV+r8@K2Tjg=~tcx
zQ3x9fdm1LJw?=Qn&L;QDvbhW38{vv|8Y8NTU>?Iq;7>a$(#Q`H{rhPFQE~<o?_)9k
zRY^pNEGMYajKLTiL_+SLxakXAibLL)oKef&_z2n;7#!cto5{=RSf!B;ImTVwp}Nh*
zNh*JbI_Y2g+qUOst^nS6NP}n4pSkF;-+s_ZZ-PW>F7a1}Jdb<UJ)ToNu+>M#r=-;;
za)H*>b2kv#a!X(Bv1^GpCVd$`ko2ozzoYjpC$b6G5wz1}V#p=-qJx-d!y$V#JOeKe
zZP=610{$)0y-xQAUD{$GH#PFUdz&sEm*rxAl*e>d7C8$%U*nr{|FYHB<NV#T?VbM_
zsJu~7rhd#&I^p4r(8Fh#hnDXxQZ)#*Kt$whB(RN@=U|owZ-lX25?sRK_3sX^$;qyQ
zh;hka!IUX-P{XVE{qElHv3pk`dk{Zbnhnx(_l(amla7xI{p-Q~`Xs<(khFeLm-xZh
zZ1&WdRUmH6dy8>G#NsJft_W^ICnIlrKst8yQZDE3WL^yCEYr&Swsnlr0yU`&GEm|(
zDH<-a38BWqvUzhDj>le~xROsnYBs~$Aw4*8xAK9^6+P@*(bvFb|LO5T=UqM@A)^1l
zB1ja}M_lS{IBcG%AAtxF0+g9Ur&x2Bq|A_~sgB}R`M%KGW$$x=ml&TUA8)PaS<Tz0
zaVb2=7~73$+=VCJY%%^$b9oG&o4y~dkBXY(S3cdSi}>PwL<lQpM=ITpp-z8|pw{?l
z`Wc^X5vfCd($A)S&MyzC<O6vPxAV`KyV5B<YMeionq@UMycP2z0nvC`^z~NgPMl}X
z`>h&^W=UGGm^*_V_b31NeRzFQenTy2Sjai%?=o&yYR1R>&0Qk3RfxhDQWt2mn`E;m
z9NYyFZvqFiz#X?8=wxbf%(*tz#|mqRvPqXTV0&SF$}EW;ErB9`^*`VDE))#z_;|bD
z_2N8PKnBKQvb(2YUdJrDK5?=luRie*VYP5SAA8fR&eam6N&<F4K8ok_`Ebzp*XejV
z0H(IIMSVilZJd#R$zFJJP1j!sLc!_H6{I?oUjMrK?6d_Tq&O;W?J1_9gS;g^-w*d6
z?;;>Rf7H^xzU5N_6w{GDljPCqX(!J?sGqalDKd}0$7Sb11*Bb<yE-lBF&mT;{a>ao
zU#zZl9Si4DB`NK$m%Z+OpuQpB0TunqMFP63hIcJue1EBDjL#PLDz$i^F^``3p_b@7
z3YAE&qSj{@+Q;0_PJF&J*&-he6&V?kfP31FPsP2J3w2a(xBiI%@<%(~<d^<C9NgXK
z4b`_&&3oc4S0DZLe6GN?#I|&w_FwN=oX^Xfuhnxly&Y0hFOf0+KBKIS5{5LHd%lMJ
ze7-TAg}`%jXULw*bfn6?MHW&0;Jy>nn^VDM@5}d%&zM`?nP13-yu)2v6|vL+MxB_U
z3kvK*!b$cQ;_P{Lo}iXz$9)%wftNn)Q&Dt~BqEr<J{5HL?hxKE6{lPL+)35sYM=1j
zF7oZBSZ;KPY;}h_5;RB=3GuBx6D%YJNx>6r&dixkAmXKpHCYL8SoGF2O}2L`9zN&S
z0cg9JVkX-|fv&-z&?tB-R)fM>FN1Yk3_!xnun~#{<|KUejmUh+<z7DN%)Y|*;o6q-
zJfANG9OQfH@jlecmo|_taD>zT8y)7cu}Anq)bH?}@1CsWT#@*UA#GRw1HZdSZK=(l
z-#<-~^H4SvTXI;;F*UXL?)g1^_<q-t{V2uN*4V&+z8siOxhzbL74HSCq^=5(LM>n8
zUJ}nK9T|$hzrk%iPi1So9Bf~Iv+*j$L!Od1YZBtq{^H>bav+AjKaPR+5pfa~yLS*X
zRPh`)x6a)!EDl=D;o;AafUx3m%O)@Cw5wa!K4rK321-OWgPL(J&v-?yIT+E&1oGE%
zlX5#Wt$up1DI@Lt=DY^erv3UanY4T7p|`u6v4hWhJ0e^#+P|`ZE8@ZvB=!SD2Y+k$
z7TJz!v$`x}4)O!Nbsi61OcZ1&C^&XW+DAEnzW|P6BbjsFeLl<>6T29y%0KlY-WV$D
zIR%zSeBRg7WF206QzxH`c&g^;>G?Tuk?LV(a(6id;3jd#Dt*)IfYbf+B4X}i{KWZ9
zwHj*p*>slen8lK}=N3t@)bVnL<#RQ6ZVz*<qZYn>yI2@g5$G1_x7#cTFRrzteR%Ys
zQ2X$)8S6}oPeYaj@$nklS;hR`!o8?%JHYQ224~cz(L(YcT>mhg-1c&nf)G^?D{P;k
znDN3mX1v1}c*>x<2z&VRD4q#l3jf7lRnDSRxdp?m-E%LEfg77A<1**ken7kWiGhgC
zg3@rtb9LwP&i7q#(o%uj4aRErjv4eiag~6B2?iL3{^UXwuUg`yCwqc}!Kou>_y`@}
zT$qpfCL`LT`MUkxb@U0-D?%!sRxUTDMadd~t~yn&>-}K_zp)h3?~RsU95#|?t6K~`
zL5BGaEbq=T5jKsnl#h=*0g`_MJjBh^$|K*b?sCmM(L`h#Sg!eb!Y-{eXf9yf2(4Gi
zjT;;ZZP&tN$>j!vOj{6^UgkF2xk+D}EgE_1x|aryPRDoXk=W_q!-Y{QRkCFSG{R>-
z?Y=Bf9G7W=DZ7z)$%F>F+U_;?LjRCXDtFJM+PHqK<3I*mI>I{nj*!%XMpqR-w-2eJ
z@o(-;Fx>r0J54iL8^QJ5^W7Tg=+7zl)RbDKxi|;z7SedAptE!`BMPNYB%;~RCijWS
z>W?G%g}dzWO5Tx2<Q;kKUN}R3rB_NNKhA5MVYtk@nPmjg`u=PoBagqLunD?@m{5L`
zINpSHPM!<Jy0{1-?ZLS_K4IyUe{obiQxcZ8TOlLR%k<PM-Bs5hs!zZ#UV|=InM9@^
z`=&ZY<d_a?bZrX)a=AsOQB%4&pv~~E_ilpWJo*Uh@CTd-KC4Y%4)Xix??({=)s0!7
zPYZRjPWgf;hl_e3KHrV7WWV3#$8wk6j;M#gtONTj7Buag@FAqS;T^-H@v8ADiwVd}
z(Sb2*dmLrRxC<6c$gGp3k<3GOs$WlTz-9wx&s+f#+3z~F{b(g_d$S=)qux1Q4sbAl
zF1kJ7-|eRdt}afI$TK!V*6K?A%0<XA(GB-!>hidw`|p>@9oqQ0!0`THUfEFf<+IqS
zxsM_u`lzUILhmV_LAyPmy|$Pf5M!jHWt-KF#!JiZ?oE{RySH^M=K`w_m|OP*>EjFM
zeRPh%{l*!&Yr@+*!Z#ZU%;w&g1yE@zVyMk!koTy6jd}D&jx?;4#LSO-GBk-dV4{KU
z?IFZm$Coo;Bye(hD41R`^3i!ES^c=(I7|@<TLbU96{+?jP%pW{Gf)3nzn}8@c#rD|
zb?E#>la?Tk-yuMp&^&J+%>cZ2cqnU>6)%(vNJKJ@r9PJt(5`V{*1iHFs7HRP#Zf(5
z+pfkrP)=&Y2KqN}ACI}B531Rn?nM+WQnk77c>H6VE{^;|QuKX!?r<PkUUB3c4gMY~
zT6zPZb{YUQo9RCIv7LXc%)|Hy%WG;HZ)Zcp|8UKIS0*KK?XmrZz1PtHVCVtM%iUaG
zn!;UXyE~-6=_{)l+YWz)bvA|&>SxsV05Gx6Y}L=tLjBhpo^*bW^y25-52y0I?4wWb
z-Cy;`Js86la@OwdA0N=oca0yBJy4H+3J$K%0lu^H<Mw0hncqG;<$RjTLR5DeJ2D#Y
z*aE`}`7OXCsZLf+%ro5oq1wC=Sn|^IeMAq0seXB$QXP7_%$Y#wIdiP5XM-yvi?6Fq
z!!jCFvfY8~<oXj<Ts5z_{fDLjr{kB!U0IY3a`$#(P$3tU(;G<$WXEC=4M5@hE4+w)
z)45X%hw*dKYb$o8Qk7AeIcU+Olq;Ou`U{6GA)(7ksxG2vwkAcN)I^Gt{Myci=)2Tp
zOQgHictt=5z-GX?`}QHlMRb_PGCPJDdVb!8|AvOpe{NnUeZ(NXMgA2i6zbmHBNdad
zbJzzlepA9_9+P?M@7F~Bh)D*oj>;S?fbnerM)YU(j9zqgE?{L64q4mzN;ogzGmf4C
z74soi>YMR8xFo;VsCIrI>vwv7E8$vu*R}uFCZK~dR8}}0c2X|P^pSpkG3b@-$)|hq
zs}9g<%bN6i1<=pw(5ApYrw^)NNB9Q2>@{FkG8fiqVtr~l+w<;PeHZ3_%GjSq>ksd_
zWK1$%+O+ZdCs}y5moT6l@Ut%Vm6aV|rzf}V%cq^0o_Wwg=u>y}-fg>^euQ-Px++iG
z5DIV))VGWd3Xp1$B~D0{_OEKEmr;INzj)x6h*UYMF6O^QQxLxS;hA2wwh>t%+1o$<
z$TUaBCO6H+niF$=>FS{M`Up8Q;EvOyRH_SRAcac&_QmHoa=KZS8=YJpj}y4{w^3+7
zWor^ZHM~<f-^&}z>?cNB;oZ&1hYVmWysYBgp4}KSgAWmC&sKuPS}vS`wH}c8Y}*x3
zfv<d9!3~aJzIbu!yj2JnVE)q#jq`aUzcYWG?7qU;Ir~1(L`_;I=j_+neA5wkst*E2
zlo|HY(#9*1FK=pZ{=?FlY^kbcQS^&=k4k~2)OC%39fk-fh*Bt^e*IgKBOBStyd&?8
z2m{X9d#yRSPijyecI@v`ZQb=zV<^VY2NBWPoje`dsVfT$u%V9l9Wyh(T$1y#9{je;
zY?42|PibQa-xsRrZweJA#Wjv|@u2u0GQc`{k3Paty1pCRYj=52GlTC49DDo3G(P)|
zypwfS?T29(#>tXao1{4e)9JTe^~MnrLMqabTeQFT(!F)hW07Kt<CO0(p7>v~hB~=E
z@Xy~6W1@x<OHQ`9^7sJSe;vKDoNn0Du_xt6<l9>`@!j-AJR_g_V^HU?q8%UErR!Ml
zL7Yz#9vZ?HrdgO4O>gn9!GU?*5%$~tUZgdEYsjsN&p6KBa!9|}H^=7SNy6^7!DXAv
z2T3*H@7Np^y-WUfO^f`Z{)IzIfS_p6mO%MG(6ino?#eiQ5+MeZD7&iQy82Pk$Nc7M
z-m%AcVRuk&wP@;BL|^q4x&aYchFA5nwq@NR<W`p7cY7e5f~zO-+%a0-lHL8ts`Z*&
zh5HWX_wae3#8}qv#RDcAehnWPZpY`n;v-oA`_k^-=5&n9SwQZcy8t8vEDV%COo!Rs
zW!eM{jtif~nD4dVVhe~LaJV8+Tu)02{F^oPuoq+*#sSC(uhh;sP+n*M!JkM>6lha}
zbMB+&rMion!bzT7b(iB~?Jb7Mq81WH-B_p+)p_NVA0x?aAa+N=Amg0GiQN%`Ngeo_
z?@@@?fZBdzP3{4r%|r_9ej6Y<d&wx`RiMiS5mh#E1OZwa^+D0WrcOmu>ia#rf};5U
zKNA7_o=)$AwkQEm&*@{@a8!jnX3G5iG2>uF3{pPfg$KE?z%<q2_HKR!uhiAJ1&a0D
zRe|^!zYNJ+{fsOz@Lm-Z<!ZOA+vnJP9+R#3$9$JhYtL+_JxBO_lB2*>odfQwBH&eD
zBgp|OhS*1b6EscQbPM8Gyi<{`pV8N)d2fVOr&_Z&WvQHTXGau+lYdCnTh}QZs51Sg
zq*_{*h}BU9zZ{A0_uG};D~|qntL}hl!#|#Q2mFe;+CiR(22mR*Ew-DVtK{WrehRS7
zpAF`izWmc}V(^^i>lZjriaDNdojG%*$DdIj?a;KBJ0dD1OW@Q8@BT^$*~S5Hq<d1J
zCaw7)2+SCHfS$WC5R-P;^To&Kq=s+4VW8>#?xyms9e&SL1Qh6+G0nBA3#{9j=2g>g
zc{yXyyK6X;zdTPL{0XpZYg=X;4WqEvT<%{;-}6<|eEJSnuHXUu6zT43=Cq7*^d_;B
zi+1tfJH#F{yd~K9&OUx?;X31R5TCD#JM=Hi6j_duS>a_X*l?~*1sK(*c3`o7Kg;4P
z?BOrEo5PXqiHBQ;KN^4kT9dV2Vzk(G@D!<W6Ja&`+*o!=k@;jc{$L-xm}PhER+1QP
zw>y_nZ>-~+n0;OtTc3O#d(A>d9`p=7D^d|^PH@G?;m*iH7v&sM=5yw&wPT7~WzirH
z^3iKF%h(^;mv5#!y-v=6$YmEJPQH(klnUdiV$j0^ph3my?7?Bra(=uOge@{cPh8mZ
z;uI15d(q(|s&ElD*+LcyF=p9>Pwq%{3voY<STH%8gY<YD0Y}-RmMsrhpZoyF{k4>R
z4vD9}!U_wbnxlG4qVlGKGSpp-uSI>SE&85z-RZhO^Gfo6L)>q4_ukI^P88*a7}EJ8
z%SX?KAZu%MpjIi!YR|a(p>(cB{(47&kj>k`?BkN~HrM!mBgJ{mr=-93{tG2n7J$ZZ
zFJehZ=p0*wz)1F}?UrWUmo$)1IF!XdyZ1+4{>dwW1jjuBV%7r{S*3Z$2dDZmk$bG&
z0j0uHO=fpnm|5SBa*KAZ+#`UkJ}kVna_c%|u=Z2%c*W+W_)YJzdCXDgJW~r@Y+S~m
zh&%XpeJ;-?es!N5j?VfM(-dZ*D=7%&!+P2pyYo37aLnw>TaLT>lO8QH_IpV*uZ2i%
z^cve*dVjOmxHW4!P1>G(%qsn}S$YIiffY;I-H&@pzd^MzJ;0aZ{qDV0{4PCXhjDUz
zoz?ARg)-)(8oT4=-c>$R7PtOE35q&vRm@8l0iW{)x!q_??=>=1o_8yBc!PFw-JI56
zr<6_^X;Qsh_&-ozoO>Pv=bj`;%j+ikpZF$=1h0?Rq`mF35Q(WXM$Waph)w+@jNSDb
zn=tBbP+55R#Sa6O17vqz6(sdax<An;s;x?7AHcHd(J#LLRCP1gI^#CZ$C^X?;dEN~
z8|~~~n)xW6iN&417J694l{?ea#-nX-%R24{3L6T3_uK)jX*jeX0Y~EhTC&g)Kjh=l
zgU;SS!nr(^wg|?t0OjqOsP-s_ysp<F5m%I%RGc>!6VBSR8AB%gBF$(a(|dTh*L}m;
zlwj>F`lx701ryY&$=2ucd8Z)@x$1LdW;R!2<r{SZXsGLJbGXKYjVGHh4{X>%-OK&+
zy9VQ0fKw#>T3yR2%rxomY~CtP_3YZD2`N$pngU|IUf<W4O9^BEdF{A%H$Fq}kHkOs
z@to05-}t0`eTMa~euHU#<hyJ7puJI55YIgy!^gS1#@g{U1^aX2T5v19y2iTnpxVHu
zcwcJYjDI`(_g38F$Gb!6HPS{rHkn|X^4mJillgf(&!AFSBCP3O9wb<a>n~5Kx#zbt
z02ZlPcwtyROXB?rIThCXNL;>N6)|4)*>e?WEpI$&==P4vcYeBN@ZOHUY8%u7YI(uG
zDDOmKj^MxP9@=jU4!U<=|A?M+%Z|AT4$wUh<4~Ez(@i~-hJm-BhUtUK->WQ)f^YcV
zpQA_Q&S@0U;oCx%SqTs#DIw0dYe(S~MM1vOpOYzq8P!UGT=&Fbr9H_e{<14F^9e+{
zJLoK!RNM!RARwEne7h3eSvhJac{|$8RHY8&FDJv<${Qq_B$Pm2BzqbOW}mA$xqKw<
zkID}e?Ws8;0Oo1#41yA!FZrf*Uufh7CrmtN`!yOF%0RABAJ+-+%5W}nta!}l1~c7H
zcKI??JqPH*h^0NSe<>4+=T8erLB(J5MYvr@-!3QnOj50%DSHH`69trxguVl8n&(zX
zA!S%`y08Z|>GhM%ZCr0af!&aDpz``r>#k`Pm;K{i_m7cfeWs@J5g#wQxz)XPC17EG
zQRw8(4H=Ep;J&{{GxGaOj|M(JeebG;-+Bx}_JoqNe8;oEL3>1hPUyamqpni0BO9R?
zB&==Sp$S$M#V%Cu3dv!A>|fIS(4WE|E~9;X6iX9e+Wu?{au+be!@Uw;Emj?`cr)f6
z;qM_r5n<W}|JV+}XPm+3;6_`sC`EYYEw-u6@{ooe$?FH4w!73w1t5)qdE7C+^__-P
zLoN-v%{V_|`DI1)O(?y6#NEB|k*}r$a%4LA*ZiItilj;3+*l4cG1a*L{{!j)<|!lx
zQ-FzF0t`5rspAuUoUll1gyzvMsqa++R3c9-_<@#Sc^uxlB?)qdwYE(?0WDdSYT|S6
z_w%zpXqttkkag5j*|BHd;TucGf<i)&@5$LLB8zCI8Lw*(F>gw83t$14^KkWS$Uvs!
zw}=1xx_>ra?d#N?5pJgu5_pfOuP(XZsrOy^ZO|(}%TTIZojto}OO2wu)|f2uF_6-x
zqAzVlw;_X2*uG7l4{zQ2X_3#-lW!ocVny$6vav9B<6*tP;~ko~Y><6srB{HZpb(ZZ
zx#QCc@6XfcQSqd7KKcPlW$x3<_}IMV#54<?N0{lDF#GQvZq(zkUUWL1z+(RijhZ5R
z=Jm$QrRunjN;qfOs=0Wt^Y`V32BHfu34;#C+L<U*6H28mFF&4vv5?htMtzVP{7;`@
zTzgp$+xMvB5LrYMEg+Z-qvrFi@KHb0e}<u-8az!JyDl)lrt^hfWOV0nFHTQke@!WO
zst@s~yTjvo{jwM^A;<rOy#6=Z%Pwx<GB+bfyO{<%cJ4lG4mOGPYo?%;$3s~$s?6p^
z*~YBMD@4AndIo>LvzrWXQF)e*{7Jl}Q*oDvI0sE#ti^(}9zV3^9B<->aYEnUQ$7gg
z=q-|MUq!?cJHIxmW85Cs>IkV#bcPs?^bR*<Y7Tb`OLkA)p9^D$FLIWe_R`6LyHGpW
z=60gLJ3P+qWmwKf{T$2~P$eojTAD51ny;F_?Eqo}nuvCZC*%R8jYwd{9BBX&+>0A?
z8l&oJ6G155<G<gODgD6arR{o5b-dRJMo)4grQ;pgE-j$e)N+1`bwtP=oDO6DIzMfO
zo0m@q2(j%GDcYn)AdUo0b%EX34s6`zb@+8~=WK*0ua$=b`=#*-plv;T?7in^!J+cQ
zp!F*9pIMV!dS<S;s4P^lTVchWDEyN0_=dGgb0KkEQ{)P~Y4<gJn@8CoBwOu<CEQ`7
zo=k;tObJ?Y2+?~NODp2A{G_tOf$!S$xqiI8;CkkoToZ?Hcz9(|6w{`D02Jj0PP3xK
z&mc~#n)+n-^k*rFX@HJ6w=Q2#ScrU^<7s&(m<!v1+ZX)BV5j<K?pXQ$F&Gcp`vwWn
z^?RqHGEaVYUVUucCAy6hFAlxhV6)4$_$v~%620Vr@?1&Id@y!kJ4i)ly{Rx!={Rh3
ziCSujw*Ytbark-8D~=9peL3POwLZXI5zBpaeB4xRndeY?=k96=Nh(0Sj^~~|LWukA
zCSR~DdDQTwmAfKC4mz6ShMrkDC+|vfQm(gKeI34B?S0B7_-v<T@1v62=YmPxGxhac
z?xWB@E_&YRzwS7B_~9m<6LWNab-E8S?`z;m{T=8dOeIf#eZEf4Em9trBgm&+sK;*M
zAfz=K*=Y@=o->9dAAVkq@}BhO0bUe7Pp<(NEPDGp4+bjuQ;j4S-WPFi$$qD+G6ZNL
zJm6E>)V#^Ohf*<`XV=P?fl3;KvDhw)en@82#P4&>HMZIB`Af!$c~5LKj(Wm1wa{d>
z%N=f!NE4DT{{~vVOn;K;2Xu}QsB?3cjTepRqvy!NGQY*f$34r_GeqIJ`wF(^Ui!Mt
z+rvm5Vi@nsX-7ZB9h0{Cu6y?1o~rJTbym73jeplGi@WdHS#zhu@{zYcsP$qNe!pIL
zw6Y`CK51w$W)Hs50^&0iJ42d#c85+FAG|l(7i26uwa<c6*IC`PV@J!-stvHhpfbpV
zBiKH989$d&5y{?urDJ4#DGZ6fNw<G4H^@I?EWOF=&|4MCOk1e%T%RyG_~Bml<*V91
zxQ_>!H27iV&l@;XU{sU-tNqyFf||l_1rB#sUjfB!YqEBzKPSH!hRh6@aUT6?+$MWF
zBK8Tif5%{F#g{%A@!)yUi#4A1kmgNv;^n6o{#GnWchLZ0>tY>GfkoY-o6mV2<ct$D
zn~y<0V_8=pFn&K>Y|8e8y?+LLyBpXyQx`8CnQw6&wduYQX-f}nDt}AZV)v9s;gY+1
zz2&#J556(h(>4Zlm1(gz0v;i;C3MXfy)U97KLwO`_h=sT^Xg2w^mt$44U3Yi9ww8e
z&>Q!BeY%PECj?>iMA?Tgzz!g?aq%qYb$*wG>Z??8%3Jn=622Z=kBzTY@;Iq&rW{j>
zy6d5WV{XOGW1W#)sw?U&zd^Xo&!rawe6ejBs)!*A&5qkWype5i{~CkbK6}$Z7}EV&
zfi{6$WS^y6=mCG>VNV~@Fdwz<fl$tzqAh1z!^+ryUAc@yxqV!>Sjce@x1{(yztfWH
zV}MgLDb3hojMJ;|#|@`b4&AU@5~nX1m~7&F*H``&xIQ@5rWx+DhjYB%N2?+f@_QsA
ztCe(gk+Xsl-<7+#%uzbvj(o02tU90Gp<gfn@tHVL5At<$%5ye(pQqz7?3d{;fcj~o
z{Orjt#Ee@b2yAXJ{M(keOeVs-BKgE<umtv&b;sGbr6bGVG+b&%iA7|+A|-X{Sy{hQ
z<v2X9AHYB4JVGiY-Nu)D7BhMBB0TK1jFkY+w7}6Ncf!|Y2KW1EkbC1lk8^lmCI~=J
zciic|`jNT??au5M<F38orwlK5G@M3z*S`ExUX5+M8#5<SPyfc=9diHb^(zr&z_FIb
zL2mV0yq0Ub>c!~>>4p(eWp4bati#F9IAydvHXO!mf<~Q$n%p&)kH4zvK^BcYAjVJo
zA&|$n@8wTBq9f9;+(2z^M&)-1dVuF288k*N0DkDgZuE7mNiynVYtDiDG)oqK`^iD!
zCH9F!#TmO^Pp3}luCN5F5?potD@oZD&kEX6dxg=@k411g*g0>wYZ6QCHRm0?e<@fl
zj<>#acip+v&K35@lRz_1U>)?fwe_YP3GcTRjV{vLi@!+^s|L6R>Ci=cAuhWS&@QGC
z7PqHCu+LYAN?v@%)qMY^F3{J3{yVQKdpi<NjyOKiAdI!?EJt1h`E-b{=l5{Q%?vp<
zoF;BP^#U~G!8;s7Lnz0x3>``XxTD|nvj^GFWe{z}SXA4){)b1}N4AOEo@`gdEFV%l
z)+zZjb~KR$fqyTDr6MW$Ya;pPen2?dhE-icrA4`{^v_I~9|dP_kq@uN%L^XS?>^Rk
zzuo(Ee;+KGJ+$w}pkb<BpkpuIoPZ7Klzpeoef8*#qr%c|S&|;=;02LhRqujb<uNc=
zWnzbtosP}evSahIiYDb(1bRlSmL#|?m*sMCR~nZ?`wEI*Vu*E*X?c=;o&iun6(C?T
z>@;7%3;EHF|9*EJCT>tF)GFV1zX#QbSl`GEn{9cZ$n=$XPR@NXUPhffYLyQA8~i;*
zfC|m)Q25pyAF-pPT}C192`3Gs_R?)6;dZ!ci4}yu)@-9L=Z@z)e@yt{!#+%>2IVtp
z1~1XtnA>J`c5WEK{G_uH7w9_e23fF9>KYgh#RJERDR_2oD~US0S67E7xn+Lh@L4ZJ
z=h{dBnJ)pf+wKT4*(cUM%9MxonztR(Wo!sp52^(fSV-F;@MnM*^tOr5xg|9wl;&#m
zZSCAL+Jk$N_3XE4nxQsAKKID$_wAJCri8F@iqy(fARBHAu5p)QTU>rWj1~3oGrY6s
zPIGQf|9%XWc3p!0alZd;O>{Q+Rp$3J+Sc)C0H6N49$v|)L{K2$T0~Mp>OJ<icG*r(
zkO!STqkXy$J|<4P+hZ40F*h>$8w&b}lujqP(wHraKa7zi>gjod%x|SE_?w~N3HIM)
zB9Ry|Z(bK{MKGQ8?B-6a0?5>z|Jbj?L7cGmRa1k2!Ea0tpYENcF-~j%?xCje*v%~#
z<8MXwnn9&oCCHxV#Q*GP!O{*hdowUjI|=%poMPNx<b>Dv{ho2TIhs5g{~KV{%>B4K
zKIWRuG}+#pqs>zXtWwZtd|Y6GOi_L(kS<x#Jj71?+8@v^4sZP7u3;@~O<V@Y@4IuG
z^Q~VmxAC`G($M9Y1#hB3ftKDLXX)^?34l84nkUy)f@a5<KAmAjxJ^S9+Mf)c|J8ta
z_fkDRuMW`G>6d%lXr$3ETr|Pft}8dgB-gJC6paxGw_$I4Qi_!mOVeaD!_3_bm?gPB
zOQh=qYLy_r{&`Xsip9855qHgJu%j?vTHl6AKswCU$d<W1NS9aIU2G06N|SMpR9%M$
zUR)0IAb>I8D)e2vcs*u>@mJqH8!ByN1S(y!5PRJJ|7{XWeWcI4)A$OC$LC|Ul$%#L
z!fAilS;hH<w$Z?xuP}@r52xjImpq@_AKj#bRO8F}#}{pWLZ)y!FF1dHA$uaI&{qf0
zyQ0+Zu`14tSfch5T31wT+>n<qMt<c$ektGye!7u;`ViUCTlXKqIQhGfsBIJ%S}|k4
z{3utfQ=s0>?Aok8Iwzcl?`f4@>)Y{RkzawO9;tLsZ18}i5a_d(-<4ax+}s?w@hUMN
z^K*Ml?>*L?*c+HsAywH<{r$e^>(aN&Tk)^YAHyBc3#Fa|5zj?KzpC!&+AjwzK_789
zi)xXm#iO~&h~LU#7au5livuZoOq=WzJd*F9ZDN^ZYX*meunz^m@Q2N8!ruAe4TpY{
zNdm^N+3T%V?nf=Nvx6qQ`V*BWd;byd+<a6A-G03YaXq%xX~3c4l;!?}mJ%0U#e>)Q
zy7@XaX8fVfq%XP-e<+dS+K;{7mETeD_kr+r(n6&O(P3`(F#hmXueIK7@;Io~;)|k(
zZ)+U%^Y3np*e}sM(T}H2;uT9OS1fU$<BCJ~Gheg0XPY3egN@~PPcXCug<WcHpxHCV
z+`$ilueTFk-#=%drooTBC$J8+jfqsnA{hU^U!&IDQX6RAV^~z{bBFr}>67K#3k97l
z<8xIall<KkD_}*rtLx7I=afCVig*t1J2Q*#WZk;HcBIV~`e2NikDl1iPatEvkWg+g
zpdYk*{tHhbV3mgQCX_Ufn&~SGkk7iLii8tUNc*FK1wUW4#bMgh`Ao6DoV)xM(55s(
z!0_F7ub4=iJAjQSt#z0?6##37*}(R!eIJ4J`pryj88Ho#RfL>f`7<bWw3_|gJ42Q~
z|IHNjDh^`vjV`wNX|ee@t!zs+Kz=pTAWtg0y8&7+2%{iwm6h19Y(cW9Ap!CR6KIWc
z?#%y;)99;&@dllLzt+bSGZ#d+(@JW8t24-h3-O_wd*KRRZWNr0znpdUEmWVlwr}?|
z)Qo@qP+jSq7c^2^+~7&(43+$0E&20M0-&6U-_MKZ*f&zX*K^!nJ6@WC0st_))YWXJ
zk;J!ZT2$<j>>{O2^VJBDI83D|ArqwzAo8+?U;x8OdW35|_R{NC{x%rc3e%Bb@Gw;C
z7`pD18ph+}%GP=ax(aeu8}8II62mOE`@Fw^(geylkuo_?B3!c!h&`R7cx1k@@A8J;
zrEdP|NKC%lXuoTN^jvoH@2Qywh&X<a-qe5;1HKR1>Y0Bs$^E-ahA~@i-ChMzF)N;o
zI^}2e@cvA&O>;=b7GKRIiN;JFd!SKRSY{FVNDeaEeR|}QOICie_B1Hxk4kdEH&tAL
zw)jg2%1vk;yW)D%*Wyu}3a@zK0fAvMa@cA}4p)-f|B$?*gImxk^weB?r9@K6c0LTw
zTsBp!f{_jR_1Knxxu2tBaYVfOO|2+0%ahCQ@4wG<ecWwKHcv;zYj{u;_4g2ewrJSa
zIN8{D_HEY2BoKYJBT`03exP@ZZ7@9^UhIf`PIfd<4+?862pcul`9~>(pJa0EWe2Ht
zbAqGEf(J;wxFO&i>j~yYrEtTt*sy=XLe7=H)=e}MNdSz$+!tkOFR(CIl&3#$F7p8f
z^!lzZpybT~5VZcfHS-sJ7NeY~*XgxO5Wix;!&MDuR-Q6IrV6otUg+Hp@7R?Zd&Z-8
z72h33p1~C3x0A4h45jnc6W*2yYwTPb!Fzsl2UxUra#^$osqDA}qEgFyWE4JE%Ztb6
z*`tvBzc6!&tMQG~R3#gJZ(>2H=}UIDp-gZOo@XT7CPoNjzPfk&MjfTd^Z-U9?3i=_
zSH*udNe?kS`QvVRpZ)l|Nq3yK)PQc<U)|F@Xa>r&c$*hCxVPm1*stLMA-~w}jwKZ8
zYw=`56?mrXGFUn>_9{|8o9d4OZ^V!!cjD9aHtVW{@~jRQD~)Ml?)snefZNbzcY9D*
z^NK_2W0zrqh@UNt+P}R??2g%*B-!*kkaBKm?Txr5SLN3T&%$}$kfF%=ddp8I1`r()
z7K)4uRo?OjZwQYuBPq{!&Mwym$}}eOPVaB&6XF-_sts*tO~2}~{C*OB&}ZK_&rA%u
zDxpF);z!tpiUSexJywo#8;BAsYZStLxpSrFnvv(<uRu=Wc}lkaP@h>#t7IPM5x>bZ
zoP)qD(U|Myt~hzS3ETZ46?@_ris0*pk$)gItC-1fbsmlJG;XFMbZo$b_T7x(8G>bw
zOe|ugVTAxb+kSH#uxxGcCa&kI25(Rmt`U4%?K}jNwWyZy9x5c!UECev7NM`y?o=G~
z!%s6NSd{Iu=+YkJEcf-e!t<g8USzzSvNKX0ZKpX|*Y&v|*z#dkDg#mLbfRt<*RrA7
z($;$)@#AGd=q<ZQ!<|&Dh8c&e;bzO^1;WJ@)f!cyp4TZE0wV^4$vVCcFaLlm%Jt3<
zcSCp82bQV^ljD2udg~>A#pwV41Pl=~h<i#7v*V)&*F_rWr|0_@pM1en9bwCluSUzt
zy$af+PK!MEmEdkc;XEd{UwM@lAH5O3K{a?Lgf)WeT&qg}&YmpIcef_J0Rx6kCeBLF
zX|E}qyhq6ct8^lSE*<vh!CG#YXWT#N74CEQOD8dwC1G!p@BIG6z5F4~QW&h}W%p2_
z3<_q1kG_|IpQ6H+-?2W7w7dA_L%>G!#r_c~FWJ^R09TBG$f}KGD}hxl=3pwP!MNQA
zZDzfeHiKtCF<=9I`1yvD#Qqi1Sdsyv5S!%@v4vr@-2qmJbwtN+$IYz@8w2O}V|^t<
zMcJ~dPXpE6KMq>=xbNd3pPN<)E*7#n`a}#5^@IUOWbUkcyIJ4I8|-*0OrNhWBFCsX
z#n+d?yj`jXF`2qNo;wzpLJa3PtpzEo42{kLIGqGL2^lfwL-?(?awnqkw`CjY@Y3SW
z5)yF&oGt&xD6bh|QIJGZZv)Hj_q<_Y4D-{iy(E#ncbtu{F}9DxaI2ZbOwJ)1sGnsk
z@spgcsdqly(otgil=SRd1(7MwUFGX@JM`O2LhTYnmu}i`hoe?Z03m{rLsGOLpkXMI
z-dp_G7xi1D?P(%TTUhc;y1Ds$l{y1nS-Jn|fCM9A&|b)J@9Wnd_y473QA9VTW>uua
zK>|hheH=nxaLnGWwFh9YX=0|g6f|)^Wy7%YiC%onC%(gQ`ixz7dUqe&>b@YbzMMX#
z{eANFL3*iv32|N?M<K=r;t5^b<JNXNvAJ1aNsh4Te~+X$)D_!pwe6grefULAHr``^
ze{Rs?n#Vm$NaM$@ZO-wok9J?|_$LcY-j^G=_v>=q&dfl*4!*UWf;F^huR2d2v7UY~
zKVWF`@l$6ll=EMqyZcpQ`?w;ZfQfGuTo`UU%^Z7%J;g^Bo8AL%bgsnnT<?r5PJ<}A
ze$|+2mQa8GEjcxZ+HsNy?dkqU)M#Y*2k>IlE{$VDw12V;LO3>{AKnwbDBv!fu$wYP
ze^BY?@#vfBT;G&dd6K(xlatH5FX`}kKON7&b8#rYcqnc$-EuilLR&mgtGPY|38G7P
z2EJ&wGwLUqd%SGMq<dD3-?O-t(w<PgWZS%3xoHJu`9;K*rE?24)I@dC85B*lf<zn*
zR4b0LlZv!}`yqFPXZv&<D-uUeVqrTH*0v8C>Z0*2I4wAkaAgfFt%s!4ArExo(iDq8
zkY<U`>D((=npDb0-9mJrK&uy9?IR@Qw|IflvVW@1<nMQ63Db5@li&QPpp_U~@>gXS
zYT4}(%r=;?(-9i)ZRt7NS6EBo|3ZN0(a1ImIF$q~o=dm-GTFSx#B3EXhzgB>qSUH?
zkjQQ?9fPj5@5{Mh9yIm6wS}lK548(Ub5hm!yTCL0Hwo^ed9w3gH0iQ(jQb89PjrP>
zHaU;tJQ|0kbrZ16yY{&nL;JZ<8+YjB=k}zlgS(G5<@Q;tS7z__rcH&-l`l0}N_HMN
zB|i-3g?+mCPisECvYMh01sdGnE~9|Jau>DW(j(I_0?+cxAtb>+s^#z%*+`vUM2>Wd
z4e;^(i|GA;i$HrE=isvAkP+Ug&qu}H;+~S}Tps=Gl?5N`jBxf+$*LOLP+c9q&DSH8
zcE1VHM_lT6wNmey-EhkYVYEm}&bYaIbVcyNA%zmPwL#4bQV#7`H_Y*j`SkUAc|LFC
zjR-1`6e(iU-QT6Tik-zPKN7`I+VyKb!2O@R-9Ddoxb}>Hp@lD5dK>YOltV0sGR53#
zU@3}4d3%H`ck7ps`x@OmnwX-XA`QoiUGGTi1=y?uoDT2$Q$UT%-+hHztn{t>cEwS=
zs}tu`ldiG9KVaqhV>>ep8+pWg^8$?KN5-Q2%yC@u8yPwGi{td888l0MvFJW7q2FY`
z8PI6_;{U;CATGFy1n@ziLmz5owKY4DS8n+p+R7*b?toY8Lq03H$O%4@j(D!Y!~olO
z30$@a3dMGnw7@?o6!>$|Q*vHOe!91|f3U_Ru~Trq28{iLD|scjGaM|>Plxl|8&xv(
z7y+yQ5b(R9AUn%%Ccz}WmW;$D*+W|!pIo109E&7fT)nU^I2zsWscyuz7<jkrsR3jS
zLKtuYQ$KrF-`){=ho7%P{y6WWwK9j$dtCj|1n)W`u&%)u++G3`I<_CwwjOYYCWH5b
zFCT`_TDY<k>|q7ezA<!rs`u#o*1v?t9DC0-yYK!A)9oi-s>+{y7fj3Xbvb|CykOP<
z1?L~yAZ*<TKv;~o$5HQo9VrAXcGfP<WoNUAnO^DE?UW4`Sl(evHTU!bX~!_V=}rR!
z0HxyJVcxx6?zA(B5q9tx)r50r<3@97<?~N&z0O{a5aNv*%ZI5Y$m}Oml?Rz2kNbKE
z`vw9I29m~K!^7e8z?Ps7pQk5Ml7~1LmBS&mMC-9s8vSa5^X!YbfWIj3t-)G?rQerL
zsPIE1-ykGdgR0-xUD-tfBHFhf0UF0*;x}70n0f?_h~HmcF`9PRRx_mwC)mY;{$Y7z
zzCKlAIYmbCY(-pXe}#ITqZfqC=(K(+%3#kA_v_3AxmapQ$M+MBvXed<H+eD^ta!Km
zvv+kdYc>N>gKhHDC=&_dXUQ<lY;r-HCC==aFDu;RRK>q>!FEt3S_T3yz+!G@eR>Js
zygYDWe|Eo*Xn7F_`*tL!X~kzA6ZQ=mtGTy-Gwz@qq2XGWh6{ZW5+680k~)NV2b#9m
zlqy*fE=yuo6@rCudLqHk(ch?e(W7S)bF}Bz#~OU{el7I_OYPKhdbP__AkQKV#}Ydv
zJ3N|SCD*S4y4*T01kwB5$Fji0ulLdiz?66m7N%kxREU9O!T#z|jdZ!zTP^ci#Dj}V
zecMC$0q?iA%$$nMNc>1YTL2M5v6mRNFnlOjr|DmNu+!qx#bDa^55%TXwEH_BZFIeL
zQXKlq7)2h4YkA?4Zk`zI&?XJSgyv>JY;wsPq!i1pbL(2VJP~urUkKdZjd4}v=Ex}C
zUAcS@Zx=3h{6HefGOc$C0Ix>RT5HA2b~S-kl6{@`?~!kvrbA~qHAEPA24D~n9uM;#
zHQo`}+`Z{~fUdmOBQ9_!$06It>3L@k^%cD%@@J;Zy~DUCv##=4?4<9nX77ag1`k~%
z1IAfGz*j?XhNQcGzj2SyuvgIzBIu$wXn{^Q^BuP+@>!(EXzAYCjgpy8TkcVH2m^Cn
z{m|RJFZOoG2<=iQti<l7ec2QFeFT8>1CNo$eWydNpM~m0`#knO`LjC|ZhxWkx7bc%
zaAYa0=5qg6eU6hM=#eH9CL!0^49!vVS)n8PR?@RI&XCld<UJv7^(U0YGPpl3WNSUp
zk2i^n`ss%8FdVNRbI3X)qL0Q4KVK7hFl9b_D=Xmea=rW1raNF}T>1-D+tTtdmYw8|
z;{EsDlS|}%e1+H+{9Fr><AwG<<B9!TZT4KcUEak$yJt?@g?PwpPBhoqj^+)fN!IGe
zgy_<w2d>e5NVi9NDAGRo;EX2T^txfBW7`zF<zvsCMbeaB-`~Y`B@Oe`Vo@kA?ptPW
zp&i82T8Gzu*sVd~?+D1sWG_MhlSBDaJ39ts;C$WWO(Sa`jH?Ii@i(UCkGf!A{coxR
z>DA_?19PfU@3xuG0ggHj30+$R#`<`po!&5h+;jjh$T~a%>3bN!;+xSX`C1<f`B@w!
zVl+TfM^^WT&vN*x+gCs)3;Hu#)TW=+95+KohfF&JZ1HENza4Gd9ak1Yy>eji&NWy6
zjI18>9aam$)EdECvO3K|HdlzaLI6tc1)KHq-Hl^X*v8qdigwV*JeQ<}@mCC$?gSR5
zEp?&k<ajUbc-2U+zFuK*o6d)KuWgLiy%fvGM$g5C;x~%{Infsrc;yY#dl%_2JPVu&
z`0B3Ja>k7g%OJXE2l#QZ4$>1BM$2ieH5XM4u|F8q&0DJzRu-C!2v}~am2bY7=)!Ir
zfdj+VO2l!1R%|bj<W+Agy2q`gKov4PUWT+1_V)Sb&w;7a-%T(zF_(yZO^Y9I&(q<L
z>Y;)|wmVaG^YmQK|B)(}4o{(I2wF{cI{6)L&GjQ_`=;He5n)-}3(RiMz#}XBYB2hK
zzYTjr#xJeI{{GFv;Q-AgY*=|??>AX|5^BHnvUPQ$diZ(~`%*cvx2->csQBtw%34hi
z36D_sbY&Wj=EiIXmbRFM@;(=BP}S(~W8WgLd^x@5OY%~GqT<|PoK#$Y<8fm=yCt^G
zMSX6<@1w2(v;PFw<ouQg3ToXAkAQ65i!>I%$K2Lc<h${f0+Tct8(@O$E&F{+!25S8
z!pH3WAYea_71l*No{wf=7K^kl2>-tl<m!T3Lp<9z_EDGD{c$YW{9~dnQMJp9TKg1t
zz9Zc}#h1#XwT%G+>z|_7@^YEK(I~|exLZ!aZszp;@aE0^mmgMkUT7OL(YD|86IO%S
zBTm0&)YyHF?iezPo$c~iBJQUw2}RYN6s~KtzN)^$8+@eC<rwML<4$XA3ZJ0EgFJ02
z6iB}#)@R^e_KQNYult&arpe~0Way*_@<|oi_x@Y#*4*}Pm3e>kNqQ%*_Y4NdneP(&
ziv(x1ATTwwQ`~;5i*&)+tbY_p4FaK|)+~`6TvK%i4L#ihrI&*LWB6p}9@mFmJ1=hu
z77Mb!`P?E_=$>1GO3QqBY#`r6g!x)WR7fifxZ8b59;6vzFo;|4jF{e`CEAH5w0xGc
zoNQYo&QG?JJ`&h0`@{1RBGz>0@u<E~OFx!XZ!Dh_CW?=9D$k$Qe-}(%?B(~NWx{*T
z{Y-^tdhV`<=lkJDp4B?fV`UN!!qYMjue4w2l1ltn_F~`R(>LmS{aEf|;XdbYy*P(q
z9h4SnaYEH)ca}`FPbIyo`<tA-Rn)-tse$gd^FPU^1n})<0OeQy_$Vx8(auah<oDP-
zTC257v>#;cp>s_Sr!09$HH(kU*xv5)<yO7jxO!$Gdz>fX6vlPD{{=>;aG7KD?FWj^
zTxf!+)F8Kwz_T9&qPoRvm&8!1)Sve7juu5e5R*3+%0<NQaftcKYTgpy!7h|>oixeG
z)eb{YCt3FNxLvMeUu-u0YWKe|yJbq9*m273&x>}P!x4S}Otj_&6#2cpJx+#o)tu~d
ziaYb5UN@ak1afiOgQ}_q#3a?+Pqng8O_Xnj5!r=?@V%+7tE$c75QrVPWKU^4lI-u@
z<?lfnC8#-WH%tJoe%$~^WCgYS6-eP#ZA_Z5R(nVx9YICnRAyIg!MH%dTbb#BV&S_~
z)lM(ppd5|RD*G(q1QL86pXq_Z{{ARDg6$5fzN5*!K#$av1mx4PAo7s`7q|GvwOmj<
zJ_%{<9xfYIydUNB;RsZsWC+&x3Q%a^T<}|YO0Du*JU?SQjX&I}uAf)_YJdDO?N?l|
zCc4d|B-;<^St%!-i83cYhBy7TUaXTb&89>~I9t*=k44h{0SCrW32Wn+XlVkxc6c#P
z=4p+GW4aj`uA5g1*txe~essWF$QyPCN#b{ip>N;Tg3S0Or-RvTT9qKyVP;m;mzhNy
zgq-W47Qsm^?JOp*Dj3jCb}zo)OoHf#wI8PLTT%Aq(3e=MTc5LX?Z?4}=Jcwz>n%KK
z;DW1&h4Y8A1BVg#RXvCSF+An2Qdn7troIl<ca&4^%(#x-X{U!C584DjLNl4aWRN3V
ziN@h#gooc$y<&{p06v;!XypqX%fkG<ZYkz&J~*n^Q@=d!f%Dc~zsQ1BZ!iVFXmKql
zm$&Y`3g%*kU)tcPQfP6iLE{M=z4mfGaQE?6->d0%!W+2#p<C&k-YWS!pL?Wt<UXP3
zH+!g2S&zVN+SDeiQ}CMx|Gm{PODh~2zi7AF57zlOA$d-CCj?+}Il2bm?3feV#@pAw
z{W4#sZ=0*eCHuUD@)&76?*CMds$COOQwrM0tB%fv+Vk)L)L*)&vi^JBk+=b@(Z!KT
zWNle>`&;usQ230R`V%|v9Wur8Uytk1K(j11pz}-zlpd}_OeRSxJ?by(f@1dg2{1KF
zSL1!LY<7fMf%IoF9fS2pChOfe6yLZ<tcfS9tnKks+g&Um9rko8ySq0A@u?QYPKKpr
z^!&VFsK;i|-owkpvBs<VDKGft&RKZwLXs#2bG$%DSw(+rYHk@e7X`&)BzcM5bH-~?
z>8s+|cigk^K|?BKS8OQNQZr)Sm<FG}t<&?xm41wS4X@9r*YT&5L#AX$zYyQ7>PH^i
zr)Km;lgYmVn5?8lTR}&RV-<u~C+1jj4_t>9|8&fy#c-7qE)nbltmhq^x2rPP#iu`U
zq*zPE)I8BjvE9`fx&V^#H58Gj>@O%FU<d)n*+*}Oqs^dy+zfAHocAOW_uxU`{k4CA
z?af0REUUr~n0D>sa&P2!pUk{d_|Iuo$b-{9!rAr1TQ87(#5L%+WY<0>%TGrr11bBj
z>Fjv~|F+ZhbK*s+Qboc+Da!HMjNaZbCx7-97$`QYI0llBVwF_I`bBz3FWgb}>zD_#
z3-<?dzn=<3xhG}--&alUDGo0V)n($n8_|vM8rr;&gxb*ZcglVvcks*XSA};!xrH}H
zdOg2>fwcp^Ouc0v0wwFa5Q-0WY33#Oo#uMbelpi`bU@qptk!Ow-_So4H?q(9Ksyf=
zm%ONip|xp-E<BN&`p_FPPanzgaBSo&I$E=`=Cf58(*8I7?&ryF58SL#96R%LWoJZO
zu^-*3MtDpwpJ1UJYI_0Ib^V;O<`N8F_=uVIzLUp#joqqfMw58DMoCqjQM064{1q2=
zq{9bA=XTl)*-K-3YVI*T9W91Ooh%~(hd-OAPjY*_5PAwhF?=eG#E^*xNG6wGca=);
zUzAZI_v!YGiS>yq>V6p8OVlG0wJ$p0^d@oc_li?Y?m9NsTaXaTLvm#<s24;%BXi$n
z<Qo+Sz&Ys(OjH_;c{1~x`DmlZWIvg+cr>_C?=;JU^~)vi-wqFNOoey4pNp}zQ-1k(
zza!v5_G126E(tB6z5tpvin<I{JSXq9LS|MUcj3B_6X>%t#aeoTpOlNef{pX)8}7Gs
zu#IooL#hnJ&MN$}p&AS4v{qr98I4;%G3O&g_B{oQe06={uI$zG{VsaAiEL7P<TcT|
z7FQT?sOKnZrke%h3sN9l7`6o?fzuhn^S{-KIm|THbwk+6RNqsYt!-oZvNYrnUZAIa
z>Ah;j;(B;&o45nY$LiEn|DiU2dpxjLYsERYa}@P;9S`{I3uwSW$5nxIu{J1^noRxJ
zyua(V0n;9A|B~GkY@26+TgNzY28Q@kx=?PYWV9r9^KbXs`2a*Sr>D|<z1kf<oY-58
zqjHy>0Dx|f9MaQ4MoquPo(1*Xsrfacd$l7b%EvcHdK#NJcFDfuGSijbe0K?o7Q%gf
zop93g9iWoM@Ve6h*UW>79NG)sA(1M*BZ~=z)L}H+^_C_T%xU~oXVNrH-)_QR`2y(o
zJoggSXKjcj;>{RNBKdZ3ed?#+s&VH1aJ)0PNf_$W!V5MCNUtV3-k)oTwBG5lUEYgU
znWAk9^8wpD1)s(X__JTZ`P}c$EBh#l2h0t*{}stx2-{lhx}uq9f+l%ND>^n~%dW^u
z@C`o|o_1e8Z2~S+<JHPBZ!!;+vTJ%<0W>gf_M#8i0Kt=;Cs5DBtDb&*A~jvma6idm
znQzk`1+2|jl{|uVqQEVzb7Q;TE94ov)l%*p%O>ZXSvPL&oW~fFda82#X_wPsWTS(d
ze+L>S^{MmB*Av-AA6rDgh=-rJG&)ALS3AKQ{IvYGooAkk4XQ7dJE;gl-8Lg74CXse
z56YnQQTp5-<W9rwmW~YL2avYw?&-2}o%4J?T&)Asd#7u_G?wI=E<4aN;EddsaU{Hy
zQW7M&fyRZgX{hPi3f{6_7?1+N*Y_UAr*+S*o{oqYeyR#MAeG%V2~mMh@Lg;1e3UNY
zkzeumlV!jOXyELnmA{IU6!!K(<USXuhCWdVx1ir>hBehc$1Uvp+nWgeZ@mp=uzR{a
z%8ou;_q#!;;p2&ULy${O!bjP~TC|m_q@}6fU+I`rcfvv+F9nz97BuH9W(0^iMWd2G
zUY#Q)<SCRZ?YRM0uDf3}7+uCg5Qm>nAjC2O>ccD{GjjR)pzLY}!AC`MrAcGeWspn$
za8z#=h0;ekT%0GTpjuyosknSzh}$P%o^<X8lCN9C)EDOqMv9CG{t#bY1Yp~kjLb1w
zllQde-#|!^RwRqZAKl_V%-LN57B6vSSKzM>^6hZjekQ^MBm&s9=(TcC>YL&QO(L8b
z&0X_nne5xg@@VR7*4#NP8F9+As7xI$Ow|C#0_gF4JK~%$3fe4HSA3($H}?|vD%BiL
zZX>DDA30*WzVr$!LE_U;0j-4HCwW~mOgElDBbs|Sn;GYHV?A&)GEhbKCDWbws`&6v
zd;T$(>6{b`)Smq+?q~p|zk2C45s_w{@UXoxaOevk93%b~-{+fXDEvXsop+fxGrSgM
zpBkf9<Ye`8G{guRrau!Sc)Asj+UlMmuKO(OUQ0li7BE9d7V)cky6@T_CPRvf(87U$
zk{E>HN)`_JY3b=A=htJ7-0@qz`{rZ&5ZdMrzvh}t>GRL{cl@2Uy(!#&naBPudYtaw
zu#06YPoYEfQ9eTS4t=2V<2WE!f?5EF1napH_yU^X6T<EPk{y}xGLxqw!ee39>bsri
zC>V6~JNK0|ec%3px6W6=Eu^3m!g_$^H+x39k-s_O@H|$}g4Q|v8E-&qzpzsT#p0R(
z3ZuQ{{<eeD4kqun)B%5{G?~B8b0%*=h|uvG%xHw{=x#@zN+0j&;UPJV607%JJ(Xeh
zJp8qslo<K=pHjkN9lnpu`xwM8fKMI({C4n*><-U}DA2woLZ&0cL?dj|Q_{0;RAc<a
zesg+>JtPz@Y_oI4hOwnL7UneL{Ma>~4S?~%^j|7n?lIdu=xwyQWtVeRGb3K(oBSY`
z57jlK0dJiqIvoW6e%fdz<v00WlLulvsh~5HX@$3r?@ncn?}?7`{Gw#!bHb-t0?E{t
z>A)uGSAjcVbw}Dt+504NK0s0kFiz{?IaPh3Iec_p+GlI5{}A9a$FuuR8jXo8GPo37
z?K5t}A#0@W4&HA;Jci2sOMAsS0~)$)8v}fe&DvwF6f_?5TG-d?9iBR3@xxBjU$7M!
z(Adb&ryvrTu~6=318zT3MNN5Y_qbAy=X6qCTE9EfeOH*W7mnwRe?(IdU_1HX+A_70
zXEwuGvdtGWGW+i_xl-bpz(uM(cOOPW@vH)6uUFaaLs`F~mxYS|ostFtJ76+bwAwyI
zn^))Y()WY%JLT;DgC^>vxj@y-F&+K{B%~X$k)B!?9->gqT>JZ?2eDY!R{xPyg4bAn
zNL9)IQSV~FYv$c)tvlqxu135o`r_lwi8BuU=90WW&<fbE+YaC^%+*x7`|Vzm?_a<$
z{;kROa=w;)v~8yQGc>o$aoXx6!wpS&Kna`V$bZ;yUvj8;oxxHE)MaKby2v-P%GC4B
z5PVwx$;I^3r@c#D@U$7CD$W7i7TuF)su2EI;BVlMszhkY@TI5(V^JJFqTK`+*j#Q;
zJi^NG2905dot)NQyz=q71*@@AID`#&=f4sl#EzqL{h3SFRIhE`Od5-eWBnzM36@<o
zU-{{+zns#LkFHEp3i2qN`4WHm`*+@*j;U}%pf)*16FQ4EJk2|jZ~bN$*sei7%#;;*
z=6jx=<56iF@wsUCY$kVrry@-f`;>?(bGEYR=#$pt@y=To^~-k?!*Q}Qe-I26Z8|I!
z{&LS?*RZ=wxs3)4E|nSkwG%SUnY*H-cl;ILD151hv!#$&HkdAZv>)3^0qK>)U07ZO
z%CG)x-TSsIDo6p;s{N^up<`!wK}T!c2j1oML^Jc&_saGGso=YLuvZDmzPz6W`usI_
z7&BWa3niVFU+VP(pV1u96l^6GC(B>ysUnQW4!45+<l`*e_cK){FLPmP0XgnNB0PA#
z$RXAR6EPdSmQ@r}C*Kzt1;W@3Y)e-~GvZ)P*`;|Sw1NK<AI*6c1vZ#NaAv*dg!?~j
z-se$0_|K^Lw7NA=VTj!q?xn98P@a57v1gi+nlNM5IbOK>{_}PCQAjQ#VEws4@Yau`
zCt{zbbcX;ZQ=|*D$6J(nF-KZj@@|kcRkq>CM^O(M+~3d)=$h?9Pd7NwLan!0x8L{3
zu6m8pg~Nn}jUrI$izA-4Ee0{_0*B4TNbLQ%<_5ujH-neF(|BdSE~`8&w8W+SeEsab
zj42+o0jD_kpqBW(Idje@1xAB4p4H;_X?Ozv{9Y|cc3;hTKB$*tD0SoGGfvrb265JB
zet%ww>S7v`G#!8trGo?YBR8|WE_q(k+MZv8U(n>+kW0<&o4c3f<_UM9H*u~`gy~aD
zZ%i>Af;02i>}wQOcNc)4M&)lP#)kdZ9xNo<i6Oa(pjKVhas@@a-vzPbU<p98OTeBq
zU>wMJ{BiTA<N&S}%%8d&7><7pF$5-sxWpZbv$?>&hu!fc?Y@iV#;fk{ZdcEO<@B}+
znxm;W+w@^>+qPkqyDJ7%k;4**iK9yRUVkIn=Xi2(+?Pe*qg`3d-w)9fo1VijSCo_D
zT!~au&_hL}_z8bE@gGHJwxlYyMbR%Zf=-%8Isp+75CvW`=mbPSX{7o3Gtb+NTTxY~
zG8Oh-YtAu@^T~q5So3`BUA@cs4&DwAs+BwUzNehEC0E7N@Wr@rUx8ubIF_Tm_#x|u
z>Ny@&7)8d;I`AV{(ui@)@`VW-0oO}WqpGXqkrX?-d@P5_=vuse;Lrdu4}aPWXj+?=
zzav%Nb~_ieY`cHF^%HrYw*IqgSIlkM?~6OO6n5#1^3#TZIF?KWH^JRU2<gKn5tBt&
zUO<<CgCr6gyOkvB41mc=s%Rdu%I8p@6OBph)A7}*44B@siLf8E%`fR@tjv%aM#=0Y
zUlLE|njMzi5}Iy>S*GXg3$5j#hB9^Eh~sYYd16%qE>TyFSz$RhlZ&GtG8Z2T=7aY>
zJ7vrD_#RQ$7y9%^#OinW;$uTy;lvmrEV3Bqt@eC#kGj10HBXo`Y&!T;gR-#Rhg2b}
z*@v6#u>79MYsZiEZ@&y=IrjD{9z@r(W%T>mr-~|A6cD+Q^1T3AtB)O5(bs7wzY(fA
z*`R}CPxl%`qaOnnDu4w$itVI9;r6b+28e1NS&iUTRL*}WVrp8flp?`2qk{UML`Q;J
z|MENG5~@GW)6QjGXUnLLCq{n>7h}}_*7Bn!?z4~A#X3iX^*pYcavpjOneU~XFV9c;
zjjs0nqo6Y>nb%K`ldDg>iocXp&j+Xd14L3;h`*OUZ@i?Hwed9kqwMnc>)yTm1v=jF
zZP-XMFPSj1!LwaH849}ADiXn|J={Cer`@g;xV*BRcir{$D}xv(uzs(EZ)Nm(PmmzS
z3<!zJ2N}333m%$yYl5!VJrOmMu>Gc@{<!w<^#?zJF}WOZyT1y~@(=I(`{MZ{*jT1{
zpX|!q#pj=7dIz%5oc!;tfAr^YX=B&me)XLyrc}P)`@@mdzlrC8b8$9C67iDJjXcKh
zj!u)cYAs}qZ2f}E?lAoc*m~`|Iix}TGEAeFu`|&5d`XLCy4mL{m-8(X=J!TLhlebu
zMtnk;ytge>qm`R9w%Q{#sg2(&_v9k~H^<`fE_0v1FV-%SCov9w7w8N?U408rn-y*q
z6RF9LEqx@ZC4624h$SfeXVom$qNKRiONqDM04575Q`#|(as(PeV93$w{yhi3lRZ`K
zLU*`PCGo{R8;x7Tc&>)V*}%jYvT^77Tz5YPOs(FVmfv|^ssUKb4u9M|z4fQoQ#rrJ
zN|@=`KxI0>J+8!~Kb>O%TGT@{;I{h=bK>#B%Yj3C<Yt5yr*S#!8LD3nM}o=ImLrtb
zyK=&hzlh$>F-)3wodOQ_vUoW@@O2mkYkWI$f>+u8TDpxpqA!Mx?C}8pKFIe0_p`)w
zmJbQlI>Yj8t5+{B7fnmtzaOp<Is3?LP*L{fa-uJ%^(nT@C2Oym?_D!Zz52)j8-gaB
zg=S8jTfT1N4qJ$QzvunEPmjoAB<Dr`<M|XiIvh;o!r(o{^sX)_l1zab{qNEt&V$?+
zyFak<Uom;APwg11zxF}+Xa3kz;tY<Ta19b)1DfqO{=L`tjrI^7x58KaJV-!Myq$!S
zuS@2=8slo!L~G=7RDM$4X$Mp`yjlM4@8#^>cG~+P1DxYt<a!->e|R-7dyeSh3(t0?
z9v6~DMf&~78oKAJ%IOYVL(CInj^i&KwOM|n&6{!DqJG)D;UhfFI@a2O%8*}%cm$uX
zvBq!V0FI1|JOWxb%z3H~Aj3AQ(l7)a2m1p=gm-Hcts0>v7!)AC#Vg%onQ}C%x@)P=
z#}ktWIwpsND9qm4yDwkAg~Y!3mtOy(b*vyCDwE7#b_%6zc}5qSxVl9xAHS$Ruj`34
zmdjf`5ubb`Yqs%=Jw05iXM01h(6GOH$hI~RtTbkl)Gu9*Dxe}@_uq+ACYX8so-(I<
zb+_03Q478iWv|nIjx5FbtK8+Bh<_X+`F}4hc|F;8+V?H_=O-l6y@eV-zxvsWf33j(
zDK0B%#7!9a;vTHz3exO+!OYFv*Pi_o*P9$89v!Rot=Tj2>+*Sis)Hp1ToTbW%m!|_
z%Z~Q*UW7OZ<XIfc%lCuA*6VubVz!kKyZNMnrbHUZlL|?_ug~xCvGw)#ILOlBo-;!(
zpWh+esjsHx2D2p^a$l@>f8|cyqP&3seEwmedg-qV7N+>$HU1B(?Yk?J#(yixMi9}R
z-H3&ekU6=_S|`>=`=D8*YxuOFeX;54=w74CV<}#6RVlq9^TF^yA^4Kc-q(>CP)$Vk
zaM0@@v9oiO8qsn1lt*pkmy2=y-VtxVbD@fFnM0ikMCR7nNRq}dVDUD>I<!x#k<K=1
z@mXW)vu-Jvu}&JMY|sa74#+($quDyXpcgyJAVa~!@*3ChJOTGUY-yg3w*9IAU)Qcv
znh)n|a*+brWD_Hq0QJ`}H8VqYVV(2w(F&PHu(uYH+rE+NkG!Sd!C-&GCLg*^#<?{M
z^!HhPLd44sE8d3H^Crssp-go!75v+umlA*e_%v`!Y4m$d(8b$+NM<oN^r>;>7V~LX
z!7k$&njUTh9SSggG|i3$c1d5<2iyq4fXhYEII$n<8RxOyN7ul|o`YS^%Rthq{~_Ww
zc)@5+9+=<p4s)^Xm#4%-+2F>=r_0(&xRb(uEp3@!T$=B2e@h#hB>yE5FTmNZ*J6iM
zQ6S=*1c%4lH(BF)x8a|JJu^t<htnzZ!SL?Hksj<|pia+5J2n^0#+-%&wdPZMNu4fz
zl{mgAALmD7mgcE=e7<Dx2AsDgy&VL@<a7Sqr?)B(R!=yRN%6(ybli<90I#-8&R6-$
z+b5}iG}Y$Q)pW^BG=GL&Ot$5jnMIvl;+t*R{-Jzp&MW=N#rs|hvEMclafsM=B-dH~
zIG;2KKne{m0$dPjALxORORk@Hs1AGs%itw1YYC=C6FF=VH2UE?KabJP;8f4O&{<gY
zZ;+-=XIF~Nc|z9ldpg)=M6IuSwZdC}yZ>=tgP9X#->>M7=iB??=^1c9qOg=ct^)9V
z)KlcYNsGUh=ZN*FfIQt_yS#hf`dCTzLIQ_>^+Yn#oS+U_Yb#^x@vC3Zs03fd=CG<w
zA)JB`RxeM~X+DavOBzOY<hM`3$XfTK&}nN`;(8NT^FJGw0uD8G%;2t61S@)2cM+GF
zuNP3lx49*#!41wpmA7)T;d4-KzG%HaC1u?je>1M9d&qCOJL5uGdzfTlM{&E&0D9*)
zO;gc?RYN?>v0;4Od-sV6THpU(uk8kE@b2H4=)2uc8hc0>wJ}-0-9lo7diY5z#NT>b
zkqYkv0jDNrs%J2RUa5H;hi4!$g_Z;4E$UlxS6@h+BlDx>%x`<9a4O*~6~yPiKoPKV
zZ*G6Pk&*b2fI>{GLVh5>pNn?<PIdw^{~?L76*BIP{sx-j`1an!l$1~HA)5okmPjP~
z^7fTLu)H#J3qsI0*8c7tkgJmPDB!pOY#Q3IRlLP6t~mqIkN5ZAckBG$BlMBCTlevM
zKFSOb<^9_|N~clIib{#N_puSkxaFj*oqj!Ruh=CHh<(hxdCERVw*T32QDcZCBk!m=
zmqZJN%saS4>)-zu09YI`?tCk$6`9r7rVoKP5~tf+7*qyw3J!17l70Uy5AWnFMJm4a
zdV$^l@U6d&V~X`xFFk$lTktw&PHqQc{}ZF@<V4x?9hvE8ZQv-w{T~h5tmZ@I?ypOz
ze-~c?t(d^sG8+mwg#+ob5QppE;kxs{dgeq+lk6mo9O$DVc7r+MZQra`d4^omGvyjr
z;#M72I?NwK!b^DNh=uI8I1JaEf^(AU88<J*=LcIwl>IF|$-mgi{2`|IohjyRs&D?g
zd<*}Z&Dg|R8ZCJYa`EhsH%)P5(d+|#t{yIsu27o4v(D)iz)v0+>y7#A2*{ky4N&kr
zv3dUOh;lHpy~ZC?J~Zjq@qZ2)BI&WfWAL4?P3UMwgIJ?tSqHbx;HH;(C*kPSNajjP
zZua$^I6-w=91CdzIX*{|3D?{s!vVrJKdvV<OD7t)oc<}I_WQKTfr>a}QMf?AE6T-o
zUH5)8j(r)RCzn#|fDZD2K$7)N=C5!B{fX^sGzT>bXJx7(Zif&AvG*y`Mx<jtp_<$?
z#Dct5qrTb=VX;!?cRNsly-HOvw4Z%(EEp&h-NP?>$umuqf9febmqR&!4$u9VhHnx#
zmQ#daDs_>FKVBICJd(20LI?Wu?~U~C$MIe9@o2>~+XvMdOk_;woj$%s@=jg<<bgZ-
zcOKP<?B`d+(85ym(-4OW%r67kmU(*za!5`LzOc#bl(9csOj~V<^00J;rXqMrd?)W6
z`dlKXMTd7873Q5CybMBocuqt8vDsDr>DnK&KjL;9a%9=1f~~@Xay{vEBf;kP>i-TU
zEVC?#i+Yg=&r3Ja{8t{<_F{R=bv^bH%`yXWnBR;0rjPjI+Pn5yP6I>pDRt)P`tgX_
z+tFk7zeG*Y&$NqkB}tc>`P1riRMrWd{>oPiLMj|e?@nv)xTCd{J{RY&D)UECBE=eG
z?osUX33?8S-?iWvb;mXXy<(83dEkakP1gf#g!11zC?q^Kl+`;Qt-?@!MpA=8)8B6s
z+%<CeDPelx*x;9ud4M2Zl0swp!XD?wfu5e=zwdjq@wym#th+Yr-~j)F2<|))f0yq8
z1+qAq)aZ9|Cf@&<7;Yhd93OTXi(7S4rTxRFpUROB&XI}9*4w|}&_fGJUs6LhB1d=y
zzs~UZ>RmaL?+nqMzv=Z&S;#AMBS;=u(gCYRw}_g(T=EFF08XaKDKIa8V|^`+94Rut
z8N~;8e)n!U)Z}4G5}u!^O^Vm+eJ@^ML5WI+G!F)v#eL-lIYc@xbm`kk2npjr9Ny?c
z(gPGv913;fQ&z8RM(<bmOQ&0sxh;S4-1zcpfSciZ?=O>P-P||M|FPe5cj>l5$YB)6
z<>CG`tRv;!bF7z=?sdH4N-t*Hjf@`r^-x(pvZmrWZOHL`TFn2W)EpOCz!+R}L|qQH
zvxhxV7k3Q=ETpx;uk8H$Mu2`f<#%o|zt>M*N<acZ5*?n&;CTEwz>?j52nPfS5a_#3
z$c1^z4`E*TSLbW6LKK2@c!&zpu>Z0}_<~;Zecg(0IBI{eY$atU&|TYKoj-ly)@{hB
z`~BsAD&AAk!p86RuEOV<-?+jJ)1z+;QTVG&43Qv|_AjFvcEb7fF@9nEP1rx~jo`)O
zZ?4XPx1PKb;bz<oZPcuIm15V+f&2?^*D)34(9z$7EvzK6sQ_L6(fOY~o=Pg(p0dA4
z>HbV^VcHTb_}BULOx*FPyjn!yk&1YIgypcJgZvpkh5bI!=D6yv6<rkk4&6UP3um?_
zDf}%xx+#Yv9Yg4q$*yYs?}pj<%-6_kEQ)7n*`GpH>!R@h%g9a#-JNp_!3_-?(l+dl
z`U$zl$&TyH6S#%yuewAAeN*9LwDqIK&8>IQP;TYp7Eu8yqH8kz+o!Jk5)*B`rL`ks
z`uLW)i!T)OpX>hGx=?yaU~!meb|92BX-Wf$YT<yXPR~7?N+EMNVwaz8Jc+r#0Rfzs
zji;JLxYjqEX-i_Yq0UCsWvhC$4Af<4XpJlPT;TO!>4ouL+z0Zge&)Z=tA2WoqT}~e
z)H(jiGH?`eW@{1rXZzXC(JL2xVM(g$z1t79+@<c~evj>C-{lh(0YBUp=@KkniQT`6
z67!vx@WARod#b!&u$>zmN9t2q757m4JRZ!TvGiNNWZ7AhogF~I>|s^ehl5Pgi+Y<8
z87Dt`<2gm-C!|mtaTsmIhu&tRz@CsiZjB^Wud&yhzu)v*>xS9u$2iB#)tQ}`6|kGg
zxZ}~Lvrjr5H<6~pd!ME1leKI(2-?SP5z^ruJEL!r;zOp452nxlwLX6P4fY7)yveZH
zMar03wqzf~NlB;ko-EgVYAEHFeZSEJ@3y6hPo%6|8Z(`h`@kLB4`ZV_a45vp#HgIb
zR<SPc>sfQ^4F&p7?Iu=`R&)NLN0H!fb<Rbpcjxz`Q{fXK0(Y)nUQ!&YXka#f8$ipb
z-TbPvLot3@S1_;=8vPA1P@DTgyGJSD6v+C9nV)m73?#Tqh^S*c-8onN%ZwTM>-S5Q
zvgw*lG-)m_B?jt*97Jheg1D8Tim86aYi5q=Ge&YRyc4mfU1nJvEn3=Tpn!aLN7gx>
zWW5bLT)?}Ri5CU!>5n&!9Ur%<I?I2WHH`kI^~oTMYjqbXfwuJT79N8K2wu3Y4LiuK
z;!+XUx;!VtRzA4z1iCaJ+_v!)+KN8m@c^!-#t!kZ)U7g2Ne27lc)rgIFA?@xVf-5-
zHZ1PZUp()2LOVSy*e~S=``K!qqPE7e%wNEhNCMva66<D$TQ6^K`6c>T4C}0UHfvS|
z^K;QFdC2yGtc0Q{N$}UZp^3Zq%|H@As}mMPujz1-rrJ{VGbu~@3x&enk#PPrs_vn`
zBkp8vD{bbf+XZZS_Un4)51Dyr{$TYp@>=*Z@SoSGONs>Mt)u%7>UY6@84nwl-CCP4
zC|(c5V|@27oHEu`a%06G_rZmu%zJgcm$R3L8Ag8QKR;h?h;bDC+R~4HI{LZ#oc8|t
z#D#7=ch;{IUy}M)V~Lb8;3@na<k*D<?lg|JKBDPUF$lJR6d1UfW`NCMFvpfyFQfuo
zSm!<6a>07m%B`GU19@XJFo{d!@crbM@%fVFz?7_xHhw<%I0fxqKVSPjq={%LvR>qp
zaPPmvZ#gvm5q~lclNlV}+t*bW1s;j+6oLh;(|_%2cgbxH3(5F<*rhH_p{+n>3GN5t
z1KnZEt{V<Gf7g2d^Oywe|Kh*pN@J+P<A0@zg@bmS!Z`fqhM%^a01D4()i6hC*izR6
z|8^TzE+FKlc;eZ822T2W88nQd1QqiKgN%dxh!^ib-HA^j<LYsEWjVQQO}aa0_DO+|
z^s_JN)2A-OvRzF+o|C7G`<?LoQ5<`&Zj8fB7L6k2@NtI2;d@t5bk<Ju2<2?@iuM~=
z=E*ClJ(s#(qqy*p=_~o?izK@kX)m%qcW?9t1@bZCR*Rscg@`7z^(VSfeK*eD(??{N
zjn4>l>utG@7yJ|xc?hjyh**U~SRFj$_xhcc_Cp`9yN<axUw``}=Q2!Mz_3jMPDxw5
z=ITV>Q8s_^Ll9~R+bnQ~3O4DQGh8ynm!luJFzGyW5>+^W=~a${ZH~dp&D0i$#K~u_
zYwyRh;TGcY{X#SAKl(Zu^XkiIizI$u9?HPK>2moU4Aq=af%44XOrjshsN4MW@#F%1
zF+GCM+?}3&Et{JZ*kc0TxOHN-R;*`%_+FK+DKC%D3H@wa&icj&Qte(<oJ0VKErJdN
z`V<Q8WCBEeeqtkg#D15fr6;Ubr}d88;DUFSLptXv&>y8pUOgNL#a<eTM5FulF*K(O
z^&a!@D~ek77XL|&@K8Tz;)%f83%l}zAh5CF=-EOLGDiOs)s7;kbOK`UX$sdxs^hMb
z-f@n4!_@e><s=(WyA4SWo2KbJQ%;IfAc#b7isFXpHM6PT3)E4bFuH#HWId%<<TbGV
zIZ=N>o&ABLpN`UDIBA^O>Ccl4pSe(|HdXyS+^x$J=&w{^B*K$3{@u*OgXERSV($aB
z@)Bk7H1mO@Mi`!wH9T;C4BJ@i+y}4a=^$5JL)+n^!}^<qMKF$Empm13#cuG0K$ciL
zx%JnYe*aahqC~{o<8s{L*D`NMFy`-zjX`09rp4tm-G|Q;m^aftBZ2WnaO|2Iwo8?I
zRvnC)vj6T@a>ZxI8_VsFUGK8Jl*;1QhjqCAYP9L@<ul%L6lrI9xp&Z|V3*V%sJg^!
zmU@71cc)6{H7OlfU39U;_bO}Mt>>}}Q{E&Tr}9gW`#+PQ@bz(Bnm=ubiyhc82>#5h
z`O3@RsTnzU*&j+quL+F1<Dxh6b+h=n`lS9MAD1^5E9K0>=j)B01DaDb(ahzX_=AJc
zF#-4sG{2!ZUkE1GS%iO<EeFo=vlsG@F58=BSU5StfgYrns>fd1qnb3_xa>>3SN($%
zyNTpQ-SjJ-a;Np0KEnj>?hlbNO_@)5H_7Gq%j)sr6J5Ky7x869rWNYrKH67;u?Z;S
zeoTg`xtB+2FSg{M=ZdXe^C-b-0t$K~J^VpW1*Y6%vJaTS?J}(`uF|nC5LU|#$@uR|
zXR8s8rh71>*BaLbv=OUs7B=EsIr(&enx_)^KmcSg-$s8v<m>UsZQA>;z&{&C1^4uL
zVF~zY!>a}Plwt@_uK^z?|KzcGLx9t|eJD8h&V^X;*?m7-Go>hhvw5uQsLmo_U_Xt8
z@F4~?Nl`S{%gSctQy=dS(&5gkI~w*i@*%r8)d%EAe%0-)k_dr}z8*JT)ARmxp18b7
zLS38l3^(K_DWJqeWhaSl6CZfmWpmSKLACti!_vl{u!irmqm{|@tbHQaSeU-=1{Ejx
z%6w&J!X5yX*}S7n7Nj6LVmDKpQs0(%nma>%r1M`EzIeTSy^L>jO56-xJ#t;_E7d*w
z!(VRs57sDe^o3~pOt(IIo{fF;<{t>~fv>p#Zu#jxp20;FLof9<^8<(G>%1~Vp<Q;^
zT_arL4P{DcmN?#S)R!$j=5Xh#XM(Dh^9$P`)qlvmmUIS>=6&(GzjtL8?UE%PJz%Ev
z;_Yhu0~r7qj$ugFSksANFOMwcHWz8XTo5!_YE%7OTHO^{mz%p+aeB$`L1ow98Budp
z{rk(2W2S;wmg8;~cvfHw_91<))Gr*~6!#rG`W=UHf~NQSYTzGz<FXw-j>g;E!&O_4
zB?WQId^B!;t7&Q1UR~m6d;t5dp`n*dbWaD?A!PaI{7B(9n50$s3JVeAg%#S@@uWX^
zGGmiBT8THaWQBFWeq;!1tZ+}DErLvy4jB&{9_<imdw)+QAaPWX{Jnns)4i(uG7A&l
zLI9z1U+T3@6i^~U=Mm9fCDii_e1p(n<@;1}DSz%h8y=D&4cn^@9mO1N=7LCeHD#;y
z&Yv4D$zE3wn^IcSp@!`e5F+EtD{TIA*@o?2S6VbczkFz5T9le6Q&n%DXFOurLUbfe
zUeYFIX}$6fE2umsVb>D%p5C)1AE_tek+*XoUS6W2^jw_0L<WUc>d`zb_k==4DJIi6
zdjXu-R4LHZ`61oC$g$xUksEQCEmDKm#O&)IOu+*N!%cD<Ot_TeVsL`X57$QoBoOvo
z{$8J=KQ0JVI8&Mkcei>l>hmQo%8#_(E&;6SH_)9SV2tyQG{WOi5<<O;VkK)d{Vw6U
zOjqo3Hr#vUZxyXn5HJwhu}RI0&<=??nu&Gb$@UCbozLC_<Kd994XoU9!1a?Ql{7`X
zn_F0h>tdj_%IRo}MaFx_EAl`K9BdEICaImneaZ>RqxedEg~~py9|C3u7H<P{DWFU1
z*+^TP8q1NyvKm#G9zHv(nqCHdQFjuo3n#x<*UMy~Ui*-lw?=;4_$NDbEO^ANhBobT
zPa^raHuw~Ogb-wpV~(OK-(F;1){0*>MJ(@fz~U05!!*&A`MwCu7M7RDpCu0!<-j#E
zRo)<R_A#oEB1gS}C6RFR=|KG5whzw9v7s039~wgsR09wAExcy1!f3=&oCLG^PFml=
zJCP7B+*l+=ty#`N@4T&vmp#5b$UIptaM!G>(=t_50$(wA83am>pGz4`qY>a5isZR1
zeQW6#MO3#P$y_bjIxM5}6HdsZwl_ymm~<^T@jn!1=kgGtb;Wd1484vC{+#;!9&&&o
z<6Y~ydO7lr!!cJYUXG7Z{)?tos}2#V$-#q0^IcAcC-tXMq|*`4iF5p?d!$oq{k7TL
z7<;c8u6ftF!y0f#fWx2qt%yCPr!?!H@>>lqFdqHioE^x`U(ZL@?rHz=R!LfO6Ex%Z
zVYnG;DqlG_ZhJ}87_!%Oyq3dpn5KN+qw(^D7tRI|`lQOl3;@g`#@Ux0^7PEdK==GT
zFRLJw>ilw{bVc8f2(d-Vc{E(vu*Ql0-N~#h(TIbj*Rm{FUBo2$g}-`TxZ>>hJV4jq
zzgqEjulp){NDT_&=0M24c0{J6n<h53F_nJ}DCRxBgC`vKLlP`RF1WmJ+mxl<CC{t!
z9%250tNFo?*oMYd=lDv`_ww{wSQ4)l6U%jJysO{8+hq*o7vN%JFur*qKJye$`SEBG
zhhP2I-|^2okoZo@jbkjka6Z4a{mao%OfmqL9{l(>=;6}WG&*6C;XF{`W+j6-N{@|9
zrMe{Tw=`c4N1VMpKL&!JeR3{<dLE-31JGqCSFV12xaJn_wF7V++2^n3ov~Q}$FZ_s
zg|gff<qyER>^5cFA^W*ggZC+;V1cq+viOr&r{jOVT;o0Fdjd>5;O%Ko#XB0;3BdoS
z9x~O*aQWc;XKkUCt8UzlHS-!k56WDT!NxTc6)$~KvF_s;aGHqd40dmN@%jxEaNO#{
zhI@UIj~E~Xp+CnMV?~fIgUsB<gID`t0%1HsB!98ni^21g#gtr-V;?NWpD?7Tdn*UQ
zK+G2oc`z(Zmkxf(ngK>iO+;Ofol8LnH-VVgI?@8^Ln7PaG|X>Jmb4)n;SpMcvnSbK
zYNErFi}fyM@HrCOu~+Ilri&;lZ7L4TiQ5xX;5!ibSrV5T+<pr=KpXF@Pu10YYTEDZ
z{M7NNx*32EfM4;4v(xrjfA=(wOS73uC&ju=#JFyWma$G6=Z!Hj?m|5X9Udrk#W`Rl
zas1Oy56IPe^>ULR8`F7bzeN4NjGTbQoOL^#u_fusYFg0C@w{a@dals=E^fQav3=u~
zc7!yGU9WhictD|+2pwM67JO0uWP^QopC~ON%u)|hiCo&p55O|l(V`hq64c->ssB0f
zYf8YBH8s1=+?2%ACbLNeSpg|?qiUs9*xMbL69Nm9aa(y7|5lfBqL7M5&(yVj>z-OY
z_Fd;~^HGugZoFLYXPM5;liS9ntvnuync$&tn{7n!2lM8AjWW2OMLq!~4mI;U$>E{!
zF)z!Ac#*44zmElLQFic~eBAdmQf^)+#T4vL0ngex+LKgL**mSIy9qH%=ir()pC5n?
zwZhEwroNoZD<cVm=bjg5Ex*lYB`g#0znynQHE8Q)|7q;Y$`CoZ1)75ek9oSw8yxKG
zr`UMksg~e8AV`-@6lNh8UzR22@hkU|8GZ7uoLSZRiue6~@dQC^c332kY^#pIuH{J1
z)(-I#Z1wFE=B}Z%S@Z7_;nML4w+8jc#OB(+nGI3+rR1I$WYSNFzMK_$`5F94&_sJI
z&EM;NYIENNy7uyf?&zfGHPWUUve4v*!X<kdhzQEcFBsx2blm~9WrqjTsyF4-z7OPQ
zXI5Wze)5(zbzzlNEmd8MrQeUpJOxbWr2SkqF~?r=@0gV0^WM^Ojc4;#{sP;dzclCH
z{IVV9)5Sbl__KUupmKl;C9MfGt@K7jYm=N4WwM+1t%f2(|AtlcX&#$s;=V|v(i!<R
z{2b>n&}{s)@579Z9THWT7{<{eRYQ8)>-YGm`4cl{r{E;~z@0phDBNo(0b<%c-5*q?
z+|I-ZLcV#aEf38J(I0&(n*f3~aQF62m;}t}a>dm$n@>I{zNt^XHR68=OrvV<t!z~(
z?j-4t6qzWD{s)~wchF}ddHpC0`yyLv=*RscO9oBc+!)%ghc7`eOpy%I7wJ770l@#f
zgT_~eFrCm|mQS6#PaMiRfFY2{@m78G>5`@ia!VOMhSout-Z}n2*KDEwVuLJyh#h@?
zq^=G<MFrlO6LIUGn%0f3ig>4&_l08p>*-Ac?rJJQf;IcBR?9qo$Hx^nh54_66}nZO
zo2Eaf*Ec^(L8L%&vIF1&{OET3e<<f)a_ZTaqp<7e{4J!MRQ6$<y*`Z!*ZXb%GHVQC
zLl$e~gov4Rf5@xWSM%TGgyZk<QLe{xymy#C4E(~`<>NQtz*frUD8F6&IKPlEz4a&7
zm{;lJ6Sv61hS+f8gksM1<919GBzgh2bSeMLjTDqYr1nBX;=M@UKedDg5Ud7)SMG9m
zi?BnyU5Ho3`mgFk$z6Is{OA82G4A~%PHx5>HWbXx-ETq8?FQ)R4qxdp2@0+%UKD0%
zPf!My?Oyv3Y9n&~;{Q^CJc}stNj3*9dwtFQ`*VC<eS{D7FJW@a^GTBGZ}24ZwTszv
z7V$&;n{LRlhgPO#`p%yo#Q*v@PHpE){J4#z<dYS*P$K1TBv969aTz#W+mE{!<VHhC
zx19~o&{)S~_p@QFWa1h|FWgoN+!8N*=>wTiy_1*;jPUo7m7ZA$4!Re|*-n;W3kvD2
z+hbw*2-e;=TXdQ0lZRbqB+V2&R0NvP6aJ(tA{MvnB?R4UQ!uw`%fImtwZ@NaS6cn|
z@h5M$<JSplFbFNLME5Zsp2^n52h+r3#H~dbei#H4p03Xf;fE4R&U!4O7Gebw{NmsJ
zfpY`3aRTLG!f*ck5nSjk{nPKFmSw%X>(yuLzq5Futlp9yd>-wG7W`E68UK|a03Ea<
zTNWH43VlBRDy(RzaLY{PsUU9cO-HhlQy1T7D9f8)f4wUA5c#%pdv^UF%TSBBT9yb7
zi$(ll@8JrICm+D?d<bn~TtcduGnDj3#uUb6&s5dUOZVMp92(QKjDK6uQ4TK2;Z^eJ
zFM5lvQ<$JwR{(VB=l2U~0L^26!4LGwl6@KH#j0p^F|Uz8zuFtFbwdyxk6<*?C$qS2
zw_Rb?{(0ulsN17i*tO?HDDafOJwGnuG`NR{!=LJNm-F0H&B&`Rz&UWNZk10QXGpGi
zA!m8`_y#7#bUE@?^386##R8YN#ddrGb<%igN)dfc8W*DG6Jl<hn~w`h&`G8&>X@?8
zsK;b*tu{MB3Wd32hcX#Hi|AaxtX0FUH$bKy6+DS&@{0bZ@f$_`w&jnpC1cB&LRq=L
zu&kbi^ANu(ATl>YTxBUalE;ZxiJrWO%V)1JaSOxi%vF<&e3zTd+sT-xW1}GT1o<3(
zg;1R`i+gQp99`z~3xQ}946y-IR;fsl3j4%}gr6f2>tzXL1o1?@|5oV?Y1H+F+v!ml
zH?+-cupjK?>=>^U?x_yk;@OY2nl9o?3!B*KPPAF2HnaQJzY{c|yWU;Q#@XH*oOn<d
zdoWl&R~0~r_nlF_#6)}h(UqTQKN9W&6%T5q<|H;!s}{;rt)XW%`_V98<Hs2BrZDu_
zbEBh5e%s~1{|fm_BF5jDTeMZFd+%>S=q|yEamJ<wSvy*Y^CXUG0F?Ke+b<J6Jg?K8
zghw5Uk;RDhJ284(fAq~^r=PtTxsBX$KfJt|SPynDecz7W>@VT2EGQxo$9L<IycGhl
z)!|?zk*}dwx5o2>F`)~$VYRrq`lg6{*E7m2_%uLo{R_b{9z`m(Q+J*7`{cgx;PYCc
z^lp!(qs8B0lKejj*1j9@8efrxPo;$}J=Bdii)Mc#ISbDoS;#%+w*v|$XzC#HmeS?#
za%C>f3ynpbXV>f^;0VtBWJ+vqfeh04Pp`-`L7LpNQ-`7f#`MO|^L8tgR4M~-RWr*p
zS7E0kb1j`26`efNf01?@M0#|n+viMH!yV{3y?O$_e&dcF-l#u_CaH2*72w8=p|s1G
zB6Is_<I%KFa8y%nv8xY8GXx=v{63SgEheRy(Yh*uTG&hkB(|_dn-b;HxKJ8l#}cFY
zGm#HKdXyp?;o5Y>tMO3U93vVca^a!H27|qDtB3EHH|TC-BAEw?5>aiBuiq43;-mEw
z^6#CM++Rn442IW5`c<mFy`E@$mw?T?eYYgGu&bO%Egovx=fAc>O*3LHW1RwD5%4KX
ziu5_Vxfq3e@WX-JgO@NLVSuR6@4$RMgW!!NI;aR_o9dB4gq<e2aNnqB6h=>$KiHiF
zPd1MBvBhtcNXwGlV|a5>RB?-m^&OS%kNU<hVXAcj4DYW@20L_wfA6hEDBuJ;OarbL
zs0mlrQOyuar?U#kn=&;n7$#-g+Pbg5TqVHbHDO17Ymn+82KQ=By+ZXZGI5e?iXKTq
z%()qBPwW0_D*6LE&vln%Lv_ZPLUa7DP(cdo47|wlhiFZ=GN6r*DS=FoAS1X<yHLY_
z9`|2{J7DKDrm3xm?TZ|oV;}$qogTI|D0XT6a=!&={lkX;NNQ03C_11IY$Y0&ks1Ci
z^(NQ47yYb4!uj@O3@k?Z^F-Ia^NUVdurn->>Mb6UoF|Lm;Kr+};`|KIteYCr6DQ&K
ztf;>WwY(hv(5CULT=`S4j`AkBYXT8m>HK<3D6RMrkCjNFI_DPBA(C~&`Zcz+eb*Ft
z5LqXVP!SK#A_^Dr#y?5;?$T?keNOnGAKPwZ-etU>UJbPFMkLkbFPB;$J@O}#d6#Jr
z)-un)zg9lkI#<-@mgltAU^5DykGIvwRs|^HBe+8ZiXY<tB(BS_Jy<~Y^%J(d-@D%G
zf!GAEi88NMh+cwIm70F%2!-LRk9GKeefDs)Eu_A6k+OR6VjW!Lb0ewqVZDivBpo^=
zfGE?QJ$QUtF*-yM)ZsTRl|Iw$F`;zR$;tzp@h{=c3STBM=^Ki)R`Y(i#u!enM^}vl
z8NOsxkDj6twSjj9a@Wl(AMI<Rtt?}^`6^*IS@D>$V_XdowA%?wPsV~7;=sHh{m?l+
z%Jo$Z`BQ*Akd+-y7Cs9w4p65Xc5&QQ5QE>Wz2D=)lT{)bes<!<58B|q!rwf^U${bi
zolneq6n=5Sjo-h?#SfTHSqS!C+Ui~EX!Kh3BYue!2BxO~c+ub0aoJXWeMhYHTkN;V
z7+2ewLCOHGMYepN_@jo8U1_5n`>IS&=0O`z!KlnAHXr<tQX!1m49A!Q96iW>u~}Z{
zwCx_0N81?MD&0vR0BQu+^Fw@%wwt6bTJFf}(Q|@gqba?QXtf#NEBb$T#kLMC488Ur
zxfW1f=%c>l<E6z{sttf=iHgCG;35|(Y9W691_9I~y1(qy_$0r?=^s8qtL^9P&kOK6
zb?wTRn536<P##Go0oe0dN;@V$Q_ZZ1ky_Ya|JJ?qW%ilYQ$k*pS+x@7IvKK3HSzmt
zgBW?ARFd(sHSonvTWY~Z%upJK7DVV0U`n%dYT&Uc6iz1XYmcu7{h^}kv%7?Rau+7j
zOwVBx56@7e1La+xPr>KDzXjlytin0;heZrF@F3L>T-4hKD4guhi;Tt)T@^FkK2M9-
z0Ow$D@`t`V8hid;5r@af4+h$FQNCY=y~eDCJ35C0!~pzLidmMxqq7K_*+FKWiV%ri
zdcnW`1V$qZ>1+Bi&I+g*jY)kwy7_I)`89H!x$r@mwYA%$^+qQDq3q#sv7hN}*~7Rk
zte~Pk=P$`L`oR!Gyv7p5kHh+L%%SDsR&(CoN*xzOHUF@#i2GSMfFkQTiFTp69J)~q
zC>s}Jzb8fwlzp=2fSz!`d)&LaddcE7dFA-Eoo)Dn1LgiFR|e|kz_*hQRcSk8n>-3f
zWRIDY-RmExJP-e`Bm7T$LGAEm1?o2Lb;SGQHT&3i6WAY?`NKT>HQoyH4cXHI-+6Uf
zB85JVAphqqUbw6zyolS;R5jpN-NX2K$A#JtbljeZZE^R<VgCz-6kFG1za{N@MK?aV
z(ITGrnb+1m)p6&Sm@Ce`3=7~Ce5`~{*YZe**+DRy*TM6{&p~>d62ZQ}x(oJ2h`)sd
zAI8KP=G;&t+Wg{SyeCXz$%pSPuU2|nl8gIM8c(WZ6E3b66MJ{euhONsXM%i>?Gh3T
zCclTF9Xnm8O_8GsfQJ5H{4kXL;INrJk=*TtahP-`x7-&Dib|r{mzSi+!|k{xg+h45
zml0*{CZ$xT>+_v3=-Kd)|KZfj5E;}-r#y8cSBZ9;!yxALnGwZ5g$5^XI8E?%3m!Tk
zXLloJVdcM%c|75F-(YQbzK3}aC;C|hucUb^I#c0^dA_*vDu@)2MU=d?pnmnM<Y>v8
z(qH#K`b#-UatE~XYoX15*Hj}xUe@kAgdh)ob&mD7#U>U{#1`aVb_}r`p4$<beeVtB
zuexYoTIYScY6LOB(I_zN_WnSu5cPM<Iw@l$a#v=Et+S*YB>KqYrjG3-V>AythBm>-
z=U0sn#yANV^KryW*M9)9zy-IF!-lZH6%!xt1lmoCt$no9dsJ)w#^4x!-@uyfg+y(7
zb7MNhga>g${{7_~^>RLj^>+Hkj$Bh#?2a#b1WO57i9^OVq`FBD1ZC~#BNBS^?Ng`!
z{6F?N$i(NjbH!)uzx`Z|0<lI2Wwm4^hq;ltNibZ5CC`aC?}Sck&IV{a)1$$V(=RpG
zK7;IBR1P_#+1;ALtCVQSCT_R9&TzK4(PfQ?5qfT$M=JC3QxHgXr73`*Fjj7X$;?88
zKh#EC$QZ#N7VC{K7y~NO&hgl%U<H%Tp#S>evmdfQ0{hiX)phs*&Hr(55KJT;IF;NR
z8H}F8&O^p{H{=t~M9Wtnv7Y!1;>WS>^VIu?>zOl{=qEQ7UT5v$^8)q|+7x$WvL>?L
z$M2=b9j@y>pHoW^rtjR`N7gnb+Wo{OZd>npP8Y98+p=}`^76->iT%+ejOD<{`lMZC
zZ7ik^7YXL0L_njRj%PzkS1|U<Y9&hWn$EZ7H}jUWc<;wspxwXujBiExw}=DLIV<+<
z79ukd81y>;C@M^VSebmkh!^QX>3%HrO70O8bK6VN6%nnq3ZhF({Oa6*;7Vs(&uu+T
zOa`H|Ds;+7Lq8!Y%(J{$^H0>&bl$0J@K+uZB`UY~(>s!1q;4y6W6{y={{LF?DLYR2
z@>MejY47g2aL2(TsHrCqvMFgEC^izZM~<W0`EZB_5_{L9nrP?*KMQx=H&cgFM4lxN
zZMGlz2#=*QDhxr6#5a$=cO$@^bS0IirrxJdnScs=ebI&PC|~nNl?WK&1<X#Bf<_-Z
z=rz1g$l*u0B)eogcdJKa2zO)ld#Y@m?2T*{fT8!l)Z-iD=ne&GE^>FQ8R!GP3rj-^
z#W@Fw&yz#tSWc-mS32C9-%oMTCRW+UPvTz7#6KiFRrW`^%2IPzSEF<82&BEkh`T2h
zFdc-PcFQaoil6%;=pkzMJ4NEPzC<#Ce_~qdOF0qeEIgorDvQj{>CZ)BV0yP}$nCWF
z71M`9HQ5;!eA{22LV8Ae_o<rJmBAbKT_HI-+NwHi>-r3ydr;J`&uXD9)436o&c9qy
z{T8e9=kpvXN9XBQkW9F`L_~C)XP>z&azTHA5nM|j_hTAD@z(#U#OTaNakU8Mw@aRI
zt8~H$j55F7ne$jxlirNCKlgG#gdFcud^qo9d_)!UuRU1r_|m}(`4|nIKG<97gB4ib
z-p2m$3v%kY73W+fI2unBk!lGyN)@CSd}}!jo({{+Hl!IGd3BAzXgmI1!nlh1Tl~$3
z?V1a}mkOzs;NX+=_gAo~u;(eFQg>uHRjE<L%lLtXv?N5&EyYR%1?Hllsc~nmqc!;N
z3#-t^t*W9L&6j8sib1enZ~M>drDmS4QDk9Z(K^8j^jFlP{K9At!!dF#&_O|af%zGD
z7Jp$)jpMzjHPu!sU+3m^JnHO=-WQJh>cevesU+{!AkPP`Ocsg7XFVKllRaHPNw_=`
zr<jj<JAPRdgWk>)C1L3p9~s5zsgJb(#ZSU$%gt=Riz^NsOx@wV!2V68gxI4%6qs0m
zgYp##`PsOYasKSel01ypJU~_ySYUA0K2)ecL7KN*znh=p88{xUPu3Jt*4y@#FyZI*
zycSX=^n;trfe7o={Gu%IjBq5KEZ8-Fk&Wc{RD~ql_eR9tji-XY4qQ;s1wll>u3XdA
z@^pndlg}fzZQ`SRoW@%Nn#^rdF5*SGoY}(U)Zb08syYYw*nVg~6BL*+`?JJJzQZJD
zmd!B{gZI-lPsSCKLJ$7mnmBh;`*$|&pCX02B0Z=e3)*TyQ5a%1e5;Ab3r9{7t^Dlp
zQHch|?JB9D)_tsd$co5@{TYEmnBU+aWsk?hz?<<rF_)`E@h3mDf1(GjbFnse1ilIv
zETF}guOFyjJm&ppKaFYIqq?+t*2)L!yj#C;?D^?K1@ljvz3Xa|3a|8^8wwvWdu?>_
z49+MS@XJS8vqO$^AyjrcTjD15dtHPOt?%qn@YKPIsjZ`f`SzU2@cBFN%w0anV2)hN
zTP_^;#fb6+3`6J0145@9m&<_$C3qVzM~HaB{rzJc+L*=rA*64E_1BD)J_*VpznbTq
z)n0gsSx-?CtITDMm5cwB*RwcS#gSimF_P0=Um_3Ms4Z8FLs1C<EI%v0fAljyB-eos
z5ROFZzC&@*ah}fU;jehvK>r-cWn2vxaptV+Tjc7nUATF)!fQjdC+_%plO|>UMd(O5
z!-+3D{nDfFj&cWh|0>>sYDW`<qFi6!Kkz;XH|@y%fnn|S)t^%Dl8gR#Is5Ds;0glk
z@zi|_ac19;h6VR8{Z0qlYGebO;5p9a<8TMF+l~ldGbH+g|7ia1t<p1Sz}5hc`wXwe
z-1-zQn}Grg6lLu5adsU6$N4{>xIS?IsV|QJ%^kzp0^m3x<3_vM(wi0E(Lx(eHqW1Q
zXMRadn8?Xvdk>zlZW1JKCXx(pZSkSpWYL!N)`$5EZZW_WJKSVi3={Z9e}7V{K2YUK
zFQsw8yHw}VWcVB*<lLW2&m0plK*c}mLeDRKpiMDRe|ZK=aR=&fV*o2KaRJ+6S9|F-
zWJDV=R2-1yVEs6S(V_UV$`d^imXdzDPZkpY2J7W`Mn9j%;pUDBJ;&M-H#8ClNoGj<
zzxxZ;<f&q$kZb2r3J)iY%nIsJ3Br>m{m;@)_V;HppOBV2_9A>^6jnK9vPjZo!wN@P
z()syK&~$&LaSyri*Te56e2)yzTok@$gjJ8)+tB}<%6iz;U2eSJ=dvOnLt?;Q6T;%#
zsDXQ?i{>qGXZO-!+f>vnR!nczt5(NcJ<(+^pCE9SXI9fIrZ-|D3xFE~_Un#HzW@4y
zRZ-APUk=<vQ|899%Il9#yZ9G*u8yP^lh`L*jUF$!r7j0MS2gr5#Op(Hqu}kS$~emU
z15XI<zJ7w7rORmilJ61K4!G4sqIv#lOp%CJyjHZwJvw%YBLq+fF|T~DsqWe$v>D#;
zoDB0Yr_x4DWT^>g^QEi+5Kt;9w(LbYWHYG#)8a^7E140J$AFE2>Dxtka>9F$#ggn=
z42J-ZbNsuDCkBWHp_?>+86kX#A4NODyN)vM{gWN@yy?rT30#fdWeiY&o2t${XWPHZ
zTI6p>zSZz<VcHi{Ms@pp8!$VuiXH^Tg^$m0%w)#->}$KzrADu`-N`tqS@0zf83n~q
zSt;4zLc%;|cjchov!gP10Y{*WeBz29J~<AV=LMyA`OQ_if$Z>%<H_Oj2^UzDWQrlA
z%izzpcI?4wNITETuS=rY$QE{@s8Gmi_H46+zy6o~Bx;wFyS9&4|9T4uyd%W=@R{^3
zeeTBgw8)rJpH;5E<OBbPJ|{hr9NE*9h3Hyob{AAa<^A>0sWSAwBd?#D+a6A)a*d>K
zF778RZx2#j;j3Psy}uKXmd}qIrV_7EG}nD=3_<)q{*eeA38~GDnfndxr~~|I3>@-y
z#!HIKrraZaD?<5p`tpH~@?@Fp--ve!CfDHyy-xFi9vxai-I4q&u_TG7LpOMTpJIMn
zhwNE^AcBXor9SIlVN5cnhla{_OZ0b72z!0Kl=EAD%gxoq4F!4p)DTo*kyLvt>iMsz
z_ZOXmfU=X~#vh2@x-0mAySe{x^zuV&QjL6u#4wL5MDOBePRME)ycJpcc&_*B$*K0|
zL>FPHLU3Aa)A=zK)}-O7lbsqdeudwj`Z<p-&xA9pB;X|~0X*b{8fOAK2|m*4Yk!>9
zR1jnF?jyrSNb+-eg5rB_c#=_(qEbFOop?dV-p>j#=+8ug2}E|09_se0_l<<2qJ94C
z<FmyVK4n4VdO5Q3)f?qfP&ce$q6>QyZ=`m^HR4%YbE=3j$+|{ezj1&6{W70j40u_w
zQE+c4P(JVOGgZ8AmMq=0A~eUCGVUXwH&BuwR;=ZV6Ij3b(ksHJW1+!b4(AR=ad7u3
ztArRFd~k5$^h$rx&#@x7FOwmA09@6^pMTIfZUkp6?J+r#gFAL+q!G`ndrdwAvfe;(
zMTs7K6p1?*<v06kIfAmV${r7eWBCbgDsd;Dv2;rp>?OF-UeIM}FIWjWug8b3((v#<
zu!sluLvgwptjoh-{~6ajyXAf$#ENXvC0MiR{xh$MW3g-DD3iO(p+{?${1m)?chND;
z-pzx?H#pII(&1G)n#pGTqlD9qI0L|b6JD+r`otSc4RYh7^G}ln?iYHSD{H2SkaH5*
zWsXg|>*we>?$5P5Dgat4{dV+C?7k>1;|>1<m*v!+*@aNQR`$G7xc_s;dpm8@@5@k#
zZqw&u1(jG3`NUrdgZ4E~;80QiTARi7g~1wu`;<Kl3A(gAxaO<8a_4a=r})d^JZI*Y
z$KNYFGQk73nl}7xs`ka%b!zW!(f-WJ4wPDEiB#wu{Yn>*2fs1DdR!4n5;i*e$I*E<
ztBP$=^cPV@4*lL2Fo23gCHRFRDj<j?fnVSA^sASuZ}+_?cx3Oj<{aZ#+}N+UTr&Rr
zlsM`7I~;WFgNp0y>Y%5{$WxBt0-Snn6H>oJZ9cVz^=u+)bX1hbu^N`_CxO3SDRMtv
zU8Mz^?0J5$zaMYs_l9oGD@fRsQAeeD`yjw**T_p>nVF24dw_Sdc;C!3#&mA5Z^-_d
zCWWIy7rv@Q8pFDsaxDyrv%@Vv?-Wk9J^gNM?*a|#yD#c*ZM=zl85rc8*;Lj(lx|Ao
zhk!-WKCr%+wEdpZ{jM&(sf}--uaWM<&pElY7|V*NnzYxp_4U!7x+_!C<V03bx?Br|
z8)?IZW>iR~WAM7=fqA*8-<Jk|+#WD$`?PlG+00d&yOkGag%=d;_z2pII0~p!lzJOe
z?Pa_K3fngCZK-w~;Uzc$;OCGxDAI$3JX;3jg5SFvXLg4h43mkXb2=p|)eT(EpLnRw
z7Z$-@1FQJxFaziARQ89z;o9t_<csfc<n>+NIeLx6rjLS|Uj31xwjTWP!FX4_xr2xy
zgOvK47jo&X=ihHo_5NfKE&5~Z4L@UJ<kSFZz%lxMY%}(G*bt~`?+@uD+%J8SL4d7+
zD)o+5r}OW@{x{dhPdI57XlMf(&fvSe9uS0uAL<;sukdD|sQ0yhJOB+X1`OFVgOciG
zIX~W|bZ<~WI<%uBadQZ?Fz$L_o|cj&rIRBB^3fjCH+}5ubgZm31Xsy+;MN&?937`8
zM>*hbw)O7*L?822zi0pm0pXoWYw{@_y~g>-WW>k(HYGx*ciet9j4c&Ne)99~^#SC%
zu972Ytq1z{8*5xB4EF5!^zQbB8Y#y0-6J>0N!Rtq#TB%TC_S&UHAj1Gci-GXJH+sx
zX;x|neyOSE0}y=Dhn#_t6O{E2FB7+=47ky6#W(_d;54QdhHqYqS4jYZt&Zdi5m^{-
zjZI(VPP)z01rG>Iz6J!vPr7eexG(Q_&I$W&*%OV+fgA^1LQr%e2>2w*?tA3z<R@A$
zVVcgQEwMX<n$KU>|6vMe+w`<7oK{Nbh8Yj&_c>d;(62%8u=u^;8yIJgLvjc$1XbkO
zS!8!>2hCncRNr0ug&;qV$1DzB;#0SPwdb*F8K2#*d3sJ0|1$NdRS_Uho%8O$P?V8Q
zoST_K64h!|)h#xomC5Q;;P-(sngXb1<t0+pSKn$OPU`aYsfQHCgZUa?gB+#t<Rujj
zWAzJz+G_1`NwSaS+w?e~c|JW~WRq`8$FJX%|2moWt2AMVQv%p08?n3xDFmjXc?h7C
zZ(hYUw^xkwDx%Oz0l-so$fenLd=sJU%SH{2nigZ<`<b0&)OLxKD=!)rbJ4zR*w+Pm
zE{wI}GS{Gii*($oeON&!Q8V75I)`&ZepAUa$}h!r<NN@+bX~A;>opJWiR6}N$&Nr0
z#yS7tS$VF~a^^sAW<Hd>vh=?_VobjD*+r}YEitOZ@{L#r&;01QXr9jZ!{v~M_empJ
zOYuUxe;fddzvg)1GfHqjdtX=6Om;JE{rIVda!;GXCzh^{IF#L~eW!EgrZ-`5)xlgC
z5o){8E_Rk7QKuQB5qW(Ii9-K5yVQl!EnAuO=6adZt)wE=U0XSG&ST_asKm=x1qz^^
z$wv&*F)QNbZE3^52kc94{eqKDBu19l+OL^@REgK6tQ@26D{ZegYJR$*0T>Sks%U`p
zE9J`VZ`Fx(>SM@=+$!~NlFbxsAdS!OM{nZc7Yia=Qh>oJt5oaE9!B1AH5Yz2)o40y
zAW<6p(LZIv6oC@@9b_ht9^YB`>Q1e*#4zRR6T^1+`l7p(EAu%YpmsUBjrM|w3bT+$
z^W%AVf)n$7RyIIqJwRXiD@u=27!DHD+c53G()83$-|vSVBp)-h-}mhvAfbY4rav))
zmIGrMy#Ni<dq8Jll!vA^t`Vr|vbREcV^75sFxH=;w{XgXXwPmBa0m&*z)<_QdNO{R
zthbHGlx#M#@DUu(8qr>~_(JGcd?)Sk3?b1s%vkl--5#`-ESp#U;!-oR?NRza%x>{6
zdlx_~wHUG=p8k1LMe#l$k7_T<RdaTq0rQf_=42C-GAKp{V=sS4-}q!ZKBivwA3HdN
znOnj-LBQ~BYPfFu5hHkKTXg=tPkU6QM9nkE<$_Fw`g1^;w*B4p@oYb|wJ*Ke9yw{>
zsIJRvvG@e?BlHK^!D18uLDAghtr5)|yj-(^v=4m9Z}Rs`r=c?S4VZj&b8yL150u$)
z9=YZa!ccB;%Qo=>N^(dsACbQkFq?kzi}6Yi(!8WUp9h20s&^_!u&B8+Lm$c_v3rBO
zM+&zM0j}4Nd+D;3DfIo^GOc~kPbWEHPo$M-kMIdL=j`DIB-|hAlpc>swmFeSA>GQo
z#(u`akU3tTKSKG)OsUoB4{=h&FGq<9_{ig+^;RG8=jT5|EbdQF>~Y`cfi+MB5#zo_
zbpC{8HP`HfJ`UK~d>gxmTy^a^uqWmA4Y1(dpDLJ!z&nC=Qs*uEXhI3Oz02~jp*-@$
zm7cXsq=(x8yG?wz08hSThA7lJuWaJaCfY=;AA%Tb=o$_ntwfZ1@ft^DBH+`sWnb#z
z3*u&wN;8}LQGQX=N(DOg;d2JT6^mU@ViKw7DTx+N6U@s6Y#I1pCD$zj&$9uNn#@`Y
zhd4)vQ~Fmd4pOV4I_o(kZ{;aFmK@nY-Pac^ub<X1y6GJ?m~45@`C*SV-<~<J!V$Xg
zq{l48bok#fBrQm)Vc{fo4ET>V{YoR;R->M<7E65YpXoDUe$u|mlkgNB)K*ll7^v){
zL|vD+M5#*qD)l9hs0L6EXg>2ylvr*|2+;sU+suB3L?=t9@~<IwvI}cQ+ztr76ZoOT
zQWeLXQTpl3BsEZR72EBy@;;iGfUf8rb0INmmGt{VIN%^tzq8!SN=mc)^@216J6wtQ
zq7-?WJ_~#w?E^&DKfKdr>zH|J_cUa!3Y|#cwt7L|C?*B3@Vt#ZN8{O?sC70?v9G^V
zU?>oZI$~2;)Az-b=A?*HEbt67nOwo%8BN$`j1jCnGZqI&Z_+xd6=DbCXD}qDnD0~8
z;4;iq!3^Hr)`6_GdXZ$TnZ^Bz`JAGxol_!PjFE9o%w7^ak(-%zZUc$!4*zk3j?r%_
zW~O`}_N&IP?IZVRKeLzzt$##`X9f$*ZZUItFoCGZ>_wrFdXRIO1IAr$E<WFpZPt$o
zSD>fH(#1sNQ!8>B{h6^9E*b^a_94QAA@Uf0#mbR?k4{&F_L$vz^0c=8iBRNcD^!K1
zV5i7I8)*jBLMhUDGNyB3W>^cN=4?`X=>MGKHtg{ezA3YKh%)|>s5nu{6uZN)ADlU{
zulBDUhzdRK#p7+xVurc{z=2~J(I@4h;R(jO1cfql$ERd{qq|!xlJ!8~cYo!aef^fl
zaaMyv<gLGFPP0$$n&lS#Sy16CcV@OkG0~i`m=+i?tFgdOP_aMU?!2ET5w*3C=$mY#
zNoq~+R=^7g-%6P*fX0igeXxeTC-5~poAK5VbuNT6C0`f&g<4OB=P{TEExaIZ-wrdk
zXK?W%hhxS_idXB%@)vDkxe<4_xSbF;5;+%1Pxu+2_sGWjx<tzwRuIkOvocIPo-GT+
zIt2GHiV3Xa;bb0BG<zTXZ~7BQiT=>I>X18Px>2Mv&<MbBs(mb#+&aY9d}tn(!im`b
zt=>cKbrVeFkNZ{oi;#rmeL7Hn`Kg{H$;D(Ge@YjCBXg7L<X#GuDCRCvUMX5lBwH83
zX2+Nb?{l9ak=_d^-9MbRNqmw-<K}11IW!2CE5UF?w&eQ+W??5H4fl-tX!q0izv6d=
z!{{q~Z}#gIWH35xERO}9@)7n0BO>7VfwREsD2kG!WeMQg;EC#Lx4ag-_kVXvou?j!
z`5WWU4&pVm^oqDSq2b%FFY5Tjakc_U&f38PJ&K>J)X`>ePPxOC*#@DcK7p)azU+P*
z2g%vvv|M=JJ8IZ2s@`KN-w#a_viAqNpYM};>QE`v^iGjC;)4YfSiP*~+v0wo-R`hP
z-l$ys4F)8ljo?cld<Rjk@~Wue{x7mYc>W5Ha6es*mi3n_=1A6$w-Wzd)S(Cg8vi8^
z?_c8(lHJlj)z{=(O4RS*y=B!6i|6I>xjf%2z%+;E4IzTCKa$U{yUJ+t0%uIz?3r1T
zSLMDU>mJ^1z*mEpW+J3N6a{H-%a?t6O%0Om8FuJ(iAw(zfdvRB>j4MgS8SZivw;23
z!=87?OhoObls26<9%A(SWUAB8VY4t3lo-xON4aF_h2&+wuNcpV2?@}z<(1A0$HDj3
zQJHjvihdGL@_u#ddMCn7iLcBCyQ|#oZy%T*XVv<FP6k<y(mrQ-+W2rhw$Ng;KM3K^
zz6xGXlKIzT2ybDd_?T)M0(&^3Jn^=(Qav`s3vtlr2EV;56gLy5AW{vy1_8nCoz<(_
z9ky%qYB8HJUo)?E<0iX}<6VU@GrkY#ROuoh!MsWkgL53zH~*+e7`^&RYPZ#J$(rv6
z?;uz2@#2JE0AcBR$5^;84<0lm@!PlxZ)#jCJ}^+=UW2pO-8xK<jlfHa^pJyCH9m)h
ze{CPYmMlB<24G4ZZ*OndB)&GxgTqrfJo?1Bj1aNcKE3a3(szwt5Z%{~bj-;?Y@+(T
zy}&FM|9ek4tKF+P<Gncb;UO1pFOK(M>ZBtins^k&3>91g(fEjUWLGwkyU)h?+EvFL
zs7<qu8DP1`1)#m2k9+RxGT6_+#mel4)A8jx^M1E9AR@d!^%7>g0R`W#sIU0T&9YtA
z#%l<4$4cytP}nZtndBuN-Wm}U?Z@v{z+B6x^4*BKy7ggg9a=_J<U4gDJ)Z+8yH0QN
zu~`eBy;TW5mshPfo=j0YlYZ29%9EZgj}zZ}dpoc0r!6Xxy!IEGQJ~W)%+yt=*Gqrv
zJF7}vHUIG3o^&sigo&b7*dg7VZvG#4)u+jd9R*;WF96B<<uRyrLq1g;Hr4R(t;Zdz
zwB)eCMk4;+T_GIZ=&_xS<3f3@nho954$~0Bm)$zr8-O})Y>v--bwB|60p)z$!a{TH
z{U_#kMQ~ELjulq<xfLA?4Z4GHk^EI4CTtHwr@c5vDpJb+Wu?ajOWSOZ-8UajzHFr6
z=9gVgft{p(Dm;j$b{n4!O_tyVy`OAE<(+2U?-c;BllHr$=I>HT@hfLOg(EOCOlIdD
z)@LXC3=P2t_t7fd-P0mFPX(Q}hw(Jm*EDcdzTGa!oY5B0&<}3-Jjl}EiEmIo072L6
zv3g1~l6n|dh6;OVHS`+VvqJ*DUp~;>I>`54smab+4fE8lcf_>`8*s+ve8L)KAn$d!
zgCT@`S0P*zpWUUt`^Bqzm-zr5n}IG^Lz|5l#O;$(Jq!=tp&hG_t0wtG=gOa*?d
ze$(6M1haO6(o$9V=IAHzb=Q-;G>oP1NJD>Q0qRX7#+NR2g1~z|t(CpJhv%+TqZ?Ph
zZVDuh_cwOj%1JVt3bAE3muK!1rYK_L*(XkV&NZi2zthP6Uyi^A<sf|kYGioyxj)b=
zbBmGC-u-N)bj@gtNFK?H{qFjr$|66UTWd34wi|p~)K~EwKG_fyV(S{id0$dUxLp=#
zLH~C3G}k@!b@?$!@3_?ORQ88wjz?ccw_l@EfXSJ5#a;HskP6rpCiWvSl{b{m=F?4N
zKP)aq!YCQT9{rNbZ;+UW(P1VDl+UV9L2~~7_){)mC4|DAq9kd?@6I^*h=$<<#A^6(
zM+3}o9j@=Cy2xY(f(>-&#q;|k2EZkMQ_l2JfK%2zej$fPA!GIg<1?6!_KMtiOWD13
z=iwfFOt4{2O5KIbR=<vKQ!Kfss(ub~!AJYpYmS%ivobyTes>u2EBU{>W47n>L&tKG
zG#=YI`>^-!eaVOT)F0Q-XNGSQ0|9WGuj`4y@i_loSgq$*ujgX~9Bomt``+8(PK+V?
zsj7l*NGbC<d4erFyQhnZWlmKM4W*8_qsljle(MfA@dbo{Q{ksu@?26YbD#j3e!}&B
zqCx5qJhYmEhc9dU16_Ie!_L_WY>o0^I*iktaUT5!H&Y7Y_dt;=b;18LGAlkhIJv3o
zQ&db{Nbv%b-*{v3AOdf;DrMyK015|8o@On(98w#LPqZ7nHYqEYGz)P?SI}Mmv@q}3
zmO|XEFjoTijLvQ;mkKtkONXF~qn(-56@Hs8?frx7m22u@puRQcx}GH+l>SD1IAmwv
zODL3a$=<)S>&oBZkvP9RGeFFD0B<;OWFXA8%iHiC?iUyjqAA}m`xVyyQ4XGcS7D-3
zmAC0k$GvGaA9Ctyqx<cH>w$!Zz^69ud;lW<L0<mECCX_CyfIPo`E&q%UX$>{pnmxp
zaxc_k`MimVC0@6*=~0$WLk-M@lssheWKJQTd&&2egs_eYyp}wlj<>6d(*G1!Iu-%~
z$&q(bzxlL!fe~-DXTw>;ijR8^3)aI?X(@>S2>lpFKdca&ZNc4meMH6k12yF_35-O_
z_ncEd-AC`z{uR)?+69Yoh}=IW&Z|5|jTf>XEjnme4A6pxXs%t|$nV|2bqcw-4NKyi
zIh~0mDv&<CSs=vUZm{A2dZ1^3g;-3aDQQcP{KrmCFdln(uY@^mpX=sCa5?Ho<2APk
z1T8)8MpU4?z?+u?IaDe!O$u2<Ei05Jw(HtnG^K}2nSR&++3?j2e%o%1vw1oGa4yj0
zqr5J9TwN%U!Z=$<s6tI=Cja#DsF;Ap|C-kWg%g9o01-a3SH|3l$+T&(>%aYd+=mD$
zuWyqg>*_~)+6gqV$R2rs`7f*h&IjI^)<roiMd+h9#U3>9o-!OCRT-spEe}(4THD9D
zNUuNhxO1|@I*ekE=n!hMHiEB*w8=di>!+8;_gIFk*DY*`9>d}0LA(uV+!Naa-e{i|
z(tAX9M;lU&<KvbCSo(WN);m8QNz0^psJ<Upy%%SXEcE&f_)oV}@~3QPoMjuly3wL&
z;js4^Y;RniBSK2p5iV~zU{vhW9>OPgJ_KUNyh_LZkCeIN@dh+Xwjw%KllzOZbm-68
zyp(=~I~|h@Ks-Gqevxmzkv15?`ut2;DB);2-63!(B6C3M8+|=Ss~*$&7mZoZ=4S8X
zGE|(o3qbr=HXrVKff<o_5uWM=i!J&gJt*lG7O$}KaAS{JoGi3tAch;p%U3N}n!?YD
zJFT()i3;vmv?iBkPfG1(Ze^Cl%*0%l&F6pSP|?Eln!+2Qu^(6XdRTI+8Oq>=^l?R9
zYuYnZyI7H=JHUTZdNJ<E3GYvl+LF7&{UF7Q+FE3WI09q*EE$LPy;D4x)6Pm>A0`zV
zRxrwaQY<2pBaVI*H~dM{_(U&RxF-PRV`l4!NNSpIX8=)@0<b&(`8gM&6=n&3aGyV?
z62$DE_MD6N*b6YWrQeeIO6%R4?jD0DDIqw-k9R6sfg#26OC!=gWzgG*Mk{wVsfSO$
zR~{kqepzCI-qJpiD<{4uFrCc`Hmfa^4{8AuhduPRHqMv>TBh{5MO7LJH$y6mn?yXL
z>pqeoL{((4GmJz-zcBFt55-RIlrs;?z+>r-$0h*6w;oJz?%Ys{>DQWt96Usl;pa?T
zuR<h<V8*TH?jG|~EU+CBIfgs%bV{UQbn4HHFh1aq6n_R;><cXgdd6?hSaaHQm^*q-
zikiAZwV&U2z3EMjP9(Z<uv%U*?P1ejKoKMSbC@oV>+|5WIyJ(9!n2fjdcDtQU@Qoz
z5{}3-lD!1;*Wh*%UdX=leLc$;_u?M)r44px=rpJH1KBUmfV0dz`C%szAh993YW1*F
zS#O(tO}L(&@0Y0b;AJnT!wG4=rT%)KL+6yGK5pJG==O%BuB?dMT7K~FZ_3%z!rSB3
z50_6iGl)atuwhzX^OT7T@VF}TqB_#$C}2lSeBb0whgM0JUhTX;_1g2XPKyE11+IXw
z!6AbPLe<l`rzt7iLuZswZS~pUc=>(AFADxHgIE+9LS<T$?MR&!6*8Fdajh4rh)Mhq
z7QY249O7s@Bm;fxXN}FB`F`7H5emxcM3LXt5&0pN5maB^G+r2x=RLp39FTiT(<0}@
zd{M}_S^kHPN8MEZcFLz5)SLtvqV9y1k_{?xPF7BZdD8b9L#tM;a5mlc_tS^17mtnh
zTl|i8CSeWeAYDFj76_7xqf|T}#UP!U`H?t3D27#SS7NgSrq>^k<&9D6G6(Qk0QuBj
zqt29;N8`C+stzsg|5CcW!^Zo~8fDKK-r7ZM;8r%<=|q9kD*GxqYo<TXn18tZb?vB!
z=&f8k{XWfln3DRD3SuNPX7s-887!DWf~S%DXm^bEgL5uaHyJiY1bOibO$Cmc{&)!&
zfIX8zPh0)sIg`ccv4O*jdf{AbS{k(NOu_g>8eqZ+aMR}x^Z<2iEqBBt1jFeW;4Uh<
zl4FVuU@oFTVWEJ=!sp)@w)!CxlCEIUf*~~>Ki1h%Lz;yR0^D_$`EAswPN#}KrsG31
zRfKJx)&|GOx*4i@9WORSYBg!0Arq+i1vgq<86k`^LS}){3)9Hgt9YXupASPAaD_@B
zv$*tmb9J~u%?$-S#rdWhVz~5Zb5d1wlw($S<0YHl`@7A|^!jQfP%qz=f5M5@`d+Yz
zu-<0_WD|^YYTV<bwHh5ci6>7bQ^7Q_qDf*ilb*rDTm@(Izj21HDw$Gz*}B6`@YV-@
zo!=1@Hr7>3!Gwi{FVb%7tG%n|tl_SRoK~NX*1!_k?w2^5@OtOUr6}EV#~#SqcP}p7
zMoD*lpUBD08aF`(16j!nWE*q?(i%zTarO}#HbHPajN!$>&8&SqKH>$wSz;ye1I`_4
zK5d%nN0IrBJ3{8BOIrO7YZxd%EKBI)`77y$_U=E!J2{Y$LXG<xrR<xr#__z@T<&_M
zoA&o1iCgNPjqTkZ4}8ReZXr4h+XEMM2E@LV=z8l1qOge`B>}-~<ACZume)J^9ME(n
z^`Yi77)?b9ex1wSejkPQG+-3+fptUU8%$Fen!v_4eft&2#>Kb8lg~o*me28PJ-L!a
z1G`f`j3bnn9e_gzo+;GkEe$8eS7<MuH_atJG!%IRO%@&M&luOdzs11fv~#;9Sam^@
z$dq}AVd1WA$qU8pKXid7cEjCj5-bKZOek>r{{Gf+Oo`IKbxXRW>uXQkIq7l`UlQ;J
zcgU(4>qAzqro+#~tGbRf?q`b+8@c@Wt4O~j3OiwIcD4P7+F~S!@Yk8`qHV*t@lfl$
zcpin%7f&xMuMfn_C$8yK1?DGJX?zf$jXxwTe(jp_uNRF!<L}QV64kspt$H7~R9MEO
z3!C-tdyonkQ>{raQd^26E#3zpWM}a1Xl##1iJeQ37CI#*xZgHs5Edbetq7kZ?gp21
zeM@GuYv~vZ#D-38D^Kq)mR|SxIDcd%a#xY4q&L1?GZy)`8d6TfW-Ae&PHb&rg^zLI
zs|x`R>4>f$FX;IDee)zuRbhMvmCO--#P1cd6^$<qflp^!_{){3rr-e2m&au)A3MB-
z*@NNa4nMXXr~UnY=DXN<Z4)f3&#ost$;Gu|#ChZOVzsadj*P+GJR*)Q08gxI;L{cH
zskiNc*RHi;P;QN*VG+d5GFzwnL`H@W?S@}lqg!<L9qvm&i$zFP9?vVbeldUJ{M9n{
zLgGXqL5o`kRa)fW_s96-YT<+7UYl-g96FXsgMVJUZ>W2AQB&-1x9HAlO@YfnbdW%W
zE^dF=hr;7y-m+X^sRGpBwoknl59s5pz2$PzI7(JS;O^C;Kp^7dYl$0vZHE~J=Q|cY
zK1pk!<>u!#ayWc^md}y|!?m9@lJW9c?|fl3aq$(e_-9ShF9ZRVja5{Mr*l~y>!Z{6
z9gHdO-AL_RRKQ2g=@4bnPb-xr7x)*q(}*9Ejt5fJB?yKD;_zD1_{7_eLePSf#t)w?
zSC`6EACm9b!~@|GPc5b_6n^HWmX6;IZ;Y0c|NXN<Vjn{4({$h0>89$nlvF4CKqbyh
zjd^Cn@n{gS1DFlo6pA<G0XGEJLBDe%2GpQq6f8*j6DEkx->PV^`YtRmDmyOE+_?pE
z`||f|eCJpaN$@?_QKnUXtx3Iy$P5VFJ2QCSAqp4erC=FVj^2lumjsRpa_rXCwE2QY
zHnIp4uaFryyN-lQ=lh1!5_9#UVT-_Ny7Blp*4WmdRnhrJa%>PebQ=9lhC|SFAxaZ3
zF+Xv>4(}{f4Y9lCYI0;hiNb=BsD}%Z!sLCZo>cfcY<~phTOx@>CuH*~(2%7dZx7LO
z`)%{KX{6415ITZPb9%(lgSlP#_2TYI60Q<f_g_eC!Hvr@La+1;KDmn;f4f_yvsp3c
zP}}(g5?;kJO2WcL5CYAAO}HW#)q=ub`*G1e>T?5+ND0njlsLaRFP`^LS?mC}hN(n;
zYN$}6z|=lZvUIjl$-P&Ky&n|&E(@<3vy**W>8|+3F63Ba$Z?;#otJko1&WXCSiO_X
zydivht{`+#R2n@GZ~I|y4)WZ`g3Uhq?vM1Z-j7)y6ZR;af6e9Y6w4ZK2l2dFDiIc!
zv<=!Ln|vA4(}^a}Pkfm5cS-+>8ph<+!#L{0Wu!nFI=j~Owmhf1``x2S_Eri5rdOcD
zbmmo;yqKPgY?t^!dG25JP(H9D+-HZOa)G-n&%|cv`jA&fvxK-_T5yX1h3Azqdz)oj
zhfA1Pf%?X##fyWg8pB;obOw0$ag>XTyZW#d;<VwzD2q1_;NFN0x9R27qxRfu3~6Nm
zPa)v+RNe0hn(C}JYNFf&Ec_}|P9*JCi$r?TmJKEX{`(%hADbPyu4wDygVKEdQh_b0
z6tB42J$rP1=Wr*NXXZdgRDl8l7@qTVb525Uc)e)rCPRK+%hS_qG!+pfAcQNS9PFEa
zFdA^3_Dl3Q$8+W!YLWJQ<0JwhfBm!)OU3TMggx()Np=B*>l|{6#L36Dbcpv|;|WYS
zUau@QkC#q_cl6%nPu{{_8x?2j_|W#_I-l~TY&{U#h2qUh<<|o+WjD6gvK<~+y*#%2
z^W6)VBYx968kwojcu!{NEb`TPM}~TH2YbBwhu_<&f}bn9uT+?Be0#&-`YM0$s>pDi
zGV|2D5VUc5L6lNtKDIiVZ7HgUhla+_U$C6yum(XZsTq2qg10c<V&gGnREH4&BD90x
z>>sL0i}mUn7Gvi&t(39P3GL;12%hzRw}(LI02HmrA*FD{48^sTk5l!S(<FOf+B(Rf
zf7Ogj?v#Fg2^n|-j;8-67^h@AW>oXEcH1*1-ox_2W8b~ZE#?}B8Ge#OjR$&hsnyfx
zdddyVAv6g)MBT!yRsp^~HYt%fvWDo=GR3j3gNxOtKNbbtGgCwbAf#Q#raaxKMlgQr
zt$d~5Qy7z3TrI|Rp={ffzpj2RQ|Tx`gL{EAY}sY_;D3Fb)#nX59#SbwgmSe)eAFWd
zNJvM`o0$ESJRq5mQCF><?)AQEaRB+F9h8^$AsV|0r<DMBei4!6vy#@MdE=jZxP3!f
z)Wh_AXDn%wofqV@<_oZZryq0S*v`ujcLPEXHsbi4;<6(asz05Aq;IUI;5IryzOITi
zGmSbzm$0Jw?oZ!^1L?>;1zF<XLGB65iF0)8&^Yj61Xrw=-e8^+>T~zPzpg%cj_(F4
z@Ceyz-Vsuo-9!<XAiZv_fBft<kyq8znK(9&(gg{zZJ_!QUe%)lh|#YpnZLHNegi2E
zb`iZ?{9#HSarrJy8;|$`@cYB5p^m!PNlJH}krj!5{?)g?UbvpI-v2s?`#le0j@duD
z>gTc%5$vGhN}}EVc9RU&B0FKLUSIABQ#C5#-sOv~e+7}zzyW`|-GfMoC-{zCa$X?p
zo+y1Fr^S3iROcTkTZDe292qGsfV{xt%BO&AJXuk#c4EzOgxi!0@y4^LP-7J@OJo_M
zYhx$39dT~(a5K{u=;br$V@`6>r;{KvcWDhrD&EYU{>$Ho5W`tSJ?0m>ST!m7kv#e4
zk>(AO-k<LG0i<SWaNMD>46KW}I~DeNEA8-)T+aduI!XCsm(LaUCWJl{qy?w$ds=BU
zTCT(5!cnrL9!K8a$;YJHC(i>E)_0%^eZgLyceb3NT!N3Pz`(HZZ~hYS8eE(WN~<9(
z$b>Qzx{;SU{Wxr=e6Z{L<IC*iYcKJ?UlU%4;7((V%BuGAbsMnE74Ek3RfbCxC%^jV
z?<hK3u;XfOx7I(nYi-4v?F42AD!c8%(XWplgXKKca6R7g=~8NPYqrFB9|8)<>%R<p
zs(Ghatr$F3do>#Td6~mzplES7etoKg{A2;uer3j8oxM<a;O3!`IF8Z5*o44_i1EF6
zecsI0fV_F|Am9D^G!-Ul`h`nNx!PlxPN?JpDB52--2eZfWNv3LYm4{1`T-IuC9Av9
z^El7MN<}=I*zjXPbx^gVNRv@^e{E~cK?%=R!)tzjanOX;7o#%flAd1Y7wB^|psPeA
zO$gI~5Y_E+*CW+?{_Z?I%ssDPc#?f^K!xc)?3c1a$&nPL+sR9O-!$$-2U=4QEI^=#
z6DHFqD4;KvJnB1;VFK3H-n9Az*J%i!f|rjFuE|o}9RZB^+<pivpZ0c$KFQ5>@#bKV
z=AsUOkz&XC+TGTwM~IfFdN~|+O?yFq!YH&Kq?G3=%uM(I55Q&`yCkD&USeNFcQGOz
z_cZi91zh3M@+a7e(CPhVNr-5Rp`|7dPS%TSg4EBt13v=I9Gf|mgL?eQy63s_QYikM
zbqRQCrwd~k(lO7Yv8a6d@_T>Ri_SZK5#Da|zI;Iy^g|+tKfuK2nz>v*wl3db>J?%Q
zJ}g*lmI8^!j32h7X{@CKr)0~JK$oHXeZ|+GaGrqIdOI>mgf{xj@m<g~@~WED2iY|`
zQXcbcALR`Ya-oEM@2DjfuHS)Nrl;hI9lVFiJkYg5U0BEVTYE;56QCvm1?A+QOnIU=
z?2OxdwVqd+5;7pPw(UUt3M-Yz`|dU<^YZZw-GCV5mW+w>5P1JNe{)zVVoL)s%22N_
znSHeEqSpdCExL@RQ_p2v0EhALLEJiEUHiM;E>5VudW@6|1;ocQp$@~@t0bH)<n=Zy
zDTpx62N?+9a0Q{8k-eDHTcG>orKVMW*QM!nc2CjACW^okc{J<2Wk18O&fcWxP9LM?
z#7Lek&)p9vqKMMiOUuKbJvex~zkwtI08IVP-ZM$f)wm0Z+Bzp>Z1h$6*kb^LWs6gO
zgl&L`=S3~d9ekR5VTQ$z`Dszl1ws-<OBD5>=p6^cN*KIjtBhaM@c^!GMtgnLWal^g
zg@w1>QRi5AYKP}}pT)-A9QW($$-4!q%Do&FNJRI->&GyImVBQ3Ew>C9v4i)A`_@Vl
zq=_TkeJM2d-+h59$C2Pcr!v%W(n8X}yTy)yWIa1m{#BIuJvUDHa?^qP!~p#V|9tUC
zWlpA5NfEy0o~l>{NMW!G`_6a)w6_|=`HB>+_tkDaE>c8%uD&~rb^*her3BRlhCxUo
zSyqnJ)#?Q)R<b2@1LWQ;a7BiSfM-Mk-z(iI6+zmD=la=3-g5~-vb-fCeQ+G<Z}UMp
zSZjOYtq0N(NH`1eXdwTd#rGN|s7*zFfJ(rk@580l1>0ASkCO1d;>V?i$J-!2gXlVn
zBlD6P)(`uLHOX~FJlhj_EV@wPH|?G(`&+Ajr`3&dJ`DUQ_QTh$>{O=T!8eucS0C<c
z-XUWtr!tp_+)pC~OP}~fPcGv9K_Y<M|5}6+fT_Nm*flkqqRkzQ5Fvv#shT@uV6y*K
z$H(S&>i%dPan8&KYI~|^uNSwgemd$_f=ir^iqHrK*4q9JX{FRlETMOt+x97kpeq)s
zmKv4;E0S(=FiFAX)}I%wjQTrHWCDQdDAw~2pUJ<%(EKRAHzDOXUC(~KFU0ghy4+h8
z4SW2=i{XE7cjCSt>s_3}pK3!RDgas>PpDYFUj?k3uA6^!*4~bF`vL6K)W2vh)7vS8
zwgo+hEUlAPQyO%zmzRPVc?H=^BB3D9e6DS{u#HwJ?*K<1P|1XRwX?t!!5ug#4W^x*
zEL?Q#MP|-^iNxkKuOwgG3FAJWyL0~Yyu1?Xow<Pnpwffw&Kj4W^AE#_d#BX<4(E0a
z$Nep3l+(4ENXvoFXF(sLL(!J0cgcf&?#>XRK|OzqCep6ZSQ^<o_RSY!Ptz#4@qqd|
zkBrx_*1S>oua5=E{r$|m@X`(Z*6HknST0M3SS$NGivv<0!TJm0@3_pfQXbUo`^yfW
zk9BFvC??@7<oRiSJ?pD;N#DCg!)ynuh2yP5b(;AJz=~DOCugvG5Vq49p0_<`T#`_g
zeZ@-V$L@*xzyA0&{rxJroB6>KjTeG?!PSs{F`<L=leX+k6|7#5wFBsKaO@w4-SEUS
zr9NFJ2+pBL#T*A!$m5sygCDn@Pgk<4x~$rol7BF{|6#S2{D}-NPk<XOtWs=o;NMX8
zZy}PPD!IClG-ll!!h}uo?9yuyt9ex2t@ILHF?hWk*XGVC%$}y&GL&$JGx-}j2AA7>
zq;3y)d9V_6C(G%PU4;TAk$L(0gSQ<Mb<+36H7AZgR4p7!e2>bZJhE5PmzUVc-&kfM
z9V=B(f=$B$E|D9sVwQ_cd?@feH!s{ie}H95+XZL%HF+-v=z7a)sna{@Q@o3F+td%j
z6B7pMB4W3GC3Y>P2rpzlkl24D+WmSv;S9<vJZG}UEGffgn(zB2PGYxgg=>94wEG%g
z-z@G_on7GaDa*3~CF|GUu&O950qe^Lk?*RH{}w1}61)=MrPO(-esFD1B@vf+4bee8
zm~l8pcMjQ+-K0H+{cRMRI+0(C2>{x~vwT!05J9^jxg=_x4;&7Sfx+O!O+QzkA&rB6
zl3p-T-2Iy;U2%c9vd`Zp2-<eYS;>!fxC;e{Mj8p=uY&xBTv>S@z54DLqpOzFWO<6(
z;7N9t9rbNZuI{9dU0%ViGM&t#9XQ*WcS#3-52i5L)3ev@#j#K4csJBaS)1dP57H;L
zi(yo6U2^9Wq+gVM4O*;=>Mv~643&LJ+POkm9l1B)A8=JAm2AG2HAd~pfz`cjJ~{Q}
zD$i_%u6GXpjsG)_siS{JE!^9eHU%M^JdwT54BMkF-RJ_%x1(N&c7E*j@DgN4&`jBf
zT<TT9T&^MBp6^;J&!>m0CLo+RH}p2ri1}nIg9htLQ?KhR0HJh}?n`AkVG_1m6zVC^
z&3HB-Q&{RZ>z=U3osXI;TVJ#J`LzKaoK77hD!;Jc5PRtv!tK7$Mr{Ky^u^T^m@a%{
zXX8y#bm!lbcX_|Z@5jGS9?Nh<=hO2oc%ems4<LDZ%zcf!MS5|cWwgF{tGbd7XFe+d
z+|ZIr+h?p^D1*Dt=VC%jjN4siTJ@dcz;WgM#gv$m><-P{{1avyH8MXXvllL9G$b%-
zSOfgEeh#*1eEnopfM;@g(Yxki{_gFR6BIqs2VvW^XchI-5`8b%PvWG9XDxI;yhSpN
z;q6UXKpz*JaxM~Ia|-Bp^ogS-M(yK6y)3vV|LDDcl?S?aJ$Ky&iq}9b#~#PtmG_~l
zNpL54B=Xh}E8nZwxAk=os=6b{<4i+#hB>n}SYnW*We6YIetMF1!wADELh6QV*7SKo
zbL#gx?ak>S%I+mKSSR7Wc#|MHuj^uTu`Nq^P%BI7oETymJW?pV*!7t4m<j2ZR8;AQ
z(~~$U;ESFy=7E2&-^;p(8flQ(RMN{&cuKdnH_M9re2D88PLQL~UAb=y<0@Z>f%)E*
z8I_&78yoI^zH~h>Rq`@C<;`?O^MygVP?UWos*OuP{D{2?utM6cHE@8#i}xg)5{}E6
zGXiGD$8>{5G625zUn4y@(!}?MJC_5oe*hzivtiUBD`~lm)SQp0H$MxuHmw8ULmFvD
zTe|GJd(GzWOJ$yo=v?1UFnYXSL2i4nL0Z}y0f(E@1=cO8jQJ<ij0;j2e_b;DYVVMe
z+TXsvJ9a7E_tX2P$SZFlyUJ^JN$_&<CspKk^|%sO`h4Ee#ao9C<aO4+MV>3?JN>6x
zf4N0|N03dBITRVCg_YK=tGY{!zb8ItBsWTI<}#h(7NZ0&+ItSrFf&r9KFIf2^k&W_
z<c8HF)2kpTIV6d|m2co7E^fklJ`s26{9>3E_+xBCB@S3KTRJ-o)!y)X1atd@b<d4H
z`+BNkp2~gcRBU?!X`9(@&-Q^X8s}VWpD5RewbLZ`(4c&dKl4VUjKGNl?-6&!s94yK
zq%~?0oXT{fi(OfnqT%Aqt-EbA&>J@3W6zUV!!rZJS9INNFf~FLX`gzF6s>D{yUv_h
zckZva0>X}^b*pcO5kKp@w~S8?)+^9kt*eTAp>iKI?L^^9enwuaVM4Rc1n1$hQUA5a
zi<7a;ba1rpY?;F&^)IyQDCo`hg0*~UdLq56Yf8XE^@Ko5S`=orC*9UV^guTDAd{!;
z9OsXs$y+QM^q>>yW+$JQ_bvWiUdiV)$0vJ-jQRBtD%9@nTlmlXRXeSx$s=H-?Vdk_
z?c~h_8->reKL6fpuC3)B$2IJa7!vpY|NT<A`C*V24n#ZPo$-{5LwP~FR;NLZM`8H#
zENSmaok6NJUZ2MCMS38t*!3WQ!JLNKzn+H}xB%wnBYwp3-4!=<q-76N5$VnSFns||
z>otR3J}FI{-aWf3cD!6sJXszrNtHy<m(LIW(AD_TxLqHj`=}V^#!Xzae^m4EIRY=y
zg_#lla0o^o55!6OU6qsRXBs!rQY{dt=)%5)Qp>#QY6ltrwE4?Ned=1kByRakZ#8ZR
zU-)y(rhZ!h|D%-o`~Frp^nhEJ?2kaA)+e{jt*$Nl-OnB&2Sgv-;@L*#|6*6!0UV80
zf3cZes=&f1-abz<RhD-U11L|*z7LA*b1z3$4j-59tn7E_cF`GT$N1vyapwrbCG2E3
zFXpzDkjES+LPGsS8#*p3T83Z=tJ1kFp!z6cIhw$K&)JV$8`dG1fvN9$#9hf|<)(g&
zh|7jS=Xbu#^bv)K-bK^HcH^C9>=XqUh~+o-9dXKeCuVFzq$+x{z>{3>#8*19KOxy4
zkp^~DIf7W}MItoxeb?S*U9otCN)6p&PxWb^G9b<c3`)wfb|1;rS6NaMFo&LX-m?rc
z*r~Xaf+B0?&f6cVapHe_S`Jfc0=9V5x8tpuqFV)(EMvsq(7+=B$5-t)kCuud89{8k
zDC7xD3Ou7$*gv{y$lG^Y0(Js{w}QdiJ^MZE#3ny`Y7X`&0hXn|m++2ULCeaXzmr|a
zbp^tAFwTWYrq7FWbX8b*l&3;?uOd|T@Gs?AR&jNKee72gNq@P0pTOosKTCRhvo}!Q
z1Uf=yxaGH8DZjcm>hnO0gGz(&=to1X?;L+%j_lI{2YC4mo?^4teXu%ycz(p)NhHcg
zdx5vXx?n8KI@t$P&x4+f<BJ!wL$H3b8mqPWixJtOwBK0104n&1pA_E6-H)?-gFUVb
zhlR-L`RR-88ggf~;e)q(*3krVg8nz)JqSMo0#S{(=_Ti01cA~i_m~dgx|T}G8qfMY
zCPxC=+%Nvn$Ot`-CZ+6kwMOLB1yK8K+JX(bRE;z7seM0I<FXvcEAS9DS|Z)pZYW0_
zzgIg!nsgYXP>Huy=@a3mN@oRt?}hWU)H=8&8JdV3o-avzc<~O+q5t(I(0Eyz2cJ(C
zTEL5!r@JcD<?CZ%80%@Z?d=TORH{XKhQU$03n?xB$m&gn;9{#Z<3(#1Mc>Q<Rfqa3
zteokTZIXSy8B}fc`H)9_?fKw^2K%R!Y#v>YAC7c~u1LizaE^QPz8g^bT<@r0IuH+m
zq2zo>pFPbe8S+EatdXxyho@j&e#NIrg6r^|4nT{_HWOXQ3Nuu7`fZOfS>it1d}C^R
zm;)a6wm%q`FngYdf})2vG28Tt&q~8f4<B8!hR}R!bS#oyZ0XWXXt!dxKlVqws7ARc
zvYtO-zI)MD4YErPlMBC6oUJZ}TnKJU#XW*J0sXeOiWxj;`DeXggKGIq-&#wn9pq5d
zYC*Aa$j{FoS{&Q4Nh7v`298co2ew8*k#pU;{^cjjyT0>NlYu9@R~&msWt&ptCsG0r
zt2U3Pn01vN0ubQXQ)#|J+g-e^pKM9lQ;ZSZ;a@@UO|UhQC+kGckA5qNg-d4NAnSL0
zzG0;-FBtxeK}em2mnh<%#JbWsm|jb$BpO~$M8);S!wAlq^97*lAw0iH`CguehJ{^;
z%E70bSBMix7ngGiW#UFmUl)3pVQz9T&u8(pvss$gUNba%j}iTqGrRZa$=0UXgY|^o
z!iLcq=XSeK>S})M=M1du*L%c6{IE$VS=jY}JD=`#V2t5TcCHp4XO)MrH}2N&vyD!<
z3g&1=mw7N8sBN~|ysyj<M5vtUTHa1>_iRI82m@=iU*5)b6FlBvNv5|3R)Q5!I^9!6
zTDn;7V4m@?WP@z59~tE+%gTU)zgVqdCx92%gLit)L3k<5DExAatRSum2VJjMUkZ=0
z$##Z~Ks_GWjdz{AT?u|u=y*r5{&q$`8lc-^tQX~O&$Lwj31aEqW4HSL8AwfoLX`@^
z(Lc`D0Bj$Q_e*)KD*JgYH=bbc`h5maN&2J(PG!mtCi`Dpow!3v-K+Qei3VeWU`c->
z>f0`VY>C6fi5IJ_;PnEtTSA$0`$nmg#nlLiT(Ui0si3+(uLTZdb-e;kg^?<zU!nc@
z1Zn9W5WCXyA1vV9hXvg44Y@XXi;jT)INeGz*X#)W<sSB*{D^9Jc+L!>-}S0WBZ2Cy
zGUVTWQpPJpiwO9P_qT==+*cTPs(xQ3Dq9#-n{U}uVD>CwsskgP;3_Ys1|+HCsU>)N
zoaL7>XgM7geY0gPMHSetW>T9(#Fm+W-0e>T{4!LIzUaywI`dFpznHgv9(1v8BnBq!
zOW$3aW8D1x5f^3_1Q9^n?!{?!(qy*)-TxrAlc(}~FoF}_Z>LoC!7J`iUj&;T1a49x
zy*9wnKU}xzd}adYq+{H%-#V0*kIY1pShr0OKpm4Nm9K!2g-rT7o}+jvg(JfG-NBHQ
z_oUN4BO+qOf~zj}?}cL_%_h^)egASzN0=gQm36btrdbe&KBFQ}-nb8>X2R?0?fN!z
z9(dzTceBEaipyNS;f2W_uYpo~e1+VwXUlUr_1A7-P4*im`{iwmSI*onMXC0&$(`6F
zxs1=n4-69T6<<Y8AJVACpTJN33Q2Qwe0(_i@x@~J_C1aA{du>v7r-#d?hmYVcYFN-
z3dKX-quN5i7&~aJ`*=#~$AW(w|D~rtHF}JD;MVSHbw9D5t?kD5ve=##;FKg%7p-AZ
zz06bZ9rkIRD~l<0oYlyTM!x*(^@>cO0(zOynxht{=&RT&ATK_wZM1&An0K{EWZ|pw
z<gU~2-(w0kM+NCfJ61t|*WB$QSn&#-_+lpy!N0qb>m10Phk>{j+h0g{5ImG0PRH0^
z{T83NA^+iVP7!GSeNTX1zNrP}YQwPVh`H0Ds9RJF3TagT<dhSk@US{0V195vnDSn!
z*r#a88nFR?Hy-t6AoSL)NL`W`NA;hZkW!}&T3aHIZUw7Lr`m{{!>5W+0<6b4>2bo?
zV<Ru`zJqr_+NFT<8{tr^02c9+4YAZj`5v6J52aX`q?V7vNN?4}*x#|P{k{QTb3bRS
z(^aCbmHS~<E;mTV2;6odQaDqbUdMI2j;>q2KewRnmG}S>@UNM=Bb)OBPU!OEqd>Ai
z9^1X4P$Ntq+vz2=N<XGA1$IwAe|6RYel6n(F)m(=CB|Plf>;u04mZ#P*b`1X9(y?f
zf1r}P4ZY-Cx&#|%bjEHd{k)FL0ANNw>+0h^zd|@JApC#FeUn~I0V=25lrhGIz^1+1
z+ZHQHI4XwG?B1orBRbKpL#KyZ=k>q&W+>azA2_r6u|HRo>B&R9BW>;L(y^x)+-OJr
zxHyHzBRM&>cfV1GuFd*WRNSm*c)K*Odu%W;rQ>$q1L@6w4qgw-=VPQT4nhw`K*E<l
z@b`~NGf#nJG)X?c!KH$R>eyn)Gv2y~ILmLQ#RK#qz^)P9{nXA$BrDf|rVhmXWG}Bq
z6eEK?q)d5GK6q2aFe3IRdN9X}ab-^}fD^XxJ(D$6FsR_!DTHCyZMQp_)$%z@LBoca
zO$xu;``Udk31z<5o${`mcE7+_@X^N0ohzNlpdbV4uo)BSW;P{%uN~W4*^k8evUvW(
z>+td%4B_Mo!3SS}%&2<i{rB`w9ANsWPdH1z9l^*Je;8*qy&9*@ee(Q8JQNt9k_O5>
z-5BlNr$(dny_z7z?pS9z9H#p<qr*p+arx1-=s|mHc(dQ}Yu0!^6O!B=4+;3-9@h*X
zK<<%_pw`#@cAO6*lFla=l%jkmNS=TC3f#k)urh0p*#Y8nFHyFHqj_e};7b7Lbr510
zay8!yC*0f|+L)neZ=K-mqOMz@5&25c|J+*~$z;oVCsS<QR>pB~R=eOX$R|qm)4mg;
zQEwrB!vX^UQ4u~J8E^rO3HL?Q0hYEVDM<*s?k7A(RlcaJe%cN}cyA$esEI=k*)7j@
zNxc|48z9tf)KFMj2QV`%C&`6<+&*A@`V@xDeUWeV$M4z1K3is>2G0Y9l9YoE=62;j
z@gsh*cxzftaisL7NNA-T9kO$2^km$~5AQfT*%@9X=X(HbIRW1Mo-Z@Ru5y)hU*6CT
z!GJdC@hX0^pmKhH{J;Ny%9}oxxA+X}5Y>=rC&U5`K#>$5Y8TAf+U-yv4@)M)vs3;N
z?)^fO(j-V*J5Lf7p7yNzQ)T@7UyjbCSy?QLqQ8g;8fhG4RsjNnfFRON3~2-vRQl%E
z*M2prj2dL-`(7&Cd(Pf#$%iKTGtrLT*?+uuv)1RQ7p(4b7hksZXj8P+g^KJ?<-A^J
zAAHSZeYjDBChPT3u;UBV-zcE!NB5N825gxJ7aDI23(tpFmZx8I!@7w?fAwB;<TT7G
z2STCuymiknlK|z%wZ@DIDg8cxPj2wa2+1%{h$#)e`b3(&lp4lPkfUs4qZC<FBYSw0
zG^n?)l{^DwWqb-mBC|V%bPKx@r|yXB^Hd9$q!w5_xf^IqZcYP!`io!5{a$-a?Ryn?
ze0?h7F`(br>2tgJtOu?mtpbNh^q-(%?N%h1!}DB;+C!OGj;X;93vXya_WgSHlVZQ_
z{bNkaJ3^I87stZpRjTspv)l~@lJsGy(L`j0t%Rbi9GUu@@62<d-u&P+!ePblbljW3
zkE475B$)uTK@qUR%Z;Yxuemn8*lDP&60*hKf8(Jmhtn9cr>$)dO0Y}3pA#DezdL^@
zz``nN`9O|3P3ChynI8_q`Ooe)rt3Zi_T||)yEkX?v++<rdHd%-XqNMx)}gyKT{w}K
z@crVk*7<4A`>c>L?y>cpuhEgHg;+gqA@~kIVLvL5ZcjYE7szyI-aUet<t3Lbhk3=J
zNBpm6oef?sz{#5^*VL$cky^pAe2z!~YZ5=H#n&P(2uik-Qok&l7l?^r_|^N`OMzhu
zg1cVb6rG3C8O){bar>T(;q;ldt8mB$tT#Ux1eF_wZ3fu-Te6T@E;8-6_iyb(x*?&T
zzvxAL#(zSh)Gx^X^%RNAy**P`qL|EEtE9w-dkm*vUR;%*|IK9e1pox<NboN20Zxxv
z2JSG?Kj*-V{w_04g!>oo5Z?Wol`JI7QZ|*zcM;4hst*1GnbiY#9<c1a3?w0^%%ci@
zJ=XVw$PzDT3LW;N^%v_{;-Wfkco95i`7zY)V<S)F(n<|dVvk*8XSIZTw?&GdwXyEx
zd_=VWFe-Pb4?}<gc7p?MYKM+>*R4pG?J-BV)xoxp(px+Ip^R=+f^VdttfwhQ6E%m{
zJ>i~szb3!S5SLbqL)Xj=wL<^CA^p4Id;I&B^zeI0ofmfeavO*01MM}bnyJX}<GCC8
z;~~9Ik@haEVvJe7&@RkZE#UW_wY%9*Mm@@8Q2652bVbB~Nh=NfS<WI8{o=nbjHU%w
zEuco49X^2z9vDX{Gf^KK5>j;OH7Y<eBkU@@gKU5y1gblh><g+dFZXT>0_O8&`J0N>
zDn*xdYkvT<$V^zjwO=x7O3T}6w8zWNy#3NMM{44;664nhHg%a<8_;uSC-tT4h_c$_
z)L}wix9L)U9qQ&c?WKSs2Vo2MjT+nihN?X|CJ%LeOGWH~)A9fd#<^3C9_;w@SYZ`%
zk1$oKcenS0G4)GJ&xO1W_cs7&aPQq9_5L=_HDulnBTzqWtp_3NA=i;qX<a#Wqp|+3
zLfmsqR#D%r-5f!_rd=1066=G;qIS_z8Wqq>o^`nX1uejCIsj7p<|SW$<5|9-vhw$*
z1d#HI;?N>d?kXZ|JFUNWuc-53!>67(wy!Z4xbp!&ENQvTaJ+tr`}gp~WymGtfs8av
z(#$Lvc{wWh3qTk3w<0gm&zLy#Wem>}01fuoDijH3+$%cf%C<))JN3)xct_88YP>hN
zz_;sheH_x!`|@3~o>?q$(TS>`ESX3ZYT5Qqu{b%Bk=pOOp(-)?n<wSvx^K(_O5yyu
zw&n>_E#-}FW}B@ozyCQbtYh@P&WT!Kp8HIE5D6X=!Pg<xImKkyz<K;83C+EeZx&S^
zxsS_)yH!4wqsl>FxE7{z7UvxdZLh0lK<tUs>3aiVbC+J^v+;Qo2Nm*%!!Y^6QD#D6
z`v~9F;Oj_>rL(hpR4}GoOUdaz+ABFguf(e*<HvNNAW=`HCSm$c{hnl}ljZSt01q*y
zZBtDTjexo35Kk|I`VM68a|c7*yr^@)A)u}gb~k>JcbB>X*vIj7Z6(>Eejg92z8YWe
z&n@nupWe$H(px-zy4-g0iJvx==y^``-%}?ef-uTcx_jVZ##{RK4EV!!A8@%*<xxk=
z>E8d9XKLH&^fSF}vcB67l-9Fjv<rcZRpR6rzn>>=TJq!XUGDsuW;A%UZ>rC`6)wb;
z7>JKEi3fr=8LMQ^;c4p^XS}-hO_jZ$;M2tQOkQ4I5J0Ze@DrM(Xb%q;26J_9CY*!E
z`oaNc>E2USypcKo=}6q|VbsGLkzMF#^<U?VMn?4Icxgu378l}K^11YPty|?C*SZnI
zPW(Pk=j{4>PhPtDI^V-%;BmsaNi#;!?~%e8S<(Fpw|fxtM~^`8{#jRtF^q#at^T?@
zQi0ot+)XiJLud*?JqY5yAS!!#1{7sdSb*%#MX(N6=3ds|jpdV)I)Ur}oy{}&_SA`2
zPxtn64ge?h2ThX@xIuaw02?PfxnNl7=IuW5H88Ilp$CXtWwtgUnf2q+>PBI}f5_wM
zDDd7oAK3MFd`j8<BkmnVCcztFbtsU1pPsN)2iCz&MtZSsnKaxU1D7QUT}?mr(Uh-t
z_aVJ$CG(>Mv)YLfufNOLIa_(&ESweQ<{2$}wO60+BSv3on$)q}75+=iLaT$8;xlQu
zFXreOhGEcWadfs+#7I;TW{SN)GEQ~K_3A(qd3I2+B)s;w0^jgr1C?SY*8a!B*KU{C
zwa~||&l>0$ox4g7U;J&{J;aan_Jmh`i;{A~%SmUqzQ&aQlY}4kW;}?$911(leVW-;
zXg%OIz(KN$9~aOsV3Po5>8Vj`y%W9g@FzfemGT8c*x0323N!OkuV!raGz`T6+V#Y_
zZ0^j7Q)E6Ls*NDb*1L+agz`(i|IUPuwZO5&nJFghBO>U8$j0)OB+P`_e^vQvL`o$7
zoEKokI0MOkeKoR$&Q5y!%&OxXyQf1}CsOpL2@o5CvpiO1ciXqWx8XM;;<IKWorSvJ
zC#W*vE88rPBdJ{Pe~La*K}2~wWqrV%4_lU-omJ4m#s2TTMn8Of$T%M(IULT5C4(N`
z0m7=-&Y%)|FU(KpxInF}C9Y_nM+>)y?Tq&Mg~uy%usGu);&^|~U4$+|?cK;n^;h1G
z3Gt3U<j<S<n*gxss46uoYT`>N(a(RCdCx(@NGo(QUQLsAX6Lpamd8i-!f`L`273}3
ztka0M)@@HOcJ~=9fF%~Xp|k$<g$PY2QwH-l9??a)En#-BW2l+vx*68>)8CByC64v+
zXJGBEoy>SIx_kFts`ty4YJtFyT!)GdzZ)vp-L7qfZ3xAaQL~drSm@{i?t{C>b$C2(
z#BK^Hm*kIJHR)jp8=pE@8$kE%d`0p^?E}9s9^`|X!z~~AolxAEs=7U<?k$e#P@Q|T
zKu08w6+Wj&^A_~!l%9{$pwGX=`Te1(*zfg=arOGFOQsci!-o0r4zPcB{Shd3a*wa-
z?jnbEgF8vqvoWTV^)Y%`9FpElJz`aBSAIXl-OEI3x3gbM%OU&beG}OT_=g~c5@gYj
zxQn0u;dM7}J?ur@@H7&n>lN<Alf>IVHZ=8#?x!Y?%CC3v{&wD8a!A@JN9WgJwmH2F
z_gNPMClWr%V|n06oxc%oa_fM<CT8Q?->pj!jecACr2joWg?@WzDz*W@bJF)u-nT3g
zKRFD|dCjnW%r?U%r++E!ewgQP-t?&^&$2*;V1I^j{2i>96LKkNve)@7wHF3#Sk}8w
zS(m;-CG~e7_a5ej;-G5tH5emQa~+yGaK^6kHXRo_IAKsYV;q2YWGDquTq<f?8RZsm
z0r&Q+0A*ibB8Ln15GRp-)5-iWpW}vPXD<WF&qFDRMSs$CNY{!I6wV)RxSl9ykouD3
zGfm}>5-RcIvCwGbJPwT6#7*I<hY%v_+E)hqUX_s$baChYlzNGTtc0|f@B9}+MgI3K
zCEEt&Qg?>8>(}J_Cehz$Ky3!t{tSUtpTz}*=WXJ(h;L9!)5#}UH`A@TXJ(SDC(OWe
z2WDk0r=8zOhy8$<%8Z6IMBF>OkNx@VQfrEy#zX#%OcHmZ;+hr_<S*B=ua7(@VktkP
zk+uDe6VV<1biC;E`|K=#`BtXSpN1<L%Ow1co%A7>>2aMTo5ASDfZe5TZ2Qe2efx}X
z|Np1;m^1uwrWa<s&NJX!letE!Pu6-phvBr`nt^A6{&^0pr@t6&qZ~zYb<N*$mbI3~
z;p(GLrC?e4r<ck+!3mq-liim>7ynK-*5QY4V$P03{rK{E{NP5aA-H3a4$Yp)To(=e
z@Gcy|`pCJ7KU3~_V{Y|f%K5n9pw$I*6iA{y(>WR1r2An)2<}Gp&P!p9{<14Rq;Do0
zfXlC*ZDNvZu#iOH^7)Odmk{j{fsOKboPf;sI^7vuDpj*06R~K%Jl$*dmwO$7mb#q`
zDw-*e{6S^fp3T`lq9h=cr$_R*gHVbDi~bb?6lK*1>c>#eO(#zO2spoZ=xBW*j3Dx*
zruf|z_An&%@Hx^I7Ved$#MORNb+2uc12zmN=5p7>>U1PwSjbnQnci`uR7-t0b5H*F
z{N+4PK)kK{XW*jvBY8dr$f!QE-FM#6M<Y>#(3)2wbjD*1`J8-S;xV~hDM~+HLDmFR
zddcf8_PO$snjCAxYDIc6go;Y6^d(p(W~SgM%bWp&-%h%)tA@(W=+<zWWW6?aS)Y{S
zz`XQ=h012NPSkn091bX~)bJH`&&#C4GVp=g;I6&P=SO$mXnI<FtTgNSof#;|CZsve
zbFzfbO9sR(0Ug6m>x=!va#k&VIg=Q0O+IaB^=+5k2~fy>KQsPmq4r*2-QnL<t*80*
zf9#hYm~P9=V_j9R!TsGU_otiuL9XP&3H;#xd)8|Vk~Y9?r<z#zVf#7A$qNFFJy=*F
zF?*8ZCLG!{`;-6OU*v%HV^!{j=rcY+<Sz>GN#V>-VVj$4{P*!X?K!+Ql&;+`XU4b%
zzTnrb$1(T!Ll?~c$j<!t5R~&5Z2qb)?rgK8^tdVktb4ZudAT9{`EdM+E`_k)*X-*3
zp$o+?hMstb0*zR>wflo7V@i`tz}m;7T7(Y-?dL#MCEq>lJJfAK##C<JFZz0+vi}Kx
zx6#%5nH(<3K)p$Z48SaAYvhPyLuM3<c0X~98?=bio@|6tEC?eOi<a3B2F1IT7)6jL
zoI^;{xQj2<UO4Yr@|yn;`;`|e>mMi2{*qrB8I4TnS4c}D1p}y?>5=1|pf)%4rv9-1
zOn1@UwcE=ppuH!|7jlYwUBv8v$L}af!4#vM*6EipNb~aP!yTMK8^ZB@<m>cO=eqs^
zdh%UF15Nj1(^^V;3GVc5a&+W|@W;1NW<<W-yp<i4QK;(#78ytjrs2ngey&yxUl~AG
znbD8L`Tc3gL+)8pe=au{abw_bR!dD1Bzrv{W@5lx$6CYd(E@8s{DbwL)U#^MN3Xtp
zE|vx$4w}fj&g4Aa7rnVd-IdatuN>YR)q8HPHfZx5g^9dp0Jk)%TfZIch*E$JxjXN!
z&J+B8k`%|oewvS3IEDnX?;do{JW|4LCHADY!{NF-h~uH+^-mCWQ~wU6;BhQbHfQ^h
z4egWa70zxC3dDn^Ph-v9KJ{z2r|gZme;!+xPb|glV7|Iqx90Q5rV038atvWpj34V~
zU@y1ARO#RSX1_FIVX#LDGJEXY#8g6ppC0rP6tUCmRCU+G)HdLy{?HL<=HEWTZ+VK)
z!P6*vY2T@O=H48u+v;-$u0Oxs;BP)|7v3x5+C0Cpq<Po%Razin5O*nL+R<QQt|FW{
zEdCzwElv2ksk2HbptU3N_tR%XzJ)m^W2yBBo?$SU%9b<X&+KK(aS(aSPmlLxpfXW?
z-cN7=PwEVK-(@6wq_&#<cJ`a}@%?_Kl$}NNeB`8JP}5?{DEl>chbhCnVTh1#B9j|<
z;$b>m2=Q=9e1AKUvhh}V%6`EYL6LY5rUw4Hu9*6WIfHY#tos(kKaBUn>-7|#v;}*J
z*Pc0jy9|z-{Lkx~^$^Pn8E~@b&I=<T+IyU5eIY(UcT<PVy_H%Dp&eQFMsN7!OwL3}
z$FjA>fW$F+5g5X?!&7U;_(vPc;)L!rzI}|sIXal1_}oe6xb!pf@><HSDs#&k_wkaK
zu<=hVuH0WH6?hK%<DaS5q5R-5VAJo2RV)Wm?Y{c`5v*Mj+n);E!QFy%Rk%>+o@Ek0
z;pGK*chF=*Y}L}@>muVoXU%wii0F;Y_NIi++!g*tOvWu%kkw&O$F_f4V%@$+FrnU8
z2kXy|eGP4Uqxqn6ScieE>j=@x0Nrb%ckSmz_X+mXc#IJmy7~HX{9Dd^Nu62k-Tu*|
z_4c_T|9qoQ&NK#(2Y2!2GT6qezaQHH!^JpMGZ**ucuRF2IJBl1OQ<T^zAc|uDiax+
z@A+aGjMpCW?`B|rOaq*#UcZu}goxgDIfr5Elq<932FoJ&kKYyTrV>C3>W8`L*zjaw
z4{1IPxV?0zf=F)Muf2R|-gvIc;okNqP7B0ZiYhI^$C!YVPrPuq_!H5nv$D~xjXsLp
zfP|45bZ>vL!u(R#a~w<t%F~mwgy&g35cO`kf;)fJ<Z!<=l%Uw3&X(jm^)`W;PiPO}
z^ozv5=2d>$zrQdi{rnc`UG*t9#_%shiUYcBC;mN=TL#DwW=RfxotdCRIcLZ<7$+~h
zuP>}Y@c*v8l`G^cjo!MVOv9ZG7oQLyf?NjIlW`GZ^?GKWY$726dX}BT3PU<6;m48M
z@8x%zF07nJua7Fk-mV4+C%dn~M*Gu6C%!`TrjRb!?L>PrNo=eNAnhOfY7OjqSA|UU
zH3I7S6KP6Xhfi(x)$g8Z<ng52ZY^~%U3xtLfbj)h#Ah^?FgP}CP)A;S8PlI>q|5W?
zv4f0hhwV`E5#8Gk#|&j?Gt!2PGuST=e5!z@OTZKW!u#e5a8iasKnyclh*Ldpi|~AF
ze)OR5f(OcT;5MF0Ds!0QJ;6m+)iJq}JnBChi`DRUtfIYpt6PC`jJ&guOp}V+O~g_3
z0-hHcguQU+)@EovO)0hKoX%Epl@3*0gWi5Neh7%Ik_kR|@7_<VGN?w=pB!xKMOP)J
zYbZjY9_rcrC(dwof^+!QgL9mV$GRQ>-?X*L*=j%3ACO&v8Th@S=y(5Y2lvQ-op7Xb
z82-2bMhkIfZ78_?@JycxD0xJ@_MvON+^>6DyUh~vd^rID{H+p1zEAsb^sG)Iijwwc
zW<Q^(?6AUUy8bSJFbI)IOzWA*&($pza@x)Y(d?qlAr9+T4fo>?mPhGE%qT4p6{GrU
zlP0gn=CVo3CjRoC?UgUG$j2ZbC)l!Y+uis$o+%ZzKr8`<*+d!^>a0BUe@@U(JgNV<
z3eWb!zueW{c`&W@n)EihB=WE`R($j>--rBMuJ+;cZf4<jnb=ou9nO%XlGdmMDy&!T
z9E>RA9ZZyD)Op;z@x9!%3yZAn3(nfQuD9UI2B(WKrdPrS%??qp8qA9fo0HZ~P)sle
zvCG^575%GW*acl<dVc~w()<`w5WdYand*<M?lmXGYxXb->4Jv2A!f%XSubzl>%F0e
z;*4L2^g`!cxzXAV`o5c`oj&-*W^na2X`Q2XLb4pA16_XS#>%eE=|EB*7dE>y!JLMw
zV<z>zm#@%~9s`;`*?EL-yM;4DSg{xS?Sp+>KlL=dD|8DUDg^dXUVIP4J0rAHUno<&
z3e`|vWO8mE9vxiR%i}T`UecztZar^i4Xr^}S^V~9EjjsylGV+;{8avASuF|-K|SQj
zVIwcs-hexoz#063zOjv`k$1Avqw`)nc`^xHtVA19#=2!b!8WwC{FYxhWaFiFgnaRb
zgFMxNpSABPH;}!eIY0=T?7VzqZtVB04r$-(>62lsi|TMc^V{C`ye*kOt~M*3GbTwt
zp-i9uuEWMI)_pf#Fjn-Y$8>s8VtV*0(ntSPi*mc#mm3jos5t19B&0hyiC$NQoNHg4
zs}aaX4F#}lNoyw`UdKJeLUd&kfL2V_n=MWsI(4Q2$z{oX#&Z2~Agd!!W_o|F!OSw}
zdqbw1*bfQ4F6SUX?iQF{=w!sh94d6Zh*(rH@|8Q^^a2uJ;JV>Bu59k=!ifst`B_81
zr_K~(JA|2OwWD2~F?vc3Glj|f*#c&|K+la?gTV&$+0f!K8?4_|g#atW1>leGd^&#@
z@&~4l(hs}K`Xu@04WQC6v(X2(gVu&C@}s&%{BDoL@S5Yns{H&{3hw6j_ueYB8im`9
z)#^8If~LUi2Eovw^DWLvfsKNC#w26Du}8)pmVp*tvY_sbqW<1~iqGQy|1ZHDt@74q
zujBFH_4}PAKyBk@@_GnTmtm@L+{vH_xs!f8Ii*pgON4rFM5Som1c1QPEG6^SCy*e;
z@E*~3$Cn>p*l$SvZ{o2%hdX8N8bn7atRjog59Zo>*+9M5yO4W7F&^7PJ;VZcQ=xc<
z45jvPxyK@B%DIWNiPcsxzO|byzULt<Y}*5qqxh;@7?U#wgyXgSx_FtbEq0*Pc0yoT
zX}T<Q{2=#!9ML7b%@%EPJLdFvc9bDhNmsOMI%Bh(rMHnE!8^<2mq>AU+Ld<H;p}+O
zgnbDacD<uHml&3?o40+VO;w4i+g{IJ4DBcPW=a$t`BY<=<hpK5(%qT7OBwrf-yWZj
zUgU(dFUE74J>E!cZrttxXYu<47;HW`5A08ebiXGMVZPcASw@K<c*_xmLK@|U@Tl()
zOF`3i`pRx86CwgnND_+P!EZsFC>7ZP)oiD4Hu@6T6Y`NRP}s;o>Gf@Ykh%C%k0zHw
z6fSi2<7W+hCn+2dR>!guLZu<QNtSqk?Z@!JX`70dxU<A?=$hb&^UIV`<OCz>fi1st
zRPD}bb*0O%ec@=;+){Hn*1E*4=aT&r&-gk&6M7lh^m)TYqaMH8v!TlYe;mNt&2oK@
zRe@Pd7f*V_ojS9+8oPy3@uJXv_?I2tSL!nSmZB_iuDzDXaZ%yOMg2|Lxz3r01hbUJ
zKv#X3?4_}c?tEgLIK=CNp5L#}bZc4-;$4XJOu&PZho%uQRXZmpSiaI%JBn+(K7(t?
zjIwID?eMmJMlzl+Kl@PaTCG*FNY6t4^e>b?7z%$H8P@L|41AOnBx<Hvhru$yX2xC`
z%I;YjaUe62#dsZHemRzv5IvqceCH@#;4%<o-|s+`W8Yq@XYZg(++0tpRJ~ejmlNx5
zZKLB0V&JRIl(N~?U(Sh&oII%VAloi}atcub>w@&#B~NHIiBTr|15xh!PJiT2!9l6r
z1e$55dGQz94kHVjvT796WI2NgPsWdXUPMa;efx*6TtiQnXOgysaj<MypwA$>mFCC_
z#O}izU6|32Juc*9@a5>;<W1C1rB8`^x*+aYNr3cChPqSxA>RE?d|RC=(^}xJf16v^
z2==r;;tPLRG5_k0Ab%Z*mCb`a3^X!{yirQX2llt$iR?gZEBThKto#j?-|d^~6Vi@i
z7Rm3klc!*?cbUE@)@B~kA0U?_>s<vH{g{DwsrQa<JB4!iF7mOG&uvE*uw)e!Pe{;1
z12yaf0~$Nus@m?7#oeLXS$6&D{^leJ*9NZeR)=~|?gC-JU?(Hq2!X*fUYZB2E}cb}
zE3)dhM)z+1uA{BKlh4)K(fh)mTs$~$lPBH^yS}TffVuYhr7b`9Jb;I2>jz?d$@mE1
zns)B!+`p&o;T%p@c<4p-s3Ioa1+=AHJFVYMt^008<l4_+Pf+*DJpQDXc*8W!W+fys
z3}|oe0}~T$Z~XnfOdirTC}xR19m?uVwW4w)t}0)yp>es3iT0suNg#WNUdn`xY#$Kv
zJ6I7xEW#Z*(@Se4x(mc58D-4^henaW+xS+3-^M;w-yd({=hzsGbGW}}7|4ue(OCjr
z%*6War4WY}X0+s)zYJb^yB5PlK!167W8q|C>)X;j7=#o`g!ejPj9p<rfmSMud-%YD
zhz6+N`JoE=iYWh*z4#$5<Dx3?U6MkY<)@wTt_tGfIocVq{Z!S{$*>%wa#}lH*rlK~
zQpzrRBN)RhREz5vT$a1_j?5|nbozRgFc?kbP-l^YJu$1Z+d*3(2!JTR$5I&!@!CGL
z=vs6~2tr;v=5LEA7}T^1kBHEaP_%!5iX0gKs~+<q?a1<>1`o>Tkx!z7eCp0^5AfN(
z%4SKGU)x9Db{8ug(A<P@pa$yJd+*~2#+If%A;_Q_4xnPXB=zm*8|1hzOI%l<@S-zL
zALrs0<%>Cm61(1&ibVGNa;KR0_ly(~!f#=*pV`#ZPhp5pwzW$QoJjL@ln9Vx>RS7`
z*Y$ox5rU%V6Dr(|jLQ+4;_6P3b`df;y4vi<I*{A!gz~fG88Wxko9?>z*0z3uR4zwH
zkEqu?emzp&hxA<DpIWOxaFqsa{}|tw1|{kP@Djl@ADw5uevPkt<LK{8qK{9@Uq?Vq
z$VsFy1^=$dp+B9%cH2GlH7ojKWbpRPNH;r8FQojwM>x-V;*ck>!$CQz20^!uOd*gC
zfE?y@WlY`y@}v@(xqB!Iw68_vQ-Ex!e*b>-c@}b!gY$@TlOLN=Md7UJ+3;>|6;Ys@
zaWHQCb1<OH3Z2l7ozruiA8PsM#nL|2i%V`&2g>li%7ORW*ZD#+a2L%C*@*f4JkA{H
zjHi21Cdmex@yWZh<?IK;kC4~q<+G=rdRaKM@4D=OVOgICs{FmWd@{bq;R<dWGx?66
z5U=Q!>jJ)fw@cv`A7$nOHlFT7{zWNsKML~s6`|Ph%m-hSAO|oeO5PGKZ71;IjA3`A
zpZysj7EopM_<aJ=*N=6NhG|yzR`_)V<tW)Eu_7C4Gcr*>k5=l?lzV!7RI4>`><)V>
zahZ>Qx%i>DJ4!kA>9r!?zwC#r)}oAaomf=HK0eY&<~Me9D}Q-Mm6wm+Uw!wPUtqP_
zmu^4nkpZK`!@2l*aI}YDY>kL;O?10Q*kxUb5{uDR)DI*V{BFGuJDdbyHKZYqmkM9;
zIJcjsw(ijBYrSsa$C&(75S+y>Yh#F2to*Bzm~iApt--ihNekE8I*&j0Cs6*m*Hg$J
z^#04a+6z)xop|W)eqn#=?{>eA_R@PPn2r=OqRny?9%cO<*5v2C8}EknRhR}h%JkC@
zPIujcStr2Xj*f-u=j`T&Z(ahAfLSnlIb%>vEL1h%sO^CVha@0fY$8NvE$W5?nx!$)
zC+PoupYqjOd?*3;R~e1N-@6L5b_j4)qMwv-ZEexx=gb3P!DU)#03}k}hG9eYE=r8*
zVkL#ZHg^FP*_oyJPe$8V>&5pGsE^RfwxG`kuytW>JPzMOT(p_1Moo%FM%qx<<<8I(
zP8{o&G<>7sml@hGk)Ve?wq&;lgW1BsWb|-Ni|6i6pQ`TzuYr1o_dD%v`QhZ`gHFSQ
z8#>p4vlDO8j2X)K$RiJTr^0rn`9UqAO^(WQx4gc9t!+t~K65|1)+?U=<VASgZ9vez
zDKM<4B=FiZZ)@!~rRE)Q=qIhDBc5yr;Cb!WI>ENw`Vf;<lNxQ$6L3O;H?a7X@|cB;
z87lMJIkC>_6955u=i#4+G&J<U`h~hnz$yG*Vw`UlWN{CNBKHnpJH^8>d9FBqZtVX2
zd9jNP1<y;Vks1~?X(`=YG|p`N3!@x!cXjvDeqQB2``w1L03syUnD@WcYhexA>(%DY
zAH`l}gYT+l^8-349~-RBkEOz*r!Fb}I3t(d*+2e9Fvop0eqxPNFQ=nERf*q`d-`cF
z&K>|Lp9k%-?heRj;h{T^iVC=&w{!9YQ5|SLKKI9_b{LEUVVkAE6jLT6Wmnq>cS}4o
zU=Ta1^XRPb`VQF$Kak9MA?Q1U>e4*%{>p;CCzHvQ{KU5cl$<UyKcg3RZ^8?!2S<}p
zzf+*qVb;HH_trp2#d2IU&m2-Zcf<TB-78Rwd%Zmg?X7O+X%uV-D&kj&z0$*z&Qxcd
zP37INO{TF&#FMIuJV7BJT#P2v%ZwY2d#Y0lA`Ghvc{*VYPPa%Q3Ns!s--^yGuh_E?
z0Ks+*;v^B+&-;XXo==7GFOR~b2JF-uyBaz7YICU=QB{Y=7dP!fI#5DNt(!e0-=DgZ
zKKT-$Xx<G+qD4C2ChBJSJNMk5Hyn@imv^%vQ8`vW!`(aC>n`Ehzpw43x*W~Z2Utjs
zWUGa^Pzy|vXHliq3%@IkR(;ym3+x15+Cr75s+VToG&t!k>N)8T^3b<LS#n^UT;abm
z?vdRA4|`3$)!V81x}i`s9(Il%n4xyaZbt>otlw3jkwo^Ptu{&IB=W}`1m*w;;#Y=T
zTpBLyz;MdL{$vl8W$u3Y1(2>^6X%2F+w6rJc<OuC+X=Caa+O}*g@`608jvFhlxQ5f
zIU)7na*-|#l7p8kL%iVsp}?4YyJr-m2zou-tJyl(CqYO|#1fk8%;k$T^rGjKe~l8v
zi7Z%X%Paa4$a+Q{%%TlbVA#1Svwf*(Sw0j9nx_Ts|NrT$v!`%W2Xc6QUW^NL$`<L(
z(E}>I%N5*;#~o)dLfRos{YIDZk#v^edD^wd_TDF(w>@--^y>WQ=SvQ}z>C$Ql(1mY
zuq2=SxxA7~%uYt{Q+P$cW=StTp4Gga1^XgGneORGj=ghuTWEN4D)LO@pe!}$8tV8v
z3fI#Sn&UFn`t=EnX#e2eF^&d6yk|{biZw7;?8GIwGRAR&t|-?YsvLQ#$|AoPjBfx_
z?_LmTM{F}Y@?NmFt9vMe@qt&(-CpA5c6=kNFYcbuc3-)wQz~E9h>qiZrtKhP<e??~
z{N9qm@%(n%KFaOER{8Klr{YWKC;!HZ&Svr>2v6Hjot{nHp9`IC8%h&fN_4bGIKd|D
zPTofnx%s4gqVtOLZ@P>RqI)h%ZnA`QQYS%>_o%fIQn4}sLzH7`J05MG8~)6yx3`f9
z)`8sU!MF_2YN-DCPz3b%ce%V45-uXTRbsct*F*GFzR(XZW>KG)xwI*5al63+N#lKc
z{NzJ|Ov}|hYqfFhmAWLD;wsY7nf9qN|33DEAy`t)nnVRw!=p-s^cv#VdT)~5ecxlK
zyjS-5+){k2kIARDnRoXd^Q%@oU#-Y3djP-hFr!jxwq?;dZ$gaSRp&dHNUq0cUOs61
z_CVZ5{A9iM4n_=SFNq(%?#L?Z+Isrjo#%N=v}d)l8bToMF;)7bK)9zM==V&sK6Sr{
zo-P(MSw<}N)GmG&w~MAHcB!y@rljA1wJJ-ax%X~7Vl4{!+l8488YWCRu#hi0#=54r
z-+S$bN{}a6y1b7`rErUn&4QA{LVN_!kyBjX3l8+Pz@6sMq}$CG_dCV~6}a-yXJ;S6
zQ^Ur;RHJgZ-VToJ5yBljva-P`ksNduCAC^#_(oSnB8cCw-$4^IupQsJEp`sO?Iw^%
z+#~Ky$76ZE{zT)^h!u5sB_3u()d6+L7yE#=))`|5NWQnIyE&Q6d?bM&uV;iW7kT0i
zB14M)zAG`T#H4|FUBf1g|JY1s?6`zkY={aYk4)&BdIU)qX%$Q4OGL-@TlD>scHpOu
zbs|uwHh+{Ko5lh4$bNkb-5p!EiGosT3h5_qxR?1OV`+O!QrwH!AKXF5{T><5BY4a>
zXmWUUFC<hr$Y`T$xABBfD4F4s<<5C^63a$k;;8Iazs&YU;qo)#ZV_QU6f}iI1op7T
zljsh%tBVF5_~(0{?vPriagfzP)n~9J{jhd^si$1ZN}9JUf-VlCK)r2}M=JkX9PxJc
zHSefVn~c#0Xb$}Gl$F!08uQy{{-Rgv_&oixODPU(W;}PL6o2+p=;x+F7ZhHjmoCX7
z-3}nP7zT6nmd|^N+v)dF0NJYftmdail;lmMsz)GF=e2DyQmWcRe1(a&)B!>=*^fD|
z1I`;}cOfKdJ;zbu$vNq)YV$67TKs-@hT*R9ogX8l&4)G6FSvDZ-Ge<%*Gu=)e9J4i
zmHQ2BP+}Hjkarm!GQ4_8?H*|f*giy+Esw&!_rhl$$(F0g*GN=BI%EN*o5`BpID=^K
zCA`B!d(oztY76!qe*6!srHkJ=>Qih}N!Ejzc0THW$~i~K<_@s``1AcB{0<OWTr|!!
ze{23EJ~~2?Vo~?Rp9%jnBMC2Te!u4pnO=9U0=_!C(F_cV7O^K&R>bWj2}YPj58?j(
z8aA2E+K`_W>2=AP-l155@qUD$y?!EvOT_)_TrK+e0us{J{0H7zE@jV;0QM39{X=R{
zw8OiJ(#Cp~c%|=8{rz}+P+IM(`{}Vam~9GzsB|<%uRSZqfnwZYM427;PIOhM(c)YC
zUY@cSwVS6LzOZOic8PmNGJf&Td{rLAP_)EO5imJP5DdJ*0S8al>6!$$>jJ*YnC=0&
z+MAfimnW-?52^FEZuEg<DaGkEnZFG^;j6Lem6^Eiac)5|^=gm=QM;9{!~4qNc@inq
zGQJdn>|i^@DGMd7)9EW7JL)a^ujR1C*6JA7rnYHQKOCZ0_c7k7balfa6ZI|o=rfOC
zgZyFY$|0{8$DNST*kxIe-1tkVF(tE=?{a@S+Xra%Vg&Tm9}B!*`NP<<{^q~t)1#%<
zZenF56G+Bd<}15b1JQTS1XEI{@!gJzK9sFfR3c<BFeX%vVr516OXEvQ7@XDV$J;bU
zDOwcO37(<*F*{sx40Feqz9bzgJ7^Qpx6^6fTC@OnLSKarZDDnl`Th(#htODKWK=3U
z=EW&yomatON#pm%NquLUHXkMY&3N%b3F#=07x}z{U+qq%=Y@^+5x+};xZK#vU0Ex6
zxI3KjQ8p-&2o?X&_yRS2tQq!IKIJlV`SlCNC7&CbbNX$YATzKoe6bfEe;$Pp4N~hU
zDUxOlKYXrx)G-v3fEZchUp3kom<$Y^itx{VhnwPAf9Uwg#A<bnK2dI@<yW!Pi{e7^
zH3AY~94F6OOFBc1106KL$$mDnO28_7K1VU#65`lc;6dHS>z(bqKauuzq}KeG@lesZ
z><)+B;k#ST{2T9(a;4;biRH#wVm3`DR)n0ah-p6V!FYWDdMq9P5vGv?Sf+aU?tY#`
z%YB2>OYt{m&p|d4E<?JTK7?wD55rl|#74^HuC6B(1zYaG?Usppg&E93A+U?0T@KCF
zgn|qbOne6yrM*>5e*G$M2+3#!Q`pr1{`Sp_0#8a;dFi!Yu}FC(j>=6g$77y=JfhaC
zMcow>S4Jv-2H35*2>U1O(0k*sE)GVR!i8h-s51Q>a)RZfItiY0dl6^r$evRnySG{Q
zuysfiM%C!)E1M-;AFy=2CH#s0)H&uh#&kEevy{>)Na$)d1$JgTF%V_17Q*3Q$K?J4
zin^NtY;}*v!dwJhQ;knt&fC>!Tszvn{Po%x;;$Bo&wL<|z;{Zhv5z3BzHG1@jzgv>
zrPr|U`-khY<X~Y=f`IDgr6RVjS4rlsFT&en+%u;FC|C=7DLel$vdpsd@wX8#NiWCd
z2~uk?UM;Ay_vW=PH5y;UYLkx2Ra50f_7qVRpLl6v_k1#^>~q|7jAg>zle%l)SG&g5
ztYUN|w^)z^1>0BhlRnt(X>WV@?`of0@iH8Me*TVM+KRPHa`PDw7$x;%6TW%M>7(DS
zho6F>b#8r=Mq8aUDn1kL@aKA8LmZ^;*ZCKr=dz*n%R7R)Da)Epr(OG{o!ca7>-T1!
z4hWT?^KDKBZv3)#r4{f*pt07sqa0Z>672mm|G>-UEVuH|nE`Vy07K;1j;f&dmWMRO
zguh6hQK(_yzd6qR*Q4Wf^5IEfkCpN?Z((bEUhfqJ^^fW!h(yA~cj&7xUlR8veQ!MT
z4nyAtg;kAtJ)C^~-mP{!Kfk!hXo_@|_7oY@u&iD~7VOXwGrQV#)O$VfymI>z?R<PH
z!>blr-KufR+{KQuqK8)=vX#{l=FTo%a6Q^&vUbs4>EM-gpBPZPi(^(Uw~-`M3hmu$
z&D-ZtzI(sc*#Y3L&Ms^c4J;rlpTCEmz*kD%s$?g>51$3>?&l{ez8DmcnW_5K$hUNR
z){}zlVrHOtsHfcBhZeIlqb1#RS#;a#TCocf$Dp=>i_hz*QkOs^h;az^)wQ{#6iGMg
zZHJf#bc^Per-t)r!4iNsSw6`MeW%A)&8>#Bn*_r9kR&1}3E?dVJ6wkKusw7glziv`
z5u(F%<yXZg3amcjzALUKP>o1Ne^P(xQ>?3N{n_@^rAL^Kx_F<SgC91<zp@6|1UMMv
zI0*<M&)-c-eg$m-4_nVlzt@7J(McG;>jyF?s^?UR-IS&gcH#<|y>HI0?z21`j|~Sa
zBa)fS00;#X%fg9R=}XOIpJGC~>cWgawp1sc;8<~bU7rI{eWhf)@LY!T<kz2)cTG~&
znX!}RzT^Rn*z|r85O;5@jQa3W1GPM4q3dj!s?tZ4`}%(0%C)#n^$nF_xt4SrXsCpp
zoq?^iDboS_x|}Jq!trry#_wsdoC}TZ`tmd%uAb|Ur5U<P_q33GJ$Tt$;^Qq_A-<?6
z<ORvKny5Nz@XPdft8l4cA?@`}{?;lEq4Y7NRppuFg1^Svej4guYnTp=Thhr$_vySp
z+d~n%sp_Mvd)s4Q3~GfxV&xn4ScXyOmo<?v&~JvPJa+fyP~w|XR<~6yVubKgdF#Gv
zc|G@DbSjy1yq!Q>O3|DSXQ6pn9`67D?TMCuw(euV8#-Jjuxq%f!^__GqXqaeiY6J;
zo6#K;YBoNqNI(e8nYu8iLv6XgSb7dTVyLeBiWkgSK4;q^d`QW__YYS=x4wAh3<0>J
z=1bIlfqTBh+UU+)NaZwMvFG5*cSny$$az6?oDI<(Rb<`kv-e!bdi;>iD4*WJFYAv;
zhEBJRBabX*RmKEI%V3`RZaR8<EUoYJ=a_qA?a|-&{!U6N4~9ZLwv@+wcKt8*M1;H6
z=(4ZROx<q0TtR|L=>GmfO_P=~><IZeXZH!o379)<t|`FMR2F2WF@RqmRxG%M7xg@_
zhlYVgODI1GZ6<aXh2m#m$}iP++{@O@h|{5Xwb8$(nnZ(D9*<!{7<qfu?;)Od^GW^0
z^(~v{+dK=p_IIuF&CMymN#3ja5)WD<@lH3$J?};s6}><E^|0#R@o{D>z9&x6iCJE2
zcX>CL%;s%X>UUZ6)lZpm>d8!k<XIRnTBoTINRJ}2-(%agaguxKRg`{PDT%K)aXxO@
zI2Iq&FrgeM0Fimo{5^ZkgHZ|Yaes|0b|DrI{9}FG%;t;y#Ssa5;Tt@77TZn?K`&*m
zO=(Ay`g~9hP)op@@as3DwsvEFk6GQg?I_KeRM}s6Q@VUXz53p0-Aj^L6vOvNQuu**
zk^2k!@$c&^*v<IY2m<v%<UVM0K1{lT4w&oI^AJlvM73<x%R?2YT8o}vT}@8rof;D~
zX7Tzj))0)Sv;vN3ORrVKd-s-h%HY6>TPvjI_i|d8pKmaSQ_u_VBT==NBis}9InV<&
z+-wUcQbqG}fk26k?}PXCkPiEUwpI@u`JW%Z#bK9RmU+^ooJK2Eqh{iHSGl-%PD&h{
z0fq#fUnY+~B?0jWw1UI_^6bIy8Yu>0LKEsCTgrBzCod(2@s%_as%1Mn<r|N=DgL?h
zei^*&<@}SK=e$J{)=WUAW91TG%`+NHpkf~1QEPR-X-Bog`Q3G;CL8y7i;0K*G(k`i
z=AsJT2V}i}gZx{zFO}X6mh?{~%%{VV5znNyqtSc^2BV-$urIDh@HvqGd@^L+=T$$X
z3H=MdZ*naA-%rG!1eT8*6q5@Aflyx$*A+(0oeO2`=)^9~bSzQFU>N=DSqkRD{W
zpp~ORTNcJ%^2bWfcnLQ#!v#s=@0%}cl6y9KH&P2zD~LmFNnU;i_vn#FHrS+L`5L&5
zIYbAIX*TJLtT~6tw4kBjkt;7ln&gOyC#(3}Ed;TQb-rSPv069%w>VSy=1~EAo#cw3
zp7Qp#B=UVYy|ho)p2?7jb#A(ph5p_xzkPRpz<LvDu#<iz1b;*U8DYJ<1apa;v3E$+
z%3whz$DlMx_Qd;he?CD)-O1<e%1=&a0N#F@B^iMrzmoFZ0iop9_~A{(S(LW(`>dr>
zmVtuL^>0ydD`>=^b7X~Xx9!qXz|fp6@2+*@8m*uj{9<6&t8uqi7+|28peA22l0Z9>
zE#L1_U=UkZm5ywS-Kkx1-dwgj<arZ0q9@2|<tbk-+2vl+ZW1%(?-XWdD^rh!ozDfi
zWNZ&C4bX4EUr6+>?Z2)Dn59I{be)fQ#nU<E@wE3VaGk|JaLlH{z$o8*W2?~!IWGTW
zHeY%^1rKj#2KMbX3UYD3&r>Qo!v^lzd|xN-kU5|v9xg;F?{!|bZVUB%a3w~aypa3#
z_iK6J)Gx1B>$ay8MdiR8MMqe>CP}p>kG6GB4a_c~jQ=BEvCTqOcssUuXiSG2L7*zV
zF!>ki<OA5*`JWy3b#3?Q8dm%yyVgy*qYv}W!<Fn2?>|q%b76LIkz0lD&H3*~jJpf<
zQF2Nm$b<HJAcPy)M+db2Y~*rVVA~893`zWm9X}kVd%QxB34iB(SD|@!=K_-o-C}#l
zK`zupyi?me1b=<g94@Za_T$LAv)WSt;!Yp5E~ugnp6txITW}fVp^;WJ1Au6n!R6?P
zTW?fUve!MKN-oxnPl`wH52uH))MqpJzE5e|tK_)SWfo)EHtv^6n@>O)UB?>=>aTt&
zd7k_QTM^x+&Ja+F6AoMyJy|tY{GNm6&8HF#lz)V?%L{XUd+djO^LKP<vu!dh>I|fy
zs;NYC{iPeRXMJzI2%BRTa(4Q7%bel!3B1BZaPc?IVa2^hU2v|uQFq1DF05|;0o?>`
zorHT+V@Qpy`B8e)k8!IXC#jWgG>)fW!X0>Q-FfzS{~UI>J7&}aAQ9&v;prZy>IOU3
z;yy0Pd{5RnZL=3^^(%R?l_~738reGR%Bo9NQ|i@V%&XYJ1&ir1`WC;TK-bQ}4fk^W
zi?Le3CTJuQNoQ(+_YnE~JH%@A_MPuJE51Cry`u)5QP(Tx`yQEh$UtLiP9>fC(a7(3
z#Jn5ONcz&8eo4|7eoxJ9bMO0}WaJ=dJuTZFl-%Hf=n02&nO>ntVqfE3y4S)T0W|A+
zC-?39vD-Pt350Azi&VqMkKw=erGz@ljn`siqVN46e-_~iCy@I^`>u_#7?tl5PFj)v
zKL4re7r8PkUfPk&@6K%KW9zE)se|8(HR=@hun=)P&s?JuF7ItMOQ}P$`x@7em)zlv
zV1<ie8rQMI?*A%u={dmVs)cMCMLlBM@bLLEVwqD~Ap;G2IDOfJbvZIL1JpFF#xqFN
zV%NOgOzOhIOmnMm3Q+J%%(%XNN0_KWrsDU`k=A4-uj?q4Cui`h-A%cBO*nh}mKq0o
z=|gR=K`z^g&o608)uE)*Vv0Yu+P_lN%h;YsilM|@{=80zW-^t5Rd4wu807A(r)xF?
z98^tse-4&H?t}x>FQNUQsEOP&)~4?uYx}*r;`*&DTY`8;MWJh7+QoK728t4+{d-=p
zVe0$(NVlkMTxZBegP%|C5U-%SNEyRB^?@hY$Y}P0CxOt@TT(ZHji9SG9cNU}&mSHP
zf&S>2M?HI9=!-<*!9J7ASHyJoVlQ%Vf%#Bdu$8@D$AR(g1!~{Q<*^Ef7>)o(#Rbf1
zgjd{t-Vs^hzo53*z4-gRbX0X!PpY4_m_$VQ;Tsy;%3S;C9&&s*5=!T^(}uVXZ|G3+
z>(*`kZN@<DOzwk2K<-WCD>d>o=g%N#HRJU-TaHQe3K#QJ4paObEmz(;@|%3}$iyy`
zpjf#<VYYQRl*SJ%L-``h?6J?HJ*ss!q)Ufth!=pekA9?8cl>YxpNAZUJsf6_u|4mE
zeR)zjC6U;Ld`!4#=8%Y+%5nTW^WB!l)gXCcJm2Fw5~qjPB%)C~I(7t`7|*VDN6RRf
z6$W>h;c^J0)58$m>pNwm#+_deqjE1N%!qbMG+*e|AnPa}xlBc|gPv#n+^Gs$R7|@=
zGaqm`vbHib*PO^tZ$GnbA{i{u1FUt7kNOoUW)t?GhAqnVC+cTVDvz=<V`xEb3Lbyg
zb9jf$kUxOtp@hww`7U(rj!(J3^IS^E*xtJodM?}vw+T{cxIQJn1gWtonbcs(lvQ;8
z*_@c0btP0^wE90z`a2XrL@<|=qzM-gdCxybehs#n)4S6q^rT52uP$IyhYOqSkm%~R
zqhWqnBEvyIIQH+4qLxd}4y5|CeJ-pU(>)*0m2rpSi*Jkg1q1r^dTA|)MSje$eY?bd
zXn!h8H70gQB!5ty)J?7;_w?T(144H^?Py4zT3&$zG%cIcUVM?Yo550?s1JsFe;`46
ze`^%N_rj6kPicMn`ON(;;T9;oI}SUu8u!zPE#46@G8*2iQ49Mi$BCcqYM?_3AfVii
z&*%-LM+%60u|1P@`EJ|)I6AXsMYSx7ei0EM2=a)6bkcXi3xPD!i69E%*XKO>QWa5g
zEA!?_g}v9BbBrnh>LuT7?)kzbIYHXEz1&XC?HNy_r;GXx#%b9qkeVM;R4|on)8<*Y
zI^*VHVLh-q_HG^*iuU7qyrA_2QmL!@1Z8`EIv@jybX8fKom0mJ?O+G7iL`?X-255W
z8S|k2dZ@c=pCJ_+jc;XUwUB4ZkZ8C1T?R*ZU#8nLv3GZ6W#n6nHn8JM*<(b0utzP`
zrBxR>y&Do{U>##Jx0(+J5SY5XfAKDq+&k#;xE?Sh@%xe%+fNT*vt!8U7YtrnOk$gp
zx6YRrf7Ad{*Ef8ae>F*+xt9R@7=hRTwS3?U&rkFt2>0`aooSz%^|HGUrTiM{Ki_Ys
zE3@JX1NHFEMPa(fD?62F`G~|QNWW2l2b6iDe|uYZ2ES3W%I#9|&?i{u)JI>c9$&p_
z&so(x-30f4;h9o5BnpFetQtUDc2DvUFe~GI>=TacX0bPbP?xzcJN?AxlXixzC2bKk
zpj)WZseliiUrgxl@rT<Ep?+ew7J>t-t<Zm!<usftl$*XeG+K2q5}Dwcy1^u_J~+v!
z?cqFN*Ml--3&I|i`gWhEw<2*NQQu~6N6!F}c<Cu$eEg;%cK*v7rfi?+3GgywtR<ZH
ztTXBNK*syqzTfjaN9<qhjzgXB2~rs6-Pm6dMYM<1Sl#dNqgWU|0G`O7Z{NxMRn=_=
zBL@H+QJE9>#P9P!-*><ACD}LhDi3vZeH)Y(+Iy~`c^o0i@W}1stLTt#ad;XFI*{JQ
zxM8rdfeY{m8RhxyM%BK39?Wsw7R4k`sK}t_$#=dd3>A|$`t5=5#`pOu`iTv_w4(5b
z_20;Wo=5>Xvg`)<dC?`SD}2@7c31AzrEmXI|MES0iizW(0;^X(DJV<L7G6#3==Pg?
zvE6mHtU|1uzqr7}h-0{N5B<UEho9d4&Tn>o1UQW&;XZO7+IP0|^3xvNXLBYMnhP*W
zym5DHh1cunh-x#&oe*n_s3y;QV_$YHKmr%X2{;tO5`iKI_b6i>nsVgVeHV*>t<33t
z$Did+qRU0S*YNnj)vG6)7SxOJSmoOfvpH`4>@+2d?2<n{<*yjaPwAaUivN>pb@Sl3
zcmOPCFs8c^7L&X%97oo~dy+CuS{2!fm#Q&EgGMSH7?ty@27WlEy5<?pqWq*_?85k`
z#ZVXTlGO#TnKAA1RE@9p9?ZZggHtKkOuh{R^)ej-BC^Bt^rSts5$9&`&3H_{{n+OZ
z_TatXTyT*vgR4~%H659+HhVEY%1BP#VJyQhXxL{@JR~j31VjBof_cDT0#F`t@L=Vl
z0ASdEJm>A@(eKH8!s{4omWDVjsQX{lK8v|`)-U~cftT&pdAhK^ndfOyy)LeH-_scc
zfCQX|`^D4dyWc@9)@_@)8cXl~kkl?7e!(M*3G`US8O&n^U9MH!=(#@#z^-?wNM_K6
zRAy=X<jR0=@p0>lV6EX%DvS+mGho9tWHC?)Ku^18^V2Sk+qFarcfiF7Y0?J+b~%=)
zAV%@;_*N=l9T`(EsUlKG^Zu)_;u%SS2<7ZAiY5RiM8$e}`;R9j71fKjvu^s(?Dp6x
z;rl~h?gE0rU1Gj3iCp3?wuPaVQ=XzM{CTHYl;N1qf<)k<-pPySqv^++7aQI{!D=^h
z_~8*I=P772X^74|pom&-|HOVW3@AZHu4x9PVTZSS_$tBIyTp)MPNcI!PyT~ANLtzw
ze+eJSuWAlNuSlh3Sz@NK1%>WY?y%1%{qJ$ZN?%YC8crtczn8)zEgKM;?fgu9rkH+8
z$&ahgrKm{*S2w<AKp_euAjQ)mjRo?_mN1y@R_^QHHqa&3Z=mkIE}!(#<FhZ8R$U|Z
z_u%@&dGf_eBnKMvO3}JYPp5FJK@<8xk(9vMB}BI&s!t3Y=IUQA5;sTc2lUhQ$$0}D
z=%<PZVy&KmHrk<a-2^LzF2G{fPlI`u1ZdwC8+5jP{<`rqeSaVoogJURF((WgN@CLW
z#GC;PFzjn#jO_&Wu9lrwNv_Q$=yuw3>mQ5~U)W)YZqwnAr<!vt)LGH_r9_@V>1VOb
zjv&<w=W3trlk*}@8?RYmdqCEZvwAZpG;dzKn*1)TUFR6`-L0GY5oLXlU-OGs-#<)h
zg0t}HWNhsnOs1*Maky;>)}BnY6G*rirn}?uJeU6OD;&;FRnb}lymO^F0J&FhieYl6
z_JZss_KRYR?&}IG2OYxl7Cwf!<dmyQ0)=(`6b>s|r{mb<Hr9kAq~}0DdXFbvoy+zu
zLVWC4o>9%`TXg#114m25tq+kvk*FdpJ26ACXxonj)K@Jx8_I~adpkdieCl4r@Lq}=
zwlszCotXb>KMUK&oEI~+aHTJQ+ntwQop{gE+_5Xx)E2dic>*m^7B2IJhCs68u$+=i
znJb<Oug49MuKaI)U31A#<LBCja&_7Xi(Q<c+FL5nsp>EexM!$l?nIlhf5h2+Bb*f`
zM?WB`*N6lcX@f5Yh+U(<3Q2@r)UOQS7`lVe5R>-IqVjRJnfiLZz32yZ-J=#p@SHvK
z#J(JKbTRxBD3@`9G7ayM4m%xCpy^UF3e#iZ#o|e+(bKpL4a6g;d&J|WTfmkAtK|Sr
zdde6!`t-N)cC4Q!v0fQPx46T)dRNiKyd}qqXv)8WOYyA?dCclcs0Q&W_PXCz1U`ep
zldJ$mVU^f5i(K6Cif5~t&8zk;Cc|o(ftUohaRt!|4ocp@2I*WhKNXGIDqBx}pk2=o
z^9i<#AUtj9E4h#3gWJx|b|s`KBk1K-uUZ0Z$C)Riq2sL=b0OowmV6bd-Pe;H><K6*
ztv@!qkCE@j<~}I6^n4t)r(Ezg`XlNglrR=1OCu4_pYx5a3l$?ylfTQ#QBihAF8}6H
zoqusSYWQ5g<rkrF_h@{D@#DzcuAyTVofDSsTRwNPGHKPO-cyxfwUgfA<R{?lFdf0u
z`GdJ0sS4v5AwEB6aFFP+d*t7&;m8Z+pi;Y*c(MPw&NM_^X;7Gbo>(@@7v3bJlM}|j
zC#G1Ob2AA&<pFX2To--3{v_(6qp?Mqt%d0FAAA>G0xxCJp2i7Krs`x_FDEQr*WVB~
zUG~wySap==i1Z0Q(>UI($K@ITy+uB%?@V@dO!#$(*jTP*4#~rHUGj}8O`^_L{Iov;
zSCV=ltHDn(cu(9{>Bet91i<BIla3j~#^Go1GZ~JqkE3dmp<TVlS#1^X?gYy^2n5iB
zDhliX>GMm@-_Nlj=P%Ye#B_4qCE#W=22#R<sq(3eG}$eLx|_U=$vTuPwyfe?;sES1
z=muMvA%2K+e2#y>^L~mLJ84e|FP$StW`w6G>pYPSDKD@Lg}0sZEpHrCpvSb(ps!Hv
z;j?j{<{_<XDQ<1^<HLd8DJW$t8zUxCU=}v0Ej=gF2q-?Vk6G@7RMC;FNzy<f=AkCG
zq#rk1xV@6dSGCsy2B)?NNo4nv@44TL{X4DC;#OWKSCr)E(K$=Mx3A%TaQ~*r1#O+n
z8{}Y!>I=Cyg+3Fj-JS9{?T6j*!#F0T?{49Hr$@{83eaK@bOo%*CMXYPA86hAmp`Wm
z)XJWBXms-H-CoU$^?7YG?@@Agjz8iavyZv|Iv3nAJ?-0B`d>*-dMe#Gp@*4fl856x
z$nlQoUl3ouxMISt1-?KjV}BVnbmuz=ZsW?zmm4ck!M>iT24^uQViXO9cLM(a?uOh|
zJH3y|_h9Rb_L#WqdJ@EO<7Q@1{D#TJ9O|35aYYp9IYB$17WOHa8k)L>a8T_HPHn26
zyE$*CxjyTt+`TC?&@KX+Wko%hZ|-4Mtp+THOhY<oZ8%hxW_5cIw=a2tlmRE5(QU8_
z8Vy5n`sE|E8A2uY6T@H4Kxb426f7X)AY*}RE9@9V{^m?T`|Cr9!b%bi^GrHkyz8V=
zzfroLb6e{RFzt|nNw|`>2DpQ{0Wt#*K}uXwb~A)4u3kf4pO3DTs=1%IxbJ9aLeqv!
zh8LW?HMF#8L@IX-Qt~!b@9Ca!zI8nD{pWVoaR=8ZU`~t{JL5^5K6<}&P<?gD6NsQ|
zAsw#l;i9#hj$?qiEAw7Y1=uXP_c23T5c32qFYM}u(#!of`TlLH6NtgrYmB0BDN}zk
zw??d{&>c2r_FkixPI6%S6Htvh@}jLuuZ0R+sL4Jy4ILbIha~e<2;2TRKIqlU_ay$Z
zy=25bE!3lI?BUujtevN42fx2SWD!9E`)Ev-CG#gFH|0Eq10_A)c>T_P6kYC785G>N
zt-9gX`k)Lk{HF^HApHd7Exn@#2Dr%n<h3{^wlQw#cp3Es{i7q?oNDG|&$yY_7ysE_
zk!o?%ah{{(-9MxCPS0?HCD*v%BP%>(d6JOQ@E9#%zIVU!;hP3oN_Rr{k=P4punx{#
zf-!6&zE0-A8+g^7gMFr*FBKej<L_|qPT*{v?t!i!9A`Z4kKCCwe4*YDqh73192fI|
zQ(rNv{;JkV(q-;!A(k8NF7@}?s+T-t;^v__<p_TXg}U?wh!OpMRR8K^=<cfy2ki=k
zSG(?VtA>|*au+7pJ={;Gn}`P4>g)DGW5<t@Q?31~8~7M~C`RA=)DO7-!%tBR{qxbN
zeLo=19NpRF=e%1sJ5r?QVWy}@Us{i8aNjdQ0l9J$4v=WV{d&i62#KMTd#w)5O{_7-
zhuOu)Se7A(X_3JL^;tdO+$J=;!xx$SWl@OnR_&M6*`?6+Nx!q{JhZk@CK-PwjLIrc
z5s>l|UXj!Ij3r!tbVLr4ZCbFo&302A?6Z$b#%4|3_X$icMm<ZqyBd!clfgYRC+Ygz
zC*+!bbh(^peXm$|J?)NmkoE#(J_k%_!w3uJyRiUXal|nDp)aU+3PTEhaV6V7`(PZL
z6o3lo-!l0;d!6Bz+}WH?a5YMkkWTNTb{ECtNng*huvr`a$H6j4`<5zc`ZuB688>DW
z?z~hQq<MFCMR7>^yDCun4Tp{Qj|83PHiYy=iwV&*ed!raNf+b9{|jE3+XFwf+0PZJ
zLSsQ5K$mW7zwcKHH-0q3Z;mV%<wi=}!?^CRt-iLR5)e1L#v6zYzb|G9S%9Qr1v|F~
zt2jv{39X-va-)C1)#Wb|3?6suXT)<!$df8ABxY81Z~frp+i2=e-`O~T7|vwf@BX6L
zqfb2g?SNo~e{ZF!gKOB$+|#s0=JP{7{kIN@XDYqi;#9Dl^;F{FX2ZQ2V0?|-{a0AS
zzkxuA^3&<5<ViSa54RfjsIKoga@#%M!|l#rS&F`^H0@+4gwE5xrJa5z+UScg&&MSa
z&85`${vLwg2r@wMuweYd@FaT0S-FVgJ6lRMpgs%9=(q>=va-8`pEz9-wz6JOXe6z<
zf$;Ss;+LZKMjYM<w5c41Q<yi2Ei9QcS&YUUWyaxl!_+Vmh&OgzPh3^5WXo(H7LDq?
z`PhxgeTH(Si<0@g_$dru%4d8Bg*d`hU0nC(yh!7#KQ5*TQitj3A8@G1$CH(`SMsD)
zc6Ur~yYLm&w24TX^gMz1q}CUCS)lslQS;jnnvUrGX}9QfFZe|hL;J{-#9NS%8+pCi
z_C*Lx!FxAq5SNdM%-sEZVQ*IBl;+gNbv}^|KeNYMf1j)Is?U4<xg7_gGGZniE|(FX
zt<%YM<WtI7-=La#th^y{1z+#O9DDh8y}qvjo^O=24;{)#qxMX^&A5C<`-5h<aEgAP
z`!1cYJHXI_tD(fGEG$p6R08*V&~SDAF~XG1mkXbrv7=qb9&-3<4$+<CjO#nLw|7)4
zAz-d%yxU(Z%v`WA%t8CvPZpScFc2l5NxbF}O{=Hdt*V>>6i(Y_T3>(uL_ZqXp58ug
zxqY`C@}^ye&g15P)WLWEj6pTfoI!eu6OnwF^yMvpyA@Pir_awfb2NwjQ2_Q8u9<L(
zULT`)C=cenkERb<?9p>eP|3ofD%~@QY#iR_$0t@N#{C`Gx;k)fs!7VOA7%%wi4$>1
zMnVc=vCL72ZW(Wj4Q%M<sx=W59}zn@AH)eY!aFH=;UhRWJGgc}%M-^Da4@EE&$#HR
z9>#Eg^H)G&>Q{(<#rbrmF83V1b<qCD9B1}qQnr{lI|^H#uLN&%{xfb!(Igy0t8u1b
zz0t<7@rUEi<R%Y>!$ISXPHA4WH<&{>2b<sDOpv?lYtKNY3-2e8H1ZFpPw!Ee=2hGa
zowlsMLJa+|Cmg%{ByMI#_hwwk!eD*Iw^2}!$hn44nRypj@aW(9OtE)03ZOy3UhUCE
z?`#9sHvcYW^1?`ym`NR*X)0;+-BRsu?%3Kgn1-<6(nrTWKFR7$NB{_0g$N+dZU7Qy
z3m@e^arj+*7Q5?}7t<3jJgVf`Ij$u~&*ji|%4i7`FRVBUsfR-GMy%Hk@>%y`<O%xG
zxGmSysHww;J08%#CmQL}h+mvhun;Ll;vo<74A^Roi!AP$7-5&XO8`kViqnN_yPe3a
zy$Ks`y<q58c;*fFCZk?I9sAu*SWBN3@M%d4&zvt?zYQfp*S@Kh=mc}b1v&MC+1J%9
zTI4T$-jBtX)nvkb9fI&A%LjbY7a<!1CKTX4zGIWsSy(=aGb(&ixFfU&-(TbTe%F{-
z8jq*1x4%%o6a^z24?B%Vur(PS3xQmRORuQ*<-_jIBR&a2!DCNx-m=Szw>+SgOlj9=
z;#PF}Me3r!8)!}*DF&7IOj67sn4y%($tSRxpG-rp`Xt{6qGS|5-gTPC<-;|xAJHY}
znRHJc@fXe4++A*tW>Ha{V)jn>cnAR48}%;W&s*#Kp1+gzHterDD0&^cM{Bs)!|#3l
z`7UyqISb&q?uL!uiiqd$KXd@{nrp^t*Mu^ge}8T55HV*y&A)uGm>(~tu>Beiv-@i+
z4c6L3vdz4iTkF(*etjIt-ClfRw5t}&ps<@gC<d3%)-FSV@%VF}9OaJ`A0oeT30bBD
zi>WzSo~{i0;ej;k16W%Wl5q#;E))Rcm?3}0N^G}yt@8E09U`LYS@DNv^vN?k`Qt#s
zVu=ZM5a;F#xw)l28*^rvv;2{rQv=jDc~XK${v;kIG7TAe6z4I5PSF#}Zf<^vTqV}Z
zD}wdSymu+;G9u!!pB-@6RUp$sV)W6;!kB*P*}MWx!;F}>2m1rX(ObK`ATFYi`7gt%
z158to;8b!!9S=xnlPePQ?4o_g(rr@L?!X4DvRRGsc1E91f?^YIZ6(Ma?2U&{iD$y2
zv9-@7+GEFn|0cxC=_BdD!6)yt^7#yKDVnc-*SR6$s8e@ZP|;5?)rccJP;&t^7GAhp
z!im0e)(y&#czx4>_yma~*9faQM$&49o|k?Ip|ygdJnUTZW{BqqA=T4rxXj&Jw@3Y#
z2J5n_-u1m_pHVLNH40XiAMaYvON*2YFflY1Jg6N{qHxr#XUg97J2%S`5pQalNot&z
z%5A>%C+o#N<)^|tld}9}wA`hu^XT11nyHUT<ZS+?uad72!ZAby(s+b|nR)AOgu0?8
zlFtow%13*<baPFCMoZl*-BsS|h~L5Or+KE~M=X|);%l-AJNPZ`G>qcnuTnQI2Mn}+
z#f+&B)C(_Eld0yZYf>ZBhrgd5gB`9#O-~D#Q~VH&IOiQOFSEv9otB0BX|4QQg_*gc
zL2XY|!l?(3=6Qs%-NbxZQg3>kFbb~Y)cpD0vzD!pwFgka>#%`WoMQrAeX?`!Z}y#4
zX0Gv&Ve}hVMxlJ`gll=WA9?NB@n_s=KdpeJEI?na%QJ4_fVts_b8x*p82f(qK(~8z
z$<ft9Qjgz}-dxn1oiD@rh(LT9MK>Z{emn0r^&Sz2FT*~{GoDUv!Re$>;&q0s+wfX-
zCH_S@gD+l52-z!0+LR_kj2Ci&EzmFHqAH%zWh-zY#eLEn&E)njH>IA}7;i&~&XHKj
zvtVlk-4UV(ji6*I2+q+lPWQh-ZpTM{)z<5<e=p>&Itnj3fM9;LZA?KVVOK`itMfV2
z(+|+_)M3Q?xk0*UWGPX91zV!?gy)IX9l{|F8N%;g>Mml7v6D_5{qL7YKUqsvEeqUw
zGRb|_CD(MM-U1gH@I!rdjOl_R7z-yA-R#HzLANby1T|7sc;_WQ@*jIL<E+Z6^*h^V
z#S9DVC7a)jiT8T7CsJNOE^Z%?>>4<L=qzds7)v3)om|b&zJXSSZW<&T_xIVsKzmTT
z5qXP)oOAch*bW~C8VAcyx>Nn?+PiSXwYGFzA=^EHa5z;a*&l?RQ;Vhf+V-^|@#wI0
z6K)hg{Y4xJ<ScHC5ZXjT=WXx5zC_(uM+lg)CuyMdFdqoX`t|HR9=df5a2IqD{>hRR
zPz2;!VZDEN&vc6x+c^n13tb}Oz%$48z{H0`$O(uwkkUNyW3gU)@iWjkRG1h(;F4Hk
zT*w{pqtsee82>0esU|EKxakF04f=K>a)!(B4GEa)WZdBq16G;@H9=+8hF2fHw=10k
ziU8@}15I@Jg@y}b+AaQtN{Yy*u0fST<0GOj4gW0<?@HuDqWY>)$#+Bxz<j%`2R#yZ
zcb3@QGv^*@`jIVIR}J28Anh`}9on9UOt*ft`A^PR9L%fr0Sb-`$XzYo_FQ)U0fx;G
zfv|vhjfSwh`cJt)oa2_3-I2{c9H{*~#joG?b0SbVyoeimp$|DBOkul|c5$@32MauU
zjWIDhXhfTS@?#&n6%MQ?IEe^nOq>@ErkKacAUrgbMXTqWiGR#4*<VgIb@Ph$7ve>8
zIK844?(d13(9?cN$jDWVyN%!>XDlCK2MZ_J{xGot?*HhzgQo_Jx^B|KYq%tFibMGO
z_Td)(JHeX-y&aqcuE00c@w-1+0wF>VNcWk+tJl*kZ(JxB8Dma^^$rs1)s|zvr*I7<
z$6$|=INNVmWUgO&?+*lO>-%&>oT<!^N!7BnkOrx0;CqVknx5ngzkH65vji;?60KL_
zL$_Z)7=!|Y^&5tB+q~>vG1wq{1+#g3JiSJ>b{%Klzk6((rwKd0t}|>pOf3CH`9q-i
z#EjcgKp{N?>~B!#V=}mSmyIAaWG3?gZsBVeTNC%EbW#1lP(kv|_1=!<{W9+76#b|t
ztIPw5FV~Z{REM(iK<&~ti%HMvBru*Vsb!9vajMmZwT`Xm9^5n02{II6-GO*wpeCb>
zOMqDYm>g){S^0dgKT-RjD;2($@}aOAPE0Vyl%ESp^EpAC=O;w<LDg4YG3U8EkN4;}
zkomq4mHyyO&N+UmnxfdpLuH%fd(XG;wt3EZDz(4VEY(RK03!fHVZ}Gw>kGQPz&*M=
z2z^)I4sQcGzcRE9v=6NEq<-&LNSLLRJuFPAv!~^ko^k1Ctk}*jCZ!_hqm&n(y;fUl
z?Wncbr<8ZEjIE~^bgC^YzT=wKd}x9#>UHV;E+{2BjsHHQRfh!~BuJ=M9k|+~DmXZL
z?~PVEBfV|<l-P{$_7CBLOiF$ZA>y&b3zhO$#+YBR;a!i7iT=Fg((DD&qxA<Kd;M$D
zU)T}#_VESpwKGZt)Spz)r|)f_YXZ&VX~OPd)B5sPE(!F??y0%>eOu!47qEguAoYj~
zJTv0MmYEM4m38}M*wW_rVEqD-h8e!9{McUt=AnAvPjE{NV5wizm;{?+FXYdb+7rMK
zZRzzc?^C?2=2bfmg|t!j^m8VvN;f4a=g`kQ`}+Fwr`H@_?lx{|2YT1E8q)f{p<n?~
ze2e>zA;C@zUe_avviHB3?wvW`mC{>U<+Miq`*-5&a$ta}qg{(x;=ns2F#%)_b#O9*
zo#j!X5`@Gh*Vk`5SyT%CeU_Qiscbd1UDYKi;N%>3F^Nwj1mAoy-C&hYueBhMc9O%x
zxulU)o*Yy}6*pdbPdh3esCbH0Kb&^7Z7I9f!wjG}jC9D7)R-`A7INdVF1KgFI->wS
z4dHo(V48+G2i;-|x~NG!?b^Gc7fGyWM2Mu_yRB{(wdg(c3-`z6E7kf<7Gr7iC0|qn
z7MBqDKCTpU1M+}8o2fYu-dSJ07RDFeC-7I9nB*_I$Ijr-q@5ir$7;4(I8hofvQJGs
zeC3*&q^{kKJ-~WiFdd&CIwe)-e*0|JOhp+vd%wHmqAy8~+I%~FaO~I@xoe8YqpY$o
zCf5xyb$L@Zh7Mc|8OljLluS6(p`LGtL54WANs;#}t-fS)Q#>EL#$xw)Yd+cjWftcs
zu@?~|M7i?OM`CD<M?h0uD%||~RKPZ+1D{93bU4ht?fH-Z@LI*j?T&fAHLFQls)Un_
z3X~k@9k;`X_C=!%yYVN#)gJk}uXekAEBCWyJ9LUZ)a962Q6h9c0+yGKX)LV8o1cf*
zJfz@B&hEdovG_K;F#Pw3NM6+v+IZL-3w<V));+DnVm~S$Pbb$>F)?KY?{kjBPd*$f
zFlu2w-w-kLR`-Tk`nl+EWQoq=dEz>9-@F$KS8qT@U9}h9m%vN6u4Wyoe+_}ZsGoce
z{Bt1ylfUO;NdE%VAdl%iAZV0(xCQr-VkVJ+-;a$LUcC9uxhPm8-EzwnTsdG*cJ?G{
z7{Gj-Oz(Ng17zaj=<w3i<Z(aWaDpf^^RkXaC=0+1%ymnd5#5+-e`)NEe31uW(eq=t
z|M}~PDwz4SgiVpw_=?4;Lz6lo#a1DN@$UHcTteEOM?1E9P<x}_d7v>48=z!9u?-~?
z1gRQ+nAZgU^JnyOslQ<Z`0bsvt>3NJ{ctGaAn8OY1!!wIj;ZSlTU%>kkM6*nEu#b-
zn&`i)n-Gj=GrN}ga!1!_pX7%)#Or#ma_2Zg&T_xF%rWb(5AijG!qdI@dz2_#g}8X#
zyeVZl!0|^dnc+xKgIkltgA>e#o0}6Ib7Eid6ckkd;X^K>hZ{1()h&V!`FNJ3&$_`t
zhkW^EHtD^n9bPn*3o=y4C9{8j`#6pw=b((F0|2zpoEi7ZyfI*$b580uu}<wB-^BK<
zrw{zi>hOP=o#OrMtT@`=QuA`^f5Y%Q^~1021-_;Aq3rKXa*VIbRptDETR@_?oQu?#
z!psaUY3KuYYV*et!L{x)4lWQ>9py^Yc$pF^koxFWN}8c(7mur}MyO~I<xVL;b^Vds
z1r?Kf_XBfI&ph>`O_&G0Q<g=y5$)CfufYn3vW0*fQ<mwM3x1rn3H^o8=7=8AF7(yU
zi~RMC{?ox5B{JvZJ*w)%B3h}wuT@$euKxSu%h(!agN6;k;c|uEZz7&}7jyer3=T6G
z9@_b+gIflCWZhE}N>CuLFI|zR+?cu)VpTt?nzQQ4E_#)RTgtw40#|YQ(sC^WC028}
zW~+j=CnpkLz?<-H(s=Ss;_2*25BBpF(=4HKsFZv7gFz5JuYGs828Y5MqP>u8w5ktq
z<k;@sbY?`c_P~Qfrsg8dNS>}+SOIsG_8&+Mh~MRCm?<77V^m^Mq;(OLc@Rj=^x#+O
zdc5E&Cr6%Z6x`(kob=CMZacH3VTd`R+GEIzkl(w*W${O(*N2zHqlYk3Py5Th0>;0s
zzAu6ilqY(&M{a4JHb04XT12LWb0B~rkKe109u4n_WUXKi$2ER*jswu8xj<Fc6+>D)
z?9&3<t3zwEhA`{^yC|A_`m%<@&+@tM!rvuVW8nv|kSM$IzUg#k+UmA3Y|^37pCN+H
zx1+6rJ)W{2@yVP-PzM7crvX2oR6%>w7T&@_KA8*rc3ktp9L2;lvKT=3Y7tneQKzaF
zA&so-hf9s|%G1bq!EcHrHZ(j0p~{#sefLB{T+lmq9H=?4XguBn#|t)*Jis&Bsml44
z9#LWSci{~M4bPUYcGm?QH}yJ?-O|<)TkS8ODR?nrC;+jop}F58#Z9W9x?E<9*bZ!I
z@|4N|1*|mn`?N}y_2%>7!c0eV&v6k5zixDmYb~6;ScTQ?2&Y#yDROQXCT#+DE8&Dv
z<;`-TquY+p^WIqS_-!Nkk<!IsV3De{%cf^9Omxk6tm0LaZco!WMzcD{(g6N7cJ!aV
z7*{Vm{5%I&Zt`$NBX^&ja@$YN-gV{&d@rtgcec>&xhsFjDFIT6=Bhb4!z7pbPpnWZ
zkF&Vfb1<U>2LeFUtIEJW2W!HMRU8B(K%70|bR5eg&}|afG+yZao#&fCvT`$nUCG(l
z4J}XH2G;AxP~U@CI{WYNIKPX+Ml;d1?i%LHm%GKNK$C+Y&-a2=ZjE9Gp74dn7DxM1
z$Gj)ux#^C7WQK!ET@iONzvpM%tK}C=)C{YX+ZpG;F)Pc*m4f0aD-B|QJQh!XA&m#0
zd}+`4;(0HU8>Su#L8;ttq_f=OuI-8;T~BiFkK#^WHuNn%8_r9Gz!!=krZjTjdv!uJ
zBE2{=?UuYR_kKTtOohhU(R*C;x|`1VoJ9|=wR>gi8t@$Fx;JjZJy&oFU9KgzmNQMh
z$0M6;N8%-(J>%L$<J`2I07Z22eaSxBvfmkoip?`Z;EeXai}Ck5%b(0E+k%%qMOv<)
z_~vp+em~D27dMP1oZj3=%ny02=k@%8;eLKzyzl*ekx$+8=CR@7jF96!{YB!(kLsSj
zR*t+LrsVW&-tK-b&hLYson3!-7|JM>WQ$C1S@t9tU@hg_Cl3-98)G7F(QdDkdE94D
zZXN*qME9TlPhm4ob5*s+s9M&Pc_$L_Ua-Y+MkE>Ujv{U*&&bYVRH-Q!)(cbThvU{D
zR_Jq#X|ooz;*?4_r~lsRnVR;~*&xRD;KR3Rt)FJBBeqIAmeg8(VfFs(^$BHas>*I|
zzvlIc<>Z&ze${thOxE$V`{uZRx|T2(x7kwzJYPP>9XVPD<dEzgE<_yh)+|Ecb$Q)%
z{2+`BrY|ovuCnV+gX)}tpX&qpY2}kFqt)WC#|BYCY@Vt>`8C4*K~qmRjdmY+bm4<x
zloOgMJg+gE@V7Fv9mAgR?IR9PE9-4R1IukBr?q{CuTSaS`BADxJ;CDpx{Ky(kvqcv
zdqi?^`MK?O=igD1$oe1uU+iV})S-9VoZm+RyQE!lXCefbzU&cCl_$h?4Le`ga+<y7
z&Ugo>CZ}}2?!|rj8Ia=o-FSQpJ`M9ewd+s`-+2;qU)ATyvGxyg$V`-sax73+fEzLh
zp_+`2FCwT)VjYEJ1H0XET3;cW?X2j)`ULa1byY3_VxFcD?u3W@+6ao3#zrqc>KfwB
zWj{iDM&PH8OPPM<rB7CZbU1$w;}90er<y-g;@q1q0!@8R4)6T|#cem{*-8tDUwikj
z8?HE(eFRLaaC19Lit(p!5Y=DoixgZnpgo4Uq|5Gea3qr*MFLUP-vjFN{wl-kbPG16
z|Dm+%BpIyn{IJ}`KlyiJ%;GN;@6+tCp+#cbYv43Jl;)#79#x=Y#`DSswkMi<_A3s*
zDc}#Sua-S@b6Qny_(Y>lwv*rUF5*QpA41ard1S$CfGpIDtLo*(RPdwxwlDk=otEB@
z2<{ZGVv-L}Vmw0>Lq;RvOgnvNTr^<|)0+HHnRIZ+9RJEUv6StW+!HUV?;}crxt`x=
zPFVeV^;tfv!v$Y43=ll2UDH-I#)P6(V=tTd8Y?7=DEy9nNlxz-;<j-X+OIr2!_52U
zuX;p>-uNA7Y+xAYx4T|50Fvp&jCs5gGAo46Z2~R){TTvjPz%a2?W7lifrd82tJjSN
zZRKXsAU?dauO2bQp;~eOI3bwOq$R%<^P89;0Z$<dZe{#szZVlma|*<oRFvVlo*s_~
zc!SF2@$e^aufxcrpSk<Wi={<#i&BdeGu4A%F4a2@O&8i=4}N#^d=8BnVE^ZvTOF88
z-_$&omN~uYf-K&tZ1>_$JG__bc4#(mO482_`ks$R(mQ9%csiqb!c8XneSr#wj($tb
z_w@)<DFU7ay;&(0*jQ%N`6KfXmNlxQ4RS{y5qfd3U>YGVIRh{l?M_wplJQ;kWzStV
zEQe-mI=FeUi?>sDjgO~tgg-~}UPw&<fw$*TR$tbei)E*3823VlvM@`j1p>76m#&?1
zv0i*@|KXnrMZJ2?@2hR|*S|*K!&3A^9Gz>FeOM677~xi$gs@{V6a)DLdAS#V4*A2I
zt(x8RjK9Q~k#_yHQ`^)Y)<p(&5exd5c+u~WPClbey|N?GMFnT0!TG_bSwcjZ^a>ex
zQj2{e{eaWdcX8v$AHShJ^pKj#!&xU2rJUE1^Nn2l%oM{Xa+PZCUt{dR(0ovd&w4f)
zRJlnvGQ-oL7q=HU6vg3Ol0zhx>WxPq4VthoE^TuKr*Bvz_(`uzcDIORmui<)AoQR@
zh!K^&RL}<(usl#+ZR1`qk(cjYB-89nQcu4CRcqx77+QH^RyPp1Z-H%1vmsB32woD3
z)=H?w?S10nBH&krU$Qd&5yOIGwDMNM7+pU{%*{(HA=zp-JDod-JLzGK5Z?B9$WBUr
zB;+C7#$&0uWxM|g*_Q+L@dV>ebuU<Hdp&`%krNYn{;wUcX!0ITT>g<!DxLvaF<NA5
zRFOIgV_=;f+$qsf?UmH~Z9o*pRiX4Tbpp)#K)po~tXHW|Ok1+0dHY6AKo#m(qgS}W
zFDmbp7iufQ<?z%q?a)`63dnixN6P*NsIp$hJ`EbRgzG}(Y5x8MK6jr~p-Yw@S>SvX
z8!quxf>6T_LYI6SVHZ1_r|M#?AQI^0f$Xr~rbxj7G_D^6&7H1;W;RH4ZoZ$Vgk_5F
zxrfGxun{c{^%iNXv?IDjkE++`e0~dRux~}i=I$rmS>@G)SM>uUrh`{yy5wV<fQIU0
z5jkzH6)-RHuukbFkyPo|N-OuE&U*{}qIf<|{qAr;F=9*Y>%bjyd&CKpcK39_W$|+l
z6`-YX95OcOL#SHp-oTi>yf4QHyY2Yy5M})SGMzVkA5FV&pP%iwjmqL4f)lD5mzAXU
zT$j4N<@rbOP8E}naymi?I!h!pS-A7#tR!trSVcN7c0;vUXYRaCWgMnaUmvcGXw|-U
ztXca02K*)qRvGaBee+@l*tYQJKjT?b-DH#GJt^?Key1FYBYd1eD&4~?vA45FyYC=m
zVL?v%{+4ZgGSYPFlxMEdO?B3Z#0hWmh*`sn2-s;Vh_yN2QslQWD#ZnPPrkmuh0X6{
z`xbsD09v)Vtw&`%H@vPoF}>S$lx;obAoFFk%Ii+O$rLnO-5cb!>0tOhwRyqu`^<}E
z{wUK;da=_uSch+b&bQBD3<30{wdufJw<gy%oH3tW^V)Ysb?v`CeW_m=7JeZA<9+ab
z;z)9<+xoVzM8=`dA@*C^fOav`BI#)vXQCeLANe@7_xKqf*a6d6Z-R005V-g}O21nl
zJPd(BKJNaB{QNNN$=@4oXluNE?tEhG`PI;s$Hp{78ErIb%l;wtr^mU}Q!In^Th0ZH
ziF=RzRq*m&b5U4l0G-`Qb><LoBb(-Fu{CPVVDc|_reB0_2z_(w3H^X2U$+9=H8`bc
z1ksj<N63wnJHOxB16_04$6jX=?vK+~--q(<C!sn|?|3dbuwZ}qPtCgXUnRefBdTQN
zOfWCB27lyDDg&Y-2j=3wStt<w4|lo`w`dSq$~sU;`Wd?_29gU<RP)z9Wxbj{AL9tC
zU4T)_+|w^<qR_Pfg7&>q6o}(>L7{4v{ow<x`u0!-w#J*ch;Q5F8$+7ChG`tRPlO@V
z_4j5<me{}1Uw~npa-Nsz6;gYp+^7Nok?ZC4?$V;J^<20g1~0vd{!NpH3;1{BJ`&D{
z5K?DiU_Dl$UE}pU2}0^V5=*_0wz_&Lkx+NzEVw@oTh(Nba<j0@45GwLb2^<5kJ51O
z^5R4!!7hVQyTkEb_YCoyyZv-n?*_SjIaNb-U7Omgf*k$5IZ}>&fb;0~^Ses#1N5m)
zc|&#~1c~tRGM=?~_H}1CszU21?~`Tv@&x88lqNs5u=c0?wa0MaCT_t6`{}mV<{m+`
z47e}9%VQpjW44sd)<3<J>E4c@`Tepg`7<C-$vZN_rUt?0S%Yse=3cgX#RKXjTF67#
z67(i}9UJ`|+1E{A@Y@*%pPp77Lw1d}xW|5eJr5Y(wN)KuR~nWvrX}YQ&VUjhTNTdt
zIfraM5&FZ?p3+s*{c&yg`FXjWaY_*|knd~Om|XBblg@31zN`srK}tdin*Jbmsj>UI
z*Mr)+!N7#?^nx6JBWeuD6Nh$@rfTiyD_DOQrv6+4nXE&&gVz2nfi1<nn(nPT-ezEb
ziH+Iie1aR}&>%wsCRqQwluR3+;I*~!<UIT^&Omg&S6CxGY}OL>^ygaQ=9XU6UHKe9
z)m-NEuKHixc-2-r$m)k4Uc>Kqp!|FPt~xURB13=}r-(wu(LUjgGP_1jl?T4R3@T6@
ztP9%i!skDsIOSg`iT6?rzc%Lf*`TASbm#aEl+wT)Omn>!zme<X+!EMRCggA8gI{NV
zotkpZ=QFL+Ad<GBG0BR2>}orG-Nxm*lk4F`U#|5E1;xb-(!nneSw+3d!XXRW@LX5P
z52t&N)!e)hiu^!Fy58+(!6u3$-}JDYKaY*kagBi-lHxs>P6d5)ILXv_#0dB`aMZ}J
zKAV~YP|tvsG7_dvnoQ63QL-Zbtx_o8Zvkzjd0hH-`&BSQuHn!4aO>rOcAIp8a!AKr
zK|S9)%l=}Fuuk{!D(M~l>PPWJPm=pPwdMs^clHjOUwzB>`-5blq&G;}Wu3NfL9x%9
zaXfsiagTN^PyodE^DJtc&E=q53VV7eJCf==MJ-iJoWSvC!ei7n);Gy3j}NcE-=xP7
zN$tAr`S~GL2T1dJ)i2~8fmlI$y+i%7yT?;fC9GIpZ-?NgZ6`d-K!q_i`SWZnrikym
zN{(MA=9FjEJ(dgasbJ)IieJ0h%R~vS(JU%Nayom|-tB~8LE(tk3HCJ-1k5j5`e2+h
z-Sto^cpX#2siEDw7zlF3J>AQgIpiP0VO6QvPB&)jw7hnq?s0V)!?eEh7%^3+B7f{r
zxEV1n*rLxj(;r8pbGCZcZeeNI3Z<*rDbQUg;>Z`8l-Fet-N+-G;)Po5o$6>WTCp<=
zx-Y``Kas_|H`$YnsNPvb^{6gfDZtN<aYlDe%+N<D1d&(<XZ@z--k!ge7~C@Kg*VHQ
zHnM8l2a63`FbZ=-;qAJQ;}27}nAQ;bd5bTmH35)L@`R+^_I2}`woDzCeCdzG>Q0PL
zV-Q8+{x4~IZQx&KYv0tn2u{{zcinU0^x{`u)2w5bekJSpLB|qhW`ll52W<E1Q(rgP
z`(eE{x+=C`X1~miVPj+3AsG=><ts{OcS(LxD7{l`_*1h(Yz20~6N%oJ8V4t44&ia3
zzTx3y`i!=F=5h+|eXIKf>hU#t%84kO?&bZx+PmLWspeBG+I{M9dHyTk%J+-D($Mc3
zZ9fIRj^bv_m(=A1m<(yOdp3_+)6RucWLKX9L=xY~US!1goL#-D#$npE(5ixWb2l-S
zTOl7SyS^de(j&?f>@egr^RWscOT6RGUPwM>cvmmh{F$O&IHsy%LM@W@&mn){dvvj5
zob&zN@)^VI4U>$b?d=;oF#FI08S8j`AE$D5O67s%cNy}kQT+xZe;(|zXg)ZJz2Gs%
zhDOCF1#>=Z77Gl^07>dlV9d=r4>Ou$e;<!7qp<u$X?E?ZS7txY+h{-R->y`{mY|O7
zbQ}neQqy?4-+kFSN!1(69RGJ=R^HZ}Pc6MyX2Ve197J_m1<+_87ttI1!O-&k`z&dN
zM$d%*8t-^#-nD(!?<0A(FJ?HLv-5C&p9`|P5!SbpjC)SKX@CFdD*sCht9n0f5c=(k
z9>2upJl<BoT)A@2;D)KrTlWI^##`3N`mFPYEj?=hP*0s@BRsr8#a5@=>)dEl*}m?a
zo0svj9clf7I|GayGu1a=_c?s>>Q-EWoJNsZ!fa_q=n;!rul7x@pD^0F?S<dW{aSRS
z3lhZ`;32~}kYuyRJ3iDgk?kK)g?`Mx#ijkx%K5bP)~U@7&04&6s+?5h0rwlMJ-k=h
zHz<J4uZUZ6D^BO93Ou{j;b=_Q$$Qk|_UUW(1G3Ud_v{Cv!Pl2fW0#Ddn-y6SAR%1}
z$XsSYWwfA);cg$R52U2>u*G~f1aRf!bBZo9%S5V+pPRGrO}^na4E$BAe=ex)DcxZ}
z+3|6|g6lme>!{ub>IZV#kw_R+_vcfcdZ_HwXcb+btpd;KwLf6e$uu75u?yo9shRl(
zsPBks-8%XsSP+w(1n^Yqp`FWD0gV%^aHnG0j6Hcz3fZ8|nz}E%v-B6WInlT4fP=#l
zqj_kl`iY8-G01Sdl)k&Z&vxhFRMMuhH!PEeJu7YxIOuf?a`A`cQo=Pg9X%4GY;
z=3XXp$l^dT3|xn$#s18iMC@IHq@nH4oBCa=YWEpnt##^xcLiY{KCBU*G=*z4F2e_y
z_rb`k_wABp5dAz-DnS+~0({(UlU+u96XF}m!s%K+R8Sp%_f^f#nLRq<+0Ehm*)L9w
zIavzn2-*3G4$E!IG#^`RA8AK+TtyY1680aMx{h{n|4aoc2CVga|H4S~{Cni!DN!uk
z_Obtll6q3|Uw<9~@W+!NxarBL$9B0OXY29PZorox{2>6oqR3T{{r}48-Ot}Rr1-D_
zF!+mon1gqxG$ZOfakbd%H?38OQN#hC-LC`t^*+Vnc?dL>7`gDk2~<*=UtRd5=2h|h
zQodYVBvqV`sYqZ#{Z>TpF0knMp?MP2o4?h^QKug`Hz@NhsSbFGq$jFvJS~0^=d8W@
z0q#<!vHLLe`U6{b`wUPc0Qtr*<9Dsm+79Ks>o!L4?HkPxO|ZMHksH$7K$l#2*D(Yy
z_bWqe{jL?he4Zs|1Y2pc_+pYsB<e#4B);bMbR*rfrx`1t)qcxWd~-kG0NT<z0R%VW
zlh5v<^`u}3uTQO0RQgFn17Y^F<xAp2pRt%6iHPIVaV8LZ?wo<_IlX(_D({@c;C}Ot
z-_q&z<cM$^;8@FSwqaf+|H##|9LA(x*IEAI-o^LztC01<T%17<e@$MY*1Hr88X&?%
zR^Qus7|!s2_lx}tZXX_8LdRm*<`Z4ZRQwdhs^_=g^}XgxOcZaP?8O{A!e}>Grw5xT
z25#u@ct0cth9m~77R*`vS)pm=1A(FZC9YeS2Z$IY?>91lm-PuCHRcH>9^0?$&6r0>
zm+p#16FAO#JJ7*PV`NC?LqL8BHTC6wNX*k@osBJp&y*gHP;_lHFZb8!S|c6-4w%WT
zn-ujQ_Cd|%_-c+@xrcz^cuSfGzVFBaoWA6w9eDK_w0V%(p4Hfj*Y^`0%KHhB{S5Gy
zL`sM9XJPC~ocQzg`)<W^`=J_dv>p(!xq4Z|BE-<tD-YFi5?%PW&uNf&%S$O^v=TVs
z4yp+%x(~eIKM~sDr@7yqkmoz<-tVXB=ExY<E$lWG{cTH^pl~0l?BQH%=jkgXmFKyh
z>KJVyZZU=@zp&p|tpZT&;9z$YJR;1}Kai8YzE20|YDrvvr)G2CSiX|T1>T}S`vnV^
z^XeQs+zv4uRU(OXD?GlH+!exx`(a)u@TOFEyi3=Xx)x46OtmRD)Ln-=dR8b>@q-^e
zS-;|$`|L!Tot#IbTh*3s9Cp^Hki${~bte*QvP|EjJf4iBc-m`?(;$OaCzss2J@Y9$
zgDUxA+T-lLerR6t2gkj#W<n*Xe8S}8?4LEhYQ!@Po>&5%#pydAOQ$1uFMaNt1$)e`
z{TkxDQn~DSUsjIU{hezBtbwQ>qDplgn4MK0&zD(GkD6V_Ox|?g(b*zF#3aR`AIH;l
z5+;}3SBna<fK3;&_68oW-s$H4yRRhbs1i%-e)1Xs{I{Tg<PqD<ptwf`)r#`XzaCJP
zsZD4N``}ccK9~AVPa0uMs17X6@tvvoO)DJ3Mca6aT?tpSu4>*!=}ix~BQa+WJ-kN`
z3jIcXXNgBj3dn2RqhTY+1a5M+RoQ;oig@K|l}cf)ib2r9WNQw~SM7c!`{#NbAwmwB
ztu1WHIIO!*`b^qnEUdHGSL_xGdu{*X8fFjWQ7^>VmS98j)C2Z(Ab@MQ$R4-X042RS
z6LMPd^LQ6jNP8*p5<jnZ0=9W<mXv`r+as%=gmtyDj(b|r8%MD^+)=Gp4NQNSJRq4n
zfq5B7C;&AdBL{iR{w)82E1{=S%{EBw6DUjI$!)dgl(wh<C=7dSbe(B1Ya#$N#Or*Q
zocA<^Ie77gZ&Z(+*ki9_5VEGrhk*xX=oVFpcC7jEc6xx^f7~lyK|GpmemB-BNVh%i
ztxau5!Npl56cpji#r6?;BUeWsz-_0#zde0JI`mpKxJAPP#L34~6lWwt2SEO+%BT~C
zyC`<N->*k^Z2^`NxlJ#G*!J(drz2@^m9Q(U2UilQD2>I-aDEj`{Zl>TDfkBUQrRGa
zB#Jv7qmE5+$OdeY91u7c)qNi6QZshcw%Y?yA6gf!TTTdXGBJ8LuV)o~OGs32*)3U9
zDm>rWabg&ULv$;^6)2r?UVo8V=jAnIAoT6iwBIj*JqO2An(}>!Z}~zQr}K#oXD!M1
zh)19ks0C78T+mj2t2iYO!#zr&{w7{K_WKig^r36DSm~{*7bNcK_Fi?zdz%<1Do>`)
z?OQYEzMoxG_SbU_TIJ)&lahS#q-c4&FjJ04rC;w5@O<H2x<5QSu`y3`lDRoNH5T9B
z;@OqE68M4ay}#6(nn3pRK=zjUGnUR8`o*OHtjYoW>fj$mXSSrMwnfn|B7z=#R0LE6
zkzQU1P(=D3k+090Pbbc;6E~_V74}|h&M_besd(&fw=~fPE(}w;pJA)-u%El%Zk9ow
zhz1W(GEl*YdIUjx=Y+|v?)6)=-9%vG5L9Vf=0AwFFP<ts+&*>Rw_EnrPnHnlI0dGY
z1QZeJsYc><?SXD$y6c8RaC)H5KT-!wgi8U>$D{>782<T+51zM0(M|4p<<TKlnAPo@
z^pT@e<Rl$*hPGW4Fh1NH-v^t$V5RfyL|$<OW<-2gT21n%g)a|wdbGnvxN5&J$<Wsm
z%cRe;^X2>b`wVTTkIBuw)7Le$SU^<f|E*H>i3S`%JWs<Y73M?Ps|zVz8h(~Kk4yu}
zg(sr5`vKhV0TWuC9px#rUr#Y3=DkfAEjM5H&?SCer&v1(H~Ds&+qgYlg19VYeA?^O
zXZIHdT+5lgZ1Qo1KTt>cf0Le4csV}KK|r|e{rjCY)c2{q971@(5978ckB7*;8z3D_
z=j)|wBAh<TSloE!finJ!dEdl|I#c(XJes&Q`^@R}YQrid+r<A`Y;hgi{5_5yn}25t
zY-oROs)r_iSl-L$wvo1WwrO9}jlw%T>~Mr}4UfQE#q2Coq)b!8#N+VYPxq+};EPQ@
zJFIv#w`YB&!VtF<d?#G%!ET74I}`2CckxYkC>%?K%TI3jH}3z+`JASf)nbSKJkTW+
z0e}JdJbaB)-7BHO@6cqKZjShR{rdBbot5276Mo)~XAX<_c^L+tCD#{bXuMLkJ5MRg
zxK>CDcegeZO70fE+txd9%+XR+peK1RS%8qhAIi^%<ZGs}hv2>jZ54T|x@0%D#s$Z3
z$i$j-@A~Cqr3h5IkL2y-sH6J4UBU5xH8x_Kjmu!}Yn}k)dbuZ$EeBy3`+<y&`Sl=9
z6LedOAM^3RW1q_q(<Hr=YMpV;-r~#bb>+Aq)U!KEd#7q)D{cC__R<>qI_w{6Du?s5
zAn($DKd<BPk*sLCV&S-;TT!Wp&*@X@^Kv=mp}rwJtC_)VAKdP8;82eI)XgQSl9BmB
z2XqQ|edObyyo*O^S9nU7ez`?$qk4Xc3l4uaJ~E7Zcw6F#ky_LGl#w^ab3sQ2_u6s>
zrQcYA%4Cl!AOCv6J*o$vcKjd`Y2xT649-X!Gz5p_uFn=cOpRB7K_*v*W9|H7q1D|d
zQUcT=WP<*n|HW;;of~y}|JlE(GmSl<Q!b5Qkc)BVKQe01sx^@!;gD|2lP(=QL;J(5
z9qb;KmZ58M?mdvduky?+0`NNPRlkU)QO^d4mr3mPZ-4Ugn&J}WjpWRAmm*+t5NrB<
zy`sD{PL(Nma#YJO6swbb6TW^y+F)>I>f_U}Sx&($J=)F|jW7eF07Y-GP>QeN`xYoQ
z2M8rkY#O`6DRMjn)J|}`uOR+%!v+jvSeUjja>w45R1ZUcf_uB>g;sAGVJWf%WQJUZ
zW_KgWA6IN#M4U8l;s3$eVA#2uFn}tf`TDu0Tfm!(j7}rGotT0?y`rd-2rMXXeSwZ|
znz@CMaU67nnppwN6Q;a=<3*0~alye~d8y_1#V8?Bc1a}%z={j;d`*6jQNO(!i{bd_
z!`|<Y{yH7jE!^KDHrqyIr31*I`KNPrs=0nmasIBf#e{B!2j>x1aWxvO^Zoaun0a?5
zzBPrMcf7&Pmz~WG9Ve<lgTNe9uVpi~@H=Joc)-Zj>|8IWY^VT>f1fwtWjv77z}-Zm
z=5$~DS|k#%)xp-&=E!cM9e+l)0K6%E8PBB48?o5~qbDShY@gHOtenSR%Kmo5=>eX6
zE7n4c&Kh8*Ic-j<uoq+E`^>wdu86Is(l;hoJm&WLPUTUkdW5EVqZP)9;Lp44VZV!I
z9ErDXvp!jRuif)Y|BgFyNLbTa_}+zM8I2jI?&zFD{kFgq0qi+n+uiKS9sE-Di7YZZ
z?e;5-e4}8)!nsggG}%)N{Tc!}Y+8=*kQZj(e}?C)0($`n07}DB&U&cRhL_-PDRv(a
zebS_`gq@(%M;K}lU7m)a#usU7aHnApwg*AYjX%7O%a_gToKr&wXkhl#@JWsXQ2yeL
zZ(Sj!Ag<}_iyyRrfUc-&^!Q^AR0<Es(v}Be8TO&K$q%2}SBZR?!r9|05k4JjaX-x#
zIiKJq)?B5(uT>=v1{k^Lci`xX18&o&0GkRWhU7N14Q#-VVp_q^wRS~<U0HEcu_|Kl
z)(CvQ!TdaEsiWV7@GtAbZD*iZZBezDLD$Df8bCo!numoaCJU3Csw<BU#P`_%pqo)v
z(=aUy)kO&kV<InRw*nwjkJEo@yGOH(jsO@w*QfPEJ9~&tHSC-RMXy!WIwaW)&t4<B
zFNkPGSk&&!>5+(P=ObO%%|eoK&u@EhNl{br-{-BpXyF673Z2ul11;`%A>e|Ye#&q<
zT|d_Ws#WrJ`^V_fOc3ii_*Wm`Vy4i3o<bUH3|tNt{#gy%cX?ec%DT))$&9i2L;x=7
z%AyLz`e#C3k9KgfiNm~q<YWAJ@pB!BU$$5AZJ;{~*05MaJmb3LKl2pjhsCLkK@CKl
zr9)_Ut_20#4(0pV>y|0noXhPQyyAlIV#?6J$YccNiwoiSNU3AFp)*kS3CMPrnsu@7
zDu1W5E4znJed)94!KS~8H@C4-m}LJto0Cy5kZj-)AgB}6aD0H*tokn4x}aHS<<EDm
zNby*>xn#;!%59*+_{&GrGaK#akr`tSEX={}?r59L#{M$Bci;P%p5`#sAe{Cvyuo!?
zqbUylQ$<cS!_HkTOq%wxzVh7;!>JS5p^blE#1uk<>|$EzFcpGc&Ka<F?9n8#P29I1
zi&tOrX_T_-f%s^{v$j8dM<(9mdGW(Q<u=eaG-?f@vq(N)l^P!DOwYgxx_S#yjdRbQ
z+|q!_MiFv+`f#NZ3*8~ZWRaFqdl=3tXit0QLf4}v>`xpf^_OTX+ujk)3khi1C(pOC
z20ftMP8!E&B$zzVdEUGBBVM2K9MhA{jQjNLOVj?jc9HtoJxdks=po0!q8&H>)a$B8
zF}HaQuFF*1JDa_0r*^KLG3pT638sD4Hq)t5o~srRk{;Z(W?fe?gi=)*)x35y#^|0j
z;Ibw7x#YE{l<gD*pO5j)38jA^-wr>Ln&GyR4HqR~6jSHWdKHbLggWd9<<tK^homwY
z#X$T}zMD2ul}gJ`zZCib;XOb2sv}IJ+tKS~L1lm@bT??xY%;2|490zO$%FSvnSakc
z>F?Et);vPM5>|}TB7?sZjLkfcw}wdmBY4}B?+_`18$3i0Bn*|VI6hB<bh%{a?zRv$
zuo;Z79qqyX;`4z%o0H!lr8%--z9nzRU5#(c5mVf1*Y*^A553dg>nsB?v%fBa{QdoA
z8%?L`;J`n-yLy;wOWd<Z1eh?svMh*Yx<%yIZ(vDe*=)CGRIAD?m^Y7$4$BI2fTHOz
z%h{(<V~X+&=C`zuJ^Wa|UvjvAgrd2VST>?-99Qp1nAA}SOB>o-)hpI2+&C4rl~bh{
zKNeVC4OiYcUz77EzE2VpZ8a?n%Ep)H^!pA3e60yx_Bl$0UPHWcs*JAi{T|@RMdc&>
zHc30Ss$gXJDPy@p%ojw*uJxzRKHMg%5%V?PU;ohr5#gll6*TLTd4{4xH&(2r6~8{u
zVF-`ahAXo@-1JW>q4ff6EqUzR*Q96DGB$C!U)0He)#H6yV&X6>+rByjp>;c>0*U6<
z<{IA=c53RbF(ZAgT*IP;cXQZ9s1_bvaBA!Ae(5f^SXP*rnvnt|O<onA;q)#r%fZX%
zHGY5RW2wcqQg6}mdl^agFl+vyyPoFq>Aa^4|3U80>w?RfGxqaiFLO}zK=?K3&U~pD
z0~V*um3@2s7F76n#~org2Ul0#)W>ZucAC?0;W~`_-gyA-LzY#k7IJkwK}EuQ`}PZ?
znznbp^R6J$cYocln}5TQqnqYemxd4aKCvjE?h*6;T4%}nXE-u*>`~s$qLbRe-RSgG
z1ON(my^*F)WL<-xMC7Z{M!O)kWjE^9y?PATP?lEGEZ0eL{8_prxlF#D>-~FD6gey;
zF{s}_*1388oZtE7C==LHU4WZBx54$(pdzBm!OO;p1$4ZI^>g<!f7bCgy6G7kDF5w8
zx<lK0nV%TV#h3SjJm?qlhu3c0S;Q&NC=VR)>`L9Nh~8#zSh(%Z!o{p2CHXxJVfMoH
zem65)c!jI^8}Jt37)@e3@_qt2PDuN+9HMLb+noA`qtbVts)?5_O__xiMSWC=S09HO
zn^f`t-&2)d%(W)x;e+3tx1i#j2Hx@(#4vb009f|eUC)RNx*@ME<M1rmpx)X4q=is4
zje}T}T07^ty;!-#9v<x!j*}af#%SJ)xF*K=O2X|MPbqLj#@d2Z5`*AWx$4?3MC|<4
zu^c;#55gyYCp*}Cf$KR2yd!76p){7!><AoQgP|^ht!kG4X5R9TfOEnLKkj{$Gg`9@
zAx_BUte`?`UC}yw`ra=aTV}!=l~eBlvoj0pQlBNXotUS7bUrq3R_eBUK*(wN`n_&c
z^B_rwM8i4>9jnLK1M_W>!1$elmL(NNh?(O2ddri;5K{3FEX-Zt^D<jJGoPtXnOAD}
z)<Leml^UMEOT6KO`V%CS**oe==+ou*a*!6!&(BHU&tJ4C9qB!z?JPZD1jqbvzhcU}
zE}+8AG92F08q*b6Z1RCU(!1`-^5@3|!)K{^=JgBrRT`@U^K3U8uZ1ReUY0Sn&TqOW
zZo}S9R<5`_pHXn)Ge?RI%{5eJBafFSP|jCR$Kw6fSv_{dbkMB=w}GvXVMmXLXmAm*
zEP=b+<(A%RFd4(Nl}g^=Fj9t8|KI=BtLTB{^%e-UkUjnR*?}q>i`w;GBLT}Dc`Rn8
z6BT>~*7EZO*sB9&Ei8fA5c02WQ44K>Ez9L+p_ePaVw*1bT*trE{w*E}J&v&UbEl?&
zKO~MSMOZ0k28mbf2KMbT;Nu(7iQao|)H*zzG?fF1p8V^!djsDF+%9dxBdk;6+%G!n
zJmNo?KYIRlx7AE<yX*_?+r$3&9|XcH6mr=FHKJX~DmDN5{Z7RFdCu9#j{D}i>G#+g
zG41Dv#K_U37Z$yJNAZviJD1wOtH;Ea7gi!Io{F>a;*oh=b{-xRE!p2Qje6dx9b87A
z?IZ8TfcSDmtKW(00{T|p_AO65q_>SkihCPFpJQ)_r+*y0<iwy9O|}d#xh$~9y!m>k
zPGS+}<289Zvow(d(pdyKZtuV<PWazV;t}P#k?mSEEg<UqfNcd+M2|oNdt4qCyWGxx
z#@&Bkd?p6!{Ej3XBiZk9-W08P6kxE*&}a6$+N5N}_Xkty){jU~%<p^LYWaFA4(C@Y
zCG`P*sU0Z7pB-jefY>n*Q|tV_B5vg6Sva?^m9}Wx2B68m_J*L7y-_EWded2JP>St#
zU+ZF31y)>}SDt`&qqycn4ig#HhR6PE+(R;#<eO6*UKjSMr_O=fPRA3oYPRfToqN67
z$_#eCD2H}S;pZps0oUAnXOlodaR0dXnS6aT@B8U#X_@y{Px7#T#a~49+~djrxLIMv
zkEq}GbtUk3hVH1>VIJ=1eXd?f<+ryQItPXNtV{I_<*Qjt=-svVlzOmnLTJ`X-C8eG
zj%2Izd*u+gq%CBRn7;Wl{!dT-o-9Cbdxz!GlGa0aIA5Vg4)2HOYDF40@!I0<&z`R^
z)Ua>x`%<TXAwz5D?eBuW-&+IF&?K^+nY_cV`r`@W0_%2tq$isa+rk^?!;l4EO2Eiw
z$4*D}{4@yT<eZJ~kw2QBVE>g$b6q8EN+t8N`^ar{hbURU><@)-&xa@G!Vk-|@pqc<
z9|E*{n}l9;+5}Sh_-Lz?R_4ii8<Nk)pW_kT;;qKdZ=Y-H$HDI@qWgWZzdv|g1W=vI
zEd1cedqb0ZD8EOHz2?1>ZOuW?E_bRfh6&jwZoIVKxTS}x58L|k?Jj_4tH-RkIJCt$
zubW^-O7byYQLHxIwDJYpIkO)ghR0fcQKs;eYjh3qTMXO%k9CG!s)3okALDCyOkDc2
zj4*6X&(I&A_623?J>MGAt6MA+2$?5*EJQn-PdrLE@btwuFH&<cGUs4tKKid{eqVE6
zZx823KkD5<-@CwS=^IFLU*!Ao<s6d-R+Ev`VhFwD;a)m3vVZ-g4%Ogm`M$g_U-ws$
z{Skjek0#ZGhKTw?LSHGGyulm__N8CcNt}MLpFS|ZmO1*BW5oTv!prf#3CN<)&?Bgv
zPp$2BOA!6X-!)l2wMBO^-t{R@{dL*mEuyhqZ%&Y&O4*Edd8!uU>uB9AHewy_XGUdf
zPiu{ekBO`IaW3;q^id=U1<JF1+dIqN1Z`1y^rMV&g8Y07`4PMmRe8>*z*eR=<~Fbo
zMh}|*wNvt;aSKofYGM_JyGV!c$J<=}^+ZG&>fd9BBFr!hI+yTaerT{TeOhck)~mpK
z=ZzFRVZanYIXlkhj7bbtOJ~_8l`%PdC9iF`{+cMc5`K2aurKQT_KHhxeKK#HGV#xV
z<W<60uV14CAr6UJZl`-l_g4wB|MCbxq!EyVs9HCI0nQa6lse#Eo_i=NI2_u;<38_?
zj}!vrJD$$(tJJ}md56>EbOWFwG5agN16&g%jx+e~nH(|)hnXegY+ngIociiLFa|2A
zzjE;TXyi3;75yrj2;wvbA(P8E`j=5$4A`4E#(I39f((Fk90g`Hr^rZ7gs=D8!+kM(
zS-KvB0V)@|u}|0lJbA)C@pCETwbZo(w7|ce@R<-(*=Jp5T*4BX`X7==NCqAz0m~;T
z_YToakB+$<dbhW)$K*MIlo2Wg65NsI1qulBJ7Pu(^KQI%)=n)Q^tO1*{1|vrU))5Z
zod=G2kj_$OKKF@#e#eh89}wb13;P~p%Q~h7Iy*1^q#sZ{m)MEEN|S+po(jDcY(HN)
ztE#!t>NXpj{jVsHjeP{u5auO%zVqNK(yVx=nqCgct2e*zovcrJ&zb^NJ@QY3xn4{I
ztyhWf3_Z|{+Ea4Tg;jh|R#xDrw!KwTdCs{|KIKI0oa}H~&DHS`P34ZiS~fFV0V;e<
zCQE%9*}#J_mZHmdcBq>AJQy%KBK<M<>fQK&MvFIGvA*P>g@;MJ6^iRk74C=Zw$oxz
z&!SBW+~$b_|Ek?B-FX##uU(V!4C4P0C963zokEiZQ#N4u!DGM65+ZBVgcOv)ZVQli
zzdtR{3zf->WalTEc_})LT;AEoi;H4-XG^B8&ZO|)2T~fDb{bx&(Tx{oy|%-rh_m^l
z`FGsCKYQdN*4nlFQ{7}|wjSqbOPx0zRKdTYH$aMv+z51~K)lL&j%GV5Yy}6`jY3Pe
zD!FTrcHQFE4HWaIB~m|kxQyR6QRv6VScOw#gVF7Bd!;2aVCu7HA=1>vIO0R`9x}L`
zjXfnSQ63q$O%D9sflYzjZ~Pg9xtmUZGh{RlS9ZX_DzNl3I#o3tQ;&gq-@Jt+1iVR~
zD30S;z+q<ZJb+W)rkj|??-@Z`i?OK+#d_zBvd>E~(AFH({1nAaS@FB)M*yel;NL!*
zpI^Eip$sQlXlc~C#a367*WHTS<a$Ra)rg=`vTeT?o6eoS{|QZ<4K7}Smm~lE)<D=s
z*~$LmHdrwV75^8aPFn?_;#)qQ!z-VQwA=F<Sw}@Nn!P9iHI*DJKZN(8=#Kk=MpKT}
zp-uf^bUxgV$vCo+vLF37c{U_uL#y`#>|hPK<^4*;+b>%34kwH8n8>AgWY>HpF#C=7
z>`J_H2cGB~DLQXn(ti45pBz@5F8i|UZ?GWUwnvKm{ymTL`m0}RfW&fC%kw(;blC{6
z=%e6nz$)Fih8C6KCUX1tl{5!iN9-g8hynS<nnOT9eV^8rcooB4eYj-DnTvCKUs~v5
zyH-H7zSssH-!Txo_VN$KKCh58X8zf~K-q@1+zY50YIq7fQwBH3BTDvq?ewG$58;=s
z&*|yIUJpP5G}E1U#StD0-Os!r)}wk#!VS`{+4FW%tIkn<{pLwO%HnCKzn>=z10rPV
zMwLuz^nZJpI*@Of+WXt#nf!LHL$c^|vcW>OZ@+Nd+&Ld*zMEEmVaB#IXKUeklEO29
z+j)PL@1Kd1MROPARizz@`iljJ%2)Tk{@s5e1<C|S{3-yl&!Lbw9J9`Oz2&1vX6*w;
zyDyjsriQOhVr;>wmhWT#(Nl0`L;9%~EQHl><6T)SOYjlygcL7057B>&wVgkw=Z-ct
zZhLloqWrk!auwZ~e4tfz3*$sZQ5vBCY_9d=mpzT#bB^@Y{Ee2#t-q)J4oUz;!N>s_
zP;Z#T<J|3P!z3hg=_mH~Ky|GiCYAU**4p%F<4Nq&<DAKh?o;mz|4P90%Q(2rIm4^8
zNf^4C^Oh$UwNot)q5HrS4IUsO91womy=vmI!qaj9W_XtyLZjJ>yPWyh;#_)&^P@1k
zB<Ub|*l+FW44<OIZNfLstl@Xs70YO$9rbxgfn5PvRv4YIENBsyr)|!)h+++55qCt?
zx9D5MhyJ?7ANO%V|NL9f{mK3i^7^i~*F<k@5hGi8+mrX?d=Sof5X5K6C5}hsa!7Wy
zrb$!Ty=WD&xOS|Cs|L4X=(6YL?iKc7?}x9Q3JdpAHNEk?7carVGgNP`ly~J0mjoKG
z;2ERA_#$spJrkNbeq59V+K=6Qm}9)1vm!Be!WxX;u>Pp~F^2!~1Eg@(-kn_?R?e}-
zF%o8JYY|`14Me3hWDoFLysOE3NtclexVt!Lq79x4pCANUuzr&pR`&GN(s-%02YSFg
z>-diSe^g<3;`%+H?C1=b=9h(Z)sk^L(6FczNN-Pgu6T8wC!1L)IDCn;2I2I0Q4z>@
zeE}QK-HS|8Y#+%h1J(yk9-50r-L$VPfZC5G+WrceGr(&wGh0tmypNm2B?9C+@2i?F
z2|v$*Upt`2qC6T5U2r|uSVC!#3xe|^+-mo8dr|p=maY5u0w6GS!Ck)hmi?@Pawt7d
zeNOM`Lfb<nSE`bYO!miJaQ{C|(X-oIW;@DskILzImGEa7ji<jP5kS%6tv9zoo4+cI
zO!@DC-#{s~fwAY0DF5&OUD)dmrHJIg=6Nb^)x(Awi|YNJKgq3$asxCQV!+Yg<*f0?
z?EQFG;cCBF+TwPkLn`84fo@i1mrw)(l<?<JO5RnbQo9L+Tsz$t;S!ghdL#}1Qv#>^
z#sUX)t!{+W1*o+$PBHmEE!lcHq}08eF&uZd@pGIJg#13NbNAp{JoojGGSzpdRA{;_
zE|DKj+w#%NQ-7>adVH#!ae3w{!%Rl|RmyDmHui#?T37YmvgxE?vv1ra!27^Rhuwcx
z{_P;#JbpeRy(YVR-Ye{WCfv(00c-W)F$7MOzUG0`%4!jIkK=W9qbV2N*CEceP~z~3
zJ_4ySPtk9(&PdN6I*1TT!%J^@oSYfzI3)B`T)Ug*RP6qBfQsJxu60E0M`-;pP*C6{
z#JuvRoy2jBD66a=xf^JxPAz8<6&2l`U#0LIAYVAv-1~rop6T8(>!J!en<8A((Q%Vr
ztkfR0yR7?sHd>Q8Mefwas|3~kU|e*;rE}H6GX-Bj95bCEx)?hWnY2mXF|WFeoT;G<
z(vz?&{tTaLKS;$7Q1?4^iLW3F+>qV&feuqITYssQb*|<!9pbWWtWj2uyQ-uCPO(-<
z!nF6}ayHK@Nh%&$S$ol5obnz(9zoy8m&#HVmu8(P6KMb8Fl?-QQgYh<j(j<S_A|<y
zh^nFuRYxv+apDphku}&>$MS`(S&ul#aw$a~UY|Mo0#>gT+1H=p8Y92`hj6qB*Cg{z
z4xpgn!Sf*3<o!*2tf<pWN`9})(jYb<E;^EpkJ7$WEP1H|V5IgZ$=V;BUymTt;eN%w
z1mcs2+hm;wXXxbdS0OnJGIOW){N6+@?c^fkYSEJWdk;z2I`X_nzB2}Hl#c1k6X6}{
zeJ_5Dn8~pWM780a_vpzyqqT3b2BPR2bz$H}jqaF1T>7aaBNKTUrb`PGPttA~F9Cwp
zZ$Ex}#)8OH&is^k>Wt&V-}^T<^(DGK-VG0Gnn~9X;G<~vb>_d9>2^LfL=HDQd*PgK
z)2V2B5TsmkPpKlaL-O;o9_#^(p8$zjM`k+icF<Z?S*1iT+IwGHV*v8}OhZ&SuqO+A
zz%S3eK&9=t+Q+_)k{K9_Um%&3SM2wms;i&}z^xf>?^pHuK1}Lv8d`;)&!t}K#XKqT
zeOao)BXCu7-OMYs-|Jieg%kFP&SEZ`)G;Kw*8%Yj<>se6^uR@5PrGK|4j6`0xB^fW
z`Q|!zjb19C->G+0j8SNQ9?IM57^kY09^_*w4GU9dRJ5Ig1ET(~Ge$?lu~nB9d)(u%
z&%vW?uP?wSb*jSles@WF@CP$(%vCv)LQp10E`HlN>B9CKYWs6<$z*PrCH+BV|MF2g
zS`pt9Yjz~4%*svc)@+l@`9hHq_21k(;LhUjq<WH6b`y*4SH$~#{4&f%xJ-IT!dx_b
zCDEKw(lN_ZBDQCng2BOzU$l0%ru<yu3|9?zsFM}*j6`V|gs<}rk=Y&j0@Onz71e5I
z!B{w-Q%~QmBs!Zk%{vXg<p{9WN})+W_B;N<1$INC^!W3$u|7s6R%>~l*)XCT6^r4A
zeTDD+U1<F+CnvYpYQ3|j$kTGP*6p_MSsW|u!5;xh@$^c%?}KUwByO;}UDbVTKf{i+
z>j#7t2NWyT^N5Dq;X;>HoYC@kC9>ZAUcEFG$2ScNn>z~SHU8hVE*GA-vu*Mur9G};
zcP*{CJH7wW828iCsQt6Ozq?M+m|!Lhr10@UrVXbs7w)DVpp;j}Zo2`hXX+KvU-72g
zUGC%b99l2`iN*E&*rzKh>c3>-##n(HWM_e+3U!_`s6Kpk3~=#Xv#9ejqE1ZZkQjBC
zk)|u9?fA5sY(Uw$&y!-pdb%lTWQ^=8K^b~eWP=s-uDhf`pmS-O0D;$5UkF;uZFn;7
zXnAwjb6$(l?xqrQVxAqrEvd85-TM3jH@Pu9xH^i=<kB4lOSvr~R@|e-SzWIXY^=23
z&-%Lc897+~bvHHL82&o_2e(;!c+QGkS58NajpN_0v#nhK*xvwo`=C6|2UmvPCf|Rl
zJb;s+{R;>sKCO0_0PeWHvyCxFBmr<^8i<0_S<1ds0@Q%wn$<frv=0Wo2$x0oLQLlp
zhcfArU0y>j?D<X{k2<#3K;mr=LD=hkq20>%V?L`e!VG>*Z<H8(4inl#2YbQX=L<Mo
zx1dDc=~C)>Z^y%=t~7J|oOCT@2DORT4%t9SLSFVa>c2S4Az*5vYNOuzO~iG3x@7lz
zvYZhul6R(sW_NhY8S#uX(72YtQ3~9LC?!nF?VG|UY5xG`oNZqKW_SQ?4ddcHG6z*U
z$I+1jy0<52oQ5%oi<ud}VZDey4WT&d`Fvlgqg!y+;2t`t;Qf1vuUhp!o<2BJ{l;o;
z9qRS?+AJIr?f<8DJ{+z@L8W#zj8{7o3L6|^5u>6X`yg-qWp_pVV)x4X9p%!fE~uIa
zADKvh-j+P?wA*t!wR#%&lX4L?(+sE@(%%+i%?O`Ve4iM0<`cKy4a#fad=pE~p)W3*
zFhF8Q(b^yoArzSijPv3Oj<0wI#<srmh9tJF0U8%oySx1|-AY9MF~sB#@?*S_W@~l&
zMR=(PlcC&In__++#`k_UyyuD(<bdT0O1viKL_a|E!*>+2vhWCjxec3jCzOO@W<izr
zcNkV{Za2N^4vR&BLCW8AHpSZ<V&e+^c4mx|kz8R)ZQxK^hn?LndG-3<QoD=Bizv`=
zRA;h?)m>aX<J~i%zth0~&OiQIu>ux4MV$sDxN)GSTQcqShu`=KP6bYwK1|0yAyVYM
z<0_#uAcm_tP<I%fOc8cmZ-Bc#=G{{ugf?(6Cx7-K8NPsvBD;w8)zI7(_0FPVa*$oG
zJGtYzAuIOt^x5Pra(v$qgst-Td-(2S>ob;un(syZ_#0vMWX<5JMGHbj^gVRP(QI-W
zbs6n@f6qzOH=n{;zVF-W-+V3YW;U!a;ftDXJzla}rg(Zb$}_dF!d%)Y_z1nl67){9
zIS<pp_V?1bfwdpRq3)7l(zLltR5s=l$+1niIJE`K8ry}W1&FSF84n&kfQRVc$A6QG
zG8>v7eW_Pf!@+&kD^rvxmJAuT`n9^3s=kigy6HMV;Cp23*%R!G59o>8d4G+fpsGua
zs#sJ`jW~c1`{yHP9D(g9?!|shl7xDqTpAMaqy5+bEr%D1+10rj>(@Wk@O5l24bP-Y
z-7Z{L8(HF$c6O1kP5_iD0?Q`$*tT<Y7Oz57p}9Xx79u~?O&Q{Nt9g<s!y7-o20r9!
zGgs5p@1g_2;E_p#z9@Cr9jjY#5LIwjS~0y7nM-LY;#D;8N?b6l`4AK@gyPquBV7cT
z<;0YC!<gf!adlCayVdzqeKwna`J9`We8(aG77i4WBrr3>#Q{ae^(lO%VZ(sv_Gvin
zCcZac5+pyR0><%$tME8Q<wynBX91kU#c&Z01CLGK16RC1pVVgfX;aU^r&9YRL*UH&
z3zkX<tq_5q953*XN?Q+kGi|n;gz`8J4XCfc-2_CNU*n$&^4--7{|zx9L((hr_A=ZP
ze~DvFph@yhP7jGhMTr5}4Tr6?>A&eMsp;N}pB|6^wB9TcE--Y&jgpbb*D2vq-<NY|
zHBM-clE4?p;f=cqqovVzy1OJN_#KFPHRwL27gF{pv5@WmELpmQ{=kVF=eE;j<_vMD
zEk9|yZXpgAqf61BUwZ~aHfH3n`!2ybKSsj+INH{K@O-lQUO8sglwct7`0(D#284z4
z1mmqloy@kUZ^I7z{@6kV=D9#X)TtuAsAurSgzodtd53uMtbKEY!y%_oG`<Ly)n<;u
z?#3TM^K6OXZ20$#&Rv+1yCriX%~+@tgf!R_BN!2YkmI9p-a2N0`wv0wqhFC~ee)_m
zc-IH998f4kdd2Q4&irHtx5=|QL2#j{rHXUGyHj*B*ET!G)$PG|j!6tI#&%RoauvVX
z<!$jkjTn;-ZHC>i2|*uC#j{vv5m0_){kbi1cZ@LkdM|Fl;C{|UJq>G7unt$VWj@d-
zm)Q+u5fg><%j3u|<00%!?c{+bNesgN9qix=BJMXAE7+r9=#jh2PgL~3*RKi%_y4m<
z#0BAhY>s10WMw+rSSGfyps9ejA}hNYx562IFPxFBVafBO?9N<Fu;Xt#pwonxG5sp=
zgSZU47hG7s-Mga2+`mct`8kB(<71yIJ`Be9*s~HQ$;{6VQgqkN&iu+>yrxc?p{mXr
zl5<h)(iD2sKLh=HasAEeae-N&XK*rC%aOq@YO;m+^nwLPhpR-F4qnue12Y2z`6hyA
zmIxgJk%)7r{sBJm_7>Ld*IyN6p4<!d12T}ipb@FN!mqDk-&m<9?!x}V#gjWTe><Bu
z-l!5hYSMkD03BlMwL`|^e)F6+SEsnf3<Np%(^G1Z_BwvWPljD=GQyB#s_UsSfdK?x
zI%$Y~CzUALE{-Y&zr%8M%pU>{BU}f|?-K*L;@=>CnYpb;a_uwUuZPhGW|tLDhaw00
zsq>W?(>nX3oxxmEzXx%>6*Dq{3w9B3&rI)*%veUz!N`BbZYl2HOR!w|wZ3|UWX}}`
z_Ev~|q<is>XfEv@L*adFxQ#xZms}H*NOt}4{4V`{e#_@@`r$Qy2C!fdes`Z&e`Okh
zLeVDX>GO!o^w*KCkOeE^aR3zD@6PFvm>9S}uZ|XymIfX91^v<To6XxLg;Yj;^vT6T
zvwYYc@XphoEAu1k+I@$dhocR+lXn`|RCXu56(wa$wc^nQI)173*2&qJ+ukpJG&gGo
z!DNi;Gj~?5jxp{MbDW}cO^B{7ALa=<En%-kSB|TaID8TvG<N2A1j!cO&V98MhZFOY
zXK0I451+1^Qm=#QlLH?5Op{Yg(EYGFqSEO#82#~=_Z(_q^Ye(VfU70PPmdsD6Q=(C
zrQpGh_xLl#cf*tzlKDY)ceb2@GcO<xZi5BuU-34yqkDcXh$*Y$_V^Cjz}_VwDBn@;
zzd5Jle<!1jgzK?sjrJXbd5l=q<$G84PvKwl4A|EhqP+-DF19&;xqkF<y|?U^y(HwT
zt2FY!CFQhI<b07%NwlBl@`8If_7=zM1DWVfJWL~eII?|!SS#+~6$(PcKZMh<!Y}5=
zN5M9;&#jS!#BPk?jlHj5b1Y3rfP%e25pnZ_C=CSfH3REzZQh-0-2BtQn#yr){As#0
zBgZp8TS989qvvPg3sSv(uY!(EEZnOS%DL#KG9u0|+(!f;ElYERz2{4EOcJ;&KFBi=
z+3tj?_xb^kMf^VB?Je4WB&bKeTxg*8?ewyio+~dX6c}iS7tHMbjjG|92L)dGWl~Fd
zW4LoY-fI2h-8$mpey0g(|E*blCOiIvbjC#$7PU5vUx=x}39&S`@W4yJrVI0N`#E1r
zy$@oL1BTV4`d)^+6O}M6STB_3syS8^>k)>n&$giZ*;<l#1W`qZUvHBWnEU5}(m(Pv
zJ92rtM+-66_yT}R2GpTk<^bTYPxOX-m#+uNYc+0nbomy4k=$DVw8t~<IrsU>RC#(K
z!hl`km$}AoV*WNKsJ;{TMHu+0J}hEi8UPYUTcr$Niz9ej=1y6<bC2C7Jl~eDosN4Y
zGH{R7q>}Iu!ag6wuIF!$fMUM=1J()aT!3N$y`Lm?KW`sp-mL#F`&DnkN)%V4_giN-
zg@>=3n9^bFYLM8Af!}o6;G?R1pYrc^So0diFDL94?a-rgK~lkSx$Q5RXzIdVGRo);
zO!ShxUi5}8aXzjKR*v**H@stIiiA5m&<etZng&YMIYHoNy-q+hDaNFbgB>dQ7syoX
z$)hqPtdrs^`kdtZQ2G2`n{l6vBYi;HPUb=$_A!nInI+jp2K%$MQMh!UaWU4<VSGZ^
ztd-xXx=ceU03n{V9C>Ur-{ME>hYzXV0tI)MtB$MeYCE1Aik0f~@Y#<b-<1WRBa;1g
zl#!63qu68Mcy<RzqUtZVvC`44g*P5<TdS#dc?B5i$9CEm&*}{XJ{wp$-vUR?j<a-A
z?Ka~p^&xhs{=T7fJ@vouhb1O-UWkgjdBvS<I<MR@YxZi)-=ZVw+C;s+lh)ht5K1R8
z!(CNFm!h}pbuD<g6_FkEiwz_5OS4bRTCGE0_!@{MRkpTatv=N*&^XS`>mHV9Z?uh7
zGyU2_hdPKzo314P+<xTSf-8^i^&!}10&VaiSYBcET4K}z{6p%;!#T~VhN7u)8y@A|
znJl5U_eITGx+rhQee?byY+i@i^};l>dcS&Kyb!67hjj$ZhYmr`dVOoteDC_VDTH*-
zGnztug#833iWbKR?tki^CeVk$fsZA@<mzZVKiJVwaq`?PLlEAhargUyum$_!{KaT<
z3n_$oWQ+cKihA8@33#@Qo~%8}Q3H=@?3cQ<*IR$e+jvnT;b$g!wI->~^#Q<+fb#M?
zb>~t_;LrykLi0yod=64MJKO79KbHSG&%2=f0%!Ku(RH!B!d%Ew{rg(l1WJt0^mEnK
zn%tY@7X$;q{gXIj-BSC=_G{{6agWV(O404+bsY;ceHAwM&g+!N<16^lS}9HSRo)n2
zTSf+8%O;kI(jdZn{BS?_$*rAt@k$%2c{R2l{M}%0dYuShlM>e<q92eZqPt+~&$AfZ
zkslD%%B=Lr(;-tfj|nMZBVzK?n?_}{dnBuN{v5)JIb<SqI}RB%4RT7IE4@(r`<|rh
zJ8h&G5Q0v+kxh=%yj-oj2P(B)@8_>1&ZYE3FbDbbgH%B)qXYYFOF3)MZ#m(D{yX7b
zR@>(#{qU4&AbsC@ww(7rb?hZKEHyprlE%&@zEymb)7=JMK#52O?jgpr^GUA%17P#M
zyH=y^Q<r1!<qxhx!icd~Z?m55c{hB09LwKp*SQQ1syZ-IO_ZXQtUz;bit|4U`|!~s
zH;XeM2zS>p^PdX_139yo?m9>KukwBTZf_bgq`GP&M8MGYe2mHYyab&8-7lz0MN#%V
zaHz2yG!+lnAI|Y6Ks7O&AF3T~H$OOfC={{mfvSUEl~`^odapkGpWjVays<G-uADSP
zHC;bZu(BL(wALFO0iE)Dy%0VnCHaU}*5suiUXiYe{a^WP(sjqd4|8(7a!wk0V6JLH
z@W49X<#-;A`a7OX%2@{tXDU-0uL5-=U1~i)*%F0S)!7ERNz-SBYnl7uLZ+#j-=M0*
z?XuIRXui#n23ouG&EWB3_?niK+}kd`KSE@Cam`mt<8b+2)%!zB#Nl;G-L#5V-tPMp
z3w0<BE5A||pUwMW9^&0b@A|ibbnNgRt0d`QK^_Ah{jO{W6l9aqN!iP0Ad(>73K4MP
z>&^sHPd(n8DTlcQF+?Q7b<_gQmZpF8iejXX5j&Aj{#EitGGKmGICFkg(9oq0r2_ey
zQ1jP9q#7kOwn+;LC?rnB_2y|k9pE<6xMQF!l7PYwK8x-xRM^GAe&WiDIZnm5dV401
zN&7u^_30<MJfWFPi?f*(22&d6rPi=h3c#(QHusnv_r!l^cmb7)5SfJNpH&i!C75^M
zFElHC6{fDZmP?v^;eEqHCu8`A|4C8K9Nb6|e}TSRgeqEUMi}1|(BUWj=w63+$(`JS
zHe4$u+AVv+k|U6Q^n-COJLYf96Hm^qS%nDTv0+M6g`?6)Mkcxk(9U}*Dc{+mzrP-6
z>sS#AAsPQW>Zd!0AIV3T>B_Xjkp2Wn(0FQC1DC=IbFrJ2Ch!JIQkoBK0p7OqlkF?I
zD+0K_ojsmW;XZpT0~vL-v>jC+wy=i-GSbM)gM%LO?||%oo+b~vl`tqF<-MWp0_VWI
z^MksE+|JYAG9gPBt>O;5PaeIdN|Rjl-mk`Jp5G*AxM_cXnT)^c(vK=$6Q>2Q051hX
z)}f%j_u4nH&%|9lmy@nv?De67xaWl*52YFZ33-yj+^8yM%i=hSHqwbY%7&`v8K`<O
z_E;IG+xAH`&iHQkW&YlgS_kwg#ZBg60OUFs_estyqLNHO()Y~k7B0Nee;oW0F8O#P
zc+YaFWt>9gs!mj7`46833vBjqX)RPuTLMMsVf~(};D+Ftuy67AcIu9azP%pU_ZH^c
z*H41U{sOhd0g!Ng;yP3KF<q6fq{J72*aQC#7}Z;H3Stlbm-n`hkX}c$0CP|@fG!3D
zwrv5wTi*^qM71Z?FvmcB1BGqDbT{%AHrM4(>PA$0ACKR91@d&;H!I1J;fN#6``TyS
z)y7esGjgpBi0Pa#UuMTe3b*Exx@(RcnOZ4JzL;z2e4jk-{};feNz|VX(|a%gW`1ub
z4Au;dInWJcx!MGXiPyiPYY=D8G=67_JABWg3f>!u&N}%6SYGeWre^ho)-v^39Aqa)
z6vCmaGn-u5cW6A+`~w!6spQzMxu>Es1j~r`BT8hXzupjrMHW@Cg7`AjETw#B_<y%%
z(1w?cb;@y#hFlIrf^7|S@oud2O(#LK1)6z0?^P%mN;4Wp{iDQhPAAv*t1yP=9t+Cs
zYF6N2NddwlxWLKckWX9;dDkc0J%H#Tt~x4<Yw(3is668V=$V=)P3Z2(JidIxS4T?I
zUwqoGzV78F3`h@4>mH2@IN|N%G>(Lgt%M6N#*YGkXeID;?KkVZz~XIWN2d9SRS(F}
z;}LrazFBXf_dw3D)hBKKp1M=d4K!5!lXi&1`n+>@>gT_9yV`jQ>@*iK&Fss;`4NB=
zUWDDa2U2Qb?+|OjLpzK1IdTC|RjN6s<nLVWcG7W>f2AoMkNo3kL}w?bNE+Rg@R+9$
zRYNJ+szt#lk=E`UT6T&3;-|)W;?H=3&>eX>q8?(xDmESM^JV*9V8l}K^fLE+J<{^Z
zGWm8sz4Af8bN7haejr$dF{VZ`*h8Gc`Tcq&a#42{z<SyD8ZLT&W^Xw3Q6;=&wCwW-
zJ2u{sPG83&e}uqIJi?mm+Y6*I<~zZ#zo&4x(Pt`hw#)VYYI~k#LcISrGVNq)qUi|4
zPdHF|=W)b<rJb%VRWQmJOs9S45RLXmD5cGd_!3{*Qv`BUek<+tR=oN{R$JU5$B~o!
zP~Y?%vF)V_isVkr5ji{pLMIIiOJ6~SG4(8tzu?JFYwX+y&?KKflbcUbc)6j?Yd=7Y
z0EA#_6yK{A8B4_GB2nCZS5{_wlwKva3fxMNm_-+(s)kT$@X*+H-1yP<%|nWhx02xE
zYZ57B+7F<MsBhp3KHN^49(;xnl53UGez~<rp#tvU`tdO9YV#BFw7P(~ml8oilwa2~
zc<(A(e+-Vk6A)(?W^UMLTun_}_)`S3g;yDHmAXr_>~^SzRqv^@CN#){YkuC7j<bBM
zv!~sV|0DIuDrqkSpR>BrUPoTjb{Wl3m=qD+jJR4jcRb*BnZKIx6U%QTAOXUD5nbr$
z*-?h+kvk#cf^l&(e6Tl=b?)L%+qbzzsCK+UxvxKO`h1^gu0P#i?h}LN$1j5zMcgj^
zIxcnWDA$U*ZU&x)cGBC$tM}LB^oR>+$i(t696dR>@5t-%>nq7~W0N`rK=Z<Aml<V5
zP-c00qC)y*Yh`04n}i<n^z-EY#vX5D4<c)*%d1SsiEbxfka8cW1|z0b^>pfH0I}4#
zZ@<W#CST6QmOtcGdv^G8q{j>17IJZ-`wK7Iq5XcaV<Nq%)M!S1Kq)1Lo}ohO<r4;6
zIgQij)pR!Il?fnLAv#0u6TKmlkC*8y9wSHWO(4Sc=$cKxC0VhMm{Z>HXW_P?UG-Fl
z;j$F&?{!NZTQ#}H_T`sy^h8#p8uQ}%a~z5;hlMT!79@?G)n@<R4DNOFlN|BmkiIki
zu!71O(<*(x529lzHY&ooDaUE$5D{Il6=JHL)J_b8RTt9J4CBGV7DQ){K*DI_#^#JW
z7g9Ri;=moJ-E*FcFJWA-SM+cjvbzeKZP*&6h4<wwUqrb`r}mxBZ?}ySe11WaVnq#%
zT{pyIxCLb92?~-|Bb}`E%xUM!jETdtIn*Vt0B7b{=6sbVCrV1t%xNd7>C@LP;B5^T
zknUChoeo)7sn~!wz{tVvxFd?oug~p3DgjaBc8aQ9V!zYpSCj$SGlAgj>*1>y?4{+5
z?Z5?*8l~eaOnVkG-pdzlV(2;MPf<(aIFrVQM2#MOnEHrd9G3@$x3g0xHsfCZfmFEd
zQ-WjW2pxzsh+fAkUD`r8f&CTyANTZHSG=#~?5k4Q#W;%&w?}iz7w7F?F?9ksbzVI2
z_n1vH9qBFz3m_9GF1t<Gg511@W%)WAB=qrIMtkWodB8DgtH00<x_W5T)qX!o_cAb%
zsWfihbL)ITC@%!<cGr&h9gn}slW!ploB*b+vi!OX>5}T1{az0xdU2iIDgEU)9~zW^
zcfz1e$qK>Ve2?z%|1PFsrUcLGZV2^(T1B7CU#=3G`W-3LeymlR3ozO`d&lDgaQz@e
zclfstRQcoG-_-iD?78vv6a^QZ7BUY<^H6RN@A!2erSkmo1QtDh0)98+w1d?sWF>`M
zQ)`*y29K(*c=yXW;P2fr9erna?%)ZSFS~P%6Yhndqye4dllL@XwtdfqYe`X^Q9FK4
z@A7#-%rMzJH&5v7cT*z!9dX+^iow=#4>+sK{CR!hEcHoZhNhhH2<=%HY}Fe^om}w!
z76O#&EYO(Tvmu9oF68g>u4C8~D6N`$WTp+IMYO+KvU|~AOiYL~0UODg;W(j3Gru$5
z!c_-+hSP7rVeE*V2Q5vNrj^a?lxAO_6(7DILcW^Yb>0}SVy;JaKg47Rh(q*2g*iEz
z^0rm_`u-kqkqAz&wcVv`_Hzr%0(;9}sjD1?o>*_YA$J^?PH6qSY^eK<K5qX9N6VcS
z0t1Y=i+;Q{pIyRhJ@}Ow+cYHuFTG^zKuRRp!e<)buE?Yx;%T;A;|=NRJZ&7nR1e<9
zX0`gSnk|}jpdV${z`uoS+V5V&J}?!E%s#4P{L+sI;0;jIe{jX{XZ}1IJ1uVoz#P@1
zA~}c~$&~-}PNmH}MD_YKEB}2e*jWGi2Z!<Y@CH3E1-t8(>u0?L-8|6W>it~`6mu;1
z8YGBSTi$iFun)@)xmnen)&)@0>Eu!4*d3P;((qc)=zh`ZTxw(n3k>nb-)e%D^#fVb
zrXEl6aVP%Z+=FuV7S7MBW*U_PkzLRbX$<k#yTd{~3ZMuv-%BOVrndqRh>gi^IewPY
z0a*tbuEbYUtrVv074n5geF14$SB|GF=O2oC0OWgGq8MM`=S48_@No`R=Jw`ecbHCe
zEVdRvu|(90E`eQ&r%FSkAf~8v&NQjL6^%fC^^6+NUsw{<>^t|*Ih04rz577HFe1CD
zR4I;va74;eOTkH^f6IqpHpFvW!$=#yNFq-p@0Xn3is!9Cl9za3A^9nOt?!@OPi@}S
ze?YeP+&^y#ds4dVky0RhqV|Z7PoLdw{Z%h;Po|E`^wJkWfy~``|JIWIFj$vgUS*f#
zGXMwo6(pwe0j}7}WZmOZPqe?%c`-UXeF$Jfenej57TO$*M(;IaTrn2pkK*S8_SThQ
z$m5Q3YAr8+K49{%C&*%8iV`IxOaK|;sUC^M6W4qQB##*2#Q`0f5|4;f`Nz?jEh!3Z
zTl9;J0BL=cMnS-aUS149I_Vn``1+bzujif<w=z><@3rO}V_<9PxXr9@KLjbCZsTz7
zxV_4qKU1=6b_;NGYxbC;?0Kw0-HsVY?`r{FrG|zB)%qSzU+KnS1&Nw7bOp-E>_Nm>
zFCoVrcC|t}S0rSgHaelObpBHGOS^h(1f|d|@3FzS=~}SCUdK%36G}K{QYRy=B?YyF
zY><A9+}8Z@m#zAgfoeL#Ou`lcB(iSz!1QTCATj3El@wv^;|KvTX%)3Ytob*pMU|-^
z?h{?P)Zu+DR}?N`)KcAr+P#eqdqh5bH_le`G&@~JXCN(S2ONie4Y*Xv030?R3;lL?
zvL{*(Bv1KYQjDO-zr+l^4sR63-zyQ)Xs=Ko@-3;;v5)xvxkTvg)zxE-o(MROuB>SO
zLyVpQQ;w&o)HIyQk=rTGN+69dBy^xtWcSDvQy5$ZPIp$S?yV^$9(3ETQeW(Ee!ds^
zEhj5s_rab$nj_?y@$s|mYL~sLc7zcvi<#@GbSu95zOR)<?+1g8P=_^O^LU(<ou%_4
z{;%FAkRGbJgzUw-ML8Y=h~Gg7%UkRuJ(9tmlCL`+JEBhnl`NB3pDTxoDMMr!)@>21
z%R>K}=b$nkPSO?XFB-I}SVv;;7@XtB6S<!D+T9+*PZcj$SWC#vTPB<Y-@{WyPN&Pi
z6>S~bJ9*&h8){HGhIYpmIK|_)jjBI%EkwJ@#m=S8+@+yiyXNCPhQ*OwE&z8^W+*X$
zy`n#y-s=K5=`fGv`;6gxb^P)-MHA~YfWyD|c(R=_QZ$OMuDcTgI<<h26kM9E%P`CS
z(Y%AU+wT=M{+W6-xc5|y%k77Ev7!XU`SpBYxpb?(9aum>m3C`w583<GZ7Tbc_n18^
zJnrggg3<1B*>PFX<kjKO;Qp_X^e?L+%>p$GNq<~eY5uN>Z=lwtBq3Q5g~NHi{JtYM
z?~ef0F}OXwKr90<hUE4D+Gva{xVtTR)vzS%{B{LQ=uBOaWn9vb!$FAe?fs&-cPb~s
z_5~uTZC^18*5#J@qklF{4cEr2lg6%~IBSTOOTB0mvIdob`p5D`&5(r^K!Ks?AzxPS
zM)*Bzd3h)Tc<SiTNxfh?YFX)w)+KSEYR}^!R#aCzc7MU>nbP;U%4BtD>lyrdAej)>
zrB=W4T;}%B#29}$F%(tp$a}xjvHg<e5iOzp+p7xQ!-Rkx9AMvc2x}(q>OWKHOM=hi
zu<8B7!}zym{U8pSDA+i|I$m;I%dTL}PpfW43UBt|4^QsWs66K5Ej6&QS(9_4p+4}p
zt~<Z(cHW0RyWeWPoXFZdV?`L=)~B4G`SBGVZbPox_vUb6;M5~LaqACQBXUpl8QIn5
z58I|{#GqXcXM4|_4-YNg=ZE@z4!+pRjFdD{pr>9adpgjcg$_CR*9Y^llITPAnD!<C
zWj3urj#JX@s$bCnL{|uy6?}gDLBEhX*wp-b(H>$OMe^fD>{ILU+1tVdgzpT0Rq*+v
ztDLS!Ju8D~{<fbE$h3p+e{bpc8icRmN1S_Z!EzmGyYVe!ir4_Pf4VDe|2wbM&#d%{
z{T@uPkB6%+piiKYE=%|9!+(VYDqAOLu$nxiyNI?{{%L*P<SNb7k?UZX37L4}Pn!Nt
z>v1@&u<L4%?abkXlzokI?vBq3xeJaI{$V$f=LfKOd3vCA*-B0aF#BAfYj@9x<Q+)L
zSQ=x|3MFNuAT}QnUz24_N@K%uIK_ul4-aS2KPY?Fe+_S*ef<tZ8l0T+Yc2z)cFpk>
z=`UV<Ht2HlZSsnnb!5_Kvy^<G8`H|K;iluZkde)2chZ?2@JPx!wF&?kwedM~!bd#{
z%QdMm59=`dX-_m`u?|FPzJ!9e^<&BFIZ@~G!1&-iYeIL|8;blAgpPhtZ5T7Z)s1)T
zKJN4g&#w4hpTreLcidGqRQ`#BW;-d7O)_A)S`SJ)Iroaw4m~8lMG3J~q2MTSU#9J{
ztDi5R2g~~uNpN4|+ul@Za?wz?ap6ApX=3^4&3DJ%e7!!FKS(GMaul!f=Ao!p^Y9BZ
zX&;;mMBqvVg|*=N(*YBSMOE!a{|1$T9N7E)bWy2X@Cbj0)8;pQZ^pSScI~}qdOXrL
zWF$^VVf^9k;h&s!)sCyCD#xKp&yP-A*Mz<7DIM3)HxQ><anda-_^_B<*$}{jHcJMT
z5eFRY9TFrisY4XhKpBprhnK&K0LkxXpY+v9_GX|~(5@2Wq7JX?&%Az=55DHP3=;o!
z@x@CjQC`EvJlKja{gZz-I7YJg;w-szIrZUs!)SQd%+J^<)V)C;HHl(Fm8AL!ba5v;
zZo&=To1qgwO?`IgiiH}jx*X&Dx>M+FAD8cwA12H&ddGIp*$4{uY%yHlmg^}B>U=|I
zI#~BVLQf7xiXj~xA)XCnxvTu4_kw*}>}Rc7JEypUrREvXD<ZgP7nl3VW(DJpAVLdc
z1@fftQMb#(TXm}q$L4WVB@AUY`+ld>*KKW1M@RiWAk`R}w7jE%$t~*>@NCS<$35eI
zxbg4g{M*DdVgO5GsM%ItEtB2?9jlOL6+Xj?;emF>`{uCi24ENZmm<L_IxTMiS_4bq
zIr2xj4Z~bN04;d8_w)NMtT)8kEMors;k%#*gk5LU9K8Dzx!I|Lo&b${Eb})1L!~H3
zb~8e+JFVU&p94=bPgW0=XWE~X;od$Bymmn%f?qD4x1*c_(_JRFo1A^pR&kbr-&0VE
z9mxaLJa*hj>RI*G$lcZFIPK&4Db{d^K+uO*Pydd+sMRG;A2`<rt&FXX7$9mz<2j5T
zphEGHWNf&1O#JznmfBDjK0N99jtoQp?49UUWUY>zg^mwDHB%%)8{YOZQRN2KmU$)A
z?C-Ml03kiU?2x<Sm^lrNbdTuIc$FUdo^HUJjEM6O!j^%aIWcB5BBhrWEZ^gBB(Uu0
zU;I}vEJt1Zf$Pi@&IqDQ>1#6iGr{ml=^g6Qn}1_PfF*hYeA-=f5V~Y7#p845lYrh$
zvZ=kcxcJOGrGAhd<L}b5FPr^W>n{Aj`?K{Gq_jk62<s<2?xt`wV08Z&92Cl$+?`2(
zMJop*BiMtt>L{9X4K5U*p&$w$59*tT%)uzPYks$H=LcA4+8_U4gmND10K2=!>r?V^
z-6DOQOQCwvmF^3QYp3m>$x<nT0f*?L`Oechc=%y@+)EZ`qrrBiy8ltP4b+$GIvw}s
zO3)w?E0nK0gSjUepyw5YO#6%T#+}1_!yKU{shF?kRTUinJ_%M5orznCsTFa5(63nj
zdAyo_@0s%Z?8-3j?^=j4&}4y3^@=epm*GnYz9ujqZ|v?5pCr$N7`vS-r++w1@$VNZ
zD*_ht$6qtKAo7~!cc+gO!pj7WCtzURcf1T({+$&!_m=mJ3bs5bsdQY05&r)i;{iF<
z@1CDh*nf{K4v<;wCk+y~7Dv7Px?V)gHQ301o_=>Y%gARwKc>J=N>#}Bsb-L;`+m=!
z`|F>HWygx#VXcouwU;7S9Iwv1YUTiAUFvAJjefhFy7r|;W8tVdhGf<I5C+Q0=mi20
zY)_+?dDV{4@$PPsGkj>d;w0z(!yjl%Wuua{(->2XwPI7B9bYFbH8kZsqt|bLZ6Dt)
zSH_A<$*%6!<rnh`70?M=>g^)vc7pv7@x0NNflpJ^9ZUUopHb7rwDj7P```UTGug3u
z{MrvG<4$i(1hgxRMdIyu&x)`1Jr-6Acj>yzi{%c#rSKf>7eS-nDAfC8^lhA~Xjw&Z
z)L>)Sn#N0+J+C42e4NmA>hdQT$L<mS=mn)eUbT6s6)Y9WH^$(NnC}##&-Qne{2o8P
zNOY6~awi1=4U@5|DrI1=jULRbUw=B);M++G3p*6;_~F=R!@l3MnV@vLy>i_!%#^yO
zA?<KO&t|bd<K()*yIC_UOD6%Wg)1Z7J>6@E)|BR;=lmdaS41R^)&*R;BroY5y(*fQ
z(7l#g@uhd&1?u7|l*SW$ttUzRQ5gKsSSo0au(DUJ$A^=<vT7q+T%JPb^M?6aQkqyP
zY?Z<O<$xNwj_RI-L_U*0XY~){6Z^oy^t6uJmZ10OT79w>K+OXM_UG7n$Da`ZM7iwA
z&t;W(t7ppku=vq&l9G^<9Z}y7=R}zOhbbbHOzFJ5&gS{5Z1TazfDlf;0ja-pEufY<
z3~;O7kGmSvOYnAxd=@XbU7;>a7n;fI{vIa?EL{Bt#wU+>fH3dAnFmo)+N6K;4m!ao
zY@9>Y8Je)y?eF(o4LI{(-)PdG3Qh)FYNs-RxqwQv9JLc<&0uDC2er?IcNys!zLCe|
zt{P;*w%_2sXbTAR-_Bm%>ySj3%NEfc3Jj0e8`1uj;obUdO=ON)%bR8{Up$2z9+qXD
z_!OiwwMU`iIibd&h!w6Pj@AbR9<^()tTNYEGnSfzaebgTuzByx;hyX3O~a$)PO1so
za-5tVc`5E@;h7q4J3J<|8#sx0Rz`TZHY~<iq@aAk<G}bL%dcN+P8~bdUPC5X6wBVU
z{pka`f<J*rK#O~sbexM7+3j(@3r*O6`g?i1wD){En$!CV+n(Ppgp7DZupe8bLuFTJ
z9dmj<&GY^4a#Rg_%uiU}Be{oM9Bm?V?!=9%IDspvvPEXBrD1?nR9F#?_lJ{<XO?g2
zL_Oj&|2>0Joi%PRoezGSHB!1ek62?*&k(QlD@9D5jxS-tPE++7SSCLiD%cVA9qjST
zj_MjEJ0u~5X8U^Za@oC3h@}MvzNz!GY(B%mTqpcV5-702x=zabx6a3jdXBwKfB?~d
z<;bg44@)i4LFqxsRrOH!%Xik!UC>`dJ|Fj6C)q$i7hc)(7HpygW7{{X&K>isWqK<L
z8ah$$h^6MIVZyy`0{L%3m^H-+T+>zdWp)3Dp2Cz}!~iU*Dm*x<l6?=v_B*QvJ`jos
zPoQO+!l`)EyOXd_kUT#0fJQYI_kz}J@B890<qk<4-OwTqI1lIr+1k$9cU=uQt*&}+
zT^PjWPkweV9M5bLm9t*AZsmnYxM!$6VMzk$0_i~X#(R$ZVk(>{&*bF=T=t9J6pCUu
zP<8G=S>XP!pC)6%>=P5M^@G2@$tl|gOGWthl*`L80D*gfG~4_3i(a>c<VpQoo>Tf$
zTr0PE9<RzkLIAgw{D3G|6K<2z-4vJX6Td%t=lfpVOw?+IG~XNDE;7`NoVDg+e!g8T
zEuvc4n`poV%=S3-T&>$REZk(TcE>4AyJa0j@^q^&oi`sXArw8hfCoc=m=?_?wTF%|
zIO)TAZ@j$u<m)DXMU?Uquka9PF|h+Tc9L0Edd#HZr!IfJq1e8ZE<%jYoQ`SiH8L92
zTj|^a;f|Y9KJ2{S1fNMhVB(fcJ6~9Zs0mE!{0l#Wy@Weov=zYvZDvjV!cF-LuUqwO
z67S(+D!KJiwYAw#kXng{XDa09a93gXm<l#)z{Q4jE!Y50WFWTrQRnxmW8o_g@n(dl
z=cLjiXFR<#r@P-P{cN&%yylSVE%3oHulX|Mi7qR=^%5FW*}I!oe*`B8Rvc*q1tMJC
z5({oEQSi806%$de^MT^`22Ax!-{NtG*wmnd!x#N(;#W7nwf=Ui9v#tjL-s$|K$?3~
z!E`ABh|n`qE-)VEl=NsR!;x19b9mY0dR|dnVysML3{qKA>+_pR8|mMQzl^-Q82a<p
zV2I2~*d8qUcysA{sGR_eOzx!aZ2k{e&G;p1G#F6k5}lh$*Vl!zrYmH_gMFhpbR(E2
zh6A^Wcn8Z@5BIxyw2?Tpd8$6G0#LU=!f=ySE!W4n->-(65a;V|)8p_y%je6rAt!b=
zTjl0d%xTK4;JFaJ{46YgSH(e0p`iRl$+dA^TFXLW9cSx}?jICa>=Fv{UQZ+8T*f&N
z7WJj6HSSVDIQ}`fBK~P9?$G6P%u~hIL!x<heWq6ZwEjfUOqRF?<q|Z=3lS8%JlG#d
zGWtQ3upn3JH;;;@Q|ToJwwzuLmoJqytmpeD{bsVwV0ZL4-jx-$tSteF?f!QN|J1NS
z#8r~}DW#RrZAagWnCHyXm1LiwShPQQ53>9%-;Q$D2B8jLE-n!4`_8=WOh`C7I*6b!
zTVT-c5}*7%AWV<=x~<SqzVBZ$)40d}NR$36d8+xM-ZOcOKS%f4AO!Wo;9U~1EeX%h
zWspz#0t0D)OXx>`gLL?tZ#ur&8tv=X7*v$mvTMqu_W{xmDeKGSP^nR|VV$XG)UUdJ
z0$fC1peIuA1`^Rpi$9qKL~cslGqXp*SijdD<JJ956>pKiIZ*|{sC6Q4&OW}j39~W=
zb#(F0Icd1e`PKxX+Myq&8%raGhj%U}c$PEoy-9UusOOTY82iz#l>jvNhn^dgu8C5Y
ztwP!a(3AEC**`LdZCY)4aiak9Txs37>QbJ#`0CX4C?W*+4cK6pl2t?OwI{RZuIlN?
zs6Jv>ba@k3IS1L^t;{*0)A)u60~*)s;jqg_+DS`fj>DIUM)5b-&%5R%PqCx?y(fXB
zzKmkUDh!V?2PT(hvASm?QdzBPT!}S94#YFX^qJ=FV*x61`<Hsl*cU+-Mx|#+*sR5Q
zCEAX7D2Xx>C-Mh|_e>kLsUEdhm|j*6PZ)!)?}une>Eo79onPcYvH~to<Qh)D?DWBp
zeijw6r}Nsd*{F32G>?W@P9D7%y{J5Sp+f(8Ja_e!uE(r;$00Ur<zgW}(aBc2f1fV5
zN7H=;09?ppBMALy7P+pC>vS^WCqtO$hM~zQe$TEVGqt_arE*E;V}|XeS?ia{%)<>&
zY!MvA?8)7JGhWyT$I?fTa4uvubbMms=}nvUoaomV-;Y?mDMoVo40}%6r$=<Qwu9`E
zh#5V;{JyO%^9+iBu|GRp{qwtpg*Z~&<%1L-aR@5Are+=K3%;lP+U7feA{|~k`2K&)
zsmYZ7Tj{u;c;`!nP4!oN4VK2TBKXk5`-`~Hk|)=;8}-O0ya2m$l((=>@2+1rdgDTS
z*l}S=MdKBhFa05960sbD<+SEZ#*!~-C(JJ|uBh$O_?w$!VSV={OWEJXtf$XuurRaV
z21T3=CNH}Rcgxv|X-YEejKPlU2v^2rPlfVMqIODxLuw#9*q{Ju*_m1c|2Ke^naq+X
z4|&aJ|8?(h73BuKMNCPI+8F{O<}<u?GR^kcSr*Q_`a9=0kd5Da7D3Zv_V9*x6NoWs
zZ`>IWICt7-MM*!TU!H}$A)GZO%dSPZ=h*?6qMiJCIlC(B!-Tv-W=~ilYU0NNR$zjE
z2Zn@|5~!M7d4ol{(|lBFiYotEZHT*zcYW(tUar-m?(@uU9YlbRSZU_ZyYw^s`+FA}
z4OpnR^$r`MmRXW@nfv~Rw2Ylis3XVYb|}=a><$jqd>R=T{>tLzXG*vc8^787XHUf1
z2EkUogW0wL7dhqWshb`sOrIA{X@C{8SFhXq-af&$vA^0E1aPgvp=wM^nA=;^Dxore
zvRO>IcCbi||9m1T#L|`k^3OTM&B-`?)OrP*TUnp9bMNd-t3Em~G;;cbcno8pA}?qV
z(Q$P6JR$1KR@!RMH)1`Jwnah6F;Lu`A*T4e#=-R(U5#@_9d_rfwzShdcl)>F?x$Yd
zAFk<Ziw>!?XA7C8jokzo>!V&z$%Kd}CvQIjI1AggL~f^iPUlSxG}FjmfPNgognj2>
z120q~_gWYO#51)QY2SJ%-Jy1^)Y7d(eJ)3~fNvKHosi^5NM)`Gzvmji!OBENoccrf
zhs$$#C#E<_Jt)|;E5(VZ5cM4PD2H-;z$fm~7IU{HZipTbhUeY0z+*OuixTXAM=5;0
z4NlI{&sYg#Y#!5Mj`A{Cs)tNv7X>FIWZd&k9q^MXDcMeW5W#2m9hv7ccTOCvc;vo9
zbo$@GAfFb5((kC)eUl~zM4lM>lJvfEiRolw9AzNXDTjd^*Zu;-u0|hqWw?v_HKSL0
zAW&1!HO*Vt_MjVqyaC_eqxD@W58)s_&=<gLj%dudJ}=>=w2$xI&UYKsqGxq7@7_r^
z08zx>mElHu*YEGyR_uz{2>S>?hC)||qc-0bwM#912sf+W8}^M;OJ&T7i%~trXxu;h
zlXc|UOCVH_{boq;ZEbKBr{3eEy{GYfm2L<n6~|FY#X?R<+qn|PQNM|O%sd+FycJCL
zx#i=RCmcHWNiCx8IgV1=%<Y_^%)7)-9``%uRi6o9nr)XEcg}hy`vX%Aih6KmQ=vE;
zcB6U^2x$7sug}%kZs15<RQSW}8|xLKD}d&HTV-73tteiEb7~a}x?9k<pZ78~c8y%X
z-0~^aUGn9T8Shf?92jQ5NWpM^wc30@#G#~xS9kR!LPwvPaqEt7YQ=I6Fsr_3)<=ox
zWk1C-+okbYI{5wk^1&T^wM6h^cN{5N3np9h>r<yUGGScSizuxASod}huvz@vh-sz~
zPXP6PX)CKg`+0Un=D(Wr=P;~-AzyX{X@rh;JN=03><DLu^U{8F+T5`ayIm*Zx!SW2
zMnWAI(Zcxvu+@B_C*}LIC*cUK(J(WQIE&|`O<Z=YA!B&M{yr9(?|=ds?BX)*Q%q=c
zP&a()55(?R%MNXIBr89E?7^@40@?Ede8VQ#DWtdHl6hjV0DUgp#Vfb-{h3j7sG;9D
ze_)-ar}AKjb#?9vH}7p_60zi2?E59CPvBIwS$TlgO+Z8A`F@w%?jUc25l8m|E!ydL
z1YS3x0}(p1gyJ7>SSoHn7UW;6b2on-W$mKs8X}mV?$a#;e%t0;+Jjt&g;@yq#A!SJ
zGpjnSFJ<HW?&;H}PXfqvUYzYJK$nEq1L(?2xgWNkQx9g4Pj;amN6RpzLJzVVJOKod
zM%3@6eN>YrfY`Yepo1C!?}2mQYPC}t?`I8!L0tz(ue#l*<Zx*Gl~|h;cmK<+j>rq+
zN#;MoO1S#cc@SJr>wP|Q1ln5rDtr&w78v<J(lmo>{Jy$gUJ<_`)ZG`XE(6(ibpJv&
zkMbp|34Erj@Mb?R^hlN`X&A&01L8c8Ewt~9W`9CAAoqsII;b8y_qw+`5?|V5PmW9u
zA`tJAg5;$`>FQy>@sH}|M=iJtyJ*)?GG_m8l<TLxe??O-Jnb%4bBVtT26ln_<%4hD
zYFD^Vo8fWnF3L-w%A$P#f!MhXv!?2i$VWp4>-V(F?8EXD@v%lvv4+bz7wlh3<@AMk
zT^Yv8JMfrme|1(!Ba^uzxbdZYynMm#EH3WR14?BD!Hn~SX||Uiy32cLG0uG9{%?4Y
zQ|;qGh7HBg5c!kA=_d1I1yOF2-EsA8m3(pc$*HZ)h-00)IPi9Rne~!-{btwEujI{e
zRpPLMk{z6w_sF>jGbRc6n>Q=k@cgeEhTK?>(vl_;9l<Bt@S8U7oxP5)o9d8L**~u&
z!ayh`?_PMg*6q7{zpnYdAldq+J`WJN818H9+?d<@{C@v@n{qsMOf2UjatzJsvQqj@
zct#%hP_;GetY#?aijqc}#5N8G64odL;x%c*bQOf>mU8Z`X_}&wbiRx4rI(nMMc%e?
zLB2^JoVB5jn_Ps|@_xgMwU6~^KP=TP7rQ$&O1X6MuKQy)(dqKJ+5#KC10WRxWdC2d
zhXW-{-V*M!WFmYm{yMXIw(oJ=>@7gvLFC;PZKhywg*`_&%*46UcHE2%|K}ngB6ynC
ze1d#wi<5Ky{6sl>`n7oE`E042Kp93c#rojdxw}nxL-<K>ACy~b9=6(Me_QT$I|Cqi
zGKr?$2g8N$-r9JI9y`7YfeqQCvI5K}HJZ5zkM`C5@W2{^4ddx36_)W~L<$ff$L3pq
zZo4RJz+|pk4i1Nac(Qfc=OS9U){%*W{9>ctq+#F*@mW3X+fY*@y%Gr&kHQd-ktcCx
z*Pa$S_x|ShC&?hsSKH#@kd%XGJNyy-Vz6M=kFy(KN|LHO-kgKV^>>R2WrU~?50;p!
zO29$-x!^WKI_JbToGhA@5t#J9NUl`0fuJ>mU|yzqlB)QzTjR$sM0fCl(xG9L48Y4l
zbiv|~x=WpcM-=m8spDRVA7U00nTRsJDnG?H0|+2YaGy&qW36|uje&B_#y*ox9Uk@J
zqQ9?bgG$|wOV{$J_DhaRopLy-$;=a%_iB{FEZtlVoie^;KZrrs?=CGnyOy!WiS7+G
z$H2yN8=GEU5<d~SPq#RER1Zf-O!N!@F_%Btmc$`M=KNR6TenxmgQ8_txAZW>xDejA
zzE$o-m6eHh&Tkb_{vAl3;mh+av$^SPriSaX?h@06Fm4BSHom{=!N<U+%PwtkIgHb(
z^ehqn<nCfy<A6KXg2kmFLHM<MOIW?~^=TmRwUh6^aeg?l#A!V79I8(ofiiwCn_L@x
zU-hx{<r7~3{0(lNaaAkw=(goU*PH?W)44WtW&c|E^1+*rm&MoN&FWWU{Pclmt7X;q
z(D48#7Fh4>$E`+T3V+y#ZZAG&yx8Q*ALuI^I%0^!%D7gr3h+TLfSfZvc$+Mgad{%(
z^h50ozrtG{{4k=EyfbuZLEbo?FdDSo2`{Cc2}cCN*k7%2JY)~DtLhv?*Oa(C1F{<@
zTyvSDzp50Xw4l<MkDv(-#`-}z9Z&LPk3{5F2{`P``F(daJgfn)jy^Z_!C`vdEd!Z)
zpBT*?wQMF)iYu48Y@b45tn$Tc=sRiN@IFML_R*=oGYj&jsji&b_fV>L@q&rSt2?7L
z#+sF#6)kx`g!j5!rLPjUs-P#01>(|4VqVN{=yN%=L#AyP_7010fM42I(?IZ^Q8vMo
zFF_5Ex!s?xL>tIgaN{{W1)^CrnzGv-?;zl20GbU`+&Q&e8z6V7ma!RAY#ME0)@HMt
z7J2o{d-v6H-JTq?=uXg%z%;gnr+nH%#Vf4yEj$FJnX@0ygzolf;aKCF`%!%X@sn-c
zS*prDsJg_dma|qzIexg|!afbiYQ7*Ic(&oy>2YjHU5PPu3(SHZ%5*thE+Ch|8q(o+
zWq6)*8$@)$=^iVDnEKVxbOHJUK}BO=%WtCNv7IXS(>O?-C2r-ozJc)q_2rIQ#RYD9
z!c4qpJ=rIEW7yxgi`UwWfBIggF+xeU!74_^E80W<jK0m+JD(3wmX```kY4gf1^Nx~
zeQxiq(O^zo*cV5kp_Dw7veHLZFDpCOeS|x8vRy6w@?q*@+{b(ZSaP&dJQIkqlJfx=
z-y3&&$O(rc=rY<Cj%%$hrJ73an6WOvjlfCvPF_*wIN0w4{qm4zUzzm^{RRl@6G#c=
z#%N%UXs5s!w)5@hAHW@_C-{D$spmqPe16wJdP{lRY6ZTIX0Wa+1W_wh6`y+DbI#8}
zb^~Ge2f(-6aCqKlRdqTX3sZTZi^nV1rm?L*(RQVV_p-doXO;U%yrviGKpEo|hE&dW
zzJLUt%$6$FU$^<3CBJ|65&5VOF6<ig;-)M8p`bEKL)+_piLd1Kz%%D5q8V&Qx|5At
zKhKX*y6Y!z7FWr8&+n_(NxQ<8wrk=q?!}z;yn{l8g1s2~gVbfVHj*`7o9V|OcU6Pq
z)3%`dbQQ#f`PD7u4G9+a@#g)3ezLdO#RGth_!9UM!H^8j(jb!Yi--qB`;mX%EPGgB
zIY0Z~YILWys+i7#;uveBr8a-K^?KjMyu5D1l--cP#6x~~r=dr;YkxVdRcuY($C~pi
z|0F)dH(X*^tC9@LoP@Zde0I?KS7y?o^I~|0_*ut$(@2*#-*J9ZY++ML82tv&I28|*
z$8hxm6LoVQizjLc$5!`*-Bt{%PiE=-<xlk4G<|T<-QM%cP%r7r!|hsQqK`i4ZscO%
zl=IH=!m}sPD(=AcCohq}#KMftuhax299sL%eS*}M#$6h|l<u;W_nFZP-w6;weRk1v
zXBRI*VLWQZBJOpgR@W|9YL_iW_j+9~)!Y>K?GrR;)5DK)XHzx3U1$1kkOXx>BGTKW
zl$Abu3RcNVy^0yXy|;2B5Tbq>R|%&xP;vaN@C<>}KkFB}9FNYghp;{E=HO;(W=OYj
zrkjQXzxo1OPeag}scmul-rY9gA>w|wcjZzj+Qm^T;=O$EBF=f{;q1Mc5zoDwn&*wU
z1dTcUYP)%Ah7x$obDxf<+8+CMdn;Fe<!=&WZ)lRfSGK^nNm>lyaVv*gcS~FR=L!n@
z1|F-o$|Uu*pAjxXPwe?sqLT}XG@#WXw+3TKJ?al6&-ug)0ELDnp1h1Mjw2<9zT|BE
z=^M6vzU{oO9*!<C7zHk*<xfAt;HF#m(0`hR!xC>#whC&c<$A&)ru)HqfL)@DxKlL1
z=}Dwxa^`q7ItiyfbN=`Zfi%n&PHb|jycN@M`8NUVJOH(=ZhWc7qc;8KqrZ%GExt63
zjZq-H7s4l8N->k7RNJK%8#s8ZQyS0rfi}&O3m`cRJaSygf!y0u-!ChEj`w}g(Z3vH
z;5QG0*o)6Sjr&W8XtMvw&mcp#JO<MmRk5;Q^qt*GvZCC6L6M)`^f}6_#%m9>h3{FI
zGa(PnkoH9}mUZjLYrkfzzaVBz{GJ5$${O=+`r6nW@Nt=g2l1lbp}u=|IGA4%pVd`Q
z>h?-%c_%2>`I|#_S#u40XIwD$8fMEff5s2hQ`_-VSu{Qmdco&Tv0UC(EfJTpqiQkN
z<Ty16EeiG_PEGOrtz!xgyb2*plEc%mSc|<wxOc7ttprW-stJSJV^!^Qj#IQ;VRZW%
z72E1x^{0E5Sn^fk>!R;af*k8>U(2sw7Vp#wqKFQqc$nQ5OHq&+wX5<LRI-S#70bdo
z$0!%e!tTGAIwQDP^)QCy<wO3OZ8<VIhWaVSqCgEmO2?uWEL=|<gA)_Pu#Yy69@t8*
zDrn((0Dl0ygeI}<pD8jq07<g-(qh}dybsvzwxz$6YWLYB2jP(q8^9F;w~Gn_`tx+U
z#O^6*i~eQ99F2HTM(K)K<J}9bTqJ<^&@fV_mQV2jZPa_1FF8rf33s8ofUL_H6L~~e
zxPvk8&X08T&eBS%V5%rT%gohx$qYKz+WVi8dr|aCCYivp@WQmJFFo3utXAmo1<3aH
zy7*i*O0N#YXc)ta#d@D!JGYj-T)|1<e3%PC$QJ=EL-%;s?d^#H7XwCu!mQ$#QtvLc
zm0LB^O>N2JVKZ-hX};{6JeOG!rKP4+>6Kc-m*v>XT|>H@2`zlt>_v?Kc)8_a;sL8m
zSe(*(`;S(WqGWS{bl$z}<@g~1uKwa3x1AsDccv1eYcV%_l{)f&dC#BVWhtVn{r({p
zx?^xJd>LV~UG;ncl0jBMex|#)N=SJ6PSV0PVC9w>cA(4RLdD8Wt%Vs9wSzu)@x$zN
zOCE)nJWjXp4G7bIax;{lIb5Ff7Hf~mJr+J|NdEGC{*eS{#!>@LIauApd+twTBB7jU
zp7YF*4r1IK(jGOzwLkd#N!3Cx!!yFQF{@CDKmXr#c+uC91bA+`Ydib1c1yWQ<%8+`
ztAJgM=|9LJwu$c+O-6w(F0Sw_L1RpDAkTXh5QS4%3fDnX?DMX7_|wZ#I1=M~7CupB
zL;l2(_lgqswO^n7vEBM%ev|7U4BbgASoWvUI!bx_q4J2@&R#@RJf}$s@XuG$#Ivjy
zoD8zJY5ImM#X0mt%J5;*{Sr2&fb(kAl66a(=k~tJzkGHwV#%)MfVtz(xcYiv6YuFj
z=IvQl@OJ;?i-*d<!^rpK+fW25M)j_iN)HFrH8pJ0-*A0t*O!C`-e4#3aPqwHNvie-
zOSkT!z6tS`Q@;~ZInT|f)wuk+opGjGj0-^LzC1p-FWtXw_=rByci;a;Ug1H|vmPFk
zDGp*ctPOMG<$ReF@)(#G8^n`X$MOR`VrZ6Y_$2QA(OT?`ZQeE5Pv;=q*UL*<DKYwG
zV9L$l;_2X{m>PSkA+^xgS>1EPu6pfF6cd4go^FFq3YXcb+*6%v#bqk--WRXmm#u4Q
zu2JuEl%UwylFSXP5|H$U*Kt5E=|r>Lh4c3H{w-bI%f{kFw2XyvR4#e5#{9z&aPUYS
zh=Ui*&a6H2iXJc6gQ(AdCFhNu!*}16H%`AnnphmF8+*Ko$aWkg4x}q%iKoN&oG=po
z^^)CjF}K{Ie`^Ri%1SnGQZ0EeZ=WM^7u7);q~$FHH(?eAE`+f(j8IqfZa~cjpIcV^
zJg{?Gp|fh1Osx|pOp)}ne>tIguaYsJ$3fpcRIrZhPkV`W?uS8<m>aeW)}%>mFr>i}
z`IDQICuQKQ6}PYS`a6BS&{@T#G3fqfaoThJVZsITL7ZpNK(l+6@{olY0c%L}U1S-}
z2gI<mVeMP?r`O+pxhytK<tJ6&gwqpa#!fLfB7yZqnb-tk+|;+CkVCVJ26w?9PSyFE
zLF+yNp<jf@^oim3ay{pUBA;_UTAVwUdP|n=pQzc|&ip+t4#_l^cfvf;s^RXK82**G
zPa_KqP%Fmz;T7$p)58x|Q@?UZI2Xj>+<hC9R4{2X`C&CYWVB#W!L{sZu0oDNeUaub
z`j^x<KQ=IXVuFCmsr3$lsTt<t$bK5}348a2P_|=x;hO35{5th<9f7KmoK7(Cd8^o>
z%W7=G0-pQDH=>K(YdxU;nXOxH^KdV|zvpvahj`N2d)?}Zh5F3Fonlm#q0{PuMBQQ8
z4%0FaI2MrH4JHzf6|ovKG<1bnA_L@LIwBKNj91}z5Hi{h7p_(xL9nd%LNE2-C$`u|
z+1Ty1qgXKEkVt1on7rJbiS+<?Kg<>DrV179UoRIff`r@{lG+(wxmS93ms?UAvN>R1
zq8VqWZbP+umlT(xBzDyOTkRQcf-+)vm+^9&d8Dl*qy`0D+x>p0M<D9_u^E9{qtg4~
zg^sAQ?8vFzQ-qAqRrJzwkJ1?}`RrNJO*HyPy3ZGUBFlstR-`PdjHBb(H8z$ta=sBg
zaxOQT478noAFa3E#&!B3-VL4FfuZKvSzjXR(d{RHeSlSlLy_`@1LJpvotQ|=)1($R
zE})||4exN)p-3lboRRwegk>6|KLt&08vcFV=>7moIBe(KtMPel?s{@}zwI6lNIFs~
z9VF_t-o(QWPC`48jTC`c5ZuOV285`8tE>^4O`rLm7U2}0w!otnq|FfjGx619IZkeW
z!nEVqsI<*I0P~Ry2J0H{Oo7bF6z82(c%1Y?48J0R1f!%+A)y$7mCfhyFLL<2{)AT<
zzbro!Zx@jU#ug0kYQ4#4a^3k;<OeT4GAI3fCg9k-v-{S@)&-y7uX<F0mHGG~&J%=N
zkk-5&L+Bk!TZ#*iJmL5`9F7E|D(U<g=8b5<O~?A$VTi}!YC05V!Ep%9wO%9Hzl|VO
zD;tsTcGCxxi;ceR&k#2SRlkA99T!ay-S#=G$Khd8-&5H}$z`>CEG@V0qjujwz1WX$
z2BQzZF+>B3j{CUm(PxcoVI)F7w>Z;`&!~i{MtPFP+prU2aqJ)4ixRoZ(b~S>1TTKH
zp)#b=Z(*1V%60PheY|1~HVid9#k79UdUj!l(*lE;^QEKs7jvKnPm@S2B!YF-9bTVr
z^@Hq+0_2_BR&}3B*SibV!@xyB&SISiW;XRiW^BCm=X1RSK8ts1El|oxv3Mq)_fe=&
zARjL34w%JfC!??Ho4FNsIT0r}FaEw|K+o;FCpfuaXjd^T3-=Ro8+<?gweh|h=H>Qm
zP0W&i(6!BWec--M+yz4iQe#PaJtGr=!fG6cc{i<yg}oh4L3uMCloPoCO6(I6W3KAd
zoT+4rxe?nw3EeQEu4CmH8NVn$a64Eei5)Xtsq->|z0vR=z)5(8Gb{3i8A<P#uld^A
z-ATZ(>FO_hdV4+T3#W6V`xW%tGa6TI2;Th@O`e;eB%haQ7QfHPG+9$rBAVyPZvHEd
zbCmHJy%I42;wHZa9NCP+nUxxxZ(5HG5;^2h5xLyzvg+*7>X$nYsN>rESOj?^3wCZA
zZ`B(Fq{3^tk|`N(QK&n&+a-5y+!>D#Z5Vus@TRgQS&q1an}5A}(C~@G%Jt))$+4(j
zQQ0<}mEd~08rMNSBh&D*3Hx9tU>VOYwXCm`Dmw?ch*YdDK;kv-M2oihT16MhKBO5j
zA@@AE(y{)c>AM@Kh6#?R@VWYFL?-X!WXw%RBoNE_OONEKz2B7i0g!4a?Jy4L-^u6p
zB_H4j4-4_Yb{bo=tPyG)VJ{-wP&Z;c{SK#TxGyia4ZQbz;5V2dQ>PH-rMcgqQnDED
z>mu62dc91|sDS--0MF$&%<c!BP@aY|27z3VRaBZoubBBn7$fhy><mYV_|x$Sd?ofS
zl5EM0ysUL;L%5x==WOI>^4p5|di>c<=137*k)!d%$z70sjr|IMla)jPH3ENT>6(Km
zY;9?g{$yTRn4QewjeTEv-jr8tclUypGS}&0Jo#*?4}LNl3~+-EUOIMdT&av5$Hz1E
z*mYUHH+vyK9VkYf(rN5PL<JWBqdqaEL6GY<($XRc1HO41>*r?j)IOijO{R}r40_|v
zOurnkw$Y(jHbEVNy1Sdt7N3I91hyu<5l9!Dx9qE9`m$HRa2YIgrYT}rt&JM7RH%J%
zaT661y7%o$GN=NVpEq1I-jnt-RSu7<T0TT6N;z&~4j5^BGB5gXOiqCZ|80tU>vxpz
z4-Iu<%rQ8vx6Au;65RuRFgK_8A=_`t_&vq!69}9MQb=|99^bSTrwN3~QbLluIpdEA
z@6*@ol$zN3EHe+zP$UzoJyo#cg50pbAJbub=oll}9~yq%-}jL;D38v5-gA-FXu-}4
z-?aBVsUwY-+)w20ccXYZ30S2In0b#FD9#6<5bhp_tz-6ckR`qMCkDej_xk*yN-T=K
zhxkTEu70+WWVMB63e-W6B*g+!@ZEI(Z1Td@%I;6PI!l^(9KY-9XY7W%u+RCFoA!h)
zOO~FQf+2_@M#UW~?pNvNc#qRt4=!I5pK1`BhdS@intyqT^&w=`LS|I?YL(d|tzHe*
z5n}`Zd{%n5r_h2oBBHS)!(Vfny7B_+OLx`+|L&YDuzFMsoomg;2#??JRPRvv>w;&c
z(Rq+L-Ds87E!)QQs6OZ-z%aeJ00(K`_JG}6D(R>3vDnB15)BU^Nq*=ip+B)3U$Lk#
zH?i0$<xV)Bn+vjT4!7?)*NJYgAFmaAHLR49449LuZEvT=UeF+cU&_jXb|Zwru?5*t
zJ)a{QY%RGC!EePM(q=ovexSo*J5$?kXMl_r-1fSM^AG>$i#y}Lo`YRIXt)vKc>z(a
zfPC;8>?GhXMC<-G**tUTQ6sbK?f!AT(*k@P&Kt;F(yf4?_%U@3Z5Wt{FZdPTBCK=m
z>_gwZjgOGiJmeBt8MFR`1kg24(@P)gIt!=|0+TlT<z!WyIZUp+wV@;FL?@C^%uHE2
zn0tS$r9%bNBEMlV5cwd|ml8MnDmsNTf5un(SnfQP%%o@KQG@v^hQ8*}3fpDetdu|p
zk$S(Ur%N>Ja^$}MG&N;g!^>l@fp}zjoc825XHsmrp*DZ%tm59^9p?i^Dbaq*Ep%)f
zH$e4zla&vwAyvc$Bzv6QC;tsLyJ|M4(qw+KCaoB&_uWwuif1e7fhd8}r_WH;uLl9c
zWw!s8ZzFp45{-6VMIY2T{>Xp#|C_t-?TUOJ?z<Cof7$)a+&*I4-9Ipfdx+BQE*Amo
zq9T7=(osNbx)UqMNwKFK$(z9f3bHX=mfkV|@C}tze%$jLAi3LJ1+FoD51z^JBflqe
zL7$M=rRok#Nc(a)uzuvzFp(a=$JvVaKKKapm3CGBh{#G3%I<{S6nC2V#pE9A2a?o?
zlbN@9CSFCyvSl;+uEQQaQ<p^2n}pa;pn!Qh?)|rLaG7beBnoNBO49?8&W>O_UJT&n
z9-K`yS15)r#D!0_fFri(D88gQvh>|6F37&yl^1IL1X@AH2c)R#RM5VC=%WhCW!K@8
zMB-Z90t93M)^a!ed+;0Y3jMMi+v*Chtd&&4%BaHGS9l}QXJ%oE`z3r{*fL5Ea=rnd
z`6M_SJHS_qTITxMnQAT>ZKxxa>%C%rJFe!T56XaR)DSs3tVN_#_GS*%FMwx=KHu7A
zpPpCjt@R%x@P{D~wQ4#tzkO?b$EGdY_Xk>Pp>#%I;1I4+rfH3$<yVAwpiZ^*jRJ)t
zzI!J?xy>Q@qx_T;MYr6A7#s$qX$(r6^%#9m=EfxHQ=TKKhxgcVG#_(3<kO)LyroM5
z{q6703-6bCJVrVCI^Wth0%3OvSC6$b6nBJ&BjjWqeZ<ZLKT~RoEJe-?B=Pe7NIw#Z
zKbz!2wMbBBY~a)NEu`7ib3^4LAaRW)%h@-~5%#je)Jk~o8#;eP6np5<FztPLOo1%T
zGvAIq5H{_><vauDMhrqn%6F@KF+Q+57?b{7Lgf3_xDIz|X|0|!l8@vKV@1#0KNdN^
ze<k*V`|&5E{OBuyU7JOSB@M`V)n-`Fu-JV~zF261z#xTNru+I)C5?WtF{)nD@AvjH
zur)7_pEce&DYsMb*Q?*^T)&x{&$Idg@1`dl=;Acoon0U7QWcA%f#AtH^~E1S*K8Qy
z4O{Db;inkl!6`4j1YQ!Gj#NmN7~y@JHyAwE?}f}yWASm>NnWx+a4W9yK=@BcPZWX9
zPR<kaEv%1!ujXP0LsK6gDA@??^Nh$?qTGKfDBj0Vu9{XjQd&oKBaDcb_oT+3Ex9Al
zz8UJfPog7)SeKsYl-T_$But?mC-9?uElodjX6xCp13+7#Nwl>3<$U9re0|-YNQ}hJ
z-0CZjaO2+eK~kgFlo)x=h#zV=>X4*|-}%&Ek>kZG8H>v^Of=J7m){ww<s)9CDmt2j
z12_b}L)Y9^815c&)K%CmNjsi(cJ|cZ^dug^8i4L=V6!tY6W2a8AxF>Ig>?*~zLn2{
zt&7M2_dGtfQ{#45Tf<re>McqayY7;J&?1Ix0U>&eJ}yV1OxnJ3y9BsF-k;xBBHhgG
z)FXMGKgj0#E4v3KSf%bbwHGo|bKzDV_p>}ABgN~k(9Mh1ioqEb#>JBZMAZ)_co$Ca
zA~`)lBrQ~MJNwyu_){iWzvlpDFm_|p^$p^M*#LC<$rM#M1TWn7c6ro^q)11?O(a1G
zR@6S0Tlog+z5oZ5J*}HmJ2c9}X}HT?<Lk067?N=~q_bp$4gI=9o}o~s+c}$ps>yHz
z6Sjo%#Nsti4`+OslUswm-E3yyD&H0v#XZJCp~9!2j4c}b#@!Ns6^{<STXNa0s73PB
z(yFicM}=L|f9dgYhk<#Nf)-V+(>}bvncG#SfkQ_Z2tch9!u1RxE|;^Ne3JQlZo3`h
z`ZRe)&xCz_ByKBi-D?$@k9_rm?c|m3a421!0@MpZ87=*R;l>qLq|%^Ipw7<u`X=#)
zz4z+;HxNv|_2Ki>pX#E4E`LfxWl#_bcJ`dOfB*0#&4-BQWTNx$AIqPQf27?K$afVt
z-$p$9!V_-=Haw^aR_Pyq8u0@@7{+|xf4_L9sOjXo&1d1_25mak5s9Z(?Nw#F9N9Qv
zX)}o}%7j$;)NU=$+G1AJ;pv<ZcnNk0Bi`oMR}hWRtsYiOK_$AJ0dIraFn@3X8WM6l
z?5DDr9?jhl;+90kkj2UK69AjgpWG+S9(3<EG4=!Oklw|B6oM(4am#Ytap)0F^j_I`
zIPGwJXBOXkToRgvzrFlIjWEvNVEoh!G_rU1Vx{Yvjd%q7-&)t71L`}zL|lhR4et6H
z?ToUYXav)uY{%~|Kq@BuEK*YZdQsY4Zn(RcO-yRd#)M)C@YV|3G_<GQA$ZSpNIcf#
z-P4Mk<AR4rpuK#p67bUpOEFGM*<*Xob?W0rAGC}T+t2A*vZu<joYsK~N_PyTZ`r$a
zo@yN3Vp5Yu?fiW#V-}pwr&1~yxgyyWU|!-UEhF@<Cl}?~>XE9Yb*hbeb$;H%z#-P1
z(=-sMDVP}TqKhoJ0xxm2c*->jP-z_+9oek)S-RLcN+w0#oM*-Li{qqhR-<?i5wUna
z-~%7e0Ok~u&ec`b>bQKPbcu85savc>v5iAnTz*k<B#~w~neT#%2%Z`_X1+@B64uXv
zj(>~`Ff~F|-VaN`5^tQ!<nV89b{qZPk*}N@D8}ERl>H*4+uWJwfTyLFHjhg|AfEcG
z99_^hp_4AoWqY%CunqRb7&#Qm7ImD*%QOW!-VjIn+h=EdplCL4ooqb$o_v4u`(t5V
zD4%DK=`;@m_0S~XgwxbN-X;Aa7>_6bvcW&QAHn<SOYqnoNuZvJV;WO}6dr|+_6^9i
zFnI1#y<j6E7a5*UXPgv%=P_f?Z1zCr=qgW$+)b<&&lW)*%s71?CU<z!-_P=Vdstml
zsW?c6_j=CgP#n*X^THY#{dCoin9U-4Eyp2thWeqY%qL&5y2AMz!^V04h4jOE$ky^Z
z9tv2+&2OXbMz^sUIu5z}iuvRx?SM<?Z*KYf&G&nn344S(<NM>K2@tves2U40A8Dd_
ztI8rD@WbSo)9;tfxX@SP4XxHNM=exBEpG3%5bEMlxMH?G(pA^KpZ=x(AxBN$&Zj1K
zkTpzCbG>Jzo$FogM17uZ45ymt`j4aY+Hq9dqUaYPk;5YylMNU!FBT@4jEM%mzE`!b
zT1PrZy6UQO!QN}lIYuyK^zFex;hxv&Q>F<{B&AL>GMiM=t^Nq<w>)FGx<g_f?vt?K
zsUicr0kjbb&j~%X>9vC%s)nK9ZNo;=kExx%3#|kq!Y4W+#c7NZbgE9Z!f~Hm;eAR`
z34lHTU+;#WGKBfy$J(jqBGP}rUg+VJvx#319CBgkD+fGUxE(zG!Mmz}f>Nqu^X@Dy
z9o>MZKP+;SI-m%Rw0oI{@WEyFZv9o-QAibJy1S<1w1jXBv%OK9Wu^*atLZa>vLYWb
z9Mp{b5MXR=JQ^Q^8M7i+As|H^HaK}dndTj#!Elx9zfg9*d5Dz^`yKe$FTr=eVh>PS
z-dP4+_i@rl%kQgJKWg)A#r5N{cP!W3IPKH)2f-QzZm5o+%jo0xNihvz10t{og_@oI
zJd9KWd}2<M&_b(8|Hh^e<3O{%`HLQ;{^vbdknXz~(_xqeFKW+OC*}!EtzWe(C{0}Y
zL6ROq0nh(7h2EX8#fQz^L$GT%5WhQe%>?4^L{4b-s6dg|(YJ4afeDe`MXUqR=38Bd
z=KbuJT(!ry7EX6BcZ|Q_TiIe^GHBmZflJ}Qbp|dbu>Z!w3EqYn50LKT5zmzkJy*1X
zTdrp`{0O34mTVYLFr20YXFW}bQ<_XgKNJukq=62Hx>(^aOi=g7`h>2FPD3ZE27nqp
zaF~R%$`iUg_Zn>^l7-Le@#f3wb3N`cbXZBoQ+a4_-&eOS;y?~&?TLY72BT~EAJe{|
z5NEwd@HTA^d+%@=sFsNa&%Si13y2q1D=+{)m=6;q#tLZ{FVTxlT26(p$K&H0J4)lR
z+%EP3$)HLRS(+0Y$r=Foc+F4?7#^Y{cQi-}-vR!-%T4ms#8`Q~P6Tv@OE`8El(8fV
zxZ0P@bc*pTv*4b_i)MMKVx8@C6h{|j9yd@@5*~tI2lHupz;TecDP)FL!j3?=K@dRc
zSPue?H0du!Z$OfkgJJ)dFi6f7ZqUqg;ihX*zjISI)Uh0RqIg9I8(!wV`k~L^uyttp
z@!Pl3mc684%bEJ`bv5gsp^-QWr&icY9t3b<A{<`Bzu&g!O9}eTDd%qZ82}gt*gux}
z8SZ*SMkbV)S<rh*yUC>CikRHVV2|BhrYx7u!;13;MC2Ga+uG9%4*c5MFs*2wImIwu
zu<PNwWtu`uY?w!!r?uHJnHpGyk^eMs0fNm{I51!;@t$DsAYP;+HL3<6f5;<eSyskv
z1owY8su8-}9&!V1f8-^7NO$Vwi?6>Sy@jA%9KCDX%Zo3|_RhiB_5CnMXBDq!B^Pnp
zz}Q&bogQ0X-bwK|!X@@5+~c6i3vn*mCEoxZ{}F<m_aT}UTo$po1q@lLkEnL3T;mZA
zA^r|4kBuH5J($_QNHcPL>8=D8Z+F#vEyeF0d>(K+m6+h>qEOYAVLlOHKY#cu$8CgR
z+}yeuSb&XYq#@7%@?D_4Y@|ltM`Ho^taM3Wben$k2iOH*a{bB>>ZiCw9-Sl9i)B+#
z&R?0|;59S~4}uiI;AXPGF>gYdUS8~cJbzC);Wfa&bgWNYFQu#rS6d7qY$6cz6JpSM
zW%n2aW>5@h!8}=SZg5^dExnJ=sEYx3cY_-Ygw=s9Eb%Gnp()imHPYwuZW}xv_4F@)
zzQ*pg0HlnDKFiKHs(b@lqXtvAd23_&0T-X0zDaK=;ZpkH-eAVBDsFS9AX<*W8@ez@
zS~vmD;@wik2k_8)3anQiixliN%aiNUE6Jh8S(8^Y2n!HleNFj+EVGlU<F3oU8Yqq;
z_K0kIXTY!+YubfC@j45@_mhi|yD8WnqOca2WDf{bSwkATf~9P6ZDRP1y@W{HwD?h=
z=Dsy~b0jd!7f>F2AYh9X{PRTNnsPLOnXtjvBAN-;Mi4EAm~s3V4~?^0Wt+JT@FnlE
z?r8AaLxS8%-f<NZby2Sa%4e)vMo~<DYXI!1?sKwFKy5m5`z4zZ37OLboKwuK>XSJf
zU%6k3dI0Y*0z{<;Tyh*ZJVDIk)5D_urP?=3NM{l--2GlwGS(2c<TIHr6LN6f&Ysgg
z>cK>0r7}D@C3^T5HGv4s7?dF;Qt>;lwa#dFjehoHSOIns+4wdIvw;BP%A?+os!z!B
zb`tLG$!Nbd<fuz#!-ehX<`M|+^_RA|B>R5w%Y@|MO|myi3}>7!HtnN42lIw^aKLXM
zcko_3N5A>y_QC2O-!#?$aiFZ9djR2(z?!D5DY(%yAp5ro;+*~?C8Q_5XZ;=g8hd)&
zO}aq9MPc>3P*|k6NhAuI<Yu;)1vD;;j69Q>wbx`&Ab3x{RZuW<H;a1@>Nqy;XO{LA
z-K^)3V$ej!LePj73|+ht0-h{`ENYqutW_f(YzR^{+8L7hxK!})Z)PU;6hKSdKfj2O
zUO44Y<UH5uC&jC|R^@jbJmILrgTS#@6}!#|=Y0VWCWV09(e;|6mXD_v0Y8`nHhNE~
z3=~NA;7#Ev>=?-lSRA_ed`Ng&F?g(%5M&O{-1{KG_jp5_^8WS&6mC`NUQA4Tm%*Z7
ztsmL%F!|lq>2Uwt?g5M@J%y5fUkCV<kAnMhV`$J2fz`szF+Sit?UCU&A%KnHW&-5p
z>;ztLT3jeC-njcrDX7%(Vd=m}MxNfv&P$5~PF<A4zQH@jn@SRU?NA2}Rg?Y(fY5ik
zM{tHy5967WZ4L{VxBf97ODcX|mjsgtC&?=OSr38ykUiUez&LHWl@@T*_h?!th?pEA
zpnp*k5}<Fz0<?<rC;+0VL|G3sT=5qn?fZ?ce;=%B$WPrJNd}v?fgS@uUiZ%yZpxs`
zp4E46=8ncdJ@_HVFBlR0^=fx7y*+LS+i#FMTke2uO}E(ZTPq0PN6(C8I|kZlQw-go
zFN2Tto#HNfinWOW*_o}p%n|CMSQ9Cz`A7tIQ{SG4AVAL~zx)1EUN@CZ-R6gH_bx|w
z-18o6Cled2Vd44_ZoS2wN+9+yJ!Ouod!MkBG@h`kS1{<>Hya4=q5gbpk=-I2IQ1o%
zHX^(Q;tgyGFNuRTrwgPPGT&b>iIE+@f8qE-;KH!dlO(_Co7-3V>-ferkm4eI+zHfM
zXXRyt5BLjV`<g|)ZR{}E0mZ45GZsbQ2YAT0p+>|EKC)+31bWO$A+*JffXckjYlHTm
zH{KT7r9)G`St`6Ti6;9w=tsRWmJQk81^ILEQg-P3#Wu!dDa7k<)M@}nSwXt;-8^5X
zRW8tTwx_oIf&~0WYK%;SZ&B+Yb=|?g$U#^%WCfeZ#dt>&@E`bTt-@2h+go3F1o|8^
znfABIQb;^hKj2~~08G5`5v0@~Bs?+Be1W`AiDEy_-AXqsf4KmL6dHgn&VJny>q;lL
zEMUqh>0|+(ljYTJ<V&8}^G&-?Z^vMew1{t}-aHfoS&*=VEmYB05uOo(I9x#!Xh(7i
z&}L+QVCzsSO9CX!34jK|>K-gd(B^xS`p?_0R?k@!Pe$_RQhG-9^p$X}g=1c@UdQ-v
z9zGNk?cioIQ`tA=vv<<HVQdKY1u8&3=Pivma=Xq7$sj+(HWmv%#o})#H&_d;An=x?
zfmcK;<ST_wA5H;ElzAcH3*J{J9y=)-hX~8O-kGFZbX;E&<P}Su!al_Z(X<DH#{R6@
z?-k<U47`%jH~ffxK*si%4$kO{gPOd=HtE;c<yxx=?HxVE?HOdAmL<-)xKT1(ACw?}
z=>EI<SHEt&SH;ibbj6X6pq+A)ec1)z+xGPDYP@i4YQq7W?D!r&7yTzzl2`Gbai~SM
z&aIV&p8DO+<6SBxAr>M-PHp@#GEOofg4eK6m~OIKd+NW%UnI8yFM2F|s_k;rlsYmM
zUYImGY?zY*L>XIHfMt;+O4B7ceYo5LfY|ftFxdFgnT*`T&}~G;x2WntgKy)9enD9G
zH|jSHpvx{l<^k=IRJUz241?@6f1ExRFk02ipL5A6Fkd;J-?87xZ>x)SKTO!iS)fw&
zJsDC5B9RFCr2=ui8}kk`)>@<p$NKcuIpR0`hu?JHh77BV7m$)`us8$ZjTva>F#WFW
z3E9SHAQw4konc0@7A<ijVOVLm@+`>Lkcx8+H!I7o#+;UPl)Yh#-L~I0!|2RfZulyQ
zkfB9bU%8%;kB{khs0<%HX{?|6v$4~R*nr!9@fCrwBlvV{zbW}wzqF^tIDlt{s+T5K
zkaq!siB>3uLKsvAt7%Zb+Z!R<D_B0^Hqtp(1fBgrr_4X`+8f$_mkPO6vR==Ou?YF9
zHKvo_3_y<KrHIg`3Q|bBwwRyHoiV~w^)iRlxdW8;^8-wvDRxcr=B)r}0^R@{td=8}
z0;B=^?TgC6Cw?zmzU9C~BY@i-cfwipLE)_EXW$iU@eS|RJLAy57V#yyoYsJ(7aC)p
zt+~%Ic=Ju);_d|>EbXu4KBT4j$c{SAE&9TI%USnGwXw|e6CC31^W-OBa^pdgA>w*D
zuH%<pI|NJN5;<siRecH@vga`agW+ecsoxZ!23amD;7EK$6+A?qNePOP5S{^wgR1T{
zMwUe)3|~;=J@f#E3>x_UBi6Zf7ZTM`5d&Wai2a|ihIXnf>e>K8v96}0%jZqtJd!=x
zVX_y~4fcEC!{BtHN7PN#M*|f>cr@H+IE3!08;I|hkAG_l=rf>4qp@+;-lYzUKs`c#
zsBr;HHeFm3>fMgcRHFvtur-Ts7JzwR{=~6D{e0i^O129)0ZRNEa-V0v&Z;AZ$S-%3
z{@tREE*$J{mpM7J8nUPhCWo<NS5rMgw%>k$s;34K==OyE=B^U-Z=yNfniw4P22WU4
z_>*@4J7@yf>|=02cjvpLwL{J#uPk-$omUHvc*m!%q0}Si`ZB<N0(@&Ed<nR;V^AaH
zq`iYT9M9~8?n>}u*7Dp}gv`ZCVE`S${dq1qkPdclMGhX^SmJTQlT+KXia~Pao_CC0
zH_!kB^Y9C&g`KP{;uIlw3~*3?Ep)j@f~k4LH&`e%01Rr|Jd^Kz`ht_=<$mx7zF5Mk
zGcd|(ir>$^smjC)U==#%MtgxJ0up^nn>gvw=(Z#-u&eO=5R$X)?9*Jn%KV$i8Zl`g
zp7XrjRrU9AyKT9Nt3sc^nB8lb38bKy=k~H$0{HDFB+i(D%uhgHDj~Hb!!>T0S^npZ
z)NJ8OmAx$0Cs{Z}J`o#LGruoFxEmYDyP=EMlGolHxZU`VD*K~Y%ARIlrN*mLyAJyR
zGh`N&(e1&TBw+3rYaF`EtAzeYff@q8nd<M*`gugl&%0HS1=@FdfFnszaSfrFMGAw-
zrn*h5i0=p^4KKe-lfOLY{(Fs8IW}Z?-;Eno=YnEK@C;y$=~67~5AdaL8q)V~cTc5K
z{-P__bjVOw2x%q!Af67NA@$n<;c@H@IhaBL0A|&FvPZ+oedtD%E(Yx^8Sel0<2#+x
z0+s*>GEnFnd*F9C(bI2;de%>5gFBK5WLe&v9wfXArKjnzE}-=zq79(vffHEGRD}LE
zAZ@yV4rpyy8%WH^o#L$b21$3g%0~Fqk@0tdD58ma%?L`_M*lq(G=bJtXA?vlX0I!k
z$s3RlJUGo-y>5d4(s`OPO2eE-Te^X311F|`2#nr^sN}WAx+{|aOY;7~fE^RMuU#!s
z&w`ECwr#=1K|ezUp3cs9m28`p?<Sv^A4x<3Rac6M?5P0Tzx5Uk(5FoY8l>Ibza&sf
zo~({-K*KV~X@tZV)0nfY?;R{3Cz3mo-#HuX=zgX8Q<a|0WQ2GJhmg=|T^@R_EI)4$
z%;;lKX1d&j+T%VP_Y14E9Sq~|5k|mUS09vT5<eFzugz&3n5MV9{{cGIEu;afnkUL&
z47nDjCu?&!oWQ)7kNAR+t0JfiQKlFl6y)86sk~Y;+TGgWBrurW<h$PJzTV1b#p>Xr
zy_?bVyF4uacHR~s+q|aSue$KgIig@DCkv(30L`d&7dFR(ThMVVwvt1U(vpOmG{WKW
z=F+j`QL6ZO{*6cj0Ed_PFZNti0d`cXdtLRF!`nMdMtD-dh)IBmiEB);@#FGI7U&`z
z<eQ2}j6{NbXYRqb*$RN<$nuGM`N}&yR%Q0e7gV%C<JkluIH?!tJL8>C$$yS1I2w9r
z1=dG(jZ^8Csi1y_j`H!GK#2I+Kn{AF_tyiP=odH`o5dRP7ohEnG^a5Rp7E%C)1zx3
znQMh8$rMl8K>7A)8PtUpI&9V{4PctVJ&(V*Zum`l#H~KE%yV#Z3aFsv&}n-l)NAYB
zQFw#kZt(LSC^QV1PXm4t?x5jkTN9aC&P*rp2?l0xPbI~j)xiW!>(JsNjGybeG_}tB
zxy~B$g8+MdbZ?R%pG13*?WxmSe}@ZiBSzo^V&aj(EeG%lzv9pOv8WFea7wm-!q;F2
zcgj~@8#FUA>xVJ=GLZ5od%A$uHtJcT-Q|bF<L`H^^D;y&<i)4oT#FFZJ+eAY1z=B4
z>=zgelL{J1u*1w-POr$L=m7*2+mg_4R5i*B`T2b4*mkNbi9-zf^lzJ?egcI)qoddB
zT=)0({swzzka(UC9j{b#m&;oCKEIu&cEHXFDiWI>-OoS+m^lxNLDxvySZrYs;_*hL
zKe7;d;yv8C`lfI+;8xL1yb;yw-qF~XzCQ;8p;$6X&`L?7b%X{`1FOejJ5g16a}~^N
z0W|T^xg79*$^gl~`<OJh!JZ2`CwGXbY$ca3_YT6{IR0DydV83<#c;lLEw+iv1`Lx1
zlEL9Coq@d*gFdDS#}h|Vtz;n(J&wx+%b}^<v@79UOvjIr*etwx4KzLaS9ZNS%x&>1
zYAJqKzf?#p?T9i?z^6>Qn&BOP!y}w{JiA|f=jQ+zDLpad-I5LKrA0~ju!IMFzag&1
z!9ws>+rW%GhFs*e#f!B?$UgF`&u+k1C@SniuRsg_bV}dH<E59+`{ynZxKm^}jKcKc
zSH(yFeIw<(%=vi0i`Gj$VFUml;F%BB9(gaIy&$<YT3Rmnha!|<c&nk24>k!~9(>|k
z>b+M*3wyBa_Yfxx@Cggl(0;H(d7~yO%?D^*T1h$VWgWcsTLQ1{_i<E$1s=bmgVHU$
z4oTrAD<dZSo1lTR`Q&e3N(IHwdaj#qqytdwor}BC+6joP1lZUT{$`?d<W^Nhz8G0f
z!l8SF%RY+Ii>o1Z1)fGO+F!qifx07Gp2=p7Uiy=^o2<c-Q=Wa(dcBy6UlRky;nv;c
z`op4f>`>Wl^2inv&+~-B(eQeNO6eisl(Kt#k+}8olJr!&6N%`+oz2p3GgQ+c$e?)V
zmKWL&AQ1wr{srtH9V*Q4zppVw0Dp$Gr}FcK;q!E)<l)rMsB|Z|@+;9h_8yOY1Px4S
z^SCNbD)s3;YwZv@IJt{k!xDLL4$lY4=y-VmKnP-(6*S-`rcXb|X!Yp%x$88B8M>kG
z&>P<AOUKzzU|4D6Ps86z9Moujt{zurP`#Y{$pN9$)`X7sC`{-Y91zl==U)q$gh-fk
zX#=z}x2k4C26Mh5tB|sN95zMTMUV6at{;ysJAmXg7Ogg127Tbd6)wP>bAnRMTt%<i
zg9C??`?v!j=q2&H^(G4ixF9tyc1IMWOZX+hoHewziPToi9J}~SNeX~~rF@}YHNz5B
z_)$^fG&P*!(kK3W8A}=50bs+R(cQ1Wj`E!yT!eE>!h$J0Oynce5o6b+@$=vraBzM;
zdcGTeSgk!K_OH|i+^q;cP)^IGA6|{0JT?K<3C#DEyKvxbqB+TWw`_vsCi!p(S$`}g
z5iETGo~6v=o`nWBY|4dsO~#+_+e<1q(`V}i?IZq_nkz~m*4xJP{^Vl4LEhb&e&P+%
zsKXO-<uI%^hh%qEFk4^@U^Ju2&f&ZOvH1@klpLPu{g;9LMl_T6)5`behc?Ts^$EOR
z>KAN>u{r~>1^nj6yI_`I1-N_K#esaz+iw!~CBWec^Yf<rmQAbx9<lym*q3^yQ_B79
zRtVw~W<yi7O!$Sn$gc_9_v<GRIMiFxIjBq!B&ii&WsgZ8Iy7jTkv8Ci3Xe;Yl|5Zy
zBQ-E!vw=2u6}&aJ;Ju<r<w)lXNW2dF3g{0gnDX4E9vef0HL*pY?u9i!(+)L{Ti&m<
z!aFbY5hDg?;_LzsaY&)k^Um20O2F$^E2e$wsbKmLY}yo8DoYsW-hM{}i7?y-P6)P#
zV{uzm;5g{k)3qmfKTTQFzHf(g%?p}+du}ds{Knm|39)fn`W=AM24ijQc#5STY=@aK
zx*7)a-UaG6U&-ad3(NgmPk)K!ZEz?&<*}`anp{E*J3px>04Mg8oMBFh;&XBTTAvcW
zG6NhRejneWi_p!Ocw@?PDyKBlm2fn71h%#<{8a%xba24QZa<s{*Kj_8PHKAtXeqg&
z*2h!7fQF!_D`ePZOf~qG3Av(x1qRc26iEmJ2bOW^0oEN37_tlWt>c*fu38irKf?bz
z&i*tApup?>#zmRM;ryOf1Qdj0_PQsx--dw{`H{Z>)tNLK<|ddir7uXoVL0uLzGi6P
zqj{rKqCj+qkSy<!D;@?~aw!|Z3JAJ#IS#`(<Zfn!8DaYcX3^rji&J2STc^DJO3h<<
zZ($J9e`x7ahnNk+b;WBALYFUDBi&d8dXaBqQ$uD`0lw;l7h?1qJ`VbN2n^86b5N=N
znmx0hXa+%)%z-}uA#IX~&2KZZ<Bxt!*FX=6rVyGmD_zV$U#@<C1XuGl9Z-7IZw%;)
z(0>mkV6-tb5K?4-V%)e5?P2ZPf`>?=i8YM?<6Gw|%O0?o%5UfblAg4oFIbG9v^0sJ
zA)4r6%|x-WZmvz&{2EhgyI!$Wx#NR)X}1>mYH>_Kgyn=>7RH{hyA6MG_`{)jCBYt-
zJX_GZ#$L9(m)A{W>>Sz0QC20~GW(l0ipreB&P9278;T6Ac`C*{9{_lNDbP4^QY`xt
z;57^>n(j9)!s5FQkU=ciSg->%_zSMy-vd-4DzkB<cD=>89IzM|E{X+%TJhenClm$w
zPQSrG+~LfhfO+f{VlR|Q+4zPv)Qy~AR!a~fS%nwT_bOKxUwew3oMWaXer(+9b~4fi
zC~z%bdv|)j3qs^qLHPhtr~@GRJq?Q<#ABG!qL-_x(|bIEnb#G=hgoXKt?)JZ@K0Z2
z`$UehX`qz^*Nb`CL(2=3kp4EXU2me!D=`3BwQm5I(qnw~Czrct8IZt@ewY3JB_xr3
zGVcnu^X3~masIn`)qVXXp5OF7@6qnD4me0Xs8MMOO9;TpD_bieDMo`>hl9Mnk5lz0
znj$H91eIlJ?$2BLeQKoqz{~(NNzu{4ZINA7AmYyDL(vXK{Y}$SDdG1A-+sGLHy=DA
z7X0d%{TYYEj}o~E{GSKN6+_Tk7<f{+K4-#PMd0$E4=dvXNc<dayifX`;lM}&-&$u2
z?!)tJa5F;9GkNUJRzo+ie+B|EVfrO(JfVBpJ;OGyR|+3YSZ1}xjO!@SVWw7=x@<UK
z(*bFrjNG)#=jC<D=c1+T2&bp3O$R~3Y&;{(B1lA6Q&GU)d!@AC-bkX2KpyRgf#(#G
z{x&O2zo%}12s!~lNj%15)4a}h=Y|xiXEBpi?(e~sKAXS$zqf@+<Gpv+b|`eK@E<nn
zuY_ecM>X#i3d^%~?Z4NajPUE7wpy%D0t?(wKMbS+dD<1C$e@R5pIBe-@8~Zk9zhO4
z)6fo8^0SCLLg#<bVBGJ(-xQLVTc0J2u(9=?)F1e-w)Apz8&DkQ*QWpK0t2q5z=TzE
z2_Az!L1EhccLJpxs3E%o2>kGql(n2bAPo4m_{Z4D;DXUP07enLJ6v}8GhqYPwvGNy
zNqbi#RyS)oVo=9H#b+b50!fbF5%kf@OVtdLSL-H#Z7`Un1%=`j4U}5IGnb>NXfyW3
z8BTW>@)&TOgLc>vQYuWOy(_5?56BpxGbj*J96d~;LiXn>$Ep)V_iS+d8z5exJ^7^K
zgO;t&)r+$z!^TeG<0t<b;FycgaMs&uI9_cQq$&w<U1QCnF-JH3b<4`9W5L*sBPt#q
zo?HEU|9*8O2)igaybJOzWe*mhx)L{VC%7RiK8gr5y#z+^knf%_evfSJWu_m8S+q&o
zMV7CgD9oG10u+^IDiqp?%QsHVIw&)Y)zE(+BF+JVLCs}FEg>?cK4RdqxiFHPq|ZG-
zwS<ROfgDY8@$FSiTxDXEts4dTM8tMEfV62Ot;IWJP+njXJ>koy`Ogh@bPymUA)sD}
zR`E4KE{609xr3Z=sJ^^V&MhceM)<AHUFgX_niTH<rEmBLX#$~qxkF4CNQj*)_8?vb
zuig8*?htOMQ<R~u2iQk=-Jlo#5T7!jw6d7zGD^$*hO?&gW-YVvc_s2KyYBw+>HF<+
zXOOeb{wlhg=(nEu01|Q_^P?gPKOfMay#8#zZh#&vH|VO-#KEHmTBEWSJ`9m3(lH@~
zg19lzkf5D7-!J=C++zb}h>sHwN;>$LR7{UV$v|67b9+n$bUEzJJ4`#EE@c@{srh3%
z_teCaDa;Z#io+lNQ{^($Q#d#H808!Ik6F3w-bs+Uk6$2xTbBncXpBz5E2w#f`4Su7
z?{OjTvU?}Sm!e8t$K!+9U=88s7dV16r!7_-iZC!Tcoq6quq8VkLsCGu_xppb;PHC*
z@RY2LX=Ke5v`FXN&lj=cNQ`UWuMbf}GNQF%dwi^JKQGOxna`Wbi*7_B=HLtBEPeiG
z+UxFkxc>Y5;Kto8G2w@uYKoG;LDuQkXdcq@Tw|vh3~ZsHs$2ZTW60P}Sh>`BEui`{
zZQ}<wrJHyQ?Hvup>k9<HlMOK_keR-mD#hezXWIGFWB9?6fEmLH-+@1F7qXJ)-TD=!
zy8f-arGYBt8S$)!ma@t0JgWym)5Fr53^a_vveU?Pu@vd3ydwrMFMoT&tuEtWGCNnt
zFz4SLqExMF6Yp_ac149#l2@+14FKu!2l_3Ti~UT5PD%iv-A=w97TBqZQwgyx@M<M&
z#}2#fflVgR;fI)0#gAShQ^vR_S2k2j=ao0s?S}&0R-Fy@@CEVp=_h2N3L9frN^CgL
zN=N|X2&vH1Jqq|ddR;M{7*iYKCwf*U35|x+vo_8R6;ZjRi934Um2x@uvp+zBSdzDF
zQp(1%H>i%fS>9Dufd;j^MGj|_`??3_MRDnu22w$#u`g%f4tBo=>khBM)g7V%++^{{
z^0NmpF?kAm5$6ZsmP_o1t>1!fiK?#_?RQafSg>7%6CU6eK;rH&_MbFBK2zALp-uOb
zO3o~MjsdfN4HI)4uC+_Eyhl}8zvD##p9?NBpkL8Ta1>D?gk_-nmaZWPs^dqgN!UK|
zpXo9V!hYQ`?oU3HXSfujWkbMT1PA|?M@^ohc<~s_LuG1s0nX=Xb;nu0zftVqYKwsr
z&XZ^!Oa*xb$Aw;MhW)^9=@~%?<-M3wLcl*c?W<8E2fNB%L_u&b5tXX5s8fLma=D;K
z7XUi?^;?Lnrl7-^LIMqj?4Q3YpnPA83fZoF1&mWP?wtqehU3Q#9VdSe8L)QXn1G~U
zl%*C)GQz3G1pFU~jSKzB?t|J^V%}wgp;D-8I@23Zs4Pp4h~H+{jAc<@LMYl#3&!;$
zhQs7&_2_5vYQJd9aNwGV;^2D;>Pw_QF+2#1lDqerhonI<BlG=6uSztcSXR6h7^Y4M
zcZuxLn<vhn*O}fWU!Fbm)M20(2Q8^;V^)g1f+_ypdmLf?Uecxi=!$!kJ&7a8;*2((
zMMQ1K^=o}w2LQ(EQcuU=zR+)*gyzP>P%+zo#y?`E(eUuBT)$2!4a_%c$t_N7N<k0M
zPh9KQ6DohK^P2l^p%NN%@3_Hz+&4`*DH%S&Eb$WeK+@n<y~0^p!|nSm&6xR5sitg`
zK4TnYhRfS*Nr9uxRLNZs-HO4FP1kp8q7dFlyL9DWXDBS*Jyo>nfmCqNeGzaJ09ha5
z#N6##o8pF+&dMVQyM#w|eOq%KR#b}~^#)%kRh&69eJ-V)s?VBxHBJ3^H+BgZEY0sL
zOle03rVHR6)TH>{KLinxg98??0T2|q)e<0^DI_5Ka`usl))9b9H}Z6wFp^|CP_E(>
z;2VEb(g{x72kBvCuMe03b*>8~B5odr_pdjez4>lu>gk&GZ(c|Ws!twRr-G(HwgnRJ
zk0^z9z*r`M?mw*NC8yzH9v(QA%x6}d3`C06QV!hKz)*t#wz~XX2=qenZCreAh8fap
z;vVl=CR5F*WMqoJpS!=VW^}{B8{U@y<g}aJ`G)h?h3RLRTpWw6JX^j1PEj%lL6;#(
zn8|nPx&2L$?AFI9{#Eu8L(%d$qX9!PdGI}C4k*rXv+rtcl&$&gy~n%-3A+?9xJr!y
zMTy=`Z*}EoN82s>1>NYGYUhPT>gdJ_Km{pS?0(<JhkMa#Ra6HOC~W+#8mNl#m9HO;
z99}1<g8J{okF$D!YUtf;!>T-rMh!kX%iY!QM}_$Rk=Y+ug&D5Z1O5+))4Pvz?uD|i
z!KA6e-4RI<z3Ud-3(-!+9ld{2h{brG=EDW0u)%vQLKau_7B$3fBM|ZWItic*Pwutr
z2Y%8+`*3!b9B3Dm+iT4Y1#3eD%5ku43b*OEPn!v_t;k~ZhOdN8gxR4fg=z}pw*tls
ztMo`}GQHxb1QQ0s((B;PRYAPCB#B5^39!?0<n=D$?nwF+zbTpFsf@#>ri8goYrz_c
zr7M`=*)F70hbIY7vIaiH8kRI9Q2=|F+as;IIBbQh*h$Iz6L4n`^oP4j(rwnIC^J+_
z7X4;a(2q&24{*NG<{|K|FEB`~Q~;N$p-MZGVo^+KN_Sx5nu-dZ9hg<i_nR4XIz+u<
zHo@HR3G8@-sq7HwJ_RP`PkI>*mbAZn1%XHETZEwt;$Y!*MaFNvzI0f_v+rO<+c9rt
zhPe0MI84Wcej;n+lB&H063m9>@4lvBzslW<w%8X%7H+L<j8++x6fk_fK|wXepQ3Ds
z#G5|8lIB&ArHg_BncB`9lFvTj)&sn~xs!&2_>!gd_5LR13RCOwkw=gV1+GFZ-Ezxl
z6~*^^h*Ooz5|gKQO;6tY2mlt*U<lJ(xBiJwV0tV0FY*--_7xm<Fr842;f0Y|u)257
z9!x7i7r=ayyY(+*B{x`eS3b}qpI1;3mjt{%ow8wQc!NFCB;Ug_JzT!K=1$WwS)#Hj
zDAE(+4^Xfi3@PgPR%gcjnlWh^Q7BObx>~=Wd*88D`IzbcfoXqcB;a#ZJC{gCD3rjf
zhc^Nsso<<W=;WZIwhklFz9$nih6Z%}H<xyv(~>;%Ylg2IEd=<D>HvQPbR@N_i1GH8
zG7+JKt?-(uyUs4knJB6%K?g{_A5pb35eE_-;_i$s%{esm^ej&jK}e^-(6JXUK!W0j
z)x+^)qb`{FHvDlkj#)6NcYcY)he-X6Ri8wFEqD)uV`37(qx)zysa$GOyT`SyUn7M$
zASwcL4yJtXmc5~NU_k_Ol#x^a<?Q$5fVjdzj{*BmE3QCsCz>5Hs@!lMd@PJUc<se;
z^!F##U}%F6-(rKD3%;S}1fp#tUrv;HuCov`Eim!B>b<=+4%pM^2MCETkfx46Jo1xA
zWfjfod1+pmuogJJgK|KM>X+jj`ne!V&cUHWg63c9a#AMQMOdISq{Yu>+Ivud<06K(
zCR^!lQoWxTT)1Hv3Y23HaI-4<yhF6?=lGFEE!sEEUTs7Gb*#r^<p*;&+-vWzG{M`|
ze$!o#*bn2G5f3;FbZCTV$!=2%-2eUAUR45rI}?sE=`IK#K;%nedRLYn72a5;-Vc!b
zNf9Q%ZN&zSsq?6DwKtDtc*aalFhDBZUhnuF<*zH`&}W8^T$q8c<nrb!g5Ue*i5Vhz
zyYXp#KcXJ*hsUzRp#ZtQYpD)dccIuDg!i3KJh1^xDy2g_RkWCTo1B?~1~#qX>)!C4
zKj8VCVFsdoIu0=qYexTW>>$fn5O-(gxaEQAe0zK3mxm^>VWIFZcZt6NTNFm#pGp}E
zo|aHJ+<yR8Z~Pc50HX=kc#T~{+5RIR>g_zI?5QqV{iQ6RSB(z4inK^gPCY?|W{;MK
zY^Srt!{;~vqf<w<{xD1$&zor|ogm;#>H!KbRQd%N+znMsh^~IU=ca#P4<#17w(<^X
z+CCwDix~_@Yx8ZP4El^A4aahS^0!+7$K7`Tjc8sB0hAUOV3snQp(^6oAlC@M)0*O<
za6Cr1If6_{0K6dFk%Rb-^acpVz3wrdEfh<c&3^_hEYVy-2FwF2UGJ~DJS^w&C8@mU
z%-qj^6b1|mVkqtn!~%iKLR(&=ASIfl<1hPCH-_mtDfk8L0F+Rc<>~-(wmMx3a~kaJ
z_@SWqiIbd3-U-OViA6Bx^5@+>i4+v6aOv6C!qZmRlXfX80~7UbI`!3aoDFR}va_J{
zi>4)oT63g{dH8btgWH>GFNfyEmH~^hnOkxm5gXH_brQJL0euwZ*c0svGVU6t$}s$Z
zONZjhp)^HqVzvSJY0PH)P1}fhS}4q2@oqv^YbcUNwqrMoQ%-gP?gkE%%NA1r2+W_m
zndh4nY4Ltba#`ass^z4&&fqD~%dr{~h0IeH$U%L&mgv|A;{N{7R)a=9%q77wvee|$
zyuQaxk-&S%m4**fv6Vm5utgQPLRU2aOKZwK7lws-!nc8_&$=_Q(HIV?7#oTiCe#Y?
zjgE`;@d1WYpni9xlq5yf3d(30{(CEAh?>1vU7cF!??09HnTHn*HZCx@W#t3}kl-{x
zYvJu5j_*wCYu`I&tj71#8o%FZ_HHN}J>k6lc$l!>F<PRO!gm%7x8_5!!==1(Z6Su^
zWe-Q~myo3FMI=56h_tryS|47xMmMYe7+Pi-{MS!cxH?>l_A22&NqyRJ@6ID7b%7z!
zr%^y3hJwZPm$|{H5{~EL<R$LrecEsV>%O-tDx(`x>6|&C(*cb6t@Z2g1D3S&9-uBx
z14HWzPs>qdDfs6xq8*IrwpU4hHT7<&ZSGULc$&Rhi=qK-br|YrC-tXmRBuCld{}6D
z)!#Q1s{5Nv$q4qj51=(i0(nc|4b@7E`mu#-v*C=*WtTYOmV#jov+gPSZj?YvZwDZI
zNzE{zf@Ncyl|Jopdv13&9ZB6c!)^LLHY_!k1NK+>>q*mzO;e*e7tRloiI9B6vV8a&
zUec&7oXxPjSo?G@b$0jcVQd&&>06smDYeiIc^?&^UFDElAxtj1&RO0XAFBEzf&iS4
zIebY?fiAV$QM^=Vn@g{|c||~0c><fV8ClFAY~{kH;K5H2A~K&07G%ns{5>ye{(_eJ
zh7Ob{6!77A$}ysbL6?cmmZd)!`Kf-5)%tYHNfkC`AD~V0<?r`W83l0fhL}K-YT2b$
zZ4p`f#6FxEnoo;$g^1OUBt@TZq<dU2q(7yLJB&aTk|D%`ld?hQEr3AHkFW1Tvhipl
z#1?NcdjWdyNd7)}TY!tutuk)_B?6hKw2g&IE&Nu`llSjhi?8iB%zUE2F8%eB)``$6
z`+o8$9hX7Q*zL<CB~xlD#N@FB@=uHIfbgsZ$@-x>mB$BUCaTt_rS&%er%!{-Tbw1(
z50C2$39b)ve_$bvz+)B$9k3rk9|BtKK54w+?%01S>?Z<9;0}rm$iUnl>YSF)Gv>3%
z{J>`vlqfv`qj6FB!s5}hKfo;&vU2aXHg&_Is}ii?o0FXK8&H2gvq;Hg&{ZMfLV?Tx
zXVv&4nRdc5i@3l^lJihj@A9P;mpixGK`lihPN_UEJu5ol1Lo6N_@IrW&n-V7&p4E5
zmCc2`N@(L#PGNwTV+V955EnLJ!{JL;w+j;yxJLOcgkW9=Z0S$uBOH|%)by)+0~!JG
z*vNMQY!Wxm0X_mnJ^`|^{OSUGRqE`)@V?sW+POPXLT)ggGhs`-oyV@+TlnY<gwr?&
zIHo8hQc@B`+2`reRG=H-`D(<U+NrA4VAWFvNEyGK_XeJg;`+Xa<A?e2P@-STu)En%
z_H7|xEwq$R0p$j!O-LXBANnaK2MUGanBSteFeWgO9^_+fb#Mp7Nt=##-scdo%7bNZ
zn%mEV1a)$*w;!m)G4NO$;pANKLWZQ#4$j6zU#SnMv0z9lp|>GzLFgP|w<X=I-4fZy
znzu<B0TO<>vhGbJX~2Ryg@2+3LsCGnhh@C}@+!t<4g`5YCYV;?qb!&MFKq8m_`~2#
zdEQjpcuTDfyDo^3Ydb8eah*3P(jX5~gTBp<jg^AdW6D2Acg5bQyk}v^u|tx6B|7!>
zn6h!OOp&;6cM*=gb<t_eYgq+YTQ4x=8llB6^(WC#)qaO^aM>xKTKJ~w2y1)<(Qj$$
zbP!QkDtY=^KGP_|qyHsiS0E1PQpUg^$+W^(49qdhHp1Q)?6W(pRQxaKKvY=oUjme?
zJBVt7OzialK?Z=(Fs-hqr=Aaf>e!8vYvY-L+{uJ$CFVLqSL83A4Q&w#YaODFg96`^
z+B<G%q5lYIv%h$o`g|EdlTA4b4&Kub>0=O!^Gu;TO=psbEe}9jaC##1F?Pt}F{;98
zHcA)yz_XTm|Bi+4W%9o=9zxbZB!Fo}!Bh(94LWvT6%@I)DZ3&4fHM=PJtUa|S+&oE
zQDr`Z53jFK+1DUG^3nuYLS)Ru=ML0T?<I>^zvNR(u6x2DmGH90;K_`FxbCp}qD|G|
z>&Jj-2zjfoT72j|?csoQIjxSVE%=5-Uq^7?fO|)i*G%3_u+DUkXwUe=PV%^kT2>i7
zN<66witBGB8PqQah129{=ub#cid7b{9K09r+;bcDvE`rze&xdtT&20Z!3kClt7Foo
zO1B<0XTqEkUdl;C(jF&xwh-;n_uDNPRP<!-)Sm#=-Y@FoD3$<AyHAwBKr+3j7N@J!
z2GN(t(F~1MY8+emBlLjS!sZ-~Yn-l{m+vF|!Q_Pu6S&QIBh<F-Q-$4rKV3Xej23YR
zZ9<fHyMH&H_d9n#9@TESssSHl2+^S^{c`@4LgL?+?G4)juyvvc*gs)ncL@g^CqMe}
z1J`8DhvMY^NtK?_KIs|caxs3|<Ij-VA`{;d^;S&;^-=0efQ;}l!?ZVQ$$nV|RobCG
zKor3AdRyP<{vAVPkbmqxNC+&rNdLn|Q}e(74;G2>@tUU3z<hn*kL?=?RE#H=G;GVR
z`DmSAd_Ze{U&L+u`dWy5<~bX^!RXy%^_vj>auT6(a2HWf(7pp&1%2D_E%O01GT`GG
z1tIs5pOpj5N4MVrQ(hpz0O-p({3YoXacUizDO^vmiOO_Hm&Nx5co2pT3;-%rr}5+~
zhP7~S_G<feD!`uaxm!IJ{+;HJww(s8T~beJjv8<=TrxjexJ>^*0pFSg+e*V(JSl)|
z!CeZ#p<x+O>m!6XN$>)T%#d;_3ODe>&D@&cg$w&+4btCWNSnn17!2B1*>Xrj+R5-l
ze+ArP(X-ZukG(uVQJOt;cGkOJKQjQ*><;Ly#!o1VoV;b1e(_<B47(vbqcqi>_>{o?
zS*_}`mkK?Zp(pw0b!-8UgMop^96&wqVbNL!;I&zFQlf!#=wSS8t?W%ATD7W6M)re%
zmQEXYi2|6dC|gDuEG%S*b-Q5Bcz)RYP6ziIrmq?!Dt-RCBc_g{0<6gfh9k*4=e8Fx
z910#{8x(lepG7=$A;e)shOv>q+7zgGhm^7o7|m>^VxfYZ=Z=|J;MBap^or!QTWT=m
z0}3<5Qw%s>sTf@mPm<Uk!_Zlkk#lE$9`d$aD$a4=j1#WFB^v-fEop1^`r~%hZCnde
zq^+n7aQn@WK}2hIOZTO^@NYWEKMupC^yZGAw0(GznL_)V0eYY}Su0ly@T(vKM7!Am
zj5Sq2-3wUYRMlTk@U$+|(r^B_DdvMS!0KRvjg=VQ)h%#=o(dGOWE^hZ3pCgCivV80
z3epBZr--Ic_6gko0~UUHo|+kdV7O03sgH0l?wR83iFg2M`rQn2^N_gwSRO#+<Mn&X
zXu(mtcA%!2;Ge;37CH%U2ZtkA(R1FtXPSznbY7=6kMy|?9p$|+W>S@L(A?7isM{BS
zJZmkFqAy?<Z?xWTu;3`L{Wjx%0E%tZ_RUivu8Wi=cSj#kZcI;1V6l6&y3Tx&acaPp
zLZAnrSEDfN)}gY;EF@eHE22(_%}^+d93GdD4~xkPh?Oq0aK!8UQdv{I;Ox;y1!NY?
z7~E-OC3JqFlE(unoS7tVv~6X4^+B5O2fv!mn7(*&dG^Y2-9#B41e6lp!6F7(727E6
z&qz<R2+W*%pUyf|h3TC=_w8H13=(SlD?nD`s=~AZiMUX*fZOQRaii~do8;E+cN}_>
z9s=Od`NZHKv;iX&YDN<yZTM(*F^T<cF|xl*AB-ix$V4GtX4gOjPjqGmY0x9R8&g=E
z#qB0`Da>nv7!^G5clwzK)svZ<bW`u|1jAEy2<dmgJD`k8g-?wSSNLh7Rd6&br}W21
z1$OL#(CWs{45kGi83-TNR>~}3SJ6cm0x;C_IG+cwr2J~$PZ}AwKO>l|E%|f<nK<-u
zFHN>}cY=zeh?)4E1MY5DrIYtfn)9jE4o>G&gkkQ^kfA6+CBs{SQz1fd<PQFAA;|e@
z*vFHG>D_8nnKF%SS+enyE?sT7JzHF6YkB*<R%Bj^eSgDz2pG;9#EApYZ9|h40%!*H
zwF*Eqe2ZaHdH}D5AlM#P#PNLr=H%Q8*l5tq@2C8Ij4(R0P1j1w^V3K}2HbMQ+vd42
z^2_3$n}~eSXBZIOdOooWY(ez*uC8^ZL_!OTiogdN>94XOK17u^E)Ec<&qu^hBcMdr
z?U6v2P5nhBO)c9SMk6%1-x=$RpmvY45A1Aka+Cw`%3quPaD9F00UiwC+v<jy&I2y%
z0uTf6ZDI0~E)$=B9u6Q-0dxv3b5zB@tnhB^!?{aKDp?W;ra+hShNKa4KdAt?zlu21
zunrVx=^<J?-?JWYMt6yu7z|UTTS&}XsKWOWsf_Su^0S)ZLR+a2KDy>XHq?7~u6YLz
zMv;$QE0jg?#jf!{0~A*$Xv0<WI~OpZ%P7MTyZ>_ZlB+**-RFkaY}!c!B(F{(O3DY=
zK18TX2g>QOEfN#AR)jt_j4LUr@Lxi#AGguIyL{?GRS95`&^Fsdtb)tU=iEFOS?CZX
z_3CB#B~h3{|Mrw!TiCdf_*S8V`n(Wn1O)gYsyheVQjFN=K}CL!((MAU@gS;(=r)4W
zs6?}Gf`K<|OUW2R)J%W{3(G@HCw08GdpQbpuOHLPGev;^Yz_d>sK!R5X)DP$6;_7(
z6W-gCd{r4Tr;$d2bolc_*sA(bFv(tEf<kFPq(o*I>@an>W2*Z8@e|HgH{H2g_p!Sl
zSp1RP$k{9@Ar4FpIZWujO+x$ccLe7~KDHp0y1vkRgM9)}<OaK4lAn?N-Ql|mDR}7Q
zTqPFlcvp6hm*_!C-$qIC$pZ>|tSj7t>%}pDq7g&d(h|usIj2uP7z?zTzVJv#?sqg8
zqKd52yI3+A-DG5%OVAqOgZse0@&@A_r~kkS6+X`vj=lj+U12zd%E_tAP72j<$mH)3
z4LF5296&4d&cY-l(Oz>)maDndS>!{H6wIQf#WIactt%oLaIYLeha*%P;2Vd<0F0f?
zX0-AANT1Cy`FM7;$Hb*Sx7uBv)W>YUpP=S5K~PM{=EKJH6z<Zx4mgXH+1looTvWTQ
zA2(tMh{o<8DOPr3#^%)@`d6&(I~kZD0hY6nH9n6CqI!3PLChmFeFsK>T(GOg%Vrd5
zTVf#VKjz<OHUTp88OlxEf1rPkUbXPV=m%Vo0NQ~B#M$|qA>^i5S<lYALsag=PWArs
zfG60pkovRz5hUmI*$hW#k)Al%cSm9X^jf_h=9xF|{cyxrbW&eh$;(v}Lo;gOcWLbg
z-S&;&Tj9_k1o%A|;6~?8qCfV&DJ}zf^7*<nSn`1B6XFd3AS!S-0}M+BcNut(!ugBe
zLec`@?$3D7R97O7G_EjDgJ2=d+GRcv!0Tnsoq2@<21YoySs_P2E}wOm16|*q)$1L8
zrL9!iI0ypxj<nxsyT;|SRC*C(vCgf)w*S!M^AmgosB66b9HiFJzBpK%*J&`^p(%(s
zxIS1mcM~vO2BNCCSiG;Z3RJ)WKL`<FOjJ*#TtgCg<-np$Q+>ECXp&voO#^_((p$v?
z?LlIg!psDYzfW2wepAi&v!f0%`9?-SX+eirs}|R$=12e0j8{fNoCl_gSx`WK9hs{1
zEQ!crLD{(ORtnILcYjnLXAy`k-5*9HI9rjw12aq$<%585haiVJh1iY;%#8xo-itVr
z3QYk*8zhC9`7?e((Cfk%8ozem-{liV62Vqmejd!JZW#c@SkU2G17H6JNev78-)8kN
z7i0cWbY@GcYFQNhA|eE&dz2nQS^@Ee08|<~ke;v4nGyAHqoOMAIhhK3uQlfwmrMf;
zLf_WIJ{oZk`V7@JH{!9y;eeSSNU6IMk)|>9EuYs~UAAc+E>onl#OKf!?=k<S+ZeWQ
zHjvv5ak?EKCQ7;hw3XgpaQso>!i*;PP^Mo1kKUnA#$4ia+ZR(L<&Tq9r*WL(J#@uz
z3Pi6>K0X3DIbDCaxnz*Ae?;mPQNLmsdfc%@Oo^TjaerQDiZ;0S^?k*9^2`PHZubGJ
zK5;1e{Td^@COw!;+q#z4+pMk!iFtp+eUyjnmN@;eSnb>aT6#I+tF*A|@wG<pWWz9-
zt{7*G<2qXLN5^dX@-zp5LN?>-gkCCwfO4dV_t%1R;eORm=dXFK-*~zrW6m9=;0CKP
zg75y8u5ov7q7(i(;M&cce)vO;!F%5_`}0xR(}dMGpV510ufRXvEyelv4HDJWc8Zhi
zLAg`=OKKjcdC9#F?KGs}^J)k)75^&hLm~PTy-*yc{9<>31FZfk%$tIupcxyMG{0M8
zok(*qSmK4f2Cn8N2L4W(e#|n7`1?M9x=gE{&=vRzWjwiyk59~Z$xc{}S??atImbmC
z5-j-no#1#&&$|ywx%wj(wmmtI^n8ac3K|miTLE9@z-WKGh)YJHNiMnX@kmkWk>?JR
zLSg@(Ki%k71N-RR=}U;`f&T+J*L4-X0{|cB>S*{H@8F!J)(85luP3aVS&kl_=<Mx1
zHLrUTJ(_Sp_uPjc1nO1uLi?GzmIxVr@7sf!23Pt~_I&sxD_48&J4#Fp0U$dV*tQa-
zP^Ar@KJTs6o|lXDOZnvf0o?G$T{(Hih##`Qm<rgv?DF^<E|3uB-1$@r?~{7uf~(NY
z`+_gTp|AFj$rz5vyKU$D&Kx%Ur5I5w7OxX6^{v@;m7(Jp$ak1xgj}rvvWU9(%+VyA
z-016{QW2810g=;dO(&D-*+c=68yvBGqty(Eyv@d+kJIeL(=%n*SGVMtu_DPChK^jH
z%~rg8k552~xWy(<RrYGiEwb8dEJkun*Uq9&04%!lo&DKS`8foxe%kBm5NAVy=Vg4(
zj*}E)sa!_wWu5|CW<T|ZOl_@9l++fx3qZ5=A^Vw@R{HQ@3zaDT)J%Dj>_T!xVX{@I
z-by2%2W~%FVyJ}b!*XpOJ*~C*GL5=K9#Wk<J=j^_PijbSC-^>e9U}4eMvlX4_tDd+
zf0k@Jdy%*^$?3b#6*!lW%IsbbFuss=eVgsQmpPuNF}-RuGs_O=pHZCr7i$I<z}~xC
z>XObUKP*SfKqY6X?n&-kJHMyGF(h_#(QUn*%fVgd-fKd?)OCo4V4=Nv{-JO&Tsj8O
z)K3U6^KVokwKxKOP}yJT+Qn)B;cn#p`bWN&=W%bml`VCX9}Y10#x?QAE+L<@Xr}ev
z?3zT({`2oVWT?732GM>k432r*!SH;1U?4uc^t<+H0(rY&e7vok&BPpXl-OqdZq)9e
zZ(}Y5enX95giONTx=2G(fnFs0btO0?`N=8cqiMz~Td`@szCo(8M+$ufz5iH|x`eRh
z(&U?Y#^4$Y!COU2MX0b`v8lbaR~-kaeN(N&^vW#tF)HO_dwY>23Cd7{G>YX3B)=US
zoWb+0MTuE}aJ-uCJKlGoVB;`BO&dBY)b>3wjLc}(+kF#EOIZ6He5r8J)Ie?uxGIbp
zOnwh53d~^n^4^w9t>rs6B{f}gy*v9oeCoH}cYIN`4$P;W+Ts5B|Ct#JTt?o?fct;g
zyk7Gz5aQge+(}8s7*IN-+0**+11sf9?bG5*92Fe9k=u(mp4Av!Vr5ue)r-*C^KSU@
z+5}3*o}hP8x+gL;2^`j)_YI~|>IEaV(tOkt3oTOXa#njYjN-1QK&_7DIHX44)-M_S
zn$zz1xSDo)c=wU@c<yLPHBT?qxBzkKsE^zA94fKUb9S^fbqnA}HIaZJkMp(D+d*g>
zwf++M$<NFmEsA#f){VpAQ$Si@3nynz-#4N~eGCj^l3^sOCEuNqa(AV$FW*2+YMlp~
zLw-}-P{R$zpqKMJzPI0V>cY)n*~w>gA-ep=PV4rs3Yv_kG~GtOE;KGD{J!BNz41{_
zY=R<fzBxQpEx4)`N`e8l>mglZe3l*W@r}(=DU^x8{vo!9cz%X@pDpqS+*@?j9>3Ax
z8?Z1?$q{X$^-eeYM5%5ZqhY0#BCb31_fywM^`MSl$@Y_Gq_T*3t+P5TN6*!)TD+Sf
z`Qa87U8o;nRcDoHZ{-^j52kvUBKdeA!u%OQf^%ImO7Ua8kLjxlMgS3~a-V-z;vW@B
zWckDLyA>DSd&-|C%x-yJCZy~e<ftKGU5fW0DxWgVD-livj~(#3wB=`_&#xJ&Q12U0
zRu2HS(8~?I@AkjNDE)r{g%lbfjSfg}fF$7ZHI2`~`2}wM4Dv8&1c&7LArN@d2}R8x
z8HmvT#@lLi=Oy>>;^GTkUt4vFe<994s(TrDjLHb68E`KAazr59gh|tMW=ZJ!(F&sR
z=m90_5v4wk^Se9m9O?6Up9)~F2N}$i=g+EedsuMjh;K<ywLP$jjr<~C6g!ofW2&!<
z*PU;ah!hlX$NIQsPVe>B_&+<@(F7L;^2=a@1D!<Jc~b`(wo~GYeUrci<$)z+Ng74|
z3R287UmhBAer3L+L?GYxU7-dY7h7_R+=t)yw_ma0hdGcFHpIxuGw*lwnP~h5ubE4B
z&+>J?*N?B{TkKOpnWsE>`s0E+7q26K@83t(-m&_e(C^!02WXoqU==&xF4r$Jk65!J
zN$EZL`4hO+1@JxotbkUi-ml4NQ7N`HgK{Y`XyHJ!bmge|Y#1MNEB>5yb-~<-e>*3&
zJ^{=7R+BX?)`M)g&I^!4ffp(nsom1FpdN8`e?0|XyJ}OIYzkIqaKNw;`#RUYM($Y6
zKNlm$F8r9&emlAUI<aRzDib0iha~KtqZJ)rhUXba`_1kPBZ(H*J_<9rh@7jq5&1*E
z;<zTKpYw&|&h0-4c3G#*-yJ8)es9W_-$6*{E`oG_=*Ne0SmXB%qy6Og&wab@6@lF-
z9wCBupxG_kyk&h>&nxXwoH#aAK`|(s;j8h9yB7QP>_Uc_@PVZr&eVHnOEUc^^m>zi
zN79B6HjZL0dy(qmFy6Go9hl<fy$+MHDc12}n#D2l>U)>ex67%tll5oM3}-=Kt_!sJ
z{WuUlR5Mg;pO3{o)OVCJq`0)iM=L(%<EK~U;_vVN!Ktgww$B=y!<WU~uD6FhH77VL
zsQf3NhfG2TvnhStDir)o3&h{$>y5gz7n(n1ASl$NAyd6qEL?non^cNw8A?e4fr^^{
z{SKEQHNRs9efpH=T=#*A!f2Xu*uQ8f4+a1BGN0mO$PNRC@x<r0e^1Epy28R>ij))}
zerqMs5?Tc+yf*_IUkL5tOz00fFRNqzQIkHimaZTjR@0YV0CkwCpa_`YeiH8&RK$Q#
zZ{D~r={w?ze9!W2py2(v+x@=kaZs{bo>>(`YhIncFL3vGl>GjkrRVGS%jes0`BKue
zl7WR+@hOs3JD5d|nzJ~~jr-xWYJ@Z!QjlNeqQc%zw$JAU1ReP;98T?%_OWTSWA_y{
z$2W4Db`d7N1W>J+0d(wb!k6POrx$f=-zx^cF@`slr<BK+eYd-nnph2Bd+Iag4vhy(
z(i5GsqCr$FZ*x|~Gh>qVz?&&|7BbG^<RgSzbgvxzU^`#uLyc`;eI*3OA6>v>3-apI
z^MM#X5_%_jahj@8Pn?6_gdo0y%0D~BW7&1}bAJJT7%t*#f~aEUKJ3xF6+wk%=75aA
z-p)6#pHUecug!TqqhxX5p=DJAK;w7d`T>v+L`OW%!3&m(Z%d(GI${utGxIRB+uj#)
z=x!G9Ot;+FfSp{&^UZz{_T^qF607u63;D7ue+1^noeQY|bowbUp15%O!8U^`dmI*&
z<t2}G744>8vkP-oh&!6ik8>P)jV96JXs%Qz@oO#r6v>N&->Q<f!64~{tnsbBUUJy5
zhPO&MFV&_QWCp(GhUG?Zq-?c}%RAdEGICtUUOog;_x82Dep1HUuKAGq!++QiO<(7}
z2dHr2tYZ%dO>!Af@LL98Gc?R7>iA}@5`??r5;scQwK{@Z-HGcuFQj&k*ngu(F-PDq
z?WNAgIQw%T7FO^?q?x+gb)TGeuV@E0Uv#aTSU6(RLSMa0KA%LUDm#`C-|ON2gggO+
z_3XPzNX4!XZ$T8WRFMbhAs8cXqk8SZWh>j2Ii00J=F(EfO^oQ*>>^Ah6K$zw5RdG1
zD3sp_>;QMt1%P5IOEQ+@z3*s*tCy@O38uX3zNonN`1`znt+bSmo=~AP$n05hv#1Gw
z@(Zq-1oRw!w*pe~SQvLYE&2;Z)%XJwb51jFzT4lfQ6vqUiv<BB!{;N$$)z#~-$x1|
z9^&@Nk=b^2D)D@u)Tp$hel#8Mn0gYHJ>H%JPv>=xoq-=I(FrpI7~NmoAu-ym1*Ruy
zC&>mm(`BGxM$H}T3uj+MJ^P_ANp<Q2;=A9J$Uh_#U>gQv5~v0KG{jE<rHV$27WZxv
z>rrqKTH9P+t+ssS3)rdwpQr6mar>X=>`hg=W`mZMLVw*F!mZ`r!)W|wV7QTrtJ2uG
zb&gpuQI{7m#L%Ft9Ahu=I3;0Eex5s{H7nJ9YZ)@{_8zDzP-JhRoFMgYbe$qG<$k~1
zk`vgkLDL}KuiAE849;oEL}wpLK<C{bEPcucNJtbi9KOtfSw~SW&o2Vi*>iUSK&o;3
z_$<E^O{WJ1Wo@=Yx@|pcGeDZW9OOMj&G5P#Hf5yWk_D+3V-~e;FQpi2i}qZ@afA$6
z%$<3bH~)LN4Y+6bj|aXy$FzDjU4C3&4_%9Dp)ObD`Csx#`B?a6C7B<3m#A!oV)So-
zYtgnvfF5YTMcovamp`ZI>^SpPNwOf_^WUv<9!!<c>V`cnNm*#-drN^k>*^x$aYr_%
zyRa$V#VY^Mo(|3MwDt8Kr};Vk&Q~7a2jE<{1T)D>)%{nL8WEZMwb>gj2SQui0#bJw
zboB`i<m4y!skC0R%3O_#zfgy2UeCK+ma9Qs_KI4UO@tBix$u6ix*-ZphWj6#l5hTT
z9s8GYTCbG#JrX&s?%{lK-~%$Nv>uyQIz}J@<oz!fWg#b--}ze*dY+-<UdBDoeoo+G
zBF4kK?%H(tIrXQA|GQs1&AE!Crzg|3Au}Uh@boR_l~mPN6sdaLBYAaFe#b{g?2Hu}
z;@xXn^e;F~HU?Ye@wcp899(Vx)rsxMmkQjP>46lD_0s@S^DET1lLxqYGkgZn<HY^a
z-Gk*Hm$bPs{VOh*kRhKOdYq$6CTu2GHvC+Qn~t~JePh|Z@Uh@D&rUB>2CH4h^-}LN
z7dHqMMUHF$@EN7!$|SLxLc^O{&v<W+%M*HocN#U=`(fyb&s&gQCGMr8mAb#TKWrqR
z&qAa@qR%+ZpU#^pF7gf#W2=wx$*<m1J>Rr_Me~!^6tEG`$yu--mVtoLAzyIr{ESt3
zLpWjd4*Zr-m!<;ALVGf7{qUJEH;#hQQJUa=bEMy4$&BI_cmdXqvOE2F=$MC1Aa*<t
z{DGWj1uG!Zam_tYf7jOAeFi*ICylsV%E*o-=qNP*{)DDbz=eZ@D~myb3p)z&MeUo_
zEfTC)QQ6*n0kXku!nlste_k=3lmaEXgK;I8g&&o}5c%)t<?22I4VO#F<AgdtsQ22j
zU|mB6MLbqWdN<DlMi7_JdKGW~0d+vk1KGpv2=XHl#YFcvGk66mWhrXVE&aas=SKU+
zXWoZfhf(fnj4&9dlEB*)Q6=2G;vc$3CHLpXrn|%Hk$a`KcHK!NxOS=9Tj%7K6aWl^
z@%@PR4<QlX^70jde64?1Gu0Mxj<uchrE$$TFx`aKoEY%c9{2y~TaE3H{qXM|1cX3<
zfK@+Uz$e(b{rBUq1!y(X<I)^-f^UdH@1}5iHtFr`LlHg(Go@zHS5NdSB@y9C;Q~{l
z66btAN}@}A4ckv&*6n+a&e_M-BePM_(SjUORPCrT-p%kjc5Yg6?Uck2d)m2R(rVYt
z-Rw7BON7tt+PtZcTrasvypG4=h1}u1`Jlu|zJc}yc+5gdW5p#Y?Ya%wa9>A9I?Yze
ztEV%%ThnuIYXu>fAyM$4!$J_Cf(<1Hs*#@$!dD0)sCs!Bo^gD2qI<p9u#Qrv&R~Tg
zJ|ok8(dCV1b<aCHPot2>r>m0zHs?1{(Rk{)$gP)KS6NqI?K(NHX?qgzy&)stte-Ig
znt;6^eIH3F{^}Ys8IQZszTcmw$g5APDRUYFwmiGA?2_y)iGTVyb?~vh^DQ})dUF#V
zQ8rWFv0#}Oa#NQJ!g)z?BzHup-ifVO#fy@5)571P?6R2V&Y^Bsa~i~xTMBoRXXEd8
zl0AsgPSBSF(2ax}-D^8gBN$hiN`Q=%+|%S>E^Dq$4AmTt26%TeCRo8cyu5QddZK-M
z_52@%tb&!#5z_l7S%17&WO{$j{Y_m3d3$4Jw*=AUgx&PmObEPN`)%{fd$F6sClcOB
zIof&pTzy%5V0JoazGy^>`KCeE`vtWO$Lq{1qu0qkPlPzN?(h07@r#c~Xtoxgd-=QZ
z<WZzXeZFM9gd2dCoIkLG%lCCV-M$C)JL6DW|1gyJX1x28g1vTapK<azs~1xCiW|Du
zY{MQ&P!^RhDjj$OtJR!3KdsKb_mk5WUZ`H_*90id{zC5LJ}_7Jl}95w$I1;r@|t|!
zUifd6x;|dpG#nd=aZeWiU9CaQSG^(a&*8p?S@{@~5K~#wF-fWdj8Op!6&?;t5vhJ-
zboph;&SwhKe9Pg(<#0T{L_>B|OZmRtA1|d}-`HFoFrTaHLtP7pI^VMvPAm1NTlMvG
zpO6L^4*l<ev)xm3p<@7CA5<j+7gZ^xsh-!xG(9vRL9rUB$&=d=;Vo&wpTzmcf9MjP
zp>@Aoe(VuB$-`BVacI~PY18`KI{0+p{yh5pzm$k(Wz_rQHT9ZSCN*RCeO8%|H!#;6
z7yLNl<;zj=1ckfvc=NP7XiGafwWAa7=^Ak-`S!hm!%lCjJJN!ZwueBNw{+>jNy+kv
z&a!vY-OI-b?K5*;d;O!P59vZZ{mjmvmrgRy^+%|ognyESQAuJ_EyF2zZe))Uk*UVP
z_jWczp5}Iz5rnsMb-m@Gf6N}d=vdC;wGPuOjL(n<evTf#1@|o3>MSUX%3?bB9b~W)
z2`*Mqfa)=^l?pa-?{^QkzHkHTfMtNc>MrA7(xf7sUKoYjcgFdC_QPLXzutqYipM~5
z+iiVfH0>}vsVAy`=YT)BQ|MsJ1+lWzJ~?~wvHf&x#8|_SyX4jY)pzWbe5`z+db;Ma
zC?vXvnGH-@1<TmN4ymXB62#Yb7vz38U&7rBOsm%($_Ko5qK5qXw_6uHFSGa7N#Y%!
z{cbsCK6x}bM;RmDWpNbE5`0t9_;E}r2Ro+x9_+7pL7^&g2xzxDk@C+#R$UKsU=!pK
zlQT0m4B7gH^YHsw!@GN#(r!<cKtG;DtFu=%b(#E~yRS#|6MiY<!)`!_wJ+SF19>Wc
z#hxj*eIwg%o(*2pC*yX(54@lm*yfwR`DcW?z96-=@Io6jztg60rPJ%Ui;J574m2oK
zO?%mrDa^IwB`bWU@g~4a2=2XeYWrR6*dPk|S&($}fx8?wdLUt$9<KrF%D2sXCevE|
zP;YbF$+&QzJ)B29=8mfB8rHXK+=;K-<>E}i+kX$c&v*Mhn0NjmWcsZ2caFb}5s8uz
zN4c2qf92}k50-lLpP|<(A|hxH8dwvH+~Ve(LwTHq!$47ya50Bp_25SN`I5~!(SFS{
z%~8JsfT4T%&m`zU8e#g~Zhqo~o|wneb9d#l>xKM!#bz9S`~HaA5mkx>SAoy+v>Ca`
zOuha_#*M!}lOt8%KR?!3U)QnTslg>QolCEfu&5WstHl~uEmy%b{D~%X=6gBqEjd2c
z$6T{?O;0lXfHh?xG0YD!CezY1bF7DfJXI(?w%;Cz7|TWe5SyCi;D*kFIz(1KG-zER
zw8kL$JkM`y)*uN0e#ljS!9g?n1KLr`Jy&MdeSYMfJ3W5ojjf(VLyC%^d!Wu|t7zU~
zwa(tPkl7|-*v)J&_v!(-{%{DNXt^q<AF#$>QmUTmc@NIr<9&H-M1Se*x7{6_kzb+z
z$$6Kjf)U^zz$CUWrGLB_&xqvY@dq)tj>yTn6t$VM{;K*&9uJ8nU5RG5%MS?;6yGqR
zmCaLiCA9z|&-wL485XDHyB($*d5E?7nFBx(a!XE{Mt*_HF?|gDy;!SNvTlpQ^5qT@
z^xbrzbN4qY@E*oDakza11=TJ#R<sittl~!S5oM;4I%pD;z_UE$<QKTi*GSdV```oB
zxbrSDxE<z})lu$22w*AQnUUjJTUGuxJhOvfS?S(j&=?gJ{uw%DLG4-8h=9(?wKImn
z0{rVT5NvlV7Xf6WkletH;<!E2_bW1p5@uX_-x6!ZOp48#{N`MlRx~@dE7;K0)9Ocr
zPV&5d&OSYQ0&Lb*EE;LVA(i;AOaTmF+n>saahxGO{&3Eb+sF2?gxBU~h7iR>yI#MM
zIElnqW4sSr#G0}haSQIqy|zE=EP*=w&EIsiLHK?l=kVyaZsqgLUAiNe%xe5u^y`g<
z{c1FIn#D00Y8k|v6M<#u6Zmx(*5w_;ewU}!-}w+CJip!(99ck>s2E+}J0<|YX!QIH
z$3#LFI_n~IDqe@MdfA8PLH0%7f8xF6e}w**9O%W-4MijG=+&3uo=19ML~bO%JZw>1
z$lv?T<4ks}OV!+;C$~6!I59&68OY&qlzLaZGwPRJitLpDs{sFcZLkj|K39)HPPmSt
zO5*}r{TUngmlS?BR`efe$EwGxBg?ETlm5ilrC`UbBQF~l>i0u+LygmfR-5w5Gc}mn
zIeX@K^BAgE+IAzX>s|S!A{sJL>a(;*2fN;`40V~><ZFLfx14In7O-LxZMez$!3UQ@
zIf54~kpzSTfE#f5t&X3c%6tyU89}0a>dgzwJp40t8$ZnPwTWhr(I|Ik=Iaq8DHzC-
zS2tqSS_=v$f!I|r_t(fBh8NDL5_n!JH!DaX&M!a=g?Z=7XX<x0>g(Qnq!mBt|H>l#
z!k$G}5jQ}Msh{C(@k^cNYWO{NMsbYb{t~J-9w3C{$d7oV<=dkKf<Th9mwI!5+p5(E
z?aUKxcsQBvr=DH8N+^6vf7@~+`_Ao=Duu8C4eeJ<A99;PLu<WUY<dUE%|EHzx9gjC
zi6O~wZ#c=ae5*;1`$;H$a;2h{oYgW<KTwrCe)iEBbuYLf4RI5{hIFnzfoZYt1kl&H
zKR(cDFokNtz`gtJ&F|O20WS$}PX`o<GlBYZe2=j{Fs^KR#sHN$KwX0wdHC2vZ$j<H
zGKCg|vy?3H5JueJAHeppFE_keWcCIxFKNDyAferx`QudRCvqe9b3tCN6KbMMfNuHT
z2W3N$F2mLMzDKJ&{SG@<!%t}EkHRcWgh==LLX2Ibs~lnA1$nXp!j}c33{sGrjf$OJ
zPg~DTjOMZ*|2h$|>W7V9)a~rZ=)`5#`Aj+<yd}26_3Xqp5Av0^$26;mhz2Pj-M`$F
z(B$!7%J{3)CL+8{z?NG`6=1rKhnEZx;UOar`Y0C`pcl&qBl1XnEOl-tx`JBwq{Wy6
zV3Xk{J^bnS&66_v${4<R=z+SGp3-%Y#~Zbs$#`Rrq2GJmvQ_ZwmG<2M_Z;^Icb}y&
zQ(}0*<_(#$U-6Ag(s?Dma=7D9ALEOi$4?p@=MsH>kx#bqF1a3y{mrPVO#~;OD6nbn
zwaz@=PUDI%aYXweF}YliMxDFc?3msio~%olpTm$kKxK5^O$>g!LhzhB7Q$=@mcX^{
zqT^^Xltsp{&Zk66VkLEo{15pM!uwdWio|2&CHcIdR(cC(X$B4un6AJajK_U}qFf#C
z%5V<%9|1a&`S8Fx!@%}2#q4u0M%>xOnm3!sCaO<%uKOFpO;>Lx0e(o@TEw7C3aRMc
z=~6ET+z17of=oZpD~|l>7Y?|so)dUzF3UONcNgJ=`+q!rn?k#&3LiXQSROjPW~i~L
z!pf%=ST?@sRoI1RRepqnOkNGZ-K!zK>RMQ>ult8<<ezchuH&+ejyf41AZsW@7BtH*
z4eRx~G>^+;x_*RId{p-a7yUp4UU$f*f;-2T3j$zQ*)Ob1{Q*f2ib(q5p;{-&044sa
z0|Fl;b6lS<tN?-^WZjkef+`z9E^1QS&|_6o2>I}%S|CP}bp9GlE5cBjx|gb(&5-9z
z{dXxr&Xc2;89tbD=(1#;f>k&?=k|@_-6Gvyn;e}@E?`E><0j`*D1d4t#*fTn9hbwa
zhM%T2p6l7RWcW-zY0cd5!HQc@6<OYt!9LjRRxz7Ms(>9MWfr@8=ahj|avzt#6N3F7
z>VV{YPp(?gOy^WKwD;FhK2TqMk2kS<dD*gW9EPD+TV0#Id(nzFvP^bR{7%P@Yu=@<
z;OH*I`lV-U?GCX0slT}B?q`Q15|&DSW;^FtPP_B;7G-~3zFV%p^MOE_OaO3Nb%W1M
z2`~c1o}!|vO;I@BQ7SU<BK2*Y<N=JZ-8bI(#l`kC(L(jjwWG)R{2U)`crqtnn`trL
zt+d?4LzORilgTgQ7%T^|HkQHxS@k%}iM;c~QentiHlZ$O$tPOVd#LKIG^d66_)9K#
zWF(F24kZidro#(j*oKKRT1Fe%E!y*?1X2NZY~k<zqRr>Nq4<mli^j>d(=tZy&5Ke`
z#&R)T$n#!r!N6_@%Gd;e<h)>&ABV}W?gpJXH9*zRn}7Z-Qyl+9>PL<EV{Q9v*4^V3
z8R($7a%R(fBwA>iM53a}_L;TCbkwPw-||{rc|J)OTHAE0Mjen$#h#;<con}&%o71X
zf`a&ytoz<2Zlhrv;=58B@`jG^bPrAIb+tP8XfB5I!8EO-9t{f}2Nx{gmcC`0`4dAc
zxZVmw%XGO{W_qg4+{A#4^vv&}sFj!66mmc!8Gen9_K*x>^5UUCoF~gF03y{Gf_Px7
zFN7Py&}U5HwRNL49Szy-cl`R6$TY9~^bBqxafrY<>}6tT#so&;2U5cr$tGLbkL0GA
zPt^A{l=4!4e*zdPemt2HXm&clzAcrE`Kh>&c9jT3`Lt0NOUOu%2HK1JbW7gEVsx!D
z55SW~k4Jyo)6IF@n|JfL<nnkw@RMqNey75RMBu`s*oL5njriSFS_nUUmE>IZ@Fm`N
za!d<l=pLlIF<SS$d>pHnoJD#7AzgE~i17c5=EnBpH~TJ-LOa)5j=`BuYzpCkFUw=x
z-fZ*tiBF%9u%?9+f`G>7p$%W4O{B|tnv>=>OW_TJ7c@ZqPgi;zH1MN)FF5^-_R|%5
zi(|CR+vNVl=&V5xW**g9mA3bmoX>JO&un@0w@60~)7PH0dA~dYpueP5M5?(>VRbHA
zVS8O3@g6c2K3{GNMoeY>EU28^JrDxEf9U=gJ^Ih{Wd=QjS;4_`&LPr3#<l@a>dsep
ziml~*tMMhqxiH~(U+57K)&#+f^KMCfcpcD#?P6)W;d*v@=D$wv<MoK}d|p|bH-dcw
ziSr#9Qvyg7A-`-|abg!@kJZ}l++QqOcmnJ6@a*Fid8<<VzhIHO*wm0G+la`bz8x~+
zKqYaXlJ^c_a+fhUDgpQ2o&5FntT+>n1)(SNyD5)ia<9-9P$949Yz$Kg(+P{Odk8um
zGbuMKCF@x|&M&{iL3={=;^RLK*ym5sM9JJHB-<yUg_Mx6y6Uo0W<E0WP23uQGrLZ*
z(Ii=RlN5smBlOyDBuz3Le{>4xaI3z|1&Ibxcl4Uo(vWqdfW7HIRd;s?gnVC{Pz%mg
zbI)iU^wfF_&s4jEi^zPEivIZSsr%&n%#}*$uZtvc$ucMQppY{$Y;;uPu(+I^9A$>-
zZK-NnWD5fnBmMIfql|BFS?L7(p$F4JXNpt$SofYvP>xkZH`D2OM(?h?TykAJDmOj7
zh%=`DS(XLZ)_<eR)2^DUsZ?#ayP(VWtZ=3ygE&6NHwtg<KK?SmRPVjC(P@rqi~XLO
z*}K<Md!}Wijci^YqkZZKh_d@9_ZWW(3SVsFkNcdvbv-Isl8E)eH?P0Kc$+IRC%U&m
zbMemPqlb6fB^|J9rPiJ)b^6`<1Lmh#y6N7Ed?!CnuerWk;CV<xEgx&hX86NPv`k`|
zYuA&#Tz2ObL;xPI#~-2Gq|Yx+Cs&6MD9sQU(APwhZtEAeRC4XY``qW*5;01DiFRIO
zsFN5lH36{Ihl9u^r!AJ`rRscLg=1V2Psstr{K?<=Fu4lv7%;@+6E_EWMz!z2I(mEv
z*J;o2uLslt3Dc*8j`*!|aTABUGB4rTz!Y4H=~v5Piu`@2C0m!OBB)qHk?2Vs>2Dil
zqWIA3YH7&!I6L|^g$N}s#-4c@yBx|t?aECgWsZn9Q%%kUciWQ-;hcmhLGMPMJczug
z*g{t^FF+jt<5VFSF|H@w{!IIA2Q5_*3WE8mIlVMqaarF>hbc6C=E(NY1MN;;gJxIN
zt`*`x7362(ojKG3RT5j~Z54X|I#V&@K4>hBS8(D%w4P|?(@otlIlS(<opKQ+_uz{I
zyXl%kHO;$IYVELn=RVTdppt^rr?E?zjiDF_2pfMVFw|Swc`vdM9SR2N@YXz?1g>C^
zK&^KD^XPS0@5ZktGeloee8X0~1wW`kJ=b0sgOGDGbdh??J9Vi59iSg9lJEM&g7k;)
z?rc4&xEFgBA15Ex#Ly2Fa?P?n%(iEaz;$&2yW<#%pICMhKj}U7@HBG%{(Els@q9r8
zROu1%+C<?f_{PMS`}#U}?%sczx>ef|dRpkazL~M*2ysW4H^3?_aSKemSfc3>eibCU
zMrQAMbF;{jV8V|=0I8ht#%3ieqLWYaC;L|H-&2dSgWu;l1Labcm3ck;l=%8QL6+Qt
z<hWkqr;674@2<IOc?-ER(9daaS+iklo0?s}F7}`vrrJOdf5YB_tE8@G@l>y1=}D=&
zDkxibAoM<6`Ki8PsGkcBy?HaH&VxA5nQKVm9^>+_rA#-Y9}b4M%R#-I-DQ#Xwb)NQ
z*6(}2=o+9k(?|Z4jzuRFcQ9?lb}c2CpZKHeWc(2tRp~^>Z+DJ&{j^uO^<OXgnv~b>
zMlcrUp)CAjyHUF||5bL|8tV3SbT@rT_WFb_2h8-axIY7hp-vj>x5pD=$0I9x0N<6l
z%8)_!kUp<~xF<sK%m^ps9Y9X0tq#&dDDr2!UOtuK9M{2uejU=z<F)s}J*6g(iI&5Y
zYM#E6iGh*4KXrXoo-Fx-8v>0Pk&L@X;{R|^Vr4bfz<Ls<U0B;|d+ftY4xqV+NxK9N
ze|u$*3=>&pFybr6njwZq_b-j=-#W8ZL)|yReI#H=Ya`ZV?;?C7uBO6I&Dr}qG&@sw
zJ_m^;l?R3ZA^bS+UB{bw@q-3~pF+L;B>oKp>HT?P>2`Oq1`uIx-5NmKW@?`sI{x`q
z3s}Jtw+F|8{B$6{sAlD_0PyWWa8&jAajRx=%wWUd{_KmVCJ>`)<?A9Stn-oIgTL$#
zVcZ7C72}06;=lmp`rzh3Pl(5V))U}Jdo#GC?+1w)!0mKBepc1(&@3r;XOh@EzZYrq
zw=>`Id%?9n@0Z8v#l}{QAfBR`shY6E4%Yb6cvFD%NH9+BXczwS_=>w1IKY@C?=hXZ
z?SzuJ@FoHakx&50V18z5s9!?Qdwlq=2X_A{eo<c%{ck#25rHoS?R}T0dz_lLyiG{l
zL#h3hCkpnrU2@((g|pNs$4@`V*{x?F3Pw`z-I$*5olHRbfA77thF{*l*26g86{|Nw
zOGnHqCuZ*F$oc%(2{g4mx7xTLnQA{4GEw&+2pDHlo0w%i6FZfBDDV*=R(k_La5Pv>
zr^y}KN7PAj$Dvb`D@mUALZGQ$%oe1q??rc8_F1WmJKc6t$&)UnHwQuxMnn0)etJYj
z!&O54((EvO5`SQk9Bwii5>I`fUT-KBIRQ|bP~<*k!r7{U-uO5D?f0M7A{9V3EP(S4
znD{|*&r?yFZiUqa=3Z{D!vQ%u0x73px-*ZfkdbTLM{gQC^QP1>@S9N@FkK<jwae|u
znx6RjL0EX~TYskOs4O3go(AbMJwvFBlIjepT?V+<?zD4tRX|EG<)D$p9ogz;CL=RE
zBs9j((gal7TTXyMeCci|PUpzERTqK7{r>`Ui0gbs!M_uM|2feixPq*GIsQ5(d3xtC
zE=#B-H9}=ZJpR^-Yl6gI0W#qEyHtQkAu!|w1Ho%G6`h(IVfQ2CQDuJ#jUOkywCkz4
zqc1bl`n<aeIiA8uJYRPEHo?Jak{wIaAV4}c0Q+1?7)r(O8qm9yxvvQ4Nk!DM@!DGm
z@7>opJ1e^vbvZ@-Zw}uK=7!w}117t(0Xb;q{nbDs_8fl8-IKm}&Ou=ZF~t+*-pr0t
z$4C2hzNPsBMVRLw{7i=lKAhi2z*8wL4u2M&$Plhjjzn*i%7d|JiG+3>KZl0DoAcQZ
zW<m@rN^5-SvIY5_HPK)si0SppVNa0{nzRjRrl0r3q;!j5u3Y(CN<{0-_yc6_@6A<@
z8?jz#DZSEM$IsJq$(av#?EFZ8H3&){i(yzxFZf>+?%NK*$o-Yq?jS1O`dDi>p#m!A
zbl-z+-NqIubfQMkt%fL0jYyd`^DqBs(s$nUGH{Bw(+q<9M2XHEbwx`K_l>vCU5jnI
zI^rnG8n^fBcB0USROIbwu^#kz#2ir29)zc3b_3ae1-%LW`eQb%3LCZdX+$G{XlktS
zBkvd9)qKu!(~KZq;UK5{EIFCXak+c%qz0kBxv3L&AL1Tg%4`(kt&~7zPdH~fbBSrx
z_R~8HFG7Q2?F&0WTX^RWr|D4cTU~mC9Guv+Gg~|!6C&z_Ax_PLJ@orKQA7@e_}HX#
zsx*S}Ng<0<H$zNcFFh*#I`LjdR46OzIWA2q+JNXLQu#K`QJiR-KDh5MOMgkj3EFzE
zUhkB5Zu;Ezgd&T%eey&wSA2E5g5^HD<cV)IGi2grT;^h@U$oo+l?`K*HN9ZVmps0|
z#kwZ<>%|d1kAXr7CIdSx#p*LBNBR`Ql@1t<J@pBst6XQ@*#?atT=RDEgA?m-?#Lw`
zZM45_=e6-(ko>Svr7j>8jkh?lf1^IwOKRkgYSD{JYV(XMjqDmB2Yw~_Y9&7?Op?_Z
z<z4{;`yQsBQ|>_oqWo0e0%&q8r*~IcM`J7uY9$=#<cgd8OHB#1!NV^RWKDMM<~e^b
zu=@Qp%n`>-9t?t>(6K}pv}5!Ua~^lbto~5@kSQFjqgT9)PAmS|S&>r1YCt?9ulhbr
zdDGr=Nq+5Ue~X=tGja`$z9No&IEtUgPk?TYX#_@?-K4eK1{b$SzAQSa3tf3fb0=U#
z`kY+!4*WY*Zk4P7UJK>FuT-HnYfd-Fo=&eM*yUO-z+Lm?P^dqS$Lljq_i_HzWI;Y0
zLeqzb&6B@y=7_S5hB%EPGx(P?nvA>in7W~%(^jSTd3<om@7J|ODLBVHBGSPP6`8B~
zRQA7*MSCm<C<;IKg)oh>O4u-72U~N>Gt$-xwUuMdYVEWLqE7w&UPn1<lNVOmxqMlF
ztGC3UZoJ@~u2vWC=KEd@<MCL3g6rcDfvb%?whTP#IF=o=7w@;73Q-K=l*KhNBqzlm
z>zkWC?Z#m)0(E+}rF!4)noT`37D|Bq68%n#`Ay{gJLISF7cPwrT1L76=XhdwskK-X
zE~Y7em8afWS==>;wXx(<#+^cfs~0p0vgn38@T=c*_sP*neFXdO?@a>|XJNXV7F209
z7B4lgeeL2&Miem=V(*7$o>v;dpQl*Z%Ec-{-6G2UdB`8gveunSelhra_@~Fk;ihhf
z-<-s=_+PIAic{mf{k+#V|E6a1nQO_sIHj8ID$oe9QQLDIL?L5#qZZyk7K9U)51lmA
zMZ_`xxCygVg3PtMEj2}GwBjYxulMy+a&JG{sII@AK$&l;Qgq%&mu&Xj+m$}QT_{rM
zcHg0@gHi$x3eMx6^Fd16K<5txMTiqmeCw2&(u_`pd`UZ!0KhY8^ZoD`Nrp0G0-yvT
zdIU#eooH<`Gj=Abr<>>-UmP2&lBVYXD*^x7ds(`^@%_C{xPE6Qy<f0*W%d|{e@C+T
z9-@pPQ-`MTU}=hjS?!9K>-a3R(sOdEudRFyY%JKgwslghsE9+D0TlvP&VR6*#;!RA
zeUWTPWfh0y3Kzo2I+>wdAil)0<0q`w-N%{Xf0z}M&2OiDw#xmDu&?2u%{tj;<)I$9
z&-aM}FXN4OPIifgIp`Ru?5g0Aaox}6GMazj!O;#HGwG)xGl!1#ab)fvqtk4%R<uj7
z0z1+i>&IBXyPnQA6@4y2RfpS3<`?1IMRNkqLxO0K@o$-b4A-2x=SUNb8q)x7z2zOP
zeHj}NQ+7wb+jAVZoEhFv44y%bDj#l?T<^=2(dZwy<nf++d>=xs3yX7M#+ei>{XKkd
zJxX%d;#QOlp<E8Zd)?iUMt>^BA#@wNZL3$YYY)Wzrcb8uZSMA|)GFIuo>P53VZGSz
zMm^U`DFmmXZC=`0T3h7uLY?sz0I%F;^vBNrQC>%4=7{Dr52y&DSPRSZR}HrJQ?cxh
zH#%j;Z~Pt2`@(lrBjg9_|8^;rRb%ur6f-F(spTPndF+f<<Md_V)P7*cby4>A`Vl+`
z*1%J^RGbVyjSjHtf{nKj9D^2qC}e{gD*5GC3QBt;y)R@1A<n9iC(^%D3OxW!xDs9G
zD!DUSpS_TRE0op1)cB-b=7}wG+}RP$mO!7N899t%j6JffGUYyG#yvYR<-9&RJUFu~
zvX_Qr;ck&C090k9{?jDN-rw?vrfb&T147xaNk4D3th&B&@UR`Zd#ckO^zz}DUMzp^
zc~XUp=OUq}$f@?;_gJ~(^^IbpHER78_}wo-yCaS!N5lmcuDm>X@gN2E!QE>-mPdqm
zPU%dxiL!S;IVK5x7HAc$3WFqHg!?o^XE3jC_ajk4D$ZO>8}a|-CL|}gYY+DWpx6Yj
z@p@6w23=IKL08G)_Flsm^oUX-I%ZgtStp*b0}+ke9FxeU2DoJKN3{6I>PYSVBw>S7
zb08z>vaSc6AMltAZvH88ysP)y@Uhj7yJtKmm+vP80NYTN;d`PuH&g0YUg+Fv;WfR(
zq3$4+pR<<{Jegd)#t-cP1W}kMq4O2v2uIoY^u^ypEY4(ORLsG*!fb4G&|F^^6|cZy
zXXItC;;eC5s+S|4{l!A;`FH&Ms^I1^l*F)^Ei9DF?T)8CXb(PwqT-dEU$X@^mjO$v
zcR7t}OG;?ihpTn`DKA>yS8YMGjG7rZK^?)eMwU*_6Cf)T;z-G$`wiv9BJiyS+IuCc
z$L0O|oVoYM-8v1oE)7|#wT!%&a846E$?|-~J#q(Q57jg4N~PqnV7McvdKGEKr}ssb
z^i?}My+7M8^fVsRZ@`eRkd_fY^!wKj4;$*d8Q{l4PJ>~CSej-P2W&rVvEP>+mO`*!
zT^RTEeu?iuz^v}af7}*98<}s$QrYO!=WT0vqR!V``!H$Qea}rDaV)dT#QDoa?}Ju0
zr?RqF`8tK-Y{t(#e*xuG<My{J{rwvcn?Z^$(x-lS{9IGF)%pz?*o<N?j%qKFUb&Zo
ze=Koy#Ji$-FR|Kv=B+};uZcA%zZkIBzShaIYbY(%zPWhW<TvMChE2ld7}gimVwlz4
zw@c$EzSDjzWc2s0jGPan#hrJOTVi~l=v>1|?@*xz7*FO2>?HIve=kau4<E$={Fcc+
z;3)y?TYh2f*k8JB^%!G(uvc*M1;ceEAWO*udxmMfB=_!N)Wbk+GL;dFS(6S5KhC_X
z3L9}v?}0ta0kZ9n+=C1Yz{tzV^6p4b{5~;ec$ZJX6hz5z+xwhvF~_ZyuzvbHg+uvq
zqn|Cmv(ig`Wqg3OR5(<$Gvghgttt=!cx>8un+OlLQhx8gKS<4c>xX%SZadl0b6g*)
z1_b&PuLnr}#L`%7zYGiYWDJ4VR}ySxHvf56|NoEC<;=@Y#z>~xZHAU-L3X`<dU0hU
z(Cro!&`%n*YdiaLLnPDDyoZd`PqF(^t$`V@FY%Y{ECG<d&Rbd2jZApW<3L=azS%1e
zvPWk<?@u3FWAt}bu16j3p`5LEU_d{;xO3@Me#!yVCp6cG2j$A##1pgMzlcZm;E@fE
zo$rf)#{E2Z;*(asgx>AwoMDcfD=&Lw+o^|A)`=Lh&)s_PfJGZvV4KvT`6oEA!q9mW
zua55PTW_Thj^@)CS(JM3Q=y@a)>%aQP0k}`fQQ|bCrn4-PednRojT|1`1Z*<AazyZ
zY%sFFPCIY>>lHdJ_s{=Nt~tOf;Le*M7o7WI2adxo0bEK|dLj?KYAmenSxPsw<&RTA
zwms|!1U7GE`&K)LQ)h@=rP-esWG%B3Ft`|1-ERv-89*pV+WrFO>P*_TjCr=;(uYH?
z-+K{Ni~X!ekBFdk>B$b{XmT*w_E)s_cuw906lB@gji6R@!YR3kpf&hVzIMF7%QQGN
zS5F$if9EqKc>1#LUN1PNTn~9pWsVU_yW{ShzTNd~4i_lz%xA<wE4~Y}NuRRdV6n-R
z8u#of{+RU29UmHH7ayG{DHE*Zc^sR8fXQb0dTDaz<t`ep!|vjcyuSkE>|k+KqnvtF
zCY~L?T=JhGQW!1~&DVO|m?N23xMn8IYRocugmu6v;U@kP5JN7}_?~n7WcQXMy!y&-
zf=JMROp)XG`PT2vr33hAlD}k3U&V}cPOu<s&=~Kty*K#>itIS`K_Gvv5`czdUwL}>
zuVSu^H{7gQPUGnrI?MxoAZ*It3sHbORVkcw;@$%P;>PP+<MEjT{{^4EGlD8@IkfGb
zU#%t4Ar4+1TXVpn{JL~AzasBPph2lC%kC=X$ERq-4B*=D^`zfiY5sCg)!$i<p6UCv
z_p;A39P&@E{*v#|4-_&Ic_-z*++ds-YH!uQ(k01(T=59c0%`yQ;tu(1I@^Z(lwGRg
zkZp^&&y!|pJ*er*a=b2RQn-OL0k_P{iFs*TT#|_@?Z!^o{i>(eo)*3uP4rm4crt#E
zXW&tFIvYd&JJ~M|@Mex6-ke`fLtlPzx!orkNsf6x^i<p1_Z<CNdBSNvHWKP&Is@wH
zzI7kYefi8x4i^;JX}f1jDf5@6-a}D4+dQ~pcXtBQQ7^s_TYie$_*}5RgRZ$v35NRT
zd?HxtNnLP#0LhtRCdVGZsC3EHlGgeAi(~C&Kr{itxmc(ns_ABIT3hgD^y^R_PJqiQ
zA_|>L1H_l&2+kvGOyYM{5r<oL8>nCc^|KktW}&6L-Mnj_7cGMDsfKKy^287dVwuCC
zCa#q5#Ousl_d-J}&ioum8NKTIWJXbr=kpydWc$*^_VYCNx3_Y<g8VmrXl(!AV+RZk
z3?ghD6{BXp3AU{}*R<^W-Ceh^81&1yBDw6qhf#&Hd^=1_&M)c(v_}MwIx-x&lD4lY
zI=)S*s@mAWDx|sxAOY$FU!S#F6fX4zj^=1;*OmZvyWsJQGPEU6>WmDZ4iZwvJ)IuA
z7@ybkG}NZg9HLVCzKvZ`9g-g(yMQW%w<0r85d`(>-5c)uMTb-B57shP{V5^6CyN4w
z)z!A7tOrpw&NqcywB74^8Ed?{#bz^c*m2Q)8n%$2p7d~Y*w+IH8CWzz!iTzXjToW%
zzyf%4Oo(CZ?lGe*x^Q=shB`P+isd04Ss(VqB2VtWQj;y1>bL?j>fTSa+mN~eT3P7W
zmfAYP9}|7E4sp|)7Uzn51QF%;cA8!Zz$L~?si3{^PIxkOnBr(LC-AtB&Q5;cnAkj&
zoIZTz<(Zt`*Y60U&o1D;r<)fxXpTZp_ARU8F<hdF%B5_EI)l})pn7<w{FUBKs6d6+
z+Vj;JG;nJvnoL?rB4y*jKMiY!O!F{*<!g+{><D2^wtuFBv1&V`%8B&N)X|kZfXx>g
zx#us(+Ow=Se^P3QgJg++{caa$JYT%=odWy;de`*vn!8^Ni!CY^3IxO!CGJ#7zIHc7
zsee0q)buKDnxBy@$Qpnr*yyi(*<|i4xGp;}#`(#8^!n0w+c*CO+f&!RH}k<w3V*-e
z;u6bAN;T7y-)aNULZVZ-Hg$x+Ms=HKEYbL)Q`BWx^5O<fN_(|$43J|EHkl(Z(ye}s
zU&m%y^t0x)>2jwtsUHw0AD%vFK5m$Bg<@ZAMi<S@-)_VwWb6ZC!jpC?gcCeKiZ;Gj
z?TduT9xd#aU%ju+jMROPD!EJQ9I$Ig{Lc6}<M@r?n!Cb|*;qdkys4*yu~plKhG*$7
zhyV9bK9Ah2zmYP&ya&*q+Br{xqh9@SbY{z{Vp$aZA|q%-;1Q$|5L9}p#y}eBq!mHF
zKIh4Y%B+g4h`i^hxc6Ffj!`luYY_Zp7i@`H?c&pjk_Mz-*$C$I3&~c#{`3u<ETgY%
z@1@=EZr@Qe4kH{K)JmDiBd)VHt<>GbR(J&FR}}frqxfTP4N10VB&R{bF^+AJQKsN%
z(Qy&ilA0a6Y{C4JxhMq{)Xb{s57;<HFjkI4@@g5LpGUn$Y}^5fg4xyfN&jAT7eRe=
z^N8Wc_j_vc!)sKD8a{~fl-)EQooH`mp{jMub6Jr(1fJ*h@fccbcLz;t?31J9RNJ;k
za?7}Evnjwopxhx~{%!|S!cT0g4dxNWa0zXQ7l7zpsM57S>r=2~CD<CY0+4Z?@w2ZS
zf@h3mPsh6l7HmJ9w3w>2DcHf=!e0GrrBCV`XOzbitcTFNro>dDT3Hl)6j}Kc@xr8s
zz9;R8$K?{;V)05s5_6c%8)ozLH{>5KwP&RU)2LL}WS=ujg<Cr+pb^~wGE<Oo>Se$|
z4l(e=RcKZ}{o~lPNQWGTZ=J{CeUbI>$@UN9Vnh#R_DI)ynxC0<6_*3Vc=2)dGO7uF
z?nm2N2Xr5%YYLTR%QTngbN2=&DUfaWVmhqVL7*G&Zf}}b{tL|52W)<vH(+@WGYX-0
zerF1s_BYMqqY3>}S2~JAy)v3-pPw)I3M-ZTA><1@-)YZzcsJs-lT3$8>m5k;-eGO^
z8A{;&$W);2DN_h}KR%t~`V<NLCM~cWz}}#iSsKXI_Bu8B;qd;G#P3tH(wU-D1Os=~
zz+BMbobJ}<Ymq#7uL1+i;tAc)-bfH4i4K$E*M2+55`aMvnjGJLC*Si|7AOEHU&j(%
zvL-%34ERYd6;+*n>EU;5YbJX*_b+PPqn7IoS6w#7!jW;^?{5k5@zv%m^Cf4!<gXCD
z9g_Sk*5xQmI60#L5#IHE?$4sEp$vGrE2;B1z8}}oeDAd^_(;_srUVlWX3fZ7YMsRi
zbA2ZRg`@nSN_hsM1iV#dF*2=l6}IUp?<1am=M7;8bs>rIR^6()da1bq{2PDN!{*EU
zZr|<n)trU6WEH#22Y>0NyST*5`>ItVzV=T-H!ja=4|xeVPG7XWN33nB{`kcaKaelh
zK5mx=AqNGU69I#f;tuyGUjpKm#d!V8@455&!K{3@&-T93+wQrq>XNjKe)`>dyU^?~
z>7W)^^SqGeB>CV~p?l5k<IQ+SS>2HK?%-o|@EnQ|^-!YzzSZt~mhAnw@&|fG>vFoE
zCs&)!bVUZWAv6s+J^cD`Aa{o2EGr_3<fO?Eu|B%>^o8Bw&Opa;dx6yu#SUTUnScIu
zK}C$m*N}&k-uJ(}g~b3e$`jOa04~k1OHp04KUo)Jhf@WGixk~XG6%!u>C2IiW0?x}
z^I1EeEAFuI`yjs+5RuuQN!<LFT|8gAq%3J|FWKt%r|xq8-i<i@U3ORW+A9<11q8ls
zBztkYXMSzQCg%@F@_>-k%Tnc^7Tx3WQkjRLBGtErrsaCthOH(^&Q(!wC>`7m^@mR+
zNLBVQX_L{HX5H+Bvx6AE3D6)V?p<R~^)B24l8^gC?B-F==g)4lznJ#u+BwiK${jl{
zf?g69YaqwwFgsNN&RJ9s4Z%SR#p+`4PiA;`<i5KfW@wvKjk^x>#Z02-Qa1Q}%-6kW
zlGURY-_w^iRf9Md07>l+tFXA=?_uZr^?CI+I%Rjy&ToD@cfj{=U3uMZ6wIML3eQ6K
zzwobIh_8C2R?h^39^%IxwzxZ`!-j&|=X4I|yW&zdtG36ZL-@CWx;vQRAtv6gp;g`G
zdawZ#n|H&7*MGZdW8p&$27uw_mxCjpp`U|E)6Z{F2{uQTmFQhC(Y-H$z5CwQ6$3y+
zymqXsKc5Uc5i+dc-)+CTz^!4gCHJnWL1xw?pP<Ae5}-f(Ivy7Bw4a}!Q$y)@^`m@E
z;bOHkIC35G%!t!Hf1O9;%x+lZba$WhYRO>OEc%0}&WJH@i|s&nOmiDnEG$@WfMj8-
zVC{aN4G>N7-5<I)@5=*bq)rS!rrU7`6vq7SZ+P*RtRY7GD&L1+DQ}aP@c#8=T%~L9
z9Mkn6zC&no2*1$xigp*xV0J2-nO=zZUBLAmUY&ka=_|JfMpB{fOzm^-?pYHRhC%V|
zC%rgPVp$Yc+mzqK)^6rj;0~WPyq>y2iIMQpSADEhk5=-@o~c=rN70d{A@-f+<Nfjf
zqCfcc(WXAjTy$d+b1Y^9rMW^(qSMbinz!*eCY}4bueEPpiv-;`i?Wpz&MK2pti5PW
z%ir1Hf<SF)#-mJ5CKW-D=Is~97Cu3pokYbzkPcn8^8v17ypXUBab?AyOz`S{hNK-J
zdjet2N(RhdKC)1EN<(TIcdK77XB(1p{v!tRFJf!4Joe8S^$M8jts5K=i{2-=`6*CR
z*WI=zkYt3(i);}wzuldSD%~g78+`$IOCf>v60Vb@cP0!XO+m_Kzkmpw2}~S@SE#Wx
zI}eAaZb7Bv(~z(a!onXqrSOwahO4{DX`#>Z<0}Nl^{Nx0s)Ks?!WlB*6GBp0Boqm=
z@6SWA5SodD0=@+1eM5GpdSoSovgYgRoCE(zT`!fey~H@m=g1a`?&oRQ#DnZ99yazy
z9#2bue26p_*>1GGTv(d4y3%b%;{2;!-8aXb&(-VdiY`^8Sc=z_ZGY8Iyn$!C$wYvK
zv-@&#s=L00(0*H*mWwt)G^1ml@2Yrh_^aG7hQM~8w!&IH0oJhAj>TW~E2psPukZL|
zIu2}t^dV5|_ak}v(xf#5c>KthQc+IKY_o0Evp{W#_7~p(`$KFcp)$5ajk)OBZgN|m
zSq+Btto?vc&qny*|F~hJoXB~euH33Rnw-y%mg5*yP#B9B5afQ(g`)j^>m}OHLLKOt
z9?nP@9_7oy_HzEkS_f;`;d)~}D|Ws396w*)+68_KYOl3qy%n#S`bJb{9k|vgV(By}
zAEbWx+;MM|;;Y;jU1mPEd9@|g7m=$Q|IjExGTc=>CapbesWk-jQjfPeNHbwQo*h*`
z*Dzk=U#XSk7JmbvJ24ZixnxROe`vWU_BC5Y*lX`DB3bVt3Gf7|#u{1Al|fd_rRAZ6
z!Teo=U@OqD)E-Bq{(*)SU~5C9i8o862*0#*Ve|YV%{;3-czA5ENiEg!alPV8WC}@G
zpIUmyXQ^4Vm*<h@)War9UFZc5`gmL2T}@a&S*5$T|EgT>TWZ@Ang_Yr#V{{zmrwSt
zTu~3g3xVrOuoEq^YulZ|+CW9P-yZBa)M<#Wg`90eUYoG1OQ}z{PRuC0JYooxL05*C
z8AsxhWXcT>eXO<Y_>af*au2wE;a&RIgT9SeA^UD<7FckA;xAr_M@C=97!$yy_B&A-
zqm}8XvczMg#u%D+`vnQ?gzZN&V<SsP%S`x9TF56t|2DK)V{&?*J>S3_0jC$~XiVJ<
z|8|WxsSn7hZ<>2bcI9*4D{(S=5_dR#olsfSL1tblh080>|8DP710<758)Y2yF~xlb
zhBAv|@f<VAsZXYAdieOwLiN(Lv}vmSdDUtl>a>N6gZ}eNUhn;2p25&5^JTvlXqiIa
zrCbJsPmn8^>8!m16VQ%LbsAEWP51uUmUq-Q4WIpee5A^;a=!D<+VDOL2PmRMl){J+
zp*-aFkB{*w;{^}h=SgL0|J<qP&w4M*^q?xkT}BFUAP()-^=B(9%(_;Q+q0RPz9;3+
zxEjnYzU?k8O^Nq9q@uFJ3G>Ifp*Pd}(8oZX4JLEAbVn+x&a8iMBY>86$rkkW)5|A1
z{PldK6hHBW6Li@fiiKh!Tc7w|jNBo5b`F4$cqdxl<w$7EdLALF7K`EjBCqpqoO_i!
zF4<5R<y}SpH>SPIiE4w0rU^sog?Zz!=rx6F0EKd)OXJ+(1qi_@4z>DHf-XZ_@%$`8
zD5rELE%DT=Cnm_TssNjS>=phd^`jNS&5msGRTsA7>FG@4aX8iz2nmP#miGmQ>Du^+
zca>2&T+NKna(``bBreJX29%TT1Hb!XG51jWR63;CMGxD;)Cno$jsMn@;Ma$zH%PV1
zV@wXk$x4gqthlVcD+A-{Y9e4U_s<^x(8rAPW}s8B>pq>~8O@N$!3KK(E($|LZJq&T
z7x03`o##6YK_`-SEh549?iFg}q??_X5hgz!tnCzx&vs8zEU2?W`Q1~&?i&W@`aR#i
z%IW>+Zn7$MeE;Sj%VLIe@{PKBJ{98k*L$u&PYASMBI&t9iL_1cAE*h5*}g*|`GQ$v
zXFJS6a`B#F1sUG~L<6W=7cmF+c8fFn;lov_eCL=dE_`{M^~3Q_fS<P$)Vw^QF|@l|
zM`fQg$(J}ZoXG9FM@fs}&TrcQG4p8n;@eMnKxAL543w((2$zUWy}k2r(aG^8$7FZp
ztMK~?W>OY7?$SB5md(5hCdX?p7}U%^^Dp7QB9oNte7A4KRm9V-HNzuOovyGahTH0F
zyG8S>_qCTM)7=x^VxLuCS@vS;`4>CBzps(5Qi0iUO*isEg+IH3o?4+9adeEl_#MH_
zeYA6fd72U)#7WfR|BX|+|2zyWejMK8ZPnMDZZu?~<2-SC2sM74qmZ<c7K=Z)D)|@k
z06F-s$G}d!TM8t^)q@55wF`tQXoABj1!e&^rbfd6C=ITd_C@WtUp>Lt!Ia&)-efsJ
zbgrgXep|*TJwATmiVSJ>DKs1&7}E7o$PX$TX#&pBJ}-oeVc?Rf1k|6}WLZ$%%Jg#i
zk?%806}tk*$|K@?m=ik>&jiL-a(T1c3}WYAl^cFNSG~d-ew_H9O!}`OtU<UFvW*W>
zV_Kj7JKBelk+64$c9N?jlbgLAuMb1jwl@L2$s*v8%&F-M(!32}hlh}MAcl78P2yWT
z`^w(nOJBea#a|xg<x}C}J*Vv6lPYTTv+BF_r)%;>)HD+qnyB<s4kEaYhhz)Q15@c9
zV;hJ1j`TEc2#4hK_1mUiZsi%|71Mn7yTI_3)H8Gbr(pQp!Dx4=qYoCK!xObsVwZ`?
zhR?O(kB8ceHY4X2!^PtBvT+>2=fruu9Gh?{U`OwB^nK<X`L@oN%Tw+)3;QJA>5}82
za$1@!Cb_H~BHsB4Tz3*Wa8HgzL^2AEB5OAP$x=THg!9MyHg?f{mpin{>BzAs%NNbo
z=dq8JJ0$n6BTUD1&c@^YRDHcn&GP_9pL=jDM%>i$G-P1uqM1Dz*p^ql<Q7#*#-pF#
zM8BR6@(IDV%N<?*<dE>zhi=ja<!Qb7aEJBreI*CJPToxL^iNPHH~H*`RQpUBUg*Op
zd!4VBS&G7Hd$<*$VEK2Y@j@ZHFEpQF#?vY`KS6d(cL>>dt;EZ-c1F<myRWJx3#P|L
zZ}8b-L<{447YFw}5mLAPJ;>VV(C%0@L)-0=^$x{`Ut%I*Da!kZqQ2p2{O~kwby$ER
zoyIQt<GA^c?uv(wc^h|dHD;lX|Mak`_YVvKy(*mX37UWc>K{DQ9-KDWy9&XEANy-R
zerJ^y-w&?Zc%9l^BdHyNl)Ky$CO_d{?6TE6?U4}Mv>bGYctZ3Pl;?PUlR<DKo2jB*
z_i>E}#K{g5X*ov!1S<PrHbi$JZ#_yL6jNJ>s08Ncf%GyFw1A76x`^x0h(Z?O51)Gs
zJc1H@t?2ITuv7qCA%b<dX}ROaHp27Tj~>{fB$ATFPGeQi@*TZ&enn7}$Qk7MeO}*h
z%4V#z2UdauI^cKpgT!|zKU4X5GLZ<m;P8x-#ptkaU%mU-LZ3acP1@$t8&rXNm7}@<
z?VX<3vxMh2(!s8%<VQxwYi2r4Gsxy7urr3pOl6DvE+Q}c8?_iaPhi-3!}LNgwCESC
zk`JAhJ<Qv@IVg1}yCr8%LVa=NoU0^^GOkisf3)Uz<BFG#)Hg1JDdjTv%QuVl!|T>f
zp2uEi>BAK7GWhXJx`kuy0VGhvZ>mW=>;QMR?Ay+fVy%|$FZu}LU?N=m;+d#S3;Jnx
z70>SL@waJyjO$FA*MpYV2v=O7@|Bc(CciYl{O;1z>+}J(#~wSUC634_^Jlc^d)_#K
z-1qUCZf6;g(e%g>fLJiC*Ltzw&Z}<wZ`VHQ<5`9FoNzPbgc&&zPo!LKY@1GpY`j=N
zW`_a7t-okwWgENC5eq|w`-1FhC66t(?TVXn@!=<XvQ|9>JDjs(=c0ENMTfOFZrkhB
zDKCJ<<mmcs0n@iC+!fWh0?xd8`5bQPVHhLFu&xI&M|I$NI>4xG7GV6Q)pfSN&H?NF
zUf=bDaqyBoPJJjq+t=witkR9POZbKS0ImxWy^sC*p5X)@MafUcSt0T^pHgx3pMURY
zwzQEx-@tFC^%uQmTikPJwAMN#0S2PFtD5A`fGI!So%O=~|3B)@9C2Wp`s>)dw@i3m
zgNH2Z6!(o}(d7?ffEB>1{ytp#m6Kf}zgbHDs(aB<zT+xv!Uh#pt>`Mgq5syaz++eq
zK|LYA?Ahb9>L>1Ob!-eEc@9_Wb~qnJyyEs6EBHFW|Bmm2!`)veN!W<7MyaB6kum)&
zZ{hTazN^2!(xjs`5At%T=x22Ka;?3o2#Hd8per~1M^bsaf)Y7n_0->6*eaI06`ajQ
zbovu-Tx~;B#$!ou-%~Mi7x#gUm2!XIoJEsP4jb(ACO&^j3~;Z%y#%H#2T(>y>?0~Y
z@AkUD?N3wQ>HJOms%hyQ(Fc0F%Y>e=CGT)R_(7d#pA5;{BgT3h2EkKL&hi^kG-nok
zcSv}^A*Aq~d+MpBR4BP0^uNBdR`mOQ_lhu(9qRl2HWOdHP$S%;MI`ss_vKC@hKebM
zXaBhj2x6w?Z?rwyd1!uor!Xq-O&rwpeoAOLoPNJEKH$F-wSO7U@BtJAudXgyWkTrY
zsaUc5nA^j1E}4Pme`-T#2k8dL#Abozg_-{$I*;-46Q<Pw7dU$R2oR%B#o<f1iji-b
z)kk>KAvI}ptbgFLki*TNvdB&Dk6V~=YN-43QR8I09|hyF^k+eJipa?&UV%9Kn)QkK
z`rMxjf_b_f*L$LO+sjuH3;gV*{V@_;ql4p70DiNOZemzf{;*E;P0KZ?o%2XzgOdu^
zPWXjK5~n>;M9nz98$UN39~JvppT}F<E!7a~z#4S0u4xDVDIO1@POF&b!kuHh#rnYd
z-!t89=RSDX@qC1^I;LMo;6{Nrc;1sJDbGB%U`)nr9!c%A#22(Q1<C3uJ&-_+slW;y
z4-s+fVoxrCKFf}VJ*GRw)2%!lg<?|Z^3wsNjvq!Q2#9*l1jPsk0J0xnsqfUE#l$DJ
z4CiCEmQNr?G9REC6UlNNXs#V4;fpD}f8?kV5XM&zH?K>CxO{xY`OcZA(|Y_Jp+S4o
zP3bpg@3P`*{7BknsP%_8Rj^cFh}OdJJINNESoei5z1M5^LODEZkd45&`%^FMJAEHk
zdsn|18Ifo|m}&e@p+(`y3rA`$(e>l8{f#SawbkroXYV|Bsyrkw#5O)?7nd46Ol6<(
zGk>@P7e7AUp98nHpRWS;D$wPUNw7W{x7l&+$<y9P$jeaDU)jWi;OfUev;)t8fO($R
z?0t@}?h)24X{lcP)`s-wlA@@)-G{54-KTqp$4a6+q+nh1U)vENYcn(ObJ%~uvMkl0
z`+-jH4(s;v4y{*0;n0t4<iCNUeOz_0?S2wDx8F=aG!K6drX9_e<@rVzO^Y=BTg&rg
z1;?!&ZAzbkP+?PwZm%suUDY`=<a6D`70>om8W0ababLjoJ-<&q+NsBjzI_~2BhOzO
z+&nP6%`0BZvHZ>D4C;2dr~K4;_Y;8_ov;fyZb<dlo;WZ#hTlFYf!!_ZGDl65(EXEC
zR4yXUn3t!+gLu@OZNa>iEXSDv3h9iL)(a5FCHf*7{aQ~@xvkudd=*6$<e30*p2+Fx
zDxDDJPK^kkiDGo9e5~2Cuw1VgZ0=vD0Q^pV_x&qDJd>;n*Z?Ow(CKEFq_S?<k$$zg
z46&b#7#@$O1q}HyC9cZR3XQ{C$|d9x%97iNWO(%2>k&bfLt}Xxw!Up^hRmLyvd8BO
z{W?EWLbj)`RloI%R>~-rTh&><k&#tR`Ydd3FbpK}7$nmY)xA~SM9i9&)x8O7^?q_q
zJ#e1Grke36H@cm9hA!v3qrCiYCTYj}+~ua5INjovF|PMaxF+z)tdG_UZ|5ByS?+uE
zjx7d6FJb!N7P9-S@>x1vt|NdyodI!e{j3lPW}_+nDeexgX(aQ96BX9eNd#)|G{Dk+
zQy#`Sm8I!xyX?r)k|eON{RSsFPP>x#)2UX8TvOkR>Y3s~j?rb_A4T>Mt;aT8GJ%?N
zw{katJBQPpm~sP^nA_<usja2D#tJoki84T$^E9-~y1hTOH_QYHk=55?F0c8!^+6uN
zuh_byX(~zCVizdorPS-21Ts~6eU4g$y-A(DosAHoh{-<m-SdFyx<=T@23PH{j7!m>
z(N%~SG8}Okb&T?Dco@~cb6CuTc)|=dmEopi?ZLIyrd%$~>1hJhCK=vV(ZBWB@w<cG
zp1&VzR9$q$H+|;?klg{1LhYb{N>Cj&JH^>Amk)sqo<-loDm{X)DPxB6SgySiGVh*+
zGnn_fMX8CrRs#oDFdPoo8@Z4i?(LUPK5csEUU|}5UrlgSPpCrph(S0X#k4HF!Xfo;
z+t<^lh$N^@B3AU=($7ZibG?|_&zCI851T1k;j6DZaoom4)`4%JTXDa@xoFHU=5UA}
z?a%@lWK;b^R{fY{6sdWH$khrSci&BfW04`d0K-dRZ_ek3=_l0TJ$DH7NH&1uB{Mqt
z7GaS*oGxKVLMC$NiTO!5%-7B76(@R;r*)XOv-?84)-HM7+Kc$7jv(#UdAx!_?dbD4
zx9$fh--8de<<x;iqo~iaG_-%{o?&o%dydo(hT==)m5E#L9}}$@S=0?uorIU=n{vvt
z(+~2M)X%ZcQ}Ugd8$cM<$u;t#1q7aWoa|ovfX6cu`)@T{j+@DPo=ZPci-pw=U;78)
z+$b#OcXjl<d=>m;9p*l#GY~rL2WuaEKCaKp-TPwins~M*1#hoeD(9s<U3J%=H3&d3
z1F($d0GoFupRf$)wVhM$6vNSC*3_S;PL8f>6@?U4`SW<bbmJ+T4fkAQ5ID(GL==p3
zkUfSzzn~C8s?0qe&C>;F6G^oFas@E${A1JaS8{70+2da??((7DoQik&=4+q7X#CYs
zfLnT2Kg=6Ky9eD2Px=%}FA=jRLe`q|W4d<B-25oj*bObqvd5zr|J2SrnH;errrZfo
zZGOM?Mpqhfc~=y*1IbRrp6Cwr1^P+g?l3m6C%4$tyGd_WtQ20Kl3=3L!wa#5>&{i0
zeBriJGuHw(#QLUe%}i)sdJ4ilz%v18b<*wS`;FyA;c0jWyvxE>dZ%vvUWhX18_E!K
z_LowGrlNNh04(>dLQ`QTB<B0}ZV2*eUOR;fmU~_=UKA?{)UgYg_K%se9$6BN<G+9R
z$Kfxi23W%5w0nHrUzt4n{imQ}uez;gcnsDcHXhlGy~IhD!uUvI-?!tN@l8Y(Ukl9q
zX|v^5mEk>9ugNco!ad{d@4bSv&qLc2#L>#Z(lzkW!gWcidWv9+FVF38x$iQhe%>8)
zTtU#ep5{@=IutB6<p%TnFky15F<Ne9&eym1<50nj9hfb-xV?TQ-t!R=f^>v$e&%y~
z9g50kd-LNz;6Pas*GB92)A`qD3TME1-68oG!_+9x`+N_UwPw4faI|0I+j2F?r?Tk=
z%VSPrdfjx{uzcr({Z?<73!l|*;7IFxCYvT&%b&kAaFrt069hN=49O~CsA~4EdC$v+
z)7wwmoc>MT;mApk9kZ#baL1d>2DeA#4=3J{kVUL2y6%YWJax6duw|2V=RBD|WSXh-
zeWlq>n3i97k}Cqwd-O(NIMm$tJxJouW>#tLTp#}Be%d?#dbj#m9Mi9JMCbT4;0meC
z+wt=0{lVV3PeS}t2qu4iLhR;`<&i}XYR9g|>a7oC2vwNnY^=vZ&hFU9>4>JKw5lgD
zgke|97LC15y!}#4j=H5;B-N3vpSb(<H7r{V$s=W&=k?cpQDu<2{_xDqGgb?S)<UpF
zmC|u|>)6U_%n?lC8vH|`Y)}9aaPcJ$mOyK0K<7=rah=pR=~oSqrzUz;F_DP5vU&p8
z*t4)Uur0z=62idGI<}YPU-${m{Tsh(r`{hfI7XJ}s)Cn^H@ANLtF?kz`PR8F?MCkL
zP)hT<y60y-1Q#D2N`*ZXCN=9!d8Uj0gYgj<3dEvOR_t7N6r^@sX}%w>-)ZMrf7Ss|
zsGn1B9^#)BBc^?|*3>F(S;sVP=6mONqwZ(gvyOoMX$rOY5b|P<5D$I+P-C?4{AE-{
za7+C=ly=`|ube!O64^-1Dt<dx046D=w!=U+ulA^km@S&;g?pP?6KokhP+-S?HETNo
zQ%pa^=a6fCfv#Qo5F;jPtZ2W-`(ghFj=xjcvh#3;36Xm1n>Qc=*T=ab1@+rHU<(@2
zaUt)|22}JROfL$lD(uC_M;H~r^=lq1-2eY80EzF0^T)znWO_$e&5DePNV-WeWaDx-
z5uq!`Q)=_x+fI+$%3YMp_yWGqJLt5z?~R?)T!maIlwKcO{ib}({ubJo1l-hHTo(xu
zFtmBHJ7?$J&Po=~-(@hOL6IF~G2-ykTJN)~LJ72eqV)3}FCrfp7mOl*95^3@0;F!A
zPk^2QoW|>`V&yE(rdiy*n)A=FOU=8Nx_U2BGT{UNEsxs#(`#SzPgmyrh^&aiUJ19t
zccbj1fB@a0)vgJCuP}}iQpH1;>Pg<nnut)Jpo9?@XJi96dNr4K;Q>~2y#`yOUcz$n
z>hOWSl-D^4F1x{94dl?E(|fq;Ax8lks|4|j8JA8$rXXD26j6HXz^M9wTtx7#T_Czn
zW&i0jq$lc|G#h<zc|T$n`Y)lh0I(UBN+qHwzGc$bS7Z9K%>*dK*~bnSkn-kW#wiLk
z2U>)7WDJw3A>Y~Xya?Ip=S1HJ_&kBW5O1>BLfLdrAwtt{wJ$n}s6Qg@^{9%jDUC4z
zWYVm5tS$DL#TOzyT@d?bv;xP0SGru{Z)?Ncvr-Lq@69LBM1*%9%|PN8_L>^VKyg}V
zWTI?1+z|B>FSewNr&<zdL@|({X@BLLAd8><;QB&qT%R(1?U2ZuJDC+vr_niedzB9B
zZ^qqvMN*ND6QkkvDFk_)v~<f`D&0jpoCg4?LGkUg2tlh{T0ykF#qG9PJ5Xh=`xN3r
z>oD+X#?FuL=C$_mbX=QT&|gDETKdB-Fiir6I%vIgzb_o)H5j!T&MK<%@7ljo(a;CD
zg>YK*fCg?XPOtHM`w+*DByo^{XB?yCfL4RW_$9Fu_|h+Ac=>q@elk+35d!?PcIkpZ
z2-`uNomD#g62}{O=IKrgK)F$-lWOL+nJ$qy9-1gD!?g{$(qAhY+Kg~dzm)RA*1VlC
zrDKApd6C9TjP(W#Mbp{+>_*0Upq3vI^5dOUin@ZfSE1&}XxN(HE0KNeM!ro`;zzAS
z72ZYnJ}CPsLTTPrsH4hh?+#n)AX`C>4Go!I(--p&Sv;70KR5PQ8c45nHAJlFkYOip
z_o4!-#%c-s7m^jDDqk?U*MuWx#BEDOu5YSy2OQxwd*{8xIOj|=JQ&!8-E<xZpR0q;
zKEd7f8k*59y$_bVeb7<v>+pqUCJYZp>G3MG-OyorHx8(cJ-o{%ADB+PcJ>3iGa*w(
zrkG0(N|qUoB|12B-jKGh+sB*NZ>#RN#{f=ga*+<uAjR>;|MF6gEJA>GQyFQ(Nop@i
z%}3wHY44SnoQimF-sS}n7GpdC1!Co5(8f2ry_)UmBQbj$4;rDoNdn$oVu@sr%n)X+
z-I!RrUCYsXpI=89naT9FDfQOM-mZDXDJ-UX)1;Y}*p-}t<7fa;xmn#WtCAzo{U(t3
zSK@;vXvq*RMipSfk($TKP~0+9F*W*rp9cYU(EM@VqW5_`-YFyZ&pW#?JXT{tH->SA
zkN32j6MlPwo#wI9Z{nkQG=HJC8+EDfw`yc>+J=lJ6F8|;9YZ9VO8sPipe(4b=C6=a
zCs5@kx(g#BN_l>jx%EK#Cd!mQCg!X-@i?vYx|B?Or6gWzRW<mvRjGnsyGyxKuP~iK
zvC`AIh3UIm82fb6xvoN9lDjoW?X_0Y!@jpzj4%z{$cL9~a5)oT_{|MBjtcLAE+u(J
z{p|H_SAw)O++%hdil@?n+>-B&VhKSw7`q#JmGB`RCPYWq_9pI)^!JO{<{4PjE4wg}
zpMtnf7+A#0Fz~q?b}P&`&9nSBrM&UoX2u-%>D{eTLYS)pg_K$@Vq;D|wfUic0gRlf
z3O%O{{_eiH$2$3a;!k`1fCgUuuw_1*3=6vkpq2<Vp}YQ=KXggz3tVS#Bv!HdBEubL
zCJL^D9WCnI)4kSpB=S~gx=S3r_UQn1vryDu0Z|$xq?N;tu#3^V|7n<QbIy0Sn#J)5
z-(1hDhILJ|GfI7dvRXm=Pr&Tj$`Q)B{V-JKVprPlR9RhLm_FUEQFM)ejm2*UFuElA
zvBfh5*K>89Z1ro+Py>QqyXjpl6-WZD0`^STzJ91>^-Cfd*zQcb^S9L=#jagt)QL((
zd<jq1e2z(fkbr@xaB!cH>~*w!58QcEF_y;hlk><c=KS^j#hYKis*cX3e?x;L-n(=I
zW~}Ty7rn9Kuo}<(SR~4EHv8S})6=7tR!UlwN5le>r_%FR^<lz|ZvEIN`j{1m`XEA+
z4E6N4yeTT~iU!{oa#<Bk6l$4JU_MrJqAcxhA}^@K{;risT=5NgtIzbo6lkeYQK`Zd
zzXphoKODd;;?S**;PG;0vQz{L)SXuY)>B;@nYZRQHj3^r5bhwm#oW)@>rY1JD*76O
zG;qlR7(HEgxDyi}9&BB6pW!qaxl@JJ4z4E%py;GTmOpr`k1!`Hf8U&-RJA<virq)v
zRiZ*}S4W#X6avr341i7f4MxTX2YwN294<lGyRAiC5O9XEKY2H=O4<Jw5nJrx9C1j7
zCFFj{FK1|<!?!a6^LNBa>el9d@bmcHpN_zlk=mx?Rn`yh6aACnnD)A}$4BoskpF$^
zqvUYM8@^ITRC}YBNf#%R!AM@^jEibjSNJ3`c@4XZAPwBQ?)&}y<<#(2YK|{_Y0<AA
z`Td0O{(aF|5>KNnjmA*0i|7iF4^oJ33#^54J@0nRahD_)+CIbkG0S>k;OP9`mp{gO
z-bI9|t|CW!QkOkP*sp;_^7p5J6JvB{p>T^qc~v_#Z%&vF2eetCH$DHFQTo=<uMq-<
zr0qw)ZS<m$-vbGgVsO}k`Vk0$9zPSO4Xq4xjkV3%Jo`kj-tRM!^HKdV`Zb<{w9HS4
zO^O+KpGh>U!>Mby+O(}`IE3573c9Aig7d)W+<KZaf1t=?_d2J)Cwupa<1P>Q#jNl(
zLszN_$7&D}{4gUV;;I%nHRtbU+(_N0K$lA~z}{K%L3r%2POQM=!TRvde>UyVeP>To
zfx<0wjk$>5NUV#D_xA2I(W<e>FiVZ4&Xn=0tuGTMW^UE}Rz~mRnnCe*<UW~!gustm
zf22O{kq_LW?DI+JB*YWvsglY}9U60Cc2E9rdsxduv+w=6a`BzoCGzZIa!0sY#f!U7
zxVH=Omt4iMxuak|g79#-(?IoVpG6*#Q?9ocg;Wvq)Y?MGUe=l6m+|t!;;lMe`b!bf
z=iZy6BUGIId+=2ZJJpBK`bM~hUx5}L=$4K!k!v6B=}5%9e>`aCc6tVqvUg738)|oC
z{d&7(IV$@jdrN%N`}<y?9?s=(#1&9q;2pG1gAHhJC~|LsHr^Kmu6_8-p6b<hs3OA>
zoto0x)mM;ROI^RjyGWespy`!V>-r$$u4z}7T7#(8>B;ZPBlqSgE?JAiEe5Act>~UB
zK-HwJx7!H|t*STs_#`H-JUVwLX+bbqL+T91ja`Dk2+>X{pLvc-^1Xy9$3vZwxdK6b
z73qV5@B5P8D=LAAN+j!?Ldn>F5PH1<6)+dlC6(PLBf4CynF;8qhun<;j@I3Y&eM-&
zO8O1=|3CQXjr@%}_49eyfKi%7V;CQ`=tb@Oy@uhR8?Cxj&>t6-!(#(us{m^nl2REt
z|5R>{MplvuoVngqbKASqjSD+cU9##|5*@Oq;wB-~`i38pJ-TWv-ZB}=BL|8UKzz3*
z7G3sRxZFZy3)kf;b1pME-hV!lc&RCs)xK2GWt%WN4<+M%Yadq@h&K)@Ji#6CP<HNr
zLi8gSkuN2A>OSWA6E-HV?eWA*#1&<%IwNQlnyOcSjQz9j8STL;G26L+*ee7DYJ2e{
zt9mx|hORwp8!zHBIo;`e!fFpfg6pN2Z+GAK%(RbCN-6XlEYfH8YRT*aGjom=g%<+e
zC~d;x>pAEAX1`XZ`D$5z;6j6|*``0&I;`=e9n4ly%J$ED!jF61E7Ure7kxlYItU7z
zM55L{wC9m4swWLE$cewVvxx<Q{P=o}tlV>6giR%65F7fvA8+YR+|D=Qn1{t7pd~)7
zU=D468?^FTAN9FBoE`rnTz=GRT%kal6<RwS@yDUaWEW%8Z1f3vLOIWBpNFRDKI7R?
zN_K~ntW|A7w-g%Yg~(MW$%7@{*!+K1>(x6)g9hTl#Pe}bu8Vk>js$2o0V2M&L*Kgs
zPS5wnp0(kzdkc?|j&cA0-_?}ebk+4kY+P^DXa@G{*th#)XY@DjW)MJ@3SoKw@S1(O
zx$oPROSP{BR{MD~)+3gipRU*&urG|->l4ebxp(M{(BHqk`Rtylby_Z3Ly?b0@vfnX
z1gk6$^oj1XY5T#hdtJV`y}!g2jKwxG4%+s;hXjV{MHO60brygNT*-Yz_~dXr8@KO?
zs;vp5ad(~UIJJ;nprKI_UeD=vmFRud4ty+X-LKHm`9T@S-f74EyL-p3)1Jvmfh!2k
zf+u*R*;K*r6}YvT@1*H`xX56i)7EcuUqm9zrQFu<!+GJRxara;rvdr@6?AVE=xZao
zJ~_|oQx?`d033!l!>&3shcIqj<lT|C{q^IGtp&`R;l1<EC2i6K!e_-n?9AbX$eg!0
zEZ|wCdU@IS#TR=4v>Kms(10df|7Fz^e$g-f(l8u0DqY@X54!W7M8i8L7}yf9aWRFs
z8ArYzvQU~HD0tNGB(|r^Wuk)1{g?(&V``4E3T9{Cx2uL&HgjRmjAVS$RK2W`wjjM)
zXmy5gDkKaLl<l6{BcD-P{OtA_6@1PhD=x~YpZw;052k%g0$jz6+Vk0NJNshYhfpae
z{`omK6o{1h-O14(w%o#zn+Jtr!fBHoqs6^=c5}SK+Snd$s!#{K&Rp{r;`#!)q0VN&
z_)RGhX3;SB@C=8xn6VdFe7Q6I^olhe8R9czsNvt#8%hu3DVhyCRNK=`iXV*Rp6b4Q
zvtRy$ol9K4#?P;r_g5Z;f+vqMr!rn=!wPA9jKBP;=Dg-{deb&#?vt2DWRaB);yh#R
z|60Dn?$!L%=$SUQ+VA<%0}=_m27UL);BXFa8gsp;egA$=zgb3hRwa|GasggKhDd{y
z;;ie=mS&^eNiw_Xrn#NP&KLZVUf@ac{-uJ&<tiCQ5c+y`IoE<w?uauC)#H$y@{%=5
z)Tcja^hms?IKhlc?MSshwSSBVur8`oF_}j;!>M_>dUA|zwQooxc5R!WH`6?MC*kI`
zi2SM(V-}B(ccf(JliITHazPt}-+hkNiGU-fT^Ze0(s%k9zFMWv4}H%ga2a)nuhhEr
z=VYuPzTH@Lf<)3ibi7wF4zat@h#E5lM^x6Xpj8X^oT_#A9Hf3MHTAC>%86s~V~QJi
z;rUlMe)hO^$rC-4<bJ2r`|i3YgzkE4zT?CF2zxs?LI~D){8@L8;lr%Y-wfa`>yz&z
zmJ-36+J%|AeN6=7Psb>|(bbbG>cToD%b600TUFlLmx40A{`RySOV3lSTO@rCY_a;=
zY?b_-)9Im?JrSXep6@F^$je=De1789`quLOwLlVzSHsg*gl%_X!~Mj*TlzxMCbZ9E
z=p|^8kaUzAA1ea`Lv^G!<@A(gVrN!vPagbA3dUJL4!w!SMHn)6=v%i*^7@cB!!P8K
z>=d%A-y~D3FF-bQ@z~fTzSy-urxT?x3)aH>CY%;tqmJ(DN1V^Xd_;>cc{F$G*B<nV
z3o{uMY+^3ntyYU*&Yen2M;|sBaw&0t=J{uNs9eG8{Td2kuh1M@bDfr;z^Dp8d{#r;
z3=eMVIqwfv*Kc*YO1-$n_m*~{uW!>Uon`#Z_crSFB6Xhj=1aSo%u`H75&A>&0;i(T
zSGS*i!HnpJ_b{o?3Pp5pApZ*$%s=obL(huyU)_Sjc)unrd%ie1m;(T`obo#$r!eC-
zX)Cni8-VKKG~dvLTv7#$7GOBa{?wA3Dp+t}KVTx8Ac~dW8C%|7>r^ORSitm*fgAaK
zf15Y?8tM8redYL5+P(E*{M3(n5JviY?Y2F`3GP!_uVG(oOB-vSgEqX8N!0v3{DIFQ
z8c^@sEZy6+S9sc%Xul2ZS<=IVGb=C|^scbPdc#Sp9;|svUpS0B7JvU60<P(uPXaLO
z=WLv8OnM*?tcrc-^-B4JLP{xX8D{pJ$m3~Cj)Xag=V!szNwia9f#@DTP*ZcuRfGf_
zjA?l80<@=G;{FtVykFvzWdbeuV>gK`h1#CdL3};~xMkiO2Ms6>Pm6)?<8r-BB_P@o
zHd=IV+AfFMr`aDr>0Bn>Sbseb>#N`uUv?#yw?*bJWk6yg1Ox+75BOrlw~kxqG;bKG
zs~T;WV#(=n9>y{dv*EdQ9J~3*o6f1A7j@RgPSZ|BH8$<};2i~ofC%M+K1cn8^6Y26
z=t=qx>4|Fi1)eu;EXet=AH>JeBQMh$y_KpyHfC~)X=og50>{l8UQfelA#W<3aW6yH
zrFXn$nx9{-oesrtoVc|J8350d^ImW(PxRvcGB?L^{+ceG<rLu_%}>pAOaq8&^7B78
z8rE^`-akTZh=N|-hX8fB1cUMSJb{byte->Lg?+!lXbanP<ZkUFPAG!uqul?D>eaJ%
zA9mrsIceAHW|Ktp*}wjlQ)q2-nftps##o9-!QB%;O*_mQ28W)0vIt*bY|Ca$x-L;_
z37U|#*AyERoKw~TLaW|7=|e`MR0OZ_rFELToSubi@4Qu988PIx+`BAoPsnls&(~u)
zr4G=lz+M4ugL1PCsT3x~JbVIkd>kH+5EJC?c!VtXW-1wK)p@eJ6b`WlIiv@tFwdF`
z^(4|4?DIe(zHtWg<6gK6)Y0*aHfCD!6NnHF>O}iMW-9$PDGlI2VNZi_Du+q`-37Z9
zXU)ALcyN_O;n_b`W7gO=7lc1X2tk|v#fBNw;emWSIv}G*qcFy1B_JYwNK(73&xs{3
zp3uarhVjh|t<%n_Q|w^BOx;?o&D{1#m}@1`iu~CT@HY4b`K0pFJ3g+k&WeD!G_R^}
z7#}-1-db<#F{&*4<f;6cU)23tGZe<p6-rg=oyDN}Gt}wto{5k1i^XxYQ0<NFH+e^5
zSs0h~wb~2BGD-8hEGQ+#FDpkBM&y_XW0ft~pFMe3e{$uS?5nim-0maPKS@9iGCi5X
zPX4HzvmI!#G~5CoIaFPRIUdJWeIgAeVyB&4+a;2=!hNmkf-Tfb6@!C4kSra6t=JWh
z#}inQalhUBN|J4vR@R0I?ho^WEt289rmVWi%9e^-<L_V6%lI9ew|gKEdOHwTa_+A6
zg=G+lej@J1bb}rBq*1NA5?v(Wx|;+~@XjSM__lYV<X6BYudOL;=?qj*--vyPPA;5@
zew0|`<3vZo;pQ^iDxk!FrKb0`Xqd9?CxqXhgJjvidzoMEge7H)8nbD`M#eJ5GdqE3
zXPfTv5o{!C3^I8gPIuKPYWun|{9XzWoD9@Ehw8dXHLV1tNQW$gnk*BIBEkz`I*j8B
zS!o;vXa_8FFJ&bTH~CRO;kRrFsen@nd3Adouh$0w(8>0!Mr7CoOGsM_t6<f3hHV;3
z9~?3K^)d|UyJP1k1G!sJA49~c@+iK_c2fDD>~);?hi48P#4{d>et;2V7&eFru6f)<
z2T<4F@UVlzFkOO;?iF(RMA1)p8W4{^U&YFTgSE{tjnHsasgsS7mK<cN<LJk#IDH6v
z(XD4Nc@Gtsth<3GOMXFXMkA2L76y>`K0kG$#=B}-=k3ED#+QCDUsFiKmgDiTI%1)s
zyHHgRLHzKiyC$)W6O7$*IXCBU+A)J3M9Wz4EB5}uyV~pfT7Nw9b5r5EpsAVMzaH}K
z`e)$0DQCwidzwp$gFv3;hv#mO!}Bd@-)qZ^M{Hzv-NpU6w7Wj3$rdzfwTrt^a&f9Y
zE@$21IyXyMV4`Q9c14gLNdn>-D)%Ab_UEm&K5ivEC}*(TL$IML<AS*OIhw8(Uk*D8
zj9OYpL2|Ge6aQT*OhJD&Qh5b54&$k4XQjr$!UK^u(op3S53btyu}pXHwP0qigI{g#
z)x?z_3GzX#kiTCSYd7f*IPvZBf(_X@iiGeuynYvI)o$M1x^HRKC|Lne%)Gp3K^-Bx
zDsC91{m5ddri*X8p0WFkpXs8$r}8;+e@~0J1!1`4UcX{ydVUT*G?d9>QP{Nou#ai_
zeO6bx3QzUe%NKQvJ+;JOm;L1lz1+yw$|YSjx$y&E5U@iV>JiJ4G#q@69%&D5_Dz?M
z+lV5=DZBdvzSlW)+N2vd>H2dpLS@x}jNOMx5U+=e@Ey;%v60OiYtS!M!nlxGU3emY
ztK2sSBK$~e@Bdh4Y7D}=GtkQNCyjWAU@5vjCX!0XH>FH*7aM&BTiN*Lb8z467(#8K
zw)nWWH{AdKKhBpfmvHIS(^G`hR6)GivwtQT-}~_QWVfr;W<Z$~V94EWIUyeyRL;JA
z$lT%E;<=xn`QB<X8g)1xOk2XKGgi4^68hwS=m+PKSUk%E(osHvOMDpi(1Q4GUNRW1
z`P+0Fw`P|-Y~Vx>kNo;Q_`azU?Ml+8wQAPdjNDN+wR1*2uCPPp)LB@ODErF8_4r<F
z(I1YI6@%H>-Phak>~rY_ZOF-+?5irG%7Xfm8~kiF?e5*df?f!>*L*B7Ak9TllA-V^
zEQ_km5~~!B9Oim|**RHn8;x;CGc>zvco23_L5fqD^7VB*>e6OiN7&>^`@qD+mo5)4
zM=1xmoAc19yK(C>Eq1_nS6pP9Iw4~ZM~&^{Bgoc)kqP>VzH!kS^81&pog*;GbzX4t
z?rKN&n<^L7ft6jK)l71_k=~|;TDZm*oAKA5l`1b*IS`eYsxp)7@6OM1#B3SF$}ED8
zIoD?9A*Mx$hL77Yjg}2%=*0^<=N&Z#c%PYFMPoSzEV^s~)k^4Qn`3gfq&IUtZrXCc
zsoM9W##9xadrjH)Y}7p8tor#)>*o`_zf+bS$Z1qw$+@^~FXiY=`}^?|#v@D6fkO9A
zyiV=sv)vwj`rEWuL%LD-4e;CrRe|dJnhY(>^(zV#b-j*K5vpR2F{$w|_2Pxo!*?t@
z_!x-gY%Ree_B*af_LdzMX~ztMf&=Vl&&`-xV!iFW^mC?TYR53ofxTwfn?T{nQYLUa
zJ9nS@M8&j~{(8JY*TO4r@Dy<?Q4ZD1O(J@dowCDPyMKZ}ciJU4Wopjaqnm2*bC=5&
zD9?j@*G}Gi+a1U;vs4%y3daH(4=gDRD#3f$?aFoa_dr{GQy3Sj!dpI0X#Serd6E1w
z3O_TY(Z2lrNI)!{{1a3t)G@iz>&Hc%gf>?>|H&X|q(hceE-6L#<5mvBRu(Vf*Jm(Z
zAEuWzBRX(%uGV7Q`cB|&RK)pLI=F!M`59v{U$G%|mY~>-OxPG<^Goi)Fj2`oG5sL1
z^KD{pchh5_%=09uvA*ZNhDL!OSuGzO5TaETF6qT}=#A*yNBx5dE2*sfOZ|AdqRZeB
z?F}q+xzim^Z?7C@08FqLdwBvBMaqhXIIP3J(;S&VT$o`*saYlW5AB6bJ&Pw<#cq++
z1Jt&P0}*`p>ztn?-M%1t#+~}p;j)yk`jQV>*Aj0q*H7$or$8a=G@t9KKTsBrmEHq}
zj3&X4CpTRAZY=XBoX2)E486ELg{n+nXN~DwX<EMV0Cw_ON-KkerjjX}W4e*52Zv(u
zLg6#BC;4033mV;r!^eHHaqS;_YPv%^>y?VLd%D67US!pWaM~V5NN_(tg5J(69OR;J
zfZ%1f9*LmfoRs<d&J8e#xtLqhI^b(Y#uVw`$vI{*rO9lF(d?by0@~{igO~9xN72Wr
zz^vRoUY~I&&2K&O>Th{DzsLT1N1La~=+Rt`{ccQ_ka913i-#Tihq~eQ{bOj7B3)i;
z{4U5|p?^c_nc3-k+4Re@(FMrY$mRyEIxGwKxrh%#cm9W_Gh0>^+oI?f5rF~<kBERY
z(g}#ZP#~?+2}t+#InP7Ijk-}$4_R4x6!u<g&M_<`POC{lgk9fjD>_>kx}f?E-6cJq
z$Jh58L1%r$X63}_YWMd&zCDgd`+lNRW-8O`ZV;&7jT!poKJVapYUzcHuSpq>PeWR+
zp--@k*d0Xi4~3HvZuVPO;ht#-W1>L;f|P0JpI^M%?^`K>JQdJ&mYcnFfSNa6Nx~_c
z$1=RXZ{+IHP?L4wgXf2fwe0(NR??Gp5UWi3`NDlG?@BPVJI%=Fh!QS`PJQ^7Rs1zo
zXuH>1nfpKhN}T>4m%yB6z-axoUquQT{VndE#i)GuhuOPrL*-_d=kc9gdr8p~;FIW8
z&sqtkfaLz_ieKk_PZvc2T{Mh&DmkU)9i#?4v2Eee&OXN}ukX(Xa9!@;r{eI)*}Z<r
zg_G{=a@P`&%UtIti*^l*r^^DPO)PPW9SbC|{`IP555GHS@Icot63J+gIP8cMtInOL
z^J|(fQdsuBikG7{f$}qYggcLpyCS0d4wc`NT$^#|ixWt59kz{%3YhP?@S|Qm^zX=S
zCk4q^{ygx`D?ea8FjfM5rSx)<?8?hK;~?kHbzNpeV@cuDNB1>7E>-XM!&PuI=a)cn
zdbXSQTv&eBp0lTEL3~qv{lkqYyc=^`rs{-3hlm`;-)s~~IjSca)V~Yf5UTSVJ@#VF
zB4j6jn0M&Q5%@`u=Hn|)w@EQ_=iaCrwl%Lq=K~<>PX+WQE*||B*1ikQxqwXvp?cqO
z4D={Eg!3D(d%u>%mFxOCj5!&2Cj4^0z_MO2w>*bMykfBD*ALD+U9!(~jG|-ZgS*?|
zhy0jwZ{ZvEN(N4FWSqsQ_bnoe0tsS-wXXu!B=OiEooA8F>LcK7r8B>-mY5?b-;()8
za8Frn(Jddxg~E{az1Q4E6#VO`UKaW>GS@8xnp!043U|Wy@K_rqCCMhS_wNXOVV7gz
zZc~Xpypi-ne?6#C+CYEdUx&Fqe#pJIsKDmVHH@8NItvWr4&jGV$;5a|2a&-B1OnK%
z^^h{hZ`YMwD`5{sSQ;;f4Yf%05|<kbk6wz8+4Nb>*eVwc)d$k$WL<e5k?3BOu~-Rd
zjWq(dV+yX>+d|iaT`bL^MTPF>r7GrH?re6&F!-cn55M<B?Qc=8?jMA0o{o=qT)LNJ
zyI!h^ZRJ#1ZqoJkz5zk)RjGz&ZFf};u+xC}cyJ2&Vqtp{2_}>7Nx~m9YbK2c4SviK
zOYlxfMPo}B)5fQ4AhWBtY<_OjWAr_<^ysQ97mfz7{s*eQg1GSB|6m(9)bzYs_3vhR
zw@57>dO~+B_VTYwc!vImc*Hc5P849>Z@xJvU|=gS%6B|DC<d-PyK%0V_x7?YW8!5@
zWTV}Jl+O_}?AuwEuk$Nd1DK4RxVVB)cjDY4cr*oCT(-|201CKwKl-_yqVc}F_z^mW
zLTJekku<HOf=xugl--jCY9er&MBA4+^%n8EJ>l@uMP8LdX9Y(=!#=384zzmymVw%?
zfgUq!y@Z|JnNapp&i8<a46?=d@Rs=f{9)_sb13)~*vw@}c#(iTtG9qW_k_yreN8ol
z#{qiCH**@_WfxpwBT<I$liR^%xc&AQ06~;SEQ4>kg=aMnQ0|+_7h680EwpXz;Yp2u
zjz4c<5L3j!)U}-UaGQBg?pUl&;o%nYrR$sAf<GX=GH*{7#8W<BT!X*z<Wd!V+y4l;
zU4ADNKhjUM-7$U?+k@%?edgfu_r``OiVNq_BK3U7h#h3|8yuncuh#By#FsMTtUfd?
zr9a!Nv2+CKgbJO`<@2e;s_|2WUgzZGFjfIdU|;S4kqhVjdcm`de5yDOaV(bW5=K;`
zI^2g}%_2XD{(O%G1nhT(PQFf^c1C4AFgu&BpB}WG!(qz-klz0`|K-IMJ*nJPNcMY9
z(dqAe2gYCcrRVKC?luN9Tpxh3yToM$Pd<8J&|lXm+|9@*%a>jhFD{#5Og<YyG+WHw
zJ@_Q@*8pT<&Nvf38rD(29+>AfM3d_od`jDYAWNwo>oDh<x;uQy@d71B$`&f=l#cLP
z%3l1GKbIt$*)7Q7Z5ZDP{rl?;Z+@Ld4ElB~w!IWXGTI;Dw)0iWK6wBaIk(Dd*TaG^
z7wGHd`siU&IWFxRK_=aUtjNaNWyIeDD|Xzm?_DX6Xh&`i)?m1xLp~!_P{$lfyAmxi
z45W2!EMMY+?F%kbR)1Js!6hJxMth{OPkK%^bznOCcYm%l`OGfTomA}k%u98((XtXh
z9|iPR`o%sVw;G;Gpik9TzmrARcY1=}S=F(U4mi<*bplK3;MpZ$AaEbsR&BcP8)7_X
zX}mGUzIOiTZKtPiiSPQcN{!3kBD$6;{1l7&nlBB#@20gk?6CZ49$S(AgHjy<P)_pc
zP5m2C7$>0ToDIuIV*BoRKi1Jo_YBh7GC2$5K4z#c>E$`Z1^=W3h=kS|%;N%j<`wm@
zRASzJC1e>w`Lkkc49PMW3c>UuUr1Z-+`)UNW(Rcl1)V|u_1;vY!xsCq!6pTN5hmk7
z_svQ*D}$UB{Fhd^Df&%!A)(#Pu@EQimq3#r7K4^R4?xP=!O2dx()R}yoAq|4emXoZ
z&20$QG?c{sksovC1@Yyx{P|_2sazczns}aBN4}%IqI|2&Mbi3RpJvl1asLmEl+K<u
z`x5cUo;(p1PwFM?&u94M<kc?jYja7wchwmeMvARuXBr8dX`fmM#`O0%KnlN+vPpVj
z3*AAzE${D=iSczC(N2mr<bFc^tJ@fuV`h&dKjk9MDm}gjnT*@tJ))n|9=RC5zA6uY
znh&?PbUeSDUbu9)10asac6SJKc?^t`%WGUQazCmQ!}dGd@N+del%XwlzWyCg85rO&
zyOXD)MfRl-02u`q3BkIAuGc6l<F-wM3oD$!3?!Zy3h1f1T`;3g@9Bw3F4pDqut&Cl
zQ1UF0pC=fQl;Ke3zS&hPyS*gC)$`a#iSGmfy=eCj>*73Wq07)*CoZ0PE{L!584zX(
zdFNS~-d|z(_!PZ6c_??>?Ish2YWmuD9ND@z=)j}WZ8w*r@?NLp1b*Zl_HV>TaB;NF
z^Y#{vP#$2=a4ui**EOZ2Dp8y6Hw;Ia-)VN0eUmjwi#<5_RDCwBmge-oM_a{@-;gil
zBR^_6)3`uZPf{<ZcyfS~Bg$1&+KQtGqhg-=xB2%)T6Y`gXc5Z&1?PY~sbvs@B-X8N
z#HD)QBtd9ej=rTKd7qQv!o%|}86p+9!(|NLgeuhJIS;CjXp_rtw2+~mcybd~SQZK~
z{$f2i97PkB!mX$dP!3;^tHRy}FD-<P9+$ieTK^{Er-o?mcHGb7(KO1A=^NhyiW+g!
zy-iTWok68`NliWgtbK5LhTZGAcy7@Rt~21^V)S6~+y)*c2?Uz|QF{jn4ycc`+mX9~
zC@cf0w#9x{LaKV3q#MN|0n6k0Padre>7NJgDi_3j@3zdn@09tD3e;&^w;XvM4njQj
zCZqWhPt^?Eel+?fb))We+`xF=yPruI(j9qPV1xc`Z~=!S@o3MEOnQv_{?vRsp43YG
z)aFkK5UFeqmqV;j9j|rt`FWyaV*h5)*}d+A%Lbl-Y@vK-(U|#B^yd?0dqW$JWO5GT
zfd>@Fzgw?I%n}cm+7bDTxH1Myi1#O>MU8~5seM}Fw)%RZP*+ek4|lmQg!xtq(?rPo
za${A=ApR0dBz`j<%WC3k7Kkk&XkI#Tqp|pkZu!84Cw^WJR{*(hk9OOQSKtU5*FBUL
zP{r0>*XVYaS_G1hlW|Cxu@!iY9JGVavfH&Qm$oQj2UdytOU-VU8I78So^w65*%scS
zG_>d;9y1_$r7H<E_oW)=7wi8rI2JpFd*U0NcGt^MKVNMK;F0i$Uuq$q7Z4?1S~*>g
z((~~C?w{C8a#!W(-8#^80RW+wEZomm=W!nU&qdiS?}lM^%JKjhrwgwzc9B*TUhx|v
zMkh4;(0h~Gs~8$IM2*0VAB#}#;$Id7ucx%VzNbn>)r&}itCLdt2c7I^sHh4lQ1Q_0
z@+h2UOo_f@*xr>cJwNWWF?OSL!_ww-p~es_#hGY7+d1k{Vhc#@f(y`P={XM1j$0g6
z@oZuX2!v{TV-t$w5ZOTldbSF&vSo&f6^kWEN(1k~j`;nZUejq|Dt>?XX&RCGrtpNg
zZN*q2xr|?DdZMm@hwfPphjJ7Pj2am{7oO(LZ!;>VYV+7X+qohr=b%D!W65Hhc=_pq
zwwuBP6#b<Q8EyO5&*G(h^}a@j;$tMBs~&IX7kS#h5V1Ezna2R{ad?naz=~(5P{-(}
z_r#@%LC-b$7c7RSJ)YG&`+2L4N!VRKu}$MtK0t{3;+xbyOPF*VGY$x0Qh#xsvilWy
zTxY*u>ADa7{I*2fTYuNjm8*73e?Wl=1DCbZPPr82ER17_goV?<y$R-ipk-s=nj;lq
z?1Ty1*9a|=NYKB=d2~Gntq@?`Yn~);81h$wl0GYYC0qvE>PYt=NzaW-gbf+h$K=v~
zGHZWRn<|g#=WvyDw280PQUFLJV@NJ)m)UQQE2Pr()q0&qN93+v$m59W^^fH&wmoE~
z{hGq$wY|gFw0nid_o>4J(}if1sVqE`suez{p(*SON57fKC?-We4)`L*^NkJMF7VEW
zv%QuLuD$l?exx+#)`on4b!JZoXRRQF=ee$_>0{)YTu%KEwr#HM&yUr_`s}0E{0-xe
zLa<DiKYfQBQzC|Bs-$LQAFbSl$MpqmKgg)p$J0DMFh9NCw2vX}4!6hobOT=Obhd##
zq)hfpb;s(fsrQe`<kR=(=9qih>Ea#QqIlhJn%a51l?#To-Ve2`(}jJ^V`l}}`qP8K
zM&QBJUhZ#PVq+U5r|=RkK-`AkNRX53P#;HiDToAqf$TSnH#X&%&jqT!^sJlXcbdGA
zQVA*{9W%e~eqnX_IUh*HPKF=WG(z1(;3NinsmMP3$m~xbXLzL+A9qlx19%WI;PkFI
zOnP=PTIh`5I*Jn`?&b=sPcXsUso?V&6w9Hn#OCMRXqCy*)<3$M-#G~q)Uu*eBb$x&
z=~!#qaQc>CkXqH~;`H!P?0M!n>CyO*{P!%r<u5IUJF0QIEp7=m8vvoc6uY+P@gHgs
zakKyZxgQ7_ub)P-ugVYQMZ+<ZPwqW3>-bnw$QQyo&vx7n-cp;}f1^-_gJX0lA0F5v
z7BkE-5IKCah&vSlDypSz{|6CAvmIP=HQetpy13|9HlrYC0^6+<ht)78J!5);+X>YK
ziM&Vq+u_DKQ=`NG2LG1paKJA#J0?t~YIG-g+PFc8+tZ$o2)Jw$;}dh~_~<wfZzynS
z0_qOji?)Vn$!<gQync|}KfpP){08)v09A001oNo4*rJXEHf(b1^HK81=qj3TJ21Wa
z-)6#o6!g~v=b<Wj%h^7<y|hT3@8D~wkGj}ev(y+J6}NeQoha?g-J0D5)6%}+IqTu<
zq_t9&L&S~I`!q6)@W6F2p~e!vzqsV=)INrC%7;jBHF<T3So!ldfuaVp-m4-*{tJqg
z$INl_G*ydsAMFuH#n}x9oC`|>)OPu4huew@H3)Dy(o!mf7T1S6orZP1nx9vcdi)w0
z7!rbz{z|8v;><?^&J8JyS=$RcN?4%UT(r`>-lns{(t_jq#hU}4X>RW7q6ggRf)>x|
zU}U!MUo`yLcTt9I;mW;3;!Yr&shzK;b4}(m#|^V|pPe)PE-^BB9Tbp!Ac%c2&OMIz
z=Fg-mT7jR^xU!vrcf**#co{&%JzcT$ZzmD^RxK(LY%f{Wj4MN?3^{Jv3!5&TV!pg4
zsLUwyP7}B%i8SHAlKu(Hxe*Uy-&IW~9<E-yb-xziYkAO+woJ+&t*ErWsBM)UpKsdh
zF&7sMh$R3&PdH-KQNi1fZ9QUyl7IbB&@dH~x;<OR;K_f^se^EGMKdQSJQ2S9<&Rdc
zz3r{`@6FZY-poC?fnowg<*pTZ7`Jv=EWAyKB_@a^iF5VE_PLhS&mAMe>5}}W6u`Lg
zQT;eKeqyd{$!ha*UuWF$?sMuwJ0<Taln;|BnKMZzxwHj;`lH;t`{hiRo%P;rx{U2A
zF5+rC$|wZ(dx$olnYgLwkg_4Q6O|ILi<mp|CgTB|T1HDUP<;#`5}vn!e9#=7oV3Br
z=sWJ#w)P~|vwl*QGF#XC-Y9D7v;#ckY2&VNw{aowcJT};`Ob?34abDm8O>qN9t>{F
zbp3sr!=b-@tUEha&#&*_Z{I4$#&hJU-7jn5E&=kQ+5XU!5>gXdB&Y_Tx6oSKK0J-m
z(&8Y;VApip$Ima|7RDaeZ_cxO>1O)2AH9$OtfN;vUS;r5PQ^#MO+|f+3X$GBli}e#
zx0J!*l;g%LnmhP=l-qmNW~Od1dPd^3hfQ^U2P!WV0*xI&(P()<T_HXe2>$XFT)u8k
zoykoIazzQ+<Uqu7tO=gXnIeJ@r@Sqx-b)u54m<|j6Y*_cj=XA<F&a>35S+RGee8KI
z)b4S;i(lLl+IW09k$m9KhYTqo@o}wgHg^<sy&o9R&`HJFG1x8D8eI%adY9MG{muul
zNJxW!tGLmZj?F%r<LoT;q4^wvp=#M5A0LndGY2=ls(k2C8{QBO#}1{&AIL}GLiAm{
zD;`$OM{w0d5O3cWlV>+jWcTvq#~*kBz*TBr{oR)tQ-SYYo}<lYXKLsEt%SfeBA?NL
zfa#nDETrar>4|YsqOaof;NQ*Zrs}e!$W{J3L))@Ug$})U2SgW@pI%wLw=42`;X0I;
zcG`LlEe^cZY@CHRFLV2?wMhBc=#WmNz8L((r`)~|H(*n~xc~nbP%}ehC6z2NT!HY9
zjtWxH+BFt~mM~5F6yz>@%pUk2o}$b(Cv-0ill$p`)`(#zkab#dhucmn*ga+;jwtl&
z4oOi|4?;$XI4Su`ElbHLiwSsWjR0g`tK-^70iT@hW#_m^0iQIi6VA7*`8{`Ww__fi
zTMG_^qwU$J7FlCLDm9$~@hvDFkBKf~k>>zlvfBBmJ<mrP6}umCzny|f2eK&$5gP9I
zV)rl+En<w1VaLzLFkLN%=o^D_B*_N?L)jDIV7aq3MHuicL*Sl&;OQ1#`%?az{-sLX
z_+Gfmc)Wk8-HmF-S*wI5e@a$(<#Wopp>|=Lux}`bob+B8aoUnZiG%Zzvybt+#*_Gj
z!2`jqw{o2~UyD3qp}K?bbwrR{{fc?8JDBS){=w&DaS7(?{E~FL_qf+Cyc0)ihSIOl
zj)!C)CjNzG-#msSw9zmpo$vJXlJ->R=8qW$GxQTc3P1gJvKA0_nqS!Khh`+^X>#+c
zKp{3acID+09=^BN705eGlo7pncK3Wfj1NYd4?=o6yVx6l$z@^^1G9pi`8V-24jpUt
z`wC)YZ)LpDPXinm_Wt>s6g`Y@zI({1uTG+>co1#`iMXYID!JFO-6h9-59N>vJfKy%
zza4sI+ixc@)cV6e#$T_#rjXXrJ{)EsOdCD}Z!tkOy)P<ec7@jImF*lsBk3@)oj|Vk
znelhK@LF??)NaadwtU*1%aLm2D|ftCqvtKcW4ERDVu0twdMXl~$4uKM>xLyWa-G}x
z3~FA!`{w3Ss~r-6v(nJxZSa*(hXJthzE3&1siObI9xYLXw}(j^NPsyZ;hsrNpmd$a
zmQ`bsjGZGW3oLoKPKxr~Xr=+@gq1_@_Q(-rJQ}}JVcI9*-05f18Cu38p91JGI*si6
zX0NZit#;4&K)voeGvse~xBZP#_GD@XCzwgoLsI-jMxBDZOjm#<^84-hG^MWG{Z7{g
zrYKW+ZQ?zbm>D*w+ZE%*Ejz9JH8&v5i^EVDR|s7D>TvfCmwUz+x-tof?Y#XtyYTzk
zJMy52N&GWn&g;)PeR$)ICevxg^PEp>;VosVVFT{kQ7wukJT>2w_bbQe^SX*U%0S`E
z{7BF1X@?nzgKJuJzXdRXe?mh)M0vK28kC=0h=_{QKHm|(d<4{mC0+eISCBvMW~s3u
z@~M6}!Fu=2-qzggc^03QNia|0z6=>#Hqi@qZ@VFOFPXYO!8>K2<>uqx-*A!Wb@JJH
z2HJF={7~Id5>3&BWn3HGwuiHZ193c|p@a`3Njk@jZT&NaTj4niSS>PT5zKyqkl-k>
z-!IT9xc;o{{ojvKu7}?#wgg(o*z=vORlcA)Bl3H5$9(yRxYy2AT36@OXoi~RZ1~*>
zs(8G8>qN1Gg1P1%s>oqzweRb?6XJQg6`1{p!BIh@E>Tku>)BxUT@BF}Ebs7Geoo$E
zIuu;+Duc>7@bma-Mw+>dLBJI>5Gf~h2T~Ldb)nK}y&$G$C9Bt$4e$CF5$Te4yn8K*
z#QMG3H@g4$m4lm~b}yATGBxiX71y5(6^I6@3w(;Rs(+*eP75+s^=U5}`TJNX5uovs
z<2W^D%2vpl@fDT2+!)M!_wK}n;JGJOtV*;B@f1!+mEjI^Mq%vC)eb~0#78iLD?S%N
zxTUvlU0V8Og>MA)utrzjq6cC_<$m1Xos0D&p`W~j7LZKY?dNBi31^c609WBITNmOb
zx`avjh6wm5SU+<CGiGGPUnpwPIRz+^N0lfyu8~kgcX7H6qr&?6$rOQUs>&lc7(4%o
zpnjdZFIM~fU?>;vpZiAC_Uhvycy%&iLDfPv6e-$|F;lPOIi7&=KB|E+oFS}q@mi`W
z<=LLJ9{@(v@swJ}JQGb&6?OjsRs@$@uM~zmZw=BdOFpx7Q?Y6^F4W>!3Zwk^-_pB>
zh(0|LkDM=T5Z$wzMwdEYZTz*+;luc<+Vge23Tm#XWP~M$OC^J~@jLFSVk*`*M2g5g
zQwS`E^iF^4uVW#6)@t8b18lb~Os~2X9Q29(!=BT&yh+5(48HG6Cd4m~&;j*CijXx$
zCoSX<c}rdKu6y!|^rrk!_^KFM{OEJAyr-As&cCjPedr5I6dNi;*4%zZ#2FBlO8cAl
zvPy8eA>V`3c05)1@-u&%Avn!4<}BRL%vZk{RYNa;5$)7gJD?ifxB(e7H@h3=qVy*C
z&2=ze&6S>K8o&&?(3~C41H-GI%gK#RGDi92Z5;NWBzw%l<2Bm_s4@|r{ouJd`L&>%
z&pX&Kzn+MdbaoRa4zsKtwj?dHGaqk$WJ3u@D<iY5%#dM(9(yJ1xiF%hnWGnEk#g}j
z=EYvD;Cq{mRISgO74mLt*H;s{CU^;pn0dam2U#Ge4~b}iP-)+bK#}R>MT@%1L<e`W
z=STV)b%t*N^chGYfX*In*(sR0o}A@RR$P2Q`(gF&EvZNw+HUsEpWDYCSD{<F)qH*^
zgXg&5f{dZJb05{+Z8jKB=&gLjkO5U@doj`#$z%6RrA#gSV$k^<^mahNe1bRdg5dZj
ze;)L7iMwASyS!2C&YS&Rcf<2iQ3a0xtB0=K;c1^xticlvECT_<VEWS6?Rk*Qy9tc<
zTRn;a0mZzjmwFSM^J|}XweQP&;k>^`vAF3hIG8<BlQP&{dYe$Or7d^Yj8dXI+H}QA
zS<B?XWN#n#X)aks1v8%}y+RTJg))K0(asRgKc0>TvVQYGD?01!gGvTS$htHD%kn_w
z-2P^hZ#X%YvNWGR<Wq}*++SPo65v=&-yIy3I3onuNCy)5lOs%>Km8{H*YinVcZmn=
z3N;nGm5s&;`&u@4k`aYM?;(I!eS|CA`aMX%CN0I3pn{!-dv<p5?OyxZJx|74eR<G$
zfIRH>6AGl-<E3D)apraByXpYn)GVkGo=jXjlDnTHE$O9Rcd91OLV7+`2rUzZFzEn2
zGlBjt=e_dPSHH}<<1HTXfeF(!E6I?+kMMeyT5{P|Q{E#Sv8M)|xm|?!aGO6=3a<Eb
zkO*nXp2s6ItIL8HIKue9ORzz%ro(6m)6llA+egMSCx7DCXYa@E9=ddeZF%z{#3aFb
zD*B-hELj9)BANb^A77?@b1d78_w(R2#{jrBma)?VgorbAnpiDV+=kz~ERR_LYNE+{
zBMh0u&T(!}U2m2<6Kd6P^+_B>pG&4c;IWDTL?$KF8o!u=rhQCOEDF~u`SiJW@SL-?
z`$g4R1K0g?Y4wBL=dc`_SoD-nqtc4+jXV-g2YWq@=dcwBi`L)7)2az-r*aRmJHiaB
z;abG!3+R$T24CTYo1UO0APgV*S9QDmjOOvZur|T&d4;5zFTJaa$WoCzKdw{Qb+0AN
zK>&G&hjTBaZkz#p%hT4gN?*Ge^|u40aT8a0$wk$m;*pD9@ZNKRW{m#^7m))_i!ya$
zp?7|^r9EPnsi}r={1CLP5;!!)&*PMdNcNR*oaf%%H#!&&n`SP8jDW5~AkAhi&m?NK
zIDTToy?=&7>e)lNmqs!<GLn!V1?HRq@9?(S&!Gs~Pe5emb9om})*~s;V}vcx64>A3
z%e=pJ2L6~Nu~wVbz$rm!eY5f%!-_YeM_1X~NI(@N%Zf>2moX77npyIy+zs<@MES2Q
z)6zAR6Nth)RJg+r_J_jlWozz6nwboDM1!Z<x<e>E(I@=wEdW9slS^0|>vI9-(IRcb
zxIw9#2!Rct-Bk6kV&bdEII}q-5J5}&$@B&^n`2+JKN{?Zn!L|b?62zvHJWwe&GP6x
z7lS-Vjv|cd(ZH$sAZPKrzPo$x@IpmhRN=dhPq)lgkFfH7d|P14;n9mVx=7ePnUWmz
z6kuKlR^O{>$2qldlhHrYbrM3u>b4W@35#zhp#!`$oo?;|^IHhPdUcvt`u*0aaAUSy
zJ!%jE@7oukbw$E8c3h&JLV+W|s`sVVd_lr$^wi`{B%HMh;eyNeD`aGWp)|6@72Q8f
z{OuCwL@>BRQGVx*`;hfz=Y;ch>T$B5wuU5b_kFQp2R52hzXr#o1-)jc+5Kp%dS4|Y
z@hLlyG*dE|>QmMIviI{w5BH0-2SwhZ(+>icVXW^wsiY?!>t*A5711Gfohx%j^3m*^
zabj`Cyx5fmDU{`&?TkhP%I22y@gDlP|3^W<V1<{q)MtYGs@IcH*^J4IZ0PtV7XaRT
z9?E%ERRigz!@8Xox$xpTZLc$dsBZfWP0z<(Ny5)nW44kgKr;J2)i)xQKs3mWbO<qj
zEr5e%z#N^wwPmr;ZDdVpf63KwHf%V!&w7uKoMnT{D7#M~4mFooPL&&6B-}+lOq31M
zcHixtJ1BLx%dp4YtS6t^qoxXnv*~YJJXOs+`d<H4eZ3y2?Ytg!(YsoOisqYe)DA!i
z?=PeIIUNx|nvDuKL1*7C%O+P%kCK<Gnzv1N4Cu{^SsJ@|$rxGQ1BrmsItHupaNtWM
zR~947X=OcfV%eA<F6ATjj`R0~E+DZF9OikdcghcJPD@gxGjxH|q2yH$Pn#j-%O|&2
z))DElT=tt!A$@?H%f=*f$+w~s_TGPW?@J8--c*sDeR-Xv*dZU;;>4nlUy6K30R%F}
zUG@a)p#MJQ^(!voedbK|_YkRP+EAu(c79;wMS85N81pJA4&HTeTYW|K=#YAMTh>+&
z0l9>vx9{47Yth#*`3rr%>81022T+<+W`Bpt8t@WV+LZcAc7YCqqEQk)J`=jMF{97j
zjUKnYSQ_9|d7qkV5~~B2MW!hOxXeZ(Y`E&)jERv1X9Hk$gjLM`hRq{oh}*5XMAEar
zSG3N+<ax^qs_|DBqkGA_u6Kva715~%m0rY~zyP{)?SCf~a7cCJ#Cs4Jk1HVf%W!|*
z#9Q6J+g0<pRx_zPSQBa+IR--Sj!Pb4YB`n`PcYS<xFzL$#&sW-BmI|K`OEPJHNXv+
zyQ$u1fwy8hxw^xI`)chS$AjGjaH)r9DLp3`;Eu|W!m`uY0(A2$fUbND^EPGrv{&vg
zX?J}9D-#MgmGYf0CkT0Z@{PpP51Q!yei%)&YInM@Vh-t=$~&7Ug5(sx;i^r24{D#x
z@q#mh0@QZNOQf?ACaW_=S%S4n8@{NQ(R`g5p7t-DSc}y|zn|Cs^cB(I7t3xNfqv2A
zTX3`imhocV{E22Q;LteSBGcH$<qhJlJ?MfNwc9IKq@Vy}|2Vas+`QLkM0~DQxbykX
zuZqM%K)HnzmyvTAc)#|CFdZ?ou}ftUI`RZ)(S#rE+4;u(fac#17R4GV^^t!&?^3y9
zFb5k`a(qz0@)T5gDJnHVD#f0J>4^<Lu={pCbb*9JfEvGEs`P|<4w66}MWeMO95saN
zklat_*z6ayV-oLq148J4lHpfR3PB%t9}lgMC=24-5>1o8+~p%ycLn_lir0#iD^9V3
zHl*Y2U=C*Q4D|0^aXw^hOkzRLX`O#;sywm6-P0HvpPJNZb}fG==iK_bB;B>N&ALx`
z3lAirWlRAbVMjGu9ByuQ9jAC54oFPd*`lACtzdGJn^^PXHRN$QfRivqRC^khFDN<>
zNLEw&^3|-!v8fdyEV8Z}PL{G;5|qrt0o*6KWx=H!mm>ZA#6-@fLt=7WpEhX5jxja}
za(oGJ+NnQ*`-!Qby&)N$qc-_uFFTz-x`1CF%u&0}`ot%^fgPnYo*mwBtVj94Y|!6|
zQ`jBeW{=KvPMjCY9Ufmuvix<SkNaBxJj26vLqqepQP0F;c6@~DWX&&+14m}}p~Mb%
zx^Vt(k8Q8NX2fQ(aF8CGm*SwM`$z*B;wn&h2^RP3O@~)(<*ZNIMDnk8plEJWJVPXC
zobEf;pOjO;{aDLduAAyIltOLU$^o}Cp`SDx{#|!wkCOtx{A*|m4N7=P(@y`1v~K|@
z6Qek=#yep9cYCcT<^TWE^|+Euk#bR5=9(-DO`5g8tV#lvKY=N5+NB%@R*gF=&gn>8
zjOR5YPblT7uALm+gT#LwtRqLcS)9$fo*Qd8A6Zezz7ZIrqe+Q^$LG%<HIXa=cuA9n
zF2$ygeYZ=9gO_mSQ}{f%=>$X3nQNVSkGrgt-6!#4*_)k^r(`A)S%M@ixICpU8RHuj
zGrc<M<CNYfn0*&!-M>uYJCDB_?i$}ssbmk@usdDnEBSu@&b8<oGfU&QVSU^ybDDi8
zU<6B`hVWOT23kI`mXXd(bnEtjC?GFM#QEOuK}%WmJNx5|2asm9L<p{ygR_|Hm$#^$
zKDf4;fGFZ4s=!d%P`p*9(sFv#Q~CJ-#JY^?i7u69Z+g?*Xn6A8bS0wVoT1*+S2uz$
z;pgP-NWblo@aB6c*;7<R1kI}6H<NIaw7|;#mJH6AR~%e*Px$1dfi7w;1I|>&Y<P*_
zpm-DnC4ci9V~gAnR~xq+-*yQ-QS6;13Sg<R5F45n^=)P2E!|}h9JTY;AdZLyfTMHK
z<*gN8XJ|VLp$y#(++MW$<NntRf=rG%x@+7(xcBH!LFIuJ7k&)jWko1fZ|TY<zLF(-
z@q4@u$!?b%fJ*<(-um4(Ag)F%-w!lg33H*}>DbCiCz6Oe(m~#payNpL*b>a}bWX}G
zI?s~cL1ccpee4akaMZhMI=#2aWhFB<Stqf(_)ASnU2&nP>>GaWee#rU^<?e$gWFqb
z#K>st7e;hhiL%*L0WQ|yb7z)aTMz3NTqcCaEf%MKvUKm6O_Jprk)N2qLVv~YS!m#n
zO|VMgx=DP5;P4kVRV60fT9(+C{y-l&)~>?4jjG@Cd)IcTHH{i+_`UVK``pC)@MQ)5
ztO_s3u7LL5Uu#JOD2wi`7hj#U<NWLuZt;*BWO7-xxNv(xK55^AQ~p{*^m1OUds<b!
z{cv%F5HIl%c(paQ&cl;Hc&%^9eL-Ws9dK?%F>YaiI0)%m*AG!HW1IJWqOZF=$Y+(;
z$XSy(^lmaCap~(Jfm=x7bSRpbHg%uGi(J`*sc~A(0B28tZiLg-7d)W<YB3_d-Sq^D
z0~RDYd7T9RL<bmuWzVLwDQ-d`q4bUKw~MF`C0&1w=ixQnHY!0_TNrYHKp&3N)*s$}
zH9(GVC@78isis{E9{GxnSsLZjF_2heE()L$M|ZqEAfz}E*n<2n@x}RlqT#IYB_`r8
z>A|q%S&7XcWA>Bg0|5CG_`#K;os%wOIsf7(d!LO(r;JiUS}Hn9LPqq<oVcSQW9~`S
zi8b(;_!nsD;*;laAlL<Mr%)#a47|e{LK`sPRFTN#7(TWALun+IdmM=;>JA3Iv2;`i
z;3PZBjkrD{sSUB^^fy2v^tK1_Qxt>}^d$Q;k@D+QB2@?g;dqsp+c!uFJkJq&dkMRq
zovUuv10ns5-WyAl^#n4(1C8UYt>qBo8(F#BtAcW9)y&$%>5??t<l+?3{JgfZpwIi&
zjj4}^Ha)+$-2q)c&<Ci1fU)cJgIOnGf-{Uv8QK@KP-?R3<{}IWmxmDX*0<(`=v6I0
z#&|^cxyn9nP5a6|qafDY`*fE0$E>mKov9K`_<_kX5^jnvJNAqC4N=5>Vd_a)AoUj(
zGyDrfPiPx6-*&hkrx9;lWzu7XE*OBAy)%dd@)4TG<RmTptLO}p>3Mc^IpWvxle6_}
zEI*G#yzV*Xy`F@p3_yAPsPh_x)rs?kQ-1>)!0Hz^Gv8ZL${B5GbZQb7{d7J>BED>E
z{z{7An$_nN(ze25N^YGk-eMFs+rLhR^vnq?7RWluAJ<}^j2fEHIt#%LVY|oArS3eY
zD2vF}*_xzcKxs4Km+9DfYScma!*Y<f9~M&Waeffe?Hv<&FpBqrYb3Y2MfHIVinh6>
zbMX@F>o?VR)lXaXd9LX2zV1K0Xts43gwK2db}?$cPAPS%A{HiNA~^gD&Rs6taz@Ya
ztbpxI-#xryfLt^ibI(3MT>^&eFfALjjP78V9)8~O!a%xt+`BF!bHU&Lk0TWwqUxxf
zj(c_BxkHa=y7iJq%{%1p25d0exYb@vy$#ZBMf7#w%Xs00Qkj4p6NCP1KjK(=F`W#x
zdf+0;bVf|ktQqr599}X)x<S+COxVwd-}*9lgN|xFxgOW;>v5;Yt~~*+_*QC~7Y8y1
zaA?o;!9g~v<c|Eu{2-OS)L*CR(rh~LMim?o&&2o2WG{5o9>>f*RBBuIdR$#QE)JZi
z)r%{CG`LNvs9~|V8cKV-U;I}goodnh96nMto|T=h9HpJ5tGSgC#q@hJel5jceLC5}
zU|w3beYFcHL|8W=iSj7ww<R-L>qh+T1oiNR&Y-~JU+VW)Cx%E9)0t&5bm!^8I=%@O
zr1T2`l52?jKO_z_a4#;3z^#K3<Xt<1xD9>f<yh!~cz*qsx2_+4SGMgB2Y5igl(Y+(
zh@v7matHZzzBH#tN81N)X53wWxGtXaNH34(+tVpRFPT5c`B9eJc-yZtg|7uC6FN=+
ze!7H6ej^x!gA3(LQ?&bi<>d1|v(9g-l)W}!>3M*0=y>6|>u?@uqTy1Pueg=5$wmQ^
zJr1mwW4$)z26R)KH?w;AxB$_(=VM-BULKs_e6SBMsoxd;fOYw^e}4)rm5=hxdE6&8
zXf*mT)8!k^Uu2JakmD(*|6=opPnP^y?t3BSi~wZ`93)Tc*k{dxmm4`;wz}K<{B1NK
z3jHd%{*7DPQRrmntg&Mt#Cr4O<Xrr|lc3tSY!=tj?txo>0AHU=I@XSFD2cAgTRFUW
zrtIsIv%>BZem{Y@v4nytvgwui@_L;1ASXO#L}v{sec>;EuES`A)me=5S13;7`M@wt
zeYv)|n;6OS$l9)Ou76^<zgF+V>+lJ#<>Ax6Rl{rBJ?q|$n{*q`*=@VsH4ETMEJ@#3
zaVC!)d-k*M;YV&x*oC8Z7De}b)8?;irXJkBFTYAOOwaRm&&b!0(GSGFzbAb0H0c@?
zV?{W>iep#si0lp3Hc4&)Ih@S$$MAX3ZqFojba#h@K}Mo8*wD4F-t^aA%Y`)kbP4Tk
zTyH$r#NTVQ1G@d3`>piUW$+nSx4T!A`l~0MIJqxfcEMFsi<1j5h$5ujc0w*VLOB(E
z3j60K%$tAWnOP#K`#eiYJ!PJ+fOISwvm(W~H=LyuJX~t2;^Ma9J0{!DLmHPE$>b`?
zkauEzJ_+)(g9@mL)F`jS{OZ5k-kZN)l#M|MwO>c@`{dR$7rce#6N}c2@G#af3W)my
zZt_#_4}&Pbw+yB`LpGd8ba-;_Z)q_miz=?ZUiaBvdK)b$qU{;mb#n_d5}0Osi9R=R
z3F#~P6F&gZZ?^3$p!4lL@>K728@R__1`YzpkaK<}Z=UUljm?|XY^K2n=E03b9rEzI
zVMsACN&v_yAqtj{PS!B9m*<5V(0JNmS8iMj?&Quih=Lh>DIx%8I8ddd{x+KIyt|-m
z1YA4?7jJq<9QW<?=N)x?@BRjayY^BmjS2M$Dw)>FBcJZG#}IG5CVXJCzZ{GdV78Dl
zoPYvxUdnd7X0d_Ck68h)!%{p<KNt7#`a5}ksQhfI9df%<$id|YC!am#x1Rkf$Uv&M
zTb2_bWnGxm9swOy;yrVJO3T5Mg6zvV)AXF<vf);5kZ-3GI-I&I9>MTASRDq4Xof8o
zsH1sq-*<-)8kilsV>2Ws`7*-DPR7MQ`{_j{%F)heznXN`@JDLKfVE?ZelH%D(Xbny
z75sxGn44H~AOp|cbqRz5!p6vkSH#xWv-XmSlX=+5Pqs1kSBf~D)&2X02;EA^*Zm#a
zY580oX!MOjgt&5c)YHr0c3|6I?HwwsmmbskWAr3J3`0M@yWDwf3cJ1;n=@Tt)Np`E
zXxi;vTe*-{hH2~pzb1AYSM8;LS=^N`jkfK~Rx74c%2!AccIEkD9?4z{DfYGI3t(~P
z70LR3qkh*l{{3FByILhs5{Zu~sp#w5$v0Q!6=aE$<K}ztd9CVoppD&LiaLs~MLn_g
zqQbc9`x@gXaXGh#{CKkTpDfkm(`4E9E})aA?YeE?xUXZpzo^HO!08G1Bd`ZU>BV>V
z6zjJ2_V$OvFZbxvQT(OB-dw9gR<eiJYbEb=7ZNa0xoVDYU>8}SW$_B(<v7_*vs-($
zNGb=}boTUX9MI8k2KFI=G2jZ!(dxoNG)Toy$(<riMl!iBks~xkeE^&`!Vtj{8P*bM
z`Pp{~Mz1f47|EC-ux-lP?kO<8UA>>#zPfzm&fLDJhT%p%Zf_>nHTUNBv-(z;^!|0T
zt=Zip!1P}LACQ4mZ*G^W6EG|j0{c}Vn)aCD12KSb>b#|AyyvGI4Ub`aO#SZh{SK(Q
z`}G;{)ad$s&N3rDM?(u8uz$E2glZNqjIvIIOMwx+da=cRf-Uy8+$%wQsEj_NQB7lR
z+A8f=s;S*ce~D>7(vN}z@Fh-q@2ESiV%*R0ag=8Ua;bb@dClo~J<CkDSYDc4b<%id
z-;xtZUgQ$}HyrM0ujd7B<oRBWHc-k&B?*%ag&yssRn0(M(r*cuI*?HJqg&JisxQ0m
zMNnD$q%HowTuJcJ*Ji8S)8%^!%AlUT_`%>H8{K;ZMMO0}eIVVuz0j}&E<$q6#=pHE
zXed9b`Pj21<POIW)+On4zc?GlS!Q)B;Tos7uJWVAvij3yg;3l<RJoz=&BuB{e)i0F
z<DwcA_*mO8%rbxYQkL74Uw?%h!_{`5Ldb)|L^XXRS;7<_{TT=-0);&x*CdF{RqVCf
z7;l8{%K*W_=bx4V`C)#d;Hv?eEDrSPxHDcDaIZ?KR>!W|zcGEu*((<upKO0CjEvl~
z>VxER_n>e)9hPZK@!OR53I)pfx5Ol|%<8VDVDp`cm;3CI^J&({94+5XH^|m_eV<<a
zMB3ykoaGM)$n;r$U5`~dPuT$vb<!Mmr#qepYPf8RsMxFG8N}}+n+JKU3g!2H)jt5+
z^|n%IjrS~nX;J+~-~$Z|4tH_GqrVDo00$y5yPFc8mP$%K#Z@fLYM{j8vdf*z>snRx
zAi!N)c*?1xAYI31*$yj_`#ws1mbi*f)u9E;D&Uk5m5G%g#DYuj8TgI(v`^ikM$1@P
z<NVK@^Hb?Arufb=3(goIKW^5w?D<N<6uNY&!}<OI1_2e3FEDOkTA%Ox<xIUZ*X1A6
zCt?)F4gCwrejgPHvp0w!SKHU2pL;`|H}2FVxZJT0+j+jpVjk+B394Sz*Qu$LYP*3L
zSh+T~Knz^$FZazUb-%3jTFuq)n7sqFp33W9*;#J#Oz(`R30DY*JULP@C;2sT{uc23
zrtna_xx;(-g3H!@-YGSRni5N?JNT;}uoiKiRfdj#j}K!Z>jpM4^_WHNyt@l+HmYMy
zGDmrd%$mhOWC~k6G!w}?yOs(5!?Q4uR0kV;1LR>pH0`u!rQBp2!3Ey@s>PP8fNj_=
zrFA~K*yya&O3tsS5i168^zk;L*B;*IF-A(-s|yWI<@ONjz!Sf{wrkYSuxixs4m0|F
ze||Lc*USeoEAjb^IkAJOcpCz^yuKn^B*!5D4rT<eOx#iZu)h5iUbzAp3)R}QTo#tv
z%QxsJr{K=@o<beZ#k8NdFOeD#!i0(S)I5XxO{hOFV)C_}^Bnx!9Sfcm8%2ipbBRvu
zqWLxBk=XK;KT@tqv9|thD)Ke4k-norLWmSZ?+>=H-F{bkUM?UL3){>JvWTi{MS$Z_
zoSOJa=chtsQ116t-xl|tCp)-SCS~6EX0b>5HI=w)p095*HKz}DLQk=NU3T%G>xv6+
zuT$iSF>@f9QBJ|Cy11>C)9>%$e0BQ%&U)5S(mhB9G1;0j?HB#=&u`-`zBN)9AR@$H
zAwKxPlRGb7yqYSH*U_$v&)vHkCvX*d;4Vyrc=NO{FtDmhWC8m433g{ySB{H*($BF<
z{15c8`*egr(LRl2QKnmUdY=eMXy(R#(cx++6^gQ}+3g)CIbY?g^cJ|jS<y;B#;6{!
zsxD4H>=RT4tgLTiQXLS8V|j4B5xnN-L!!SI@dttQy(Q0*<k5%vg%qTf<vYwplvJ-y
zjJNxQG==-o-p<-MExy&ropK|3B!0#70)+Q2lt_w~t}N*lCp!XoYi-KY?g4lhMICws
zk7$8*A5hSCB%2@>C|g6FTZP*{+_DgrY&)K^Mn&H~DY^%jofMV_F(0TFKFGhIhVOwV
z?2^3<jv25hyN^7wNp#m7ld9z{G?@Z?OQ;!Ns(6z-<6L6$7g40sUhSTil$VI=e4Xg2
zc*{A0W<KW6=DmzCgfDyni*|lekJRlL-?A^T*>LTKbeEY$zLWAFSv|?01YEHu=~(!A
zh28NB7$Qc_{xzRI{?arV>7MM?*EmC{vC}x5p>?<Hl!GMoIuH&EsWG(O<!hj2f8kn-
zDL!l{*raS?RR*)sUfVk?&Am54F^^7WC<Fa|er^?;SD}cga8`7j2tRGMzmZ*eeT>&=
z1E&LOi<U+Y$K9PCk?m=)&|&YfH*?OG5R7*@>^8PIidazroec*!AR%{MwbTRI#wTN;
z`oH}D>r?Db@m)Alc+P~M-OpfnKL33zDB<jQv_hKiS;==;83PlB@P`Aig@c$!2cC(`
z2TZRMCN&sspZHPiw#QJcP>R9DrHawv<z0U|*!bhUl%412u4-E0h*ge<^-cA~QU~tW
z);Ze6G>yRg`E8TQHL7c6|HOz!D<$LVK&A$-OEcH@j$EYNwY~e{k%{&$IS;;wCJmB0
znCLD)QNDd`p5ASKR!`EGZ;I~saWea3CO4p1{Kn^MxH~uD^^2&w_*qB02tqCq{2!eX
z6~T95MJQh|FA|HKwIFqr)-epByTi4Yz*Fj6g^J{CzC|a|Kz$Th8Pd3w!m~fpob=;%
zMB&i-LfR_oaenE*WxmJm7aaK?$GtyW^o1AMxE*K`MqMJL?^9CO@1lCy^OFs9(!SqG
zuTFhXOT=2E@b4d7LoG{+c(osPq~!F&GLsVHv<uCjzYof2mzPuf*pn}x#K`HANmR>s
z>k*Ub_ZgM^)OoGc`wntX)ZcNZD^a~R`Yk%e%#uls%IrxtwJfb#25T`?M_c#%`cZ)~
zOQ#?jeJypfpo-l~fXh<kNi?~IcT6u9RN(f-exImg`z@>*hOlEwWP*@g>2v3$Gx)9$
zKW=bBqH6M6s@MFN9v6Q*?kFkGk_xmO2duMt?ym(&?qV$pencYP+FFCMQrb~Pb6%na
z{frEekIa{_wP;qdf_hP}chD~p5wex7f5<;MYT~3jYjmGM3#KM|nWx6@hZ6adBxolg
zsGr@uWWHG5-CHtD)pnq64ya6;{D5LU+P<}5LWMRppN5)8j7Yw)TZ=18U>*H7{+$=h
zH4Mp>9Zm4f<egrX3j=fz=sG&L<?S{2B7-_ubhaN*u|w5g$xgo`1DtTNe9ZDI;IbP7
zPWwgnO@6`w^%se^=*nbkOsf>Z(UQSPz!C$b?)+#%ZYSaVvrX*>_+yL*P|WQ{p%{<P
zpE<sA%A+dmFi6V-qyS%i=8|n17{8`tTT|xX#fIbf=>%6KB*6UlyeoJwyjD`(UiYbg
zVt(0*Th39A9>MQUsCgW=OXl6b6Fb~xxJl{PpB@+-#Z&&&cm}>VN_T_q%yyY}%NX0*
zz;Mj$MA$o9OsBJ($Y*MK`xYZ(4-yW66jsZatYNSi2iB@5JK9m66@7(6Ld!e854)4!
zY4YJXiU9roE`LPy0^`sI<wmAo7)u`B&*H?FuB_gg=S~CBTDx6#kShG+=**TB#iA(s
zMMMCCz$1gos3<cp1cN9tDwFv2wX>eOqlc)hEEDcMXYaLe1nIvqTJ}Qs3PS2kXHCXB
z?$mzev1~k36{aMmoRpAW@%<fcle6>FIyjdZA+d`6z<VGYCpPdE8))mKe2=3>N!w#M
z=11J~i`(VhIQME{ueD>Zs&kW36Jd69Q2kx5VD|9q{$`W-e_Gs;)bum<{vkmI8U6R1
zr|swx292xK=9yL3n-H=~7At%1IQ9CCFB0Y>cEipjaPB@_IV<FeZOD&|zl%>q2}$Q}
zlCM;D-Ur8LbrIKlF^<o(FXc^#8^!S#+rBftzF4K7f?D^_RO3$if-Fx(mfm?|^8WJa
zJwNn^efX+O_G@y-dqTX9VpijFT;E>WxzImxbowCcP3aiCUcFRsS){MbLXruR`kfUD
z;~IVC812REI5vTtHP7Eq+@)-xORGwS?@28%2c}mp3fxKBKlA-}PL~GCqVJVt-Cx`3
zJ&pY_u-3;zgg$||>-j-?$=6%ztogS&8&8$|z2U09YStUIl0;v_U3ib86bIkKDd6=P
zF3%YeE5#8c4N)eR?lNHO1_Y)fH|>7#Z@bvWxA((dik{C9V@_DkVe&!s1t`@O-$Bbt
z(#ETiB<4O4&?tFYQqfb6yQ@!@(y6`fNZ??3Gq`_lkq2r9EMo0of377g4D_y~oE(9f
z>V1BCcgEy*Ve^pt!<ix0?ue4$+dkObl36<d44iG3VG6CbNUOP@n@04pMU>hmQCrjg
z5(ed;IcBT`x8Ek>x1#v2>ee}6_3dh@4bE3*Z?Z;NxI66~T27e>BxVn<^n94dK(<bR
z#pUnM5@?2OFibf@G`}5}#E7SN7SBBbV~MoirUy{)fj^tZh9{6ja(i@7TXc)ckzuR)
za+I&E`QTZX+#O&hCX$MyLpN5d4(s9cl^u1U1s&XHO%ktZ%LHK68E=|i_4h!$USQ<d
zOSjGt3o<&n=QtJo4{@=-kDnL)#zYL;&+nOhv3%>8@s6g3&1}J(emXpJ3G$1ObFWYy
z`4WlA9b9AojH3FbazhlsZ2UTU&P_Tr4tIO9<iqnqs&2%QH8J>j;aCZhsYq<KGcJ1f
z;4cqlEh#t8TIU@X{Vmq`^L;u)G?5(OfBA)IaC|>BvIwM2cYVxH$FkK%AFqgdfICJx
z-SFA|RV|JbN+bUe*W5j>epo32u~)krVN;60;AO0yZv|^L#?t+|+r@Ya!OP@)-@nyS
z$TQC@c_#S{)69!;TJ2NDIqpVE*wRLgyGn<>8<8Rno~dxVEJdh4&Wr?{({Al-28t2;
zgG!%DXQNX*bTnX0p)lUkes65{Pj%^n(U=c55LX<@S8N)1BnK4vBwN;&uPu5A__4{T
zqU`CTyB#0hVR>_fg(}jK5!5E9+&w`0{u_o&R5X|1Lk%*NDOIY^o}k|mlFo=s;ogm%
zLF-PzOD|*}<Q*hocOBj^|K3hqo<3={310PC_%3_+T#W6S_?5tVsa?7JfoJmt9e(bH
zy&c!W5@kr^c~||^eplr<?Jd-ygnANSGMv~o(BcW3AfK`Kxw(^z4A(jMeZtGpMl$5w
zlqvhZ{w@qn%TPzTdfOI+x6Jd4FO)^-<n(9hG_;i`a|9%$;A>~`@a_w{_$*GC+{8;B
z0yXs}@`50Q_+*#YZO?>|CS3Haqom`z^1`*oFA~F<Bj@!QeM!)!u9Q99B|^bYk~uzV
zVV}Qp-y@U9=&lQNfZuJ{!AV80&g-6`aC(SfQGche(deG6nxZgX-Y5#z4iL+DVl1#5
z_`+ZSQQh7&V`}!|e9|urTt>~Fx<^D#9a_79Z;^!~yyS$n@Au^Q{W7Tx+KkZ^xZQod
zC@k=zL^%A=7`s2Nkv64R(0|kw6-zudu>0z*Wl??-kO_#5eQv~qA}}dmmR_>e05Kv#
zDAysme+oehg-_BvPL`SNPO}?pPpdCyy>xQ#ot8~9JoUYvfG0%YJ9qgJ<=aPuu;tq=
z@RB!sCNbK((6|w{Sdk&-W6<azC$2jCjuCh*<k%EXcVESGjxQ&UL6y_b#_-dc^xjs}
zP^IDo`R<18L>6A2ujibs5CVapArY=g&qh+o$#`T-f{Kt$Z1y#I0}O?Bt2EHQh!b_6
z_I?k5vA818Qk)+?*8$<$&dseZX|~~7N8&P?AK-7@AJ^HF!x!od=h*qS2m5zYe|S<z
z1Z{x9F@AZ5o}UrTFCos_U+X%J<<ZHIZCwL#z;yqy$EBH9+`BUk`_Dx+f2;Fs;omyi
zBG>+=SuKRu>+1j=26w{DihHdz=MNa4Necet{thH0dsJ@;)r<lnoG+Fd7BApbJls#l
zsj+|OZ>vek;bJFFxa#|>od%+LeU8ZnJWO(wUzQf6`--<a=|C!<O6|ZdJGFBDNsy_?
z+-s%hTz8I)9m6KX36pW>o#EUBW;{qVn!r^YCx{Uw80o1vooni*xB5B&C%)%(Ht7p~
z^Pmt7ZYRv5!V4XXHhS9f+L`BN+L~l};)k;`fqqo1bwIePw_`^+ItK;vt0%?V{0|G;
zvjE@Q2T?6EbOiA3@3jXbEt#a&#dtCEdk!!4o9>TD8?z4!n|#FP%R&X<$}lRD?R4D=
zKEr26RMLI^-21yd08q1Nkr!TvJ30RbUcVD-u$g(#sY>QqT64av@pBbrcnq0+bfN0*
zI=bF+JEx2f$j*Qec5>m?%wZiupA82pLIWHqc|F$(SXz8$7Ud`StyCYsV-+QKp>Ifw
zg?8o~1fVI3Zwul*>Fs@fbpsJH*4nOWJe9$!)c{+#>Z$z9&bo?71@?S%!wr2qJgdfq
z<?g8MzX;W8<u|ihG(Hrg)P;h+D5Y^fxb;QYO-igT=xpdmGxA6Mxo^ZQ1$=)lFtQ)G
zzig-)Y2R9{D0hk43r0~O%J;hkvgco;ww!Gg9_~hCs5~fncrT^0?Y-1|VZ>F>cQiht
z`Gch8E_wzx3#1zmxM}5mxF}Hx#Q8BwlMc%^YCm%(+zmGc_kY}Xw$j<Zt1kK3<9R(}
zHB;FIsU2XVRkhcGTHyTlj=-BhtV#$?uNgoMQG=jxl)OC@x$hU&)!#jdUha4K@$j)5
z&bDo@h1wC*jvkR|+=1k@^KcTngiil9ho#wFa#E3giNPBpY3S=)1f6cbHm`WRN6%Gl
ztm7(b@9|__s8=EH?X}W9?Yh$sy>#7RZZvy5Vn_)l<fkD5_zDY>C_OdR?h>M3e8xp-
z<7oN~y_HS5B#;l2ux^~78FQ{Kz;7K_+~U^*>h%72Q}0T4)1qViv)B62xj!Kz+T9Q@
zG)-$->UV&6zB6Nvh1w&kV(+u;z})Wx=d-ZCTdx!RKF1;~<cmgHMq0|%*HY#)HrKpd
z!bm3dAD62tH2WP6bmUxqu6L34)`#Sf%B8B4Dz&<_$*Q=x6`z9+CPVIy(BbW%UWf*i
zohb|l;O>ln&ruS7`9+9c0yS2{xsE$hXRuSu58e|jQ5ri3q*Cu6BVtA!@%Yw@f5rQj
zVjS`I^%-!Yut}A{TtdM%S6Z2$SL*0i)%ld4kG4@cH!H62it>>FBqoh*P|ip7e65My
z!*EiohAoeJe|S#VKY~kWSO>;UmWhq$4&SCxC?xz_HSB54moz&Nxl~ttfvZoTW2T%B
z4!Do)|0U{=!4U58Q7}C=M$GB;1J<6e<53^gbx&$?A|AM&r}hNB73^WeRtR@!Cp(=w
zXR<a|4@JS8(n?wq?iC*#l3GZhbtA?u2bi{8!wRn#yMN=P))+!{JbqOu<Qsliw0<U@
zF^A6hm6FEA9KfgUV<a~;8!#IMck<#OHMRIWfp?iG$(_PO{njmNQuUxF-gd78wC@7N
z2ev@fT=2SG;wA+~7n~?rJ~T^ccpvTU$9PNL$nWK(Pq^80&Dr50-oc$K_FlZ-I39Q^
z<#Y*V&e?yd;#&Y|TGT%_c@+4e&IBR;?!GKp7^V*e)@i09<)K;Jk0qGTOj^|oFk=lg
z3bIY03=n{s!CCmybX!Kd9!cQgeXHxRecV^utY*;D6{o#+-#N@>;|3hokx0_l+S8v-
zISVR?eTss%ZGsKiWA1w}8$kv5YA2eh_H>_;Z>M77LCr5VX=#Tr^p5+wD=aF<HEw%<
zdVRV(3T0Zb@)RWzpYIoti#0ux^S5HAN5D{8+Ow*j^LS>krafPF5A_rl_>k7OLQJeY
zr?}zuX>S09LR^{-R#Rifl)cA9qvx!b>Fx)JqhOZLP`L$ybKTc>P>v;ExWSxi=Y>i<
z)LrU_#~I@Zw?L_x3U?U(=R3x9FtzuI<U(*l5@Xr@E23o&k_x@nZ&_eEP*2gBLdk4j
zOtqNLx~@ZMziO3nQR6IyvpRpf`ywEO{BhNzU{~Y;3u~`+{FI#b`JTt}Am8mr618hN
z=()3R@VV6^=haeO_;JMFWr$B2Xp|$x9ixz_a)iyjVcOFy5t(W9WagxQJ%N3rCjE_&
zl=V^0K{{MN4H{c9NXP;jYPynLt!b*Sm8*PbBY!zIzsJnao20F2#&Z8;??t*0nP0<B
z1H|AFo)Sp)*g8sY$BsFdZTdS_ljJ6RR^@elI4kJ<?btXhXPKpU313427s)PW!FH0K
z{jfO`J%2`z{+%DNm3@5iNq|%8sNwlzuRZ}=durw8`PiZsDEAA3z3*85qTo$AWxRMK
z4jSO$UBx_>%tNR)<pJ#LRPR!{FyN-yV$?zj*p6xcxas)mi-Q8z-=SX2M?P+}Ifbnr
zzJZDs?9UorSK4(N_H2Bsy%-H>x(&zUWJV8UXqng1=?55U-X{Q%=E6Q4Lehi~?(zB@
zqA}AxgH8d|X$K!)EWwuxA7_rns&1z4yJi|$18FBLTt0U3(3WTIkiY@zUWc3OAgX{D
z9@p>C3>j3y4t%)IX(zsQFJRw8J~sCE>&8wE7t(cIOYRhp+6#S5&F!>rdOunR$(fha
z(;cN^!`?P)LT*x5Y8IIE>+i1613jLM2TT#b=O3uUo4e<Hv!a^zQobxzP<FSwyQ>K`
z@nDLvc9+RUQbT%0tBSO=wSMYIEVs&i7+LJx4t)2~YBuw?Q%#7iGifIokq}&i5C^_s
z6@S_Zx_rXE+<V7S@?gDsc*^C+y&>Z12!}@xAT+(*od!UVt8lLw<(WBEjH;Hb&zl3b
z0}8d;2-=ZaEO}F~1-~jkkEXm+8?m`b8vYi4Qgb2==5!#k{XVIY9wg?Y;HQb$Fq~9;
zTb4NZ_xym5eT_lt{G#Z?voDsdYJ-bI|6S<hVv!Hg8_%uVs;xYgQLf)x{?m04yz5nj
z@wWYLG=}$+Fz@mt!Nls)Ju?+~zuEv35mo9?vBq8rv`ZEGewzx>=1)Z%^}tVt4P~+C
z6!87Q=~Fxb*^%B$<+AoNoQDrh)?U{e131q^F{IZZUU!j*+8g?05t&F&e?nN+lw*Gm
ze(gCqt2k~;((paq>Dth*r}RslV2Ayl$OHsJi~BCKc<50K&2AUC#Iu6z)ad&8$?8ZY
zNWc^sh3+!gNx%7ZM8*s0Q0-8?6G{NN#)^YW>0dAb|Ah4GD>3VxzD;ZRX70vSy%d{T
zo?d|uv_orx8>MFr?o0xC(>V~K;UU#_Y)OJ{<QkuQq~`OR+f$!ISoIZrsMqD-?|3nV
zNhTD1ML?;QJzUS}L84Aqpw7gLWcSVWFp;V?U3Xts5gDyXgwTDBe|*$s<?gfm+LHr3
z!S}onO@;W@c1D!f@H+3!Dt~QxE`HW`H<>8T2+lLvUv+WI`R*`7?oQ!2+^C<2SSINy
z|8?%1vkB`ViOjluf6srv{<%Y^Y3JTPuk)p@agn67VoolqFC5*`b>{tQ%eUv}3_kM!
z^VuLu<W)5J_$p-F{)+V)%)UEkhxG{;xAaY1s`z_%6Jpz9sfSkltXhK)cVI_ab?V+{
za*u^zz!H<-CC|0l8)R#H(^0$~&g&);SMPHnb`mc;H(1ILDt})v#C=K4@f;Q#^c>(X
zmRv#eyW&KkWk9PS5IYtpoRB%VgD<lS<c2{f2ql~^xamO}`GBNH1!K(4_Cp9sEU+|!
z8~maJ()ZByHG8k$Cm@@GI_nLszKdLti9H9LtmN3@c={mT>s>x3rI<21szzdL$b(72
zOAki~;vU0eJP@-QCDSc~EQ-yj=eP8CFF&D}Z?NY);3wAXi9sPcOYcz64A@!v7xM_1
zQ7U&ZF17R5KUZ|bs!g8{WUhA$bEfxgE56C)WjulKN7AKNDkVYVgBI{p*3T<dNXx`H
zD|nlK!9m;ej=KO0^CQ!D)j`JR-L6MQe4WwhhVTcower?Qhlk$Wc>8)QEFlq^XhB+r
z!4c>RvT~Qfqm9ygJUf{ZrU?8mpHzE6kJElQek?iaZ7IU~L7>`PGM>DA?moc*0jXyx
z&DGNnYYE_agEza8oX+vW+?BaS(qEpS@#J7#apFQ+NZc5d9G7leW=K!e#=waOU&I7)
z@amopeqO)0y{aLLa37nX0L`*1<Nns&g935kdQi=aneunk-A><SGo-~r@)8llCpb0J
z4!WF~4FD?Pu!?wJ)Mx%mhngIfYZO>oi`S|_F@WI99>bZ>xW7+7A_-7SSvGNss^Q_f
zK7W%K56e~zk<%+%nCB><&TR4~itTwO0orD>E{&g7X+0E%)RvhE4$nvR-V~-T+x<X)
zXC5RL<MrWD51<#Jq^_RdJySymz5$!<{$AU#vM|5ou{Q(2ia(bQRO96_YCnBDshjv)
z2jVsOXnV-<`^^;3*K2To<%x22SkBn^6|>cu2_7+9rg#{}loLRtG^6!c_6!D+?Wgg;
zv!<BtN?nOfZeP2v;V^rm@d$C_2+PkMyu01>D82eI12HV~9+bt6JC~oHAiW4b<pLRT
za3ufgJpQje<whN^{Rb>t@oJ8v#gv|+T#hdrLnGPRbvF2HoZBZM(AkwbuOdv9K%knX
zVLHJnxa4A#N1^$+*}?Vrw1rb}RZ*Y3ixDtFgl}#jQf|7FbW$@0{Psw5p^|$`PJU(f
zxWl3MIt%01bkFSB>Q-1f4mZ{yltejm5W4eE1#NVGXZ-wyV0MjhtF<3GP4Vbb_#+Gs
zafdDhU_aF>L$k5<rAIpM>E)V#pU>UI4T6;dao!f!Jw)hqguVW{%<5hgH+;qWGL1@$
zeM4xde)<Zx=iPTWeO{;HaND0>e1~1q@!|Y%|G($&w65RzOOzF7`ksAJ6IV7-O0!oF
z)z*p`f$<3UsHgGTRQzu5U*YW|L-MgiyD)+};O7!^Gj4V>c-C<?<rZDAtHq{r<`1e;
zM&-!4C7SG@kYOIav1{aM+yf7V)O%lLu%dUT8_W;FrXPNHZnz-KC2N)4)i<Mb*L=Kw
zT-|yqN46FsD@-pKjp~QbCcdfg2@-|^?D5@J`BAQg^>sF%>iZV%)z3Z7+TR;4U;@#t
zyU=AnRv4|$R-s;}18-@om;uqWJHd9L?JkixJ02%XIGAYl#=!g|h~4pH<f~kRnxPuy
zrCM91d%BmK`EaB7>@bNgbeR2~wb~j)N0l6^<=&92A>aPs2FrLoVa>Z5qgZ<gdR-na
zWY1}|_#UoQ<Ed@9hbmA&AM$dYies1Ehgh9o&TddAP6z>6(f42I;3c?&<mF9$qq^3}
zs1|qL;Vig}d0*byPS{7%bdb*Z3Wgj!z@Q9M874Oklym)<H%ci^nk_soH~~99JRxl$
zdK&tu<JKotELj>KuVcvYRZsBpas%B@2Dox;m(x<WR0iyt_v!Ki{&}xA>S$xtxd5!$
zr~`fWS4w{2l!t095jv-dx`C3?x5x2w#l83s0fXU*GMW*#qI)2^dBJt%{2=f`4rM&a
z+_CimPw-IP!Xu^0h}ZA2q_=zXX<wWsDa(dMYjponU)vjMo9S=q3ryG#vAr5Xqr>A=
z#>wNl%cyu^FU~8)xqfvK6D#OjYtX-1PK;-Z^uyO2tl{9&jdgL^%e}BZVMd~3o-C2~
zieln}?3CY%%}b7q!5Ue`J16lD`^O@SW#aW&=xF&tcO(5w#b*NRd8vY1sDuu9St7yl
z>wXuRm*3^X-j3GU@Vs3(+Rc2grdq+FbbJdO?w|bYl1)fBk2!}1cUhjodx=ixdD<Oc
zH*xYrMEuL)Ej(3myu|TWI&t2B3a_DE*q_xakNI>eRfFrU$N7eBiJ~)Vo}%uObUyO<
z`pg^$Ldt=h`6TQMDoy~k40SS3d+8JD&q^)#H1;MleQ&`##wE96#LDx;8;u4lX~Vy@
zf1jSbVsU@P;q{7PxNI|%e@#CM;+V!$`-Q<h_oD|eU>K2v-`mNx$KIeTO5S~fWUCQ5
zHmNVg<?`W(KqS6@q6VMWT?8TNWq575eNY<XBC=Sw<TcWUjX}t^VzAO46WITvYmVJf
znYo)ELh91-NsjS!1(s=yho${`rU{pQ&8WHhtSBijOY-GNGaj`B{cCg+Ai?mul5O>#
z(1~Z()ZY?KTfe_N!=^A*3+<EJ4r+AvV3UKiy*k|?GoEkj_wu_*=hE+PJb&-^cf!p+
zCcBg3X<5c^I&~OhjRg{Eb9_6B&gFmr1&`*-Cm;3C(1zxUE>~-Y_{(*F)Y-l_Lv$Pk
zb?ejm>O8;F^y!AeVe0Q$wq~9N#VzP(CBm<RebHSt89^&na^P;*U7f#tm%eVLF&y5v
zS^((pyhrha>mj?mJTCi#Cz%BI^^d3a_?8}9mbAp1w7XjvCmmxgmk+UY@z4`>&1}b<
z*uFmU8$1HZ&^xpS39_^{nx(lu&Vj}1qybp8BgWMY2Sys020C?=ULa}BE8w#*BwEyU
zgS?PQ0$CA|+AH9=R2Wpgqiv+hOut+FQ%uOnYLs`mMZVS5c!5nG;lJj7C=g3HcP73(
zLe^xjb-f|X`9Xu!z_8`iy*`hNYktV!Y8(ds>Bp(EkgfKi9Kw*_;?dev2b`XuxVl{c
zi-vE@kE8xvqB_N7WHZi6JkjLt)DK}3>oZ>61IRI71V}D4d3qP;1h(j>>0v$P+S}V#
z!cT6dQir`3K+Q}&*7*H7_Q(w~oFrA8aIWSC_c%lzDo8O~He;AePn5ICj6uU9q)B)9
zWNhOjNf+(f+AN;6iAc!4CwAu_tG`whY8J=1Z^!FZ>p!|Zb<?nwMy+8m6uc)n!5(a@
zMwd3k-yJl(b9aKT=kQDGuH{+*X86d%eLhvYuwx6w|2{5_M4nb_vOo~E&&LX<7(+d}
z;mU0dGE^2)P9E{#YUAgCV$Mbd2RP*vXC8H6<kHwzdXYp2zEoXS<yltD!Q~gY@-)KD
z7B4gVg!FP&4}&60bBh?c^Wy%f*wteT-^lWy0=l%o*TWmfP8y}*d_1w(Rk1BUPnzlc
z38jv`b6f-K!Q#048htRTAR$B!fRnwV8^Aq%M12NfHE$@GQ|Gn%I$a9#jWNmtDb;kt
z!{eZXZE$@ctUsK%7kOH~KR^Y9R6ARy_>uH0b{*kq)#kZ~`GUboBzpf&BOrPwY2TYH
zk=z%?;da;rYlAnWm*vVFQoH;b+sZoDlt{4{W%al34!<oJfr~w-*6)MJ@WHp}m>;&~
zj#pB*pCJL<`NRplcbcxWaQPKxZG8~GY@*ZkZiy|gym*W4T}K|~roD=DaMH!26x+en
z(KK>W1yu($+hd4~H#=NT3a#PZcP}ocQd-zW{{n1I->NEkx8mNXtce@qW$c$^f4^nN
z&sc{ZyY5qpSsvwkLo={fF;!%|0}kba{dK+;?`-z#1UZ37DW~Y+o|AD?j~^Ffqr2tY
zLm7A8w_nE7w1jaJHp&I|#3GuhPQ7kmv8ef5KOKSCBlhnt<&fPw?N9obtoH~M)n$fq
z{&+p`OaEBc9n!&x{<%&m$jw_w_%lT6ad>(hzuVI5#9hL}f)2#k5kz2MC*BC$Cw-W)
z@Okdh*ieGqaG-p)(GNL-T{r(OKQ9Ohwe&|zwWojfPq<jKf1AS(vvcRD?IAKf2^R4(
znzuV+ocMa4;tT@INVtrW6m^m|z`OE$k|{bB0Q_prsp=6ELCP;NmWaNQ`J)rznDU^)
z>ZqAud*R*%sBG;W%!5!{k0GP+lKWrA94y!;^iZdvfn4pmJ@bnW^FVxUHaC!Gh5r&%
z%$gSuL`Md0-NSpn)Q);;iskXbx||fJ52715Khy}Qgzj+w0`k33vHKmvdKF>MWT}q|
z>zmHuqjF%UuO;1Y`t^Hjb9S!R8TqX6LAjLXT*H3pK4{Tg*!i~v58=zVoEt%fUGN`#
zo}Oy<k?D!tO9PxFHBLC209{kJ-EIa)qtPLWC)E_@{_U@~rQcqHNtX&dPdn@;+P4fx
z#e$HZ2RQ;iaGK~ZS&gT-C$G-#le`OgVu0M>?fyLFjdc$c8&rSe%bA{5CHxXoYae5<
za{b)Z)7|J^x{N$B=;zUu-cuD?9+MNugA6R19@E3k`W{nX!S=`Ks}x=Hqpc#esz=SO
z1C35mMf8uRp#z}~zg->sH}3o_70>++5Rc*XjKFJ}sZKV2?Z_P*H@(tAR)D7O5lnT-
z!__-I@JV-kVS-%um6Kd~Wxt0m2Iq^%HTqWpIr!|vT#?Sam+WO0wzQF~p#70s0YwHi
zx}WVz$5f9zd&js6DcN(DODsOGb>X|}6qoe;*kJ%sE2x#O_<QDTxyP@azbDEO;qkim
zZ4bx#=ak$%C9?PDL&@Ev+d>Gk(pU;93Jc3^hnsB5+JOi#&ttH=f&As|QQ_yBr~?yb
z{(+2n*0>XfcxYSqId^t@0;O}Ni;rctz|R+_^zoV>!?S3Rb9LHFaS&T~Z0*!;>DSQO
zF^+|xv_deN&A@Ws?rTjchFo8t2SJ1e37pEK5q>2MgAPKX>`3v~P0wX_e7<<2)0O48
zDH5G-3Y>A8J3rJtEGQ+*(72^BxZQ~%qPvLKA);FR%5-~>m5(vzi&Qvuq4AVz%+%bt
zhfiHI^72i<3b{<LBVF>XGa4Q#0AL%f#-2+XfR4EAe7Vi{{hoA2zQ*sbYl87j(?8#T
zlL7YVAL@wu;K!yHi)20a&3-==aw@VtIdAJl2kJV#lmSQAe%(^K8Z5D^6#J6chu~@z
z(|}s7rtuBbu^VB$f4=gn!c%h}@7$wJN$xK1DQ5Q$lVZPdyY!U2w_T#%k=wAs^UqHl
zo8np2V3NknxA%kvpC|a2q)E40+lL&L?RG5rS(qYe>vq8?_pg?b(s=+d30%a`BkZ=t
z&Qv$?kTrb^>Hc9o2<mdj<nv)-UGT-5m@taW0yYTFCTmX3;r7^Ij`cf$mOAvi-ZhT>
zSI~g4Nnc;hndL~Fyw~&bcDk7R=2^e?>+20~sbK@DC9K-1UXz}la9b81_|a00Gucf9
zhf9&(e#qUY8Q?ruzf1O{asMx8OjaY2h*zB%Kdj$3#T%X{(PXXhn2DXRwrH2qYw@}b
zfq@W^E%ls@eJ-e%ifK7(e+#7faXASsd^ex|o^-q7re-GxX1A7n4kPY0IqFkO3yxUq
z4^^`w{CnQ;4eBrT2iqJA*yzk8rY}Nj9#x9RW!j-h9Q*E7p$k0Ou{!uzWVv*eRdrP^
z;s!H4FD|6J*P5^L$Bo{{OM;ro$(McRQ4&3?{7^z#D8-e8h_;nB?j$r-4$X6x54T=S
zE})3^gkmDB=KY*u6qE#;{bVP6_boX$*(^uT!=bWO!mc!M_}rJv;js7>2KMG9heI$)
zz!Vfmb?(_nHy{R<xgN!UvcK)lv-FGdTVX%HKS^8ZACX4Gewc6^vaI176hycA9eF}~
z%e8?~(;l}}dsH7_&aXQ8d0zeR3xq?X`JEZ&3#@=<DCXlKezPlegJkl-r_FY)pMj+x
zMdRQcF2OJI6s=&GoAY3nz+|z$QhZ>Ut%W`WeOxzSL}VK?9L%Vkj>HZqv=KXB2W#Hb
z^^p35S?QO-{wBR}J?}os+hp_~BTB$l{$;_D{FAxv0AT>@5<_OGInqHjR1Nr~)li7s
zlAG2}y$jHqbi!<%SVx^$7A`kL3*-hZc?%_PCy?1shx8IyLMwVhl3U_>a<}Z~WhYbR
z_rLYFpNDH@N&@}38*ue{?Ry`x(fv}!%$Wr=i{Ry$+A9iCybGMLLg6dCz+HL6p9Bty
z6b28sMjLdQt&1;t>p?=1|L8S%o_u4?7&XHAAP~_bmBcAg;duw*)}db4(pVn)`r;uO
zg@_YzWTwE6@9KqUqX=qA&?3^GgXEwSZ@A)k*F(Z3Z0H8ay$36Dj?Oz`Z<i)*YQnp>
z9_wEy6Mr8B?;HO4$G0LtmHIS-)GR%pk$xxNWb?8&-yEaI*dBdpv~~~2lO0m_#Y3@`
zO5tN@rcFGnxFOzHvHI1`3wggve(Kg9?~ca#C<ez9y0Y=(@_wA(ft9am6l8!c7l#UW
zlow&BD6rOI`qY)?Vf2SPR~!%W*_EWc7@xlrb{r5_T~;Ks*~;Zkcr#396Np8u-HY!8
zI?@!uRdDfl^ox0m`FlqLO)xhP9(zs3rbDdyg-Es9r&OL&d1g;f=94%F3;_}meMxoE
z4wIfX!LG$44JUA4shu4SH<Y)7c4GGIB0b;tf&I#&btr9cIeUJa-e^!QX8?ncsyG!z
zG3Vbh0^?t~oc}uVno@k`?Ds4}$@&6bV1Iw{^b}0Vgi&w_d%T|?wCtp&f<G_cEJ1ed
zBO?az$(cKYKJmCPomPG!B@(`K?AR5u?0j`Q?jjuv%LNw=A3OpIE#&<4c)s3b99Vad
zHGk&#{@iz@X_Nl3yF<yb(xYI$tKf?1Px{mKai0ZSh-~!8MbkG>F<I?en&A9gdQXGD
zLml%wYVuJhM&k)8Y-)T;5tiJi|96`<z`LI(39jr)j}sa&L!iFy-kWb@wH1tY*AC0$
zEtZ)rv3`gKWu6-31Z8hkztM=B!7&nt&+U#UC4%)$W}KL>T{x@4Zeg6C+xY&i7vQ7;
zQ1NLH?r)lppPTti8|7>tooDzumE#5OWFPzDT5M|pgTO1kuv9b77><4Yabj+${<NUU
zUh5q>#Ore;isaZS*7U|6on3n2*dz7!YhB{|$|(=xJgvA*dUoZ7Y<nSu)`)GaV?5+v
z6V3ZQzfj(DGHKF;bsJiicElpD!tnc?b1cq5S;BsO=9|(NQXN_F^AVnyN9S_L)+EmP
z7Bj<1lSXc?24k)!Fh>1-ip1OJcLy{tc`@{uJQ0K|9V|QMC02xG8uL?@Wl2~=uy@xX
z=zhQ#KGmB0%w&7Ze46gZiF93ix$L)(K%mD=#Frk^sXEN*?=`-*;k6oB=l8VuGvL(z
z`Zn*!)}~iIUL^udCpkvsad&d77sMPJ6Hjvib4?y?AvH~tzkxD`lzPik!Mt3zI*(wy
z&yo*LNx(&zqn=*@2fG#*CEI1_wX)1O>W0=qO$}o3T@38QGvYktQ%;AevW}?5xELAt
z8ZS8Q7#=QeUF^U`uI^1K@9Aqm(A;WnXSSZ25vnuuWT$)lp1U7Hn?Jkw&9-x&rs4~x
zl;cA$^I_N}h?q7v0FOAg+y3-|Ru;WcOuh6;B=Th8>4z=sXpF>?#-ktDff?ajK7gZS
zlQOqz{jV0K*WMqgTJ46P`Z4JzpQQPLe;7k?lbnqXqpO^tvl0F<HzU=UkNLxebnd==
zK7Hem?1Isr{msz?U7utx1}Vf<BfXGbK52Z7-U;xP<M16wDVYIdKY$d<xWY?gviGd~
zoJNh^u_N+(R9zOv<Zj7PpY<<9HpT|L^dO1LYkE(@dw&=*G|%lDbxTFCN>(*^PJQG$
zq9{1MtS!+PpwdE3k5-bN@u@<0Fbs~twnM>h#D)~iyZg&{XgH*b*}Z<zpNQlpQ<lc?
z8M^QA=L4=ZSS~gJuPhNWN=QmY$c<rzONrX6WOXzM68Ae-%A--a@0T?JcyoCofb~)v
zgNX9pAL=X6M}w;&BqsILIa&P>c~PA~OV6OnF#g>I^h8^?HFtsbDHt9}74!8zRtTPm
z{!^gw^z|YTIO%r=DdZ0hCAJ>@v5R~jB3^qF_sbGI`(xFIkIC%|`H{#Xo$UiQc!H~}
z-^{`#?^s$sy;mI?^8<Sy1bsjCp-2;@$`|>2+uD!wfi0|brirSL7lt}mIR!T@GucN1
zCE^3X28(uPNkGAX$VJbIO;$yo#`#w~sD)nU-?_*3Yzbexw>1rjY&^b2%ikSf=F9jb
z#yk*aXtAB-ujbmyNJsb}C*8(eAQ%2M$Yj<T_ap9Q*X;6zgKvgU2bL#FyRW1HSJ8%i
z=J%V*DmjH<^!06b7iGxTTc}<TC4ZS#CqeBwzVY0W+dhhMkQyW4txcNJPEVxvFmO~M
zh-(g;U>K(oB%g_Hofc)GL_OYtO&NLEp~CKZ_qESOD0lnrFaH;0PeD0W;HNx()*pi2
zn)grU{r6@4I_x?*2LcCn%ftHSxw;9t)*xrNAf^x9CcfuR4DVQBE@Dz9Mww504V5*n
zDZKN*=ugT-M0k{cP0S)lScA)W2+J5KvG&3*`nlWy<y?;B!&=!#A!=SZHQeIj)ltU9
zn~9D=&~In#g|ZYMU~8X9K3uzEhHDaFd=26!x91}$Z9Fm0-`q97H<5_m(iwis>R`Rw
zy*$tKNjRjzV@jGoe;2JDe%&1n*IgVK?s*06opNfgmA?M^ee*r8oH3vz&rvTr{nH<Y
z_25&>BkC}K**~y_K|zY;TwcmQvUO{uH%vpj3tOt&=z~>Z41BYLlA72|8hQ7U<pr-~
za>BQH%x60OVCVf9y1Snz0;k^X6F$fFUr%1I-9Tc5g>GKpJxd-M*2~38Vmma1Qh`vi
z-;3=;NbTyHC4?alN2fWw;4TFLE$znyMbcs??h4qV&QsdLJJ^fADD-9kra)RmuO4h&
z$i2i;z;99FgJ#M**p4}Ty^0&JB*XDhc#^~KI1(-H^=G0mQE$OnhkR$AVcfw0kH`7*
zXoH*1I+Jn3vs(<Vx@G%FH%!wiGM?1G+v~4V??3fa5HId}wO}pgbYIQ`?;Ct0SwEq^
zU#-Xc@k$Rz6Fs+@yVN5Hl4`KiaF%&-(soO44?&zCV#Hwtv_<?+f%{g~t_<1=HfVUa
zH=VCMzgLoSC0_`dfd3P{M1@sQ-auPUAkS6|HWr6-$e&fP>NbpRgv%C|W<ZG91}9+s
zd@qAY@sGgNCr(1-o>VW)rftXODXL<wo@Sr26voKEdoe$}-LrMDZaa}-^hzSQrT&IE
z7&=6t%H<Y%4^#55dvn{%dv7`s>5hvu>UQ2;`tI}>InHdNTI=pr_2R)A$yGU0Bn@<^
zhG)A{Zdc*xQRwwtA19!Z<DAp7^!Z(}cBS*=b{35bCNPedWr5jq2g#-)UXTP;`85-@
zvS1Vm((hn}HPNYCi+LmGJYNh&wYT9&=o20S?e4X0{_Aez@T73*L#=<E<VwTi_M@Yp
z-q~0)7u8-GCm-an!Zf%TrH^dPXvw}ar-p-X9kFP$qzrBBZr!AG$DPAm>*nph`0IIm
ziQmuca|@7o3p!9?;`+B;F5bco!aC+ub66+sZX|bl?MyJtz@#_scCb<4UTd~D*Y$oO
z&C6lL{r|D0>eDj0D$R+sE>^j}U~JTDQL0NIbbVKX=UpIrf9XdwUwk4i#C_)5(}5>r
zSiWe+0l>){@N-axt3!NU8L!CXPM*vXM6R1GtWV!5`O<squf0ot&)nHXOWX&Wc450;
z&q}xf9sMlGzO{%I98$2}@0hiLp^}GvtZHX3gmUU}dgWq?qPQXgwym_fSb}Ms4}EQ*
zx^>Yy0nJLL=9peV5=IyW#HBB$6BEnzR0fRVP&qsyhvirxqq0A#geD}tyJH2(pmt~$
z6_SO~0V0%nDnlb=WD4#G6ui_=<$bNrc*a}Ii4$ph{UyiqsntKAi_JZEbC-E~G_U*j
z{E71{xb9m@*^Ab>{)klnYoM0u@X8n5Z#SL>TlL|iIKIs}kAS0-lw3RCrNb}Vet4qx
z*5k08m}=&T3&AoKIih?KCXhTQ^nJcdvk67^F?0_a^Mx$jn-gCE$M(0wW^W|7pg4}D
z+umdCh;3K3z26@HA(saVI<i8IzX$cyVoSV5U(D>?$<*uGvNU_&sWBv7XN0Y>(K==+
z<OG28+)i!gT3`dmvHpN5LAzN<NwuFb#~w@H^#`&B*^PAu-8g9rSGP&!#6rs&zh;M@
zfc3>0-nIw)_%N0=;I7YCZ;aIf3BnSeuSKK)_Rm4~iT|8Fmf9lXp$o3STT(AKj<Jdx
zc}VXvenfpu>yKfppp3UIWPb52Pj=TS3ZypFSokj^ea}4Jz~Jxt-nK7?^xI3bc%{1(
zgO5eVBH@z45b&#{=ld7pu6)^0qd!EHH=|&uw+%(aTaE=tkO1VcfJ=aI*d_T8ve4~p
zK>Y5GePl__fZDJ75bi#d`i#P5(kEX!K3rE3BQ4UMPL)XFqNq8h9WRaCDCyxresTs+
z8uF}>2}e9Z^2^Dri6Bgdkg_DU-qn_4YEN6dLdd;&ym(iLJ8(x})FI{-tqcOB)03ir
zz8<1C`Fh1!bc3rcDQ1)%z83RyX;kD}07sVRE{D0uv-Y>ny{ILdtJ)pa?O}tv<^)`t
zkb#ypvHb73BYf<>aTS2h^LqR6kG((*;7DDz`A`aC&)6d{n<&NO41aGta6MiyRGQol
zK*!Pg6;6(OIBEURB(pE6XQI?OzGn2#`sYIz3DF#0^bziW^7_3Vi=!*mykyJukI;PR
z8h`OT7OS^Z&(94BE|mSgvdJF^xs+_;Fxu=D#TOn9lSwQd<1X->g9em(d2ls*7I6tD
zPql834i4^xGOyiC4JUlo7yImXR~~zd>82=F>L3BPvzZ4~qRu#(3R*JgEz54Sl=*$c
z4n}u&bEKS6&3s{-qKEAz=I{zGBq0mS)e#u3+yAau()8Q%8#lmraq1xW<K8Nr8{&)X
z;tXmqP6Yw2yz3vGH>U<}6-m;=A6jQ<t!pnIR?Z@|*To4>TYV$9@{xcGv}->DHXmg;
z^z0}+&+AvV8U>U>%!Ymy5@MwI9P$U)Nw&9JbD&}lug$u!O7&cALqyWkYlz)lEcYBA
z_ClsEw<AX%E77wSri{`D$}`+iEOEOlAd^^Wev~Tny(W)Yq7clzRwAfC!u>H3UwpJI
z%UEIAJcI$?-nz{BoCSc(l-zy%$a9G4@QdoNAcvg2`qk>mZH#cm|JF~Wg!Xwr9C&UM
zRh~-RPTa?o#3T3+;WQio9hJOP(R^^+6X!0z8iWTZ+3fx%DKeQn<y;;rF1bqxTxO$d
zaNh6n^MwkMXzr_ZmCP&G^G)h&7fI`f&7^mAZhv6c$hpMrO^wQPNnfvf#^qTpKMLoD
z$z+vsy%WMjN`L4T<gV%4LprILvhv5*PnyyhfVB}jk1qqTD)e7hP`#p%@;CPNM5a%7
zM`GVzR|Got#%hRi0nxV7z-TOSpoDY!r&*&<+#!0!ra!*^j`UWQ&-Q)MPoq%p^D{b5
z3<9u1N!(*-kc|o4juD5<qO4!`7~@Kv#Php|Mi?5@a&W);Res*h(;;KP4rNgkB!IjU
zBe@cu&h;>2ud)+*%f2P-j|3^H+`*9?1f}$Sj=^5A=!}tSBeoh<+U3Ue0d8RUomfA~
zh{3;p2lT~3{9Q=`?~mT-$T=C*1GccQxoj?_*l<moyf3AZ+VgRThe@qwUld~OSD1t(
z)pzz+d5C?jeqIy^nUBd+gjar|pck!I#svGf=Su4S*_u>*$UADy?&2@+u#IgOfe`=t
z$ptvB2ko8-SCdgx@`;b<Hx(~d^`@>7Fh}y4x*l>3rvi-frKuA?02Fpd4Fik)-nkN3
zf9;?J`H~7~>}hsg=&_2mTB4+<EXTOym*PvfMd3p@AX$3G_Fq_@BX)?RjST10F1sh+
zCqG8|%olf8=5&8c%)O>OtVH~N>BA+NUkCEBegUuzsfDF>839grf}HzaE*v!@Eh;$!
zJ-bSq+-a4md)Gkr4n8{7$(MaIX8+8Nx5<4UT{e&5zu}(0XUfF)qfHw3BSICJ)00>$
zxEIPeHrFj959b`Xk`Jy<=hA&r`R3V<R4d%qo^WBS`jzL>szu1x6os@t$%Jt@;zORT
z%GzEI&%Kpf00_9=m0cdV5MSVI#6rJ%^>ej*APpIdxBMiFFUB%!$GV?Oy_W@rK0fJd
zpEBtdjwty_YlUs3Bk-H-Q>t_{X$zCR>IxoX{1krH@8Cr%^;%?<9@9*e8Or6ZjZ@P{
zyVhG$pTljCsQHT#fj;l_jvc8vCdM&JHZ(vM1KsY+t0-=K@{`AhW${9L?ysX2OYY!j
zVxt0ryFc!K%YLOyM_t@{?xP!gnJas{-kQD4h-X+ZPfwj$a@Po6YT<^<t!U_<T4Y$G
z5J))Kyjbl<3D=VP+des-`ivh1WY~+&M=|yF!wdsqU?<GLI=$!&_@fn9;5~Y88yadK
zVm*r(hBu^^iucMaFK!Y#WI|n&y^sA*IbRKPK^q0`?*p3~-4L0F?(7&#MF)~dR1`TM
z!*7UWfe53eaiW?BPOKmJP>iHG!5T=-yx84`(~YcUDdzh{fz$+js~<VKKgVpGF^+&$
z+ztV=g7(<eO@cDJp%3rv^M2dkBXxRbx&WMz$TgN0U0nBcN!Z)$g2KzT*I*vek(K$U
zt0K?XL!l*~53JN!uUI^xHi@qH$rj!DYCm85duK_Bu4NfrV;r?Zc&u)j>yVNt&0v3H
zPcv012llWBCDU##8$FW7_vtn^9;hk4=e<)+W$eo%ZeCyPgI)*Bbzr7H%dfZ7%p)!D
z0#$fRb>qiW6XOr%kseX9L2TvBd8TQIjD_{7S~OyMwBUlqDI7XDUyAZ2gA>zLk0@_<
z$LrreYuqV#;xm77o=6u$kG`OvcPFk@N}yF17co;kpU0|`1Mg!gA&&8+U#_?@;7Jlj
z{HOMG?*>X&7H`@^iKh8|X)f=0hm0HEQ_quer{2yd4t5^z6!dh+Em)C<jlT5DD*#~q
zovzXV-LLuU6-PgBa9@%>i6R6_S2FvU_)RN6{>_5Il!d_g8gQ><_snid$9YaNK&5s*
zIklWp^k;t<dkdjVq8^XA|M<1jYmHDGdRT$HJEF}y5R-R_pGPIieyyeQA5N$(3I8cq
zj|!R2@+Ogj^Z(bo^t>w0lUse)U%T)hdG_N@o~->8_Tkm<4|cR4CsA?4`S}%3T{576
zMH)wqYk;)Mk~(j1`%fSHy9%^zWL~;d45%~$!DKFfmx7g}5>q_z3WZFo#nB09oJ5Su
z)`G8Q&Bo4e^TU-)+4g(I3AEiGbj?7$7C{j(J$DAgjKs}X{9mS?HpWl<Z$2C5#02xN
zLI`?~;B8Y<d0<u*dq>cTISl$-)@wK<m+JmV^&b(5ALl5&zfSCCo@X}xW<~R!xc_R!
zIQ!8CIt}As+Lv`6`7|*`9GX0<=4OIYCvN~0D4-#{tgm6W#30VINIta=Y|;zope<U^
zQB>ZKx|gisS*_>YbjUdE2yA|G87|3XvmSy+On6#DJhi+Px4J+qp?un5r{_f)zt1e*
z50h2}hKF&wtMe9U2!{p+fZ~zZh-{sA%;bh$<q^~&$tfYr+G3fy2*$AkNmS;Ui1|n1
z=H8&biH=nsxk&)@!KJ(Xtx1wg9(}#y^PNF%(#XBAUe!0=!=EBqg!2OeV;b<F`?vZ8
zpQSl7nZOT@kq~Z<b^)#K$CQtOKx&-nejOAw$E(Kzn)u8lEaB>R^KvOSKy5YL|DPW(
z-V8_A8|~iztWq)260estxZVBIK9}K&=#%B|cMx2*J~*@OjosI*8{`8W7t9;G*}TLU
z<?M0#Q{D{ry&sW$IY`IxBn*pUBRBl!kVPov^lY@#TeQ3nFxG`~e7`Fc1qu;iLS>Pf
zhIaRUbj(<J_+IayAG6$o27ea36%HhkO*Fc_mLAXr#a`_6YwPh9o?+qJwZFJ~TzTX0
z9mbvZWFoW&Q0!K{=JHn~t+V&kwvE1b8hz(N5)62hdP^VLHHi8<LyV8~QY+y;8YBiU
zwx}1F`({wDY5#QWv$7l>QPx*#?&)(>i12|x2$rP>R?zYmu>Qt59ha?sfhXR<_~htN
z;Jtqh`1h_}CseO-wNHcq$?p)CBkKH!&DuPdHg6ONJR7KO59wLn$7Z%r>uDr+#k-ti
zm!0U48X}S2<*+MBQ&sGIioE5*-H*KS{xAUDf1@4Lmi_d)FYZG_+*J4Rw0eD^1K%xY
zJFso{=>GV-i#UfLF2m|<N?UqXcKV!*q<d4aKby%x^N-U4n(D9DcF0?ul?!%<Rqr)6
zx_RoJ3V@Jf(n=`57>_jPkFw}ih#*k0jq_=ir<J0E;p?(Ax+oL^I$X~0HT%8`nUudO
zmwkQhlY?j1$W!RpVrtCKOx(v_^4vc?NY&Zm1vZB+XXfCHnZ&fV14hKZuYQ7G>P1$+
zCkR;4>%fX{tPf8gG~ea7eVIB^eqY^m`L29$TdmXCd0d7wj<DC_{>+(vD80{A5tzI4
z3%b}!4#+QgW<KheDf5q`i{Mt63L^JAR39fHis2=M=3#gLN70!zDT`%M^cNAqj6N!Z
zpbQE!z8HWYqYN^Lzdm<9bX0UlM}1YM3HP3}_gZ9j$PjnS<lH$eb}9g4zv;JIe)&zB
zB!$#)O})3uhRk&V2Cm(8)c#1+Bf%4<pSmg$h0P^iGuHS;A(;jJqRjW@^(zj)5Qrbr
za@1TqO%ic=!?PPzfLZf5itp~vWTsyxdgNSCP}UDyhp1BVsoHu&3q=y?JKpoy<A%w*
z3hOAZrX%I<ond>&7w<zPsZwaq)9D3B;0)^B2ur=z-HPWh?_bP^%yRXB?uapMv2$he
zxN%GZc1Hczcu3t{g78s`#c3$^cmct_3lc)=0D6;r?CQ8gQFEM4mJqoImGc*-f2Ego
z2O4K&YxJu->G4GG_;Im}EVbrZ__)7qHAlm|HK^lUjyS9G`5}u<z>K0xb3f@B_k1(=
z%71qM>d6IY(_J>9SOXA_G5zSLe0?$~Cam6|;>WY<Y^`naje=h=J)XpE0+?L<CJ^2M
zJh_n6{_rZdH^LzuZHo2f@bFHSN0|bK0HO^v8lZEvjc)}`F6Uk-KF{=q2nd$u&edj;
z|G46p7YOnAPLm0Ztg-L9@jAxT+oK_}+HEA}MjpKt=k<$33gCqybfsnQ6+5)uT@7(+
zfj7)GXw#cf+gC1QIb}Bp<nO^-|I2%Nw<=bZ3edRRTnNv6H7KAXCa~rBoZsj7t-JEt
z!rrdC+wxd4#eaJ9TeKKq+3<&g|6&ELDlz8o-Xy^t1c5SF6=l;7SM-FpAF+di$n3~5
zA1Y>cK7JaoY6O}BQrT^OKLzLDLhLk7rWS>TkPmp~M~H&)Mj?7h;Hdlb$er(dHn3L=
z>HNEPzB#f$wBxK=h-1shx5m4bOd_x!7604aNq`M?Q^vkxSGkYUrOa|hv{(_;;ftd>
zWn)n#<Gp{u<pCVFcO73odjv{%bVgQ0&X{~OEUmgv2}n&o+e7*Y-nmZ=-;pWqcR3-o
zeP37F{WXsd8eFL80X4I){Q?YABZ(JhhvCWV(d$7Ei0_&gmc|8u<+`Z%+f>mZ$hUdu
zKVBG<T7%dY-<ZI-9MtM(Y7fehKb`ls-E>%W$4LCVMeYXcH$M1Y*8=y43Ebhfhpk8g
zt!tO8U+b=V7my|-fJc9~$sn^CV_vocq|R%mqsXqt5}tkZ-%uB!-ypYfj&?^r*tGd~
z(_gH(DGcel+xG%m4q1dgxJ&Oit0wb!nsWzDE-T7?x{7WIGAYZ{-lf$8uA{@$9q~}u
zR6cZ_ylZMdyZqT><ezfhwdI!sN$vhYkT<N2&#NTZ9$xy}?K5c9V#dLxs44GV;=H$R
zm$TXNOtfP3YWMkIH-qkcp-GHnQUFd-<6Ha~(|l8z!Q8<FUzi!XHtvP>Qg{<Z+5<Io
zFhck7RPl&@rzv}6qxDW7oX&W{V^juodFOU6SJgM`yj&ui)D*?RdYe62glSdkU<iHY
z>@KAdTS;1eZ%B)0U5X;Fjgw-L&VaKF#@@2@cEj}WryMV|V{Hr#gi9DNz~p0een&fA
zTX+=lSs|I3+H%S|e}2u`DY{zFwK7yG0|?s3<#gOT8Asyi6NaV1;a`CE%lF4{(<$=O
z<f?ve_HL1?LBO3Adp@KZH79j2R0WaK8MBnEL1qr{GyMVl4k3k3J$>v{PGR33@bX(>
zhGOUh0i`CgAvP4=y0^o~vDn^MIe!wf*YIyfJ&B*+PQG24%~BdoP=%)csQ`>X0{8<#
z?8WxYb3OsyHSG`1C0HJxdMUm6muZ6{ug4t{NjGI9&zXgs1w#>j@TNuKu-o~NiSdiK
z&**#T4mi+n7yx*^!Jot?=R`3kJmX0?j@$o|_rDB55cm5<^vC3|6TbvU6w?dv5Q#N~
zcN}zMY^<nw?ymfjL*esqXsI}B<<YLuDaBl9rkP{*`%Qenqoi+f?@)W>Be)&Iu?Li5
zV=g;Cv)JfZZ)OTx&(>WAMErIU=aAlkyVFJI8zy&G4rq%9^P<L(qs<yA6Tirdu3Z{w
z-<)NTG+j!-;y^~C&J1^vMeB?4<!A3Q-fdJs$iziXFAPW=0!+#t|JQ@^;2i8Fy8sd(
zM~<ntawzFE+zE>EJ87m5KsPTZUX<U|R*kB)U-ytmAS9$GYKgq;uKHl~b;dl+?CYA*
zt_YCmM!08U{02fBPRq8gW-)(>ezmpTW%ig{f|uxx1lMk?cDZ&Hw;Q%bLrD<-fX!zG
z+~V*)#>o$~FBVLK71y3qx#=h!mw4Bq3W>Lq+;(3l7{P&?iD&@rZU>lo28zo53PmX^
zUrY5a5_n-S`Q_XHm?44U=@G%-1%VU1H-fziFGD*>GsQxIC*~gmTb<nA|6lVu`WN0A
zX-C(%rT^n1X=GzxAUpL-c)cL+`Ni3$&B*KPmlVoX*>LDqXp#&BY=O)xVG1*(_m4?k
z5Q}?2v`I;XN>!mE<XmMUXBEx5;VHlO<!*zGnY-D{Y2GRK$P`(iK&j4``ZFho8q^35
zoNn>+rCO5SpKZWJ)g)3+t&Qr??0;pEKQ<I8lg(St9LH0LZ`r{TV&ffBFfjo-)h<Ci
z7uE*S*u3&G<mW8#m`S(#_{9X#oW-fwX!%9pNk|Sauf@S#(s=S5^(AA+`0Y;JDLp6h
z!;4k)TbS2fuCXMpyE|gOURy-7n?h+by7GIu3kUVpm!F*}CCF{n;xj)MR14N7qJvkr
z3e0mMUGG$QEUo!?^V@%gxu%A#`B|n%sE-kM_A#(jm_U45$B4Hd^)1=@<=qkiN0<{X
zcdUi%BY%v(l&rZ@Kpd6*sTd^1yTor;DB_TvzTx-gH>wkMuVXvddpNSMfDePk^Dq-%
z-k)sV!m}?hh1kZ>exT}onabxYip|INVLxc5bA-gP&!;O+?zmbI2oXDx<>L4$68=4+
zGAwZ)Q8>=S5G`tdb8KzxG)=0HmtORUg~2BK0E$G~d)H(Up2L!8{UO+OrBP|6fqxQf
zKn)FC?&VvFuQyhC24jRF|IS~apny+Wuppg7-?e`LK=1(dFPab0V@5km15a-1<iikK
zS3%7M<E{o5_Kr7sC{hn<uyY1dF+>Y)A5cVW^+cT5qV7bdA(=?$#DH}_^KIN`YO9||
zzNtS!U#qh~sp`)KjjHE(P8pA%<~90=bw-hJk=M1?Pw2DVh_PP=5W9*TnR>XDojv-I
zX{(1bYp4=6slOv~_7~$QJUXqMSf(oJ<;CKLBWV})hXmp=ZCBoQzM{PxkH4|orI@OQ
zPm>FNSc`sSU&L47Z8?7Wl(PyE&!lc{-;5gPm-O;aUuGWak(-~B!UZtpo`(0QcjeQ5
zg3YMr6aW`LPhE&BYX2WCgPDBz<OFvj31QHSk9e0t6<P0B0$n47LjWC8j&L^8@*Yn(
zjMDTIwnMNCtY>LR5(L&MDPv+;b^T-0QleEK;&+exf7w2?8+~)NCn;S&g?PNmLaS^a
z)T~}95S|!Jj+(qfDe?j!%;V~a3DzA4y(z~td;bP^h}&fOmRAaRr~Pqnu~XdLw%NYh
zmX`5~>f&7r7R+pO0ld2<B077&S?G9TR8Pj9`OuUvbr5&%O{9P}XfpQpFfIC7%~UIo
zyHm1~kWq(}pT1S=^>uV-8IG1;?h1w<)b(r+uVtaLV~E<|kZ|~$m(=fUdD!I;!ms?%
z!?43+lG4aG<SE6wauR655ox8PZ@|A->GHzqq`TKmX>T3Jc~3v&e&Z_KH}~e%@wia_
z0wsgO_MUgl2tL%;Pjo(g_u{orh#UXv+-T{Ul-|{!^L}Aat4;^AbO`fIX}FA@F9P$@
z$uhZH!|YESkd2FY3MnP<;T0A>GYFr1^bqd&{ZY=8OUKWT+`hc6m*fU8!bV%;_(4L}
z$?QPt-NhcBK8pKx8C&AvE)MR&X&6YSsPR_tO}^T#;Mx0yYFk6KiA97cCs7Vf)+g`<
zsZ^bT;7si7X2&H633dlE%V;%a)NXob@FYlCVa0HfzWHO)&}Ug&otIr!5&zsDGezI3
z<l2j6WsyTcQ{MQr+r@6N+DO3H$#4+*j^Dl9OgH650=!RzU7xMS#c~S~eR&dq7$DKN
zrS+q(i3dnx#v9Wh82;7e0d$@qt{dAyXzP<LoV!k*%~7IX@DJBU#Ga=Dn~)>Kg)K=&
z#Cx0J>u{;lvfCN!;hvRRQ}Xbudk-F2&HHOUu(LgP0os0}_A|A;gN9Nj4mKM%Ih|mj
z-^mWFdA+Gtwv=v8^1q0feH*!Cq{%Hjhpp$sk3?wJmwGt&xne;pz@Posj}OCsH@DeC
zWuM2^-=6q{Pto}Kd~1Vl5H4L@hnupm2VTK|FSZVrW%(7++Z2&Obn?`{SzKTql-nc^
zS$iGp6$L1r!kuu)`}}J{uZLZC*tO@+C5VWjOal2Ta`@(c-o`-lLN=PnlM*Spd-#j;
zdx$ULQn?3wH#}$qg!1tv=~IewB2^?uN=82;3t_<dFc1?oR(9_A7<N1B_2H@332l+q
zE^>P!0C9OQ9Lhh!(T~o0Xb!8(66~9lr*AN|#H3C@lQ4syI5YFqC^QrrBc6_lk<LU4
zAxi=1gUcF`3J`HBk)K1<h{oaje9LEuX}dFMLf@$VhrlcSBRKrZig6ks(}(_Il&}JR
z#FkD{TUvC(bumHx7^^z?{JpCY(xpG*(Yb5xC!LM@$5{AH12Rz2+~|L_AqY=b=f`?(
z`f0(OlekOWN|__x5z4MD3ODp`K&Z{<ihPm4A)k_2GwRt411>L*);?f!^8M5!ls5?7
z#LwN*BD7Q)QkltXx=Jm-!(BcxeTAl7VMZ|HeWQP$l+73jLRCJvnR`BiX_(X+0Iq%l
zM*b>GYmHr+Dvj!g7CukM$AK=>?Q(rN{BqA;HCW5l@o*1+<R!Kack&`-l<pbVD3q$N
z087D42lPj!Kexl7et>@|a;JB3+U@i=5jnp&s#T#1%XUP8g2Vu$z>qrDqD8sxih&rQ
zERw6w(?v6QFXm`0S`8^QBtR*<Q1(9P15uhVmDis_LK`6Yyh%UuWH<{gHYoF6O?qlN
zb+`AqYELQv*l+F-F`KwQF)O!sWoNpN?tO0-4}H8D@~`G;on#4k;IXh)l5G2Y+TCrZ
zt6zU#fAM0!e~loo)2Kqg%vn}hR?%e9pT1y@EJz;gGwtiW5EY2~3tOe`+S~IBCToxR
zBc34_|5Lus(+X_eNj<L1{q#tJK>ZIi(#b|xOHbyb&QJp4{$smK+AZR(esJgBfW|r4
z4a!F!zQ1QnQ@r+G{AyHE3FpbKRxap?YI-`9-7dIr9q)ks%_04wC!&%z-~yswFb0I1
z1~T^&q4Odb6t0HT5l=nDIK~$SByyT!X2@Qg@gVl5>tC9kVHLO~+X=jzX?D~HlrOm2
zb*xL4R(cn8yL|a-q)4W6@CEKRvE%Pyfcxv^x4N}y*2Qz1o|nJV@jBh0+g^X}c^X(B
zC)_3uoqc%UZ0Vx(!ScqPR%Z?$c8>dA1{hE<nNHpIZc4B`<J`H+cM|Z#V9YzD>`#nQ
zvuyPKt&yX9an^c|tVI%&jazBI>43|yYvBCBUeEKJnY4@)L6D2V0&by|HW9GQ?Zjxf
zHG};U9U&rEBwS;Dw656m?<+V2tb3_AVu0Cq>$lcY>EYIOk`}sg%E>8MZ6p%_!x9W}
ztk~qs)YA5gHFZH$)7Cxyno3kSqzx7n{Vnn_7JgB-=Ps4|W(xYke&rConx_FEv)|u1
zMF=Bu9HKh=DasQgQ>-i(Rf@^Ey=v~ta2+LEaUbKA_xRd{E3ow~r8%wvk~v<-ocOp3
zw6r|I2OoE3hq$HgpY=QIV4kQCLO8vk!|R%j_k%0#u$84eWHnV8n_`;%4>LNZ|Dn6t
zFTQj@!i=<eI3c$8ZLl-;Aa&YYADz#&>=jH$y#`vg-t)mk-`(C1`bt_15UdpM1)IvP
zNHssOc=0Qo=tA(OwCh3<TdSC3u)6`OtD^!dmO&}!y*Q3JjFvrG)FmNbAL&kXp@8Ww
zfpiu9{%Xv${W)e+rsZ<5rpK2)Qup8oZH5c5m3|A87QsufaYo^=8Q=F+e?M0L^lmRy
z>F$X>uAEN~Y*R^4mzXwoJo;ph_c=(W&*N0`v2gHVc~f_m`-ypm75BMp-tNY$m-)Eh
zl05m^LHwWr6%x;9jL$V?zgXzqBlo%PHoMdxBJtD~W>*#e541z~<*2GyRwRXd4Jnje
zcF+qnva3pDPj=UrJ-stvxbWl?4Y7f6I3KxJ6Q4<PD&J3P@7j@6v@<o?tso8j>l8JY
zNQQ?j4#?%kO+~64jt_g*iX)|;9`#<=>RC*hxWDQrom<bR7tja52l={)RmPmTF;qqR
z;lMt+Glyx!G0-aw^2;dop*-q_&fHa(+RXPC&${ZiP>ZSVp0&jl4Pq%tu$75vkE+->
z&VHrL2M?{!s<?Yr9gA5}t(Ee2eE0;I0Z6Na7okEThy9I2rP4fZxA8kVh89?Mp|bD7
z<~)=njGR-rc1rjK^04!NAQ=08`lNgBW@m+UfY$|we{Eh|T|Rql2CN^yJW5{XbZ6hI
z&*AUH3lFy%VPuNTi2gak)Q-6yY@kbTOkH)xrn{d3&>m2;;EFnm^>>{pqm1T<YaSNY
zbXCRO$DW*@lKY4Mt}U4PSHpB1vhQ6eq5$SuOer-)`0TdmJ-#q$_?N|sVJu&+SZ)&l
zfb4pT$_x=GsD*lI>aS$bZMG@@^~w#Ed#l(qnVD*E_u$&0m`0WFYE3SO3+m;qYwGOi
z+<-MIchAUsoOX(t-Dw?8`EW(=S&!7}aoU%TIUXJe5gm)W>`Gb6FFL6|<!*P`D@T@@
zf>NdJ1i!O9WgL9@@XM`tvn>6SaW5bJOar%49<cH^*Krr=I1`(5Vq%fb>Q;Wl181HT
z>v#LfW?4hIVx4X$#M^=B&1gmi{f7rk=V6z}kA5QU3$>m0^z$onc8C)p1aenF>Y4dz
z{)m%MrfNWu>S+pR;0L$?AS&~!<jFc_WZown!-E5v<o1D4r-S*Jl_JAS&7gq!GkPHL
z{`t@g2!1K`97WOje6GG6I`#88SmP<c)D)<Sr-H)sgT20V$7Qs<^yOi9co}nMhvbO7
zM@Ws=Gy0|Wv2qZR^N%aLJAm9N26va1yV#CMK0hZ<POyGXYJ(Q917jHdCPZ?qr*(pR
zw12CF;UhnHUOF#T)4N?sTPAP*z961_8e}g=wZ4tLy~A9q@n;k=FCFiqQeXEei=j+9
znzy&}-kq#w<iiti<()^?6^a$KF-2;WYRQrl3tPWf+amch$is&_K}z^0f6ro|+UsD;
zi%1)<n{syU<w;TEM{&8eq@tPqj%;WuIh(zQ<Q`Hbyw9{W7-bioz8J#zzV>gs__A15
z(jGW08`i8awwIkE*V6><Q}seAA-nTMOsqn8v7abI8b`vGv6$rgdH*1V9;D@kAI|Ih
ziMPdd!qW=5pb0D<e7_^-e&yWH4HU`4kSwu3I8@E7?Yv4)chEyX;x6uGQoeY7XwW9C
zlOOe$2e7uvHy>t&cPSvKgCftY;P_uj63>s`Q`}^DY*eiHQh;jYV7H;*nb)h&>EF}@
z9KHQ#igMQ1t}*2+AM-Xf5$^vL13D7om)?mN1!co8`9#5#kx&OmODbE5*Ugb%JL&hh
z)A915K(%86tfqGQ(Nw*!2w~RI6_WQ@4O~PWyzew#F2j7{gCQ!IgQgdDTy4j8Ip9Mr
zc$(c_hqF7f>e-@?c>}1Uo9m+IeYPg^PGus@?<f26pp2_}KGP0_eYh$IxYDlg;lLS(
zqg>?(WMe^fQP2Yn4$bKai#ncL%+VB9!LI5kT2;6h$0{05+$`dEOg5PDYfMEbdVD|Z
z>?z_%7Z|2Pr|Z`pslL+k!?<|Tpj1*REZr<o`CL8rLqD(X<?4yUOcjH&k~s|ShVbxq
zpuMS#MWY+)eq+yAs07;*G-H$A#16tckMi$!sEP5hVr=N{5=1yDt7@Y=R=F<1cSOJZ
zwig~xP31I;Fg13Pe}#@akG7A|Rz*mmu@tZE^gNTnF2BkS&r6#!w(^n8llLQ>vChY8
zdBb*^%=0VF&?j&A1e4@v5aWRBatNaNmC_7A62U~Y<Q!|*k#Wqn`z5@y+$($#eoh77
z5r`^lH`+I$)Ho>yheOc&jFK-Ktj~RINZNRztm_;ILwvPhfBU^}lh3_6auD6OlFmwk
zL7;!Hk+sc7|05FTzMbtB!n`(trKM@{i>2K|UPE)RlBF|7M^WYH@ZaXcH)szE&F`R=
z$9v-!{O;X%)oLahoVtr;8gP-zD*KQ80y}-N?``$-3dS~hCO%CdBXUi%c#x;!v*GyN
zetyQbKOBTRofS2!aw6*LTe_qk2Mac^xFu?9AIx-8!*YhnnueERvX-*nv)W<n{izD_
zZ7;H1&;GZ=QICC|)q{9E9>r%_YZe1vVZ4#zDbwB>KNd=tLkGE>Tg3n4z&)j~fB7c@
zDJ4Egf!?M7mgp!<Wv$&>$k&?;sh@xB_R^KZ7R`FaiJ6F@abNvgDWP=@&haI+0ERn9
zpw6E!AM|H%%!*H?LgT;8MXusNQF}_G_?H3Rk>`e(8h!rhWg>}hM=|9GV&eW52O09&
zOOoAtLKkqI&0?9nu}y11XXXz^%TfgSom*^XUIYXwPn2(y)NexL<s(7taPYz$;!a`k
z1zh*mi+Z-#S3%svGr*pN?Eoy91^N^8bs%f=dlnRk!ZIZ{_6Pd`l*aM%o&Wnbg9pvB
zJXGE#5cOk@l$<fU1_3(e^@9{fbX()+`LH|w6NLt;I=Z?8AfA8L&(LRyu8!mW9huD*
z+ooG|pMu~zURc3mSIH|2^VfIC^YULkZ!!%6`{Lc|fHsbgh5aYJdOHi=G;@DF+Ou(b
z7BXfSmljxiZ#PtNa>?+YU$~BC%<s?0*{XWcEpqG##0hm9<J|KVSp6xLJ_E))tu80)
z5@l*@`KU0PnAU5v)fWcM+3P!%?#6)af+XcsRVNT>Vdef&%@>bfhoSrYj*<TV{B159
z;}Fcysu^cs4rn$sM<&m`h0#O62PPsfx$Y!ZuJF6@6TJnIsD(*WzJqV+drB*?(#vn)
zyfj>;Uwbn;QYK{2ud_;V`1+wu7MwgrX{13CJpOffBF$`;s8mN|`cJ+!jzH33F;qv@
z*o#*2aFK)D{hT(=IZb<hU?Ekx_;54R-NLaQ_}DNYzmQ?TMlG}5@lKOd<AG(2UvH9W
zm+`)Flg(y<oP1?#CCW^j3?g$%lNZr*TkVnx@Hv{()bKBX6{~DxiH`rgC&TyEThz;R
z!KWM&8n`?E+l7Rybn3jfVO@_1+1Sg^kJ=anvM)dxGW8=6%L{MM*okc83_IH`9=<kM
zRIP<(p)+yM%S_P05&K!3*q1b;GUZKm?B%{+0*K+^@0j!pfJ&$J#m^^5K9Ak3;O=pD
z+(QZV=&_T!SMXim&d%6+myn{scy8r_@yK#9Soo-UI&JHdqvBZB>|w~Yy6hRW{z`jz
zqmI9Wy-p_$I67Tulv0Wt^>zYKgA4NRuq%<w1(^MXv?W<zb3z`jY?{xPVPUQG)PYQA
zAC4~iJ%BjA0Ky6{xWRbabx%I?V0(Ch`S!KWeI06({by{ML2wK&pLz2x&sq9l+ifOU
zfF#fd3n-z=C>-v;V|$4GYnW{j6ALttmW3V)8|Ns`H_o^#5`y1?P<ReAdi)tZ;;{1x
z%Wp8~y(hddr^=uJT#h*kUWKWjUwbr^qYK~e)c&VD0d4q==&WgR4{qYZmE8k9n8U4u
zh0i&YPwd)%+K3oI^+D_A`2G#@LUS>?Kv#<};8*D^>4iGlR>sRK3fZP0C^gyH{0G5l
zVB*DrJJk2}2``{B4hb{_>c`G}O`eSoI<c;8S2ZLG)-&DgD!P|hlj7;w7CS3@JYi>)
zxZ+3Qen;JA*kpXkl0@-vus|Jjj`r#W;fC7U=sw#Bo(cdL_Ti&gme=DhXXrva4rlhE
z8i(KXf^f}YnVjgaBD0Jh3OB(QpaXuUYWBPg?y=aPeIM~6J3PxZQli()gt-{~u9h(q
zor-tj5T0|B@y1Q?^m!a?#Ehie8=n2$QEtlPqUz%IxY)dA-7h-yKv#57my1ZcpN<t{
z3+agDV5rTLj3&_omgby>lpvKL>X95uhu<-N0$2CQ9hiUR$0xttaFzXDF}3wXc+StM
zn$;@hv%W7%cQJTf5lf$XYd@Z!A#n(ogVftoq0GB|AdyFJ6*XHwn*o*?edUftd@N}T
z7i_LL4=?KYjaYk!2xh+FD)~ex?I@ow8Fr=WdN-8PlT!acZjWPS`y|)~ivF7WUms&p
zbl$+RGE=Jx#%v9U=rJX6)hhX_sAI2m%}>#0uRghvqOY)8pZA+`4dw5}b>#S6<LtOA
zKukI`!yw`3i^TGM8=uNoevtcLk{O8KK5jR%K)3-dPNN$fU>(yc_f<<o`A781X|Rpz
zRh8vQT_~5xp410|`m5;{hxuC`alUMx@VJy{$-`a9WZ~1PcTPrMPRnUQCiZ@E?biyY
zSsQ{WJsr+vj*v33&NOirBDPB@{8IyI7OFonQ{O)nj+BRA#fSO#y3O}-owruIKHG(T
z6^W}vZ>#{`frw4MC{o75e6_0i>DTwkc*WsoomA`S+b!mo+4<3(7G}L3v|OBBsGJBd
z?fU6V9Ms`eYS=5CUDkA8kLkw?#`pPn7QZo(zTC4jd^jVb5(IgoxJAl?U85K#3j4{J
z`yb^@!PR39B#*>acoUlWa+oA{!q2uNE}<R}n$g8O7&q0A6zZhZufQzhC9g(j`}^W@
z*kv$5sMlxNNb8%$HasoW_IrlQQsE1GU@CN;w_BTE=cA8D@9|-Mfe}$19L#MPP!z$Q
zkp1>xfIDybtpvM(3u_h7l99PhkTWN4bx0!0Bwwea^%D#xc~aj0V-#6oGzuq<HtSYt
zNSLm0<|@BJEEVYumoa!(X3uPSbWw<J?0T{@vOZW?Kz<w%58JUjS^4#+;?TY&wIh_&
z1|zrhY3qHb?{DU#w=b<*J%*(DU%kJ#aA$+X!>w^IhPNJxmbB;#NFf%>t!{k}G^<vK
zO+8>57FItOt|4;k?d8K{O8ku)!Ban8S)zv<KW|6A@yPFyRQm`JD%8D6&p=+Qsz2^`
z^xKyyOXO>Bg#2B33FDN-01oJ!Yj{};$JQRrmU)u`w{+neR*V22Ymp@<Q43z&@z=cD
z)$-LDw`8mXua$N<Q5~!<J50AkM+1RJ0*T3^;^hLNwEcci)?L$5n>(LGz^vbjB~$&#
z{<AFYMtTlJ5^Udc_i-(iQZryPD9|+}$I4q7CCG|p-#w>(Bc^*j*9AoKHLmu*1F6c?
zAv1e{fa6^Yj{Bx?hL6sta71qmsN6pg#9y$KaONxJ81ls9YkSR8&;w-cjv|Rr5_!-N
z%1Zco*SuIl;I{1uHkM#6_LsOyi(2oci33=5P1P@-UzY`>T4b!5<+0Y~WH;<aE`(Zj
zK@7x}A3pJoLM1|J2vCqvFRIeWt#39I<;H3L;cj*S(9Nk)zC@n&VsG0g;nCGLWZhwk
zz-e~aaD<UAe^BTpUy}LIK9r~;An*i2iBg03h@s${Ge`nO_Ch&t)!l~vqw6N>HEfe1
z4*gM5#k1gSpzsd9gDUv-Fj~t?N*=bJ-SOx=B^3aJ_9Mk7C!wR<I~D6E-dfM<ZPDqt
z*_kiy^buXcT|bK$XTR$KriJgl@ti*UN?qL^F4GNM14f*XVJr^<3IiQj3ZgQ{5%4cw
z1&tH#|Fvk_X=F{$qiaC*K~1+O8-%cSu&?x+4Dv-P6YWg+b4pd^k&&Y=;`RIJ<;NUS
z6h1!Qn4479Or<}%AHUkw>q5FZ?xyx#gR|7xeFWxkok{v>bon<&)&K)n!*;OqVpaS(
z4%<MBASSm`$i0<>2haIY+@+2El7rH@-&N_2G(z*cNfR1X^A*QmEg<oL{yoa#bh1RB
zb-yX*L(mm-C{Y}zbYnlbS*Tv0debw}<LjA5XRUsGO8B~l$p9G!%#u^Zwt8K@^|=AW
zkfuMx+pT}v^9jHC^4ov=cnrRV5T42%f%1moT=%h+@(S%SZ5{h{;FG@Fy>-1J-)B&$
z{hH}Gi!AmCp1n#Edff6ge^R@{+!#5^j^{!iCwxt^J89p!_g<4s{dd`|w-F{Vpiu2y
zNn@(So-P}&3aIW~`gx6gxq~2fyUIA9ykI`mbR$PO?6@Z(W_6l(?75`!9+@0G%u_8#
zmGrxS1a+o1pgx?S=v1LL^7E+=rw%Ng^WcQ+zD5Ym=&%}lsMi%MFS>A?N)l!o^}S2u
zX&)ONWY(BYdY}JS;nO#b&`AWMXqF76ILabEx>ejPf+mj$T+n-|4l31Fh0a}j-~ITo
zg%p#x!&i%Rd@hsO1FwfF(o?DR)7EeMyOkp0(64!lUIIEJ&wp#Sc~5Tl>y-jR30uhZ
zkZIX=h`&|!Vm9N(`hDFHs6WfJREzo5FJC&vH~RzIV@U$`Jc}QoI9wQ4gIv<OxKM_H
zjePc>>6?I1O44pm=u5fpEKD(n^?_)*J7`0=v(q=fw}t~(Kplg271!5z{K{LC-(UV^
zyks-H>8Ya~_d=k#9zAiFdG_9C&)XJm7-pQz18=Kz&kLM(#Bq-tHBbI|yZ4M~kr90E
z8C}t)#V;Qi;iAiA($A3Z4L7F&)SSiuqslOU=z!@XmV<E%^9+Ut&|pMh_G}*j5PqA8
z(ms9xlF0BzK!Eb>amZ?W9d09XVopE`DEGsyx!cP0?0&wozim=QH(8|to_jh2Eb|os
z26u*-G_v+Hp3YGG+80-O1Ef#-Nl2q3LhVdV*g*KIocCdP>B0Q{I66dPDa#~#Vt<38
zRlePRm)T85@|{-}W~3(JWW`$nVSMMk$2wV?Z*%I?!)+-~&*>x6<wui$Q{5y65L%ay
z0a80%id%lao^Cx`8lUdlmhPvxXV27j5Amt*_1}AE+`e7vQdgN(*OUs3$h=}z*8CG5
zTxc<1E}&Uk`C#f7zST||l7r8E3r;$u^>0*7uU>K9rg9f0{3u2cZbzQVXL+(!N7=I;
zlKavLDDY0zo|qPdpQ_Qh%s4tUPVrc+g#z~CEsMmu{!o`&uDBR!O5iLp>?l?0{8K|5
z==FAg-nNW!-*7U;ACR3;Nl!6%J6XcD{IZ68KROTTd}z<7AQ``mRG4aCGKI~EaK~gY
zAm}aS-Cn{8`%Fc)aBU(Nh>Pol-anfphTZ0JyV|9}u2q+lpVxa=3briGjreel!^ORa
ziiof2XSNRMzKtam#P99w@iUWYCq|ysn-tiy+mpr~=YB!(!Xr4=Kxe!$Aj!(#s}m+%
z?J@KE?D{+u`jq@KS3eIvQpDhUAyD%DaJAj=b;N9$f$0c#YNUa-YmGS$3lSyINdy95
z+JGhVemsI(np`(#R^ZZj64{x>=Is7HVv&E4(47R6Vvru{7LX8FnTFZCuFpMqpcZ6J
z96t}yZt?4a@KfN6EdZ}R@ZB^8_r^0~ZevZec!@7h=IPOLE-osE??4<E)Fi`MIhNIo
zv#bcstNZ2>Ii>4YWnQP%BJoEf)#eS=^Kmowrs@QtB|d}ubFY_oo~tl)9GLIN@)G@V
ze&e^E8=+aQy3yJhY*X$P)E+JFsj`x?%U&*=f-e2klkh1*BjB7R<k(;KeY|iyU_RX2
z+fdjcbmy3DU?gX!{&oz}6Y}x_I2vLrPRY--ZaZ2QsIQ7+0rqv6Wii}651Bzd-oD$=
zqu}XD-_O*WmMgfgmKKSD2bCY3btPI&S+rMDk=^c6lYUnUKi@m&*S%VVpb%d%KC~}E
z@k?F^ofw^py_QL-2V}@I`rYi?g>yE|1!JxiW%sEm_g0k~nyG*twu~3Tkn34T1c<)g
zu`MnxW_v%M(+DNka?do5s@Jh4f7wM`lB94xzz1o<(|ht*!P9R}Jhz)_?E3ZkI&W#C
zhL*%c1TH@h28^!f`$(kMAIC1gS8VKtsRoJdp<RTQ&eh=e56rHlHe)PbKrTJ9F8Wa5
zHFnsOk(+Hr`Ejprxb6r0MSbm^*?)Hwm*ZGi{r`lYaQ=Snz4}C->^=4tQ3&ZP^V$8e
zfjl&>lqY&Qk0@EOZ91R#cylq4o7$+dr9^_aXRc>_9~0FfVjoz*L+5d7kJD!g!ZUG`
z?c0gxm!GQAp^A~)#fZ&HLNnmzyX*yqALqd2&3u4D@Rirs0jCkmc~Uyw!7Ww`anvM?
zQuEE{IjG$iFT9uZsniOa>F2fnzNO~fd+<Lee%c;($q$kUl!G7quII8bzi5#SZmhlK
zDeG|$|Hs8o&)a<-lbiQ0df!Gee5>gc1tmQa_UF(o_;%yNUz8xr4sA~S6#C<bFI2F#
z`kvjRLT1WmeQJr;sdCDZ)ce`~lwbb&8ng`}-o&>AZD^jwC&4vf`Hf$S9b*=9O*^Wu
z?L#^4V3=Qm-mvE4{6=vF0Z?E0#??u?!))4Njd2`=IQD=aQsY!Vd~#9vy$1%12kSdL
z&TQ0z&n)lj`*l4xFweUA=JIkwID^C8TTloOy{m64`t&PgE$jO*j}gEPX1Qo9np4z_
zf9Js3ny@>{PYvCi<bqTR(9PIEIZHj?j+ePVBber>!(lFg{Z&xwlCsu0(Ax_CN_LsU
zJm$Y`WL8k3O;OqdI_o!Au(jvIGhB}p1SAKzGmpN-$%KMIy}4^>>niVWF?}v0bKJ>N
zqIaz}e(ubkV1#-1eSSWu>X$p{<6@S7<O?>nkCNh+Fg>tnmhr6oW`zcFvVi-&D(uCj
zZBSx)ci-X1HMj@rW(N1(=IJD;MZEIO^6`|$#{t`BI=W5RXh=iqP>1`WTn+p`r~R@O
zpM%Z9ssoUsbbRn|6aws)BfN36gcpI(*ehI<P;*wp0NOCPv%lGrU)rUN<DR~rH?4ge
zWEu5AoDX$bUlsSW5~IV}iT?51j|_(Nau_b3q3X7JT3xh6$$O+o`Gm3L{$kdd#yDem
zuW!-SitK!A797$sX$<=`3nm2g=F6_p;i8Y*71e@sZR`g^QrmnLLPa6>S@}NI26e6M
zDh!@ikP*%yeVc#vvmYmiKQ7`&yLY;M_fO2tWkC(+p7i}xn~260Jx|`ZOxUi0-5#-T
zZMhh}4ktX3(>zUBf))?%R*aH>I{ZTc1Wk-G2@nQiIPpY?4FWE2k4Ojp!e=&f5sHHm
zNzpCvJ$Lx#_x&s#muEB@bQn|KUb@+JHW!bFAoS}Q!z+Q{lYKCrP9N!rN%5<%F85+D
zelnvd8D_uU?ZEO->yS<!d3<OaPz`)$9@fIIl4nbx7m5Z9Da_~fP&}Pv5{dV5VeBX>
zqQ1C_-uHLFiX`UCH%1}b^E!`CWh|)KIcR9XgKm7D_&5P3cLEtxU|&z(7j=*5%?LV)
zZ7&l4*tcmk2TH5z91D3XivsGIbA=DJao1;Xt(cY1Y4{YI4#Odcef>|3WyNG``br)K
z)!FOoOduW$UkVh?@zI$|$9Ix<FS_A<KiR4>C}9zW9?$C0K`z-3;u3*8;ze7f9xb`j
zOFXZDE1VCp(S7jn4OE_#CW?PN%5+vAbq2f430It^E3>b>YFNz;CZeNA(i+lg>X2xJ
zcloO=4s48W(Dj;XrCuc;tFuR~A;4w#PxDsz@-YN)X_iOC15T-E)<7NaAkzy%PESwo
zWjG<GR{blL-;jMOe8k@vJY0|WxL0#8zFg(|>O}Q@M+$5h{kFs*4FSLXw`;3lh(XM|
z`H5rkX3s045=Drf?lyU(d-b1=i*CJaId|)UvBLc@SEd6whM5xXwcOu2XGvLXUQk5(
z7rTP_Rqe}%3i0h_$_0F?<W+e%slKE7&V7I^+>*mHKU3Wdt!NPN%xOPo;kX(gRM*d{
zPhQ{S>`Wwk=Wu?|--uTNfkK6LK61xo?DSeu@cBjaZRxsN5^1VG!%FXxcX)Hd8u$O^
zd#;orIx^&Of&i=aZni$kMde^pcsxd(pdT)^qdhdpW-rs{8SV_!CuD6_q1l-7B(nXX
zt%Kds#gPJB6-V=S^M{yM5XUG(-REP<cuqk{_APCOhXswMCb5G}bOS#~UHf6|!P-#;
z*_#KMA%%Lldg{_A^Gb;H2?}r7(4;IR5DL6!hHxp~#VC(Y5VjazApQB0=Y%U+zi<!|
zSs{)H0ONW4>(=T7CW5hW5B1KXrlL!4+Xz2oUvw`{ckr%$JEItVHdD*@&2m^eX_=*B
z6z*Pm_hBKZH{SwT!T$|B9u2|DzOR0rJt1snLmD|6<2`K(rqbh&IsJkyE^CL|X)fU~
zp&u{L3z$ad8&P?lUFMkz)`z_Qz~@jW#L{1KfOSgv`f+V$fhU#O_+@XLEMY8Xm+r5F
zjw|Gmj2Gn<V<K|WnRm}jzjPQiQEUKvJ6#krIek9naZjX$SUU)piKl*&$ga1!{;)^2
zoX|+NyCOr-i`6LrkNa!pcr)X#Qe~dMNipd<(K5G-3ssq9h`x7Nf3R3q%gIvr{Wt6`
zw?6Bv<)o9KU)4;8YSfLV;^Ic{-fw?;#CN2qCx7dEm(2WWi88J5UtO!x27jK+BCB*;
zBZ<dte<1}iLs0L-bO1_GxWQadg?1E2cz$x_{W_ZT+$zlP!OVO+JVr2^fq=U?O4ioc
zQUOit9I7HzbfCA>U%K3_3`@;&f8O!dc!b*0silM1j<EokcYm4{F5etnaLEXmKJR$m
z&!iAy{s+2JD4nk2ndG7_#oiXu@AMvtxEH?&9CqHQ6ab}a*K=zF`2g{_OHR?3ki0iS
zDhKroBrQ>6LQJ|U&C>ll0#X(z=(BztaFThEh&nzOThD7^i(dRPEn&9cI%wMG7cCw5
z(Qi&L1=BV$p{j=K`<Zu<?NctPwm(ArE2uxNUzvglZdz2cHB-13gSqipaR~Qu`BVVN
zSMb$SuVo-6mYb&0dc8Swa>WQU)DYF#ov&B<loXWlf+lEA57}K<r~UbpAyND~o<~#q
zj8nrJ#qm{G`ENkS2V)E>)CzD(h3?8`G8{BVKoWU(T*}aH7(DmhoF02a6Eo@U?7RK4
zvHG3(v=~;s4h*ZOzPQ#e`o!Zvxaat3+?}Ntq=pf(F*3CpZ?ZdTBGe(iJ&ZB&4()M3
zN|=y^vZDsK{K?7r_72Yox0Exkh)B47%N5bQ@gjz}kC5ah0jf!#`ZMDE!9!FM<re@Z
zXP}>OD=P;X=i8mIgU1PeDRFjUF{%M)om_@<o>E+Hzk2o(|FFTJe4ID|z0Zz1n#cST
z?e{lYn`p&|zG4X$gY(<yf4yMSgme7JJ#fdpevE4H0J2yae3qF~EAdZ1Th-&>-nak|
zj-QJ?eQ+artwJgBKZM^709BO3=?qcmW)kj2C>FXPy+=i+hIh9x1*&OrF92-}7vaTx
z@+6jpy~PuD{G?8We>Q6~p-(H$_fzp=dSZwBk|fUT`?!9CSR*3U(MvB`TP_XK_2_?>
zJ6xZ3(n*l#vgY7M!<s%2r|Wf>CL*Dqn(gK2OTpLJ&EMkF+f;v~wygpM(YhCJAakYl
zN-fOm=2j3yg!DImr4*2{>QCy*S48T5`Pm2DEv6LwY8O_a?h&e-KOy(94|JD}*H5))
z8;g2f9YW<2y?Q{++3k>4ti~s~;jYl>9~SM7O5Ij${Q();$?uD%f2W7YQSYC$N4;(N
z6-qjS-Dn}#{QCv1U4VjVmG?09GWRNfHw?o_H@TTpS9RPC1;4#|KL}<IFN;~w0XN>Z
zY~%jlbO>w4S2YUU?xz5@-~7ToO2?Ub+q>L}OH4H-vMUmA)VJaF!!Tg`3P3bW6Q$De
z$9jZZPyqagz9N=CfB2T+tk)V+tYBI(b!pGsh8onaLJ(*CU_c?#6`*m2Y)h~Dwj+dN
z?SAa1{cFjr1O>A}CE<5mA@3EMooAxXyVZT@bjituf2#Q^$HbWq_Ge~Ehqt}Yt_n^4
zcwm3l1l8P4L+Nt=I!a&m|1dw9R{06vhYB-+99GL~vncw>g@zy=8|pT|Uh<37?OV`Y
zwbu|blmeFCj_+yB(<&@}s+Bm6h%hjY1Dthd$Ik@DnNetGpxIntQ>*mZ;XM^;z$1mD
zjK3x2juDfOk_TOi9C~|kQqbpJ{vUgny>#KU_p1U|tgbxm;(dEFUb5RO{9Rf3P}~90
zE$uU<Y)~X?ZaH8o=fA9$*li<OTonPyxZnnvl>Zdp%_-Sl##EK6%2h*?{$?>~!s$Vd
zKZzILYajb`F--4x#-K7AV?G<$YL3vlQ6QH^waUXLQK{<HwqCt(QOaMFP#e14vo99A
z_Zi=-pjN?<-G^H9eDF2_hq>lH2sX!cp=8J$CW#mOyAp&ijI~OCpJ_#eM|u;4n#WWE
zW!X3W$51ACja&n^2wyI>-UYBhOhM+n6<LJji2&?_MjQf~K?%=AXX0OjfwiR_hVu;@
zxg^VSK=Y4@{~+tW3_z5{EL6=?xiAw>d&E+n>+NO1ZiOSm=h{Ddm_n4iBrT)TxnSol
z7p={mjr<Pj`Bv_QM*tvsVkw%!MMF^Gvxtw4`QFDv!&2{bwWj8zvyE8zwOU$~`t_J}
z@4#sD6CT3y#dA|9hkm$EkNYw`i@f5D*K#GRokKs9J0>W}Z>w&J25P>loWk=Lk?t0&
z^Ox7*xhg|@BRmq8k@KxA!yY!0-{z1k2SxJS0mxB+op-jC5=!~o)-j)bYPjDnz6%@8
zax)>S&lKXJj2@1~XdhlsELB?#-74REkLaCReX(_3@j{Hm#TU8V@9DiVVvIFZ!4d_I
zd53#Zce|4n(qsb|0Y50#o<7*8r1Z!xJ+A|)7|MN65B<IL3YeCUIB(92!@Q|Fmn5!U
zvz-jy$?cnFZqAH5gHLm32guZ=90DgNtZ>L8ws{m%Kc1Ay8{+Tt`~yCEC<nI<&lR#M
zPDoAAE7h=+SKbr;j5E#>kMd!iEH=Hyw<ZS>O2)+-1d?J$Yj5(Fl;833!AozExd$Yc
z*!tuyV%VZ}%`W9mk%Z$|9gi>_!5q=Naqv2YzJGa*F>`Y|=HViYO}Q0*X{`PI!q9Pf
zur69d?56oV)_Mcr?PM>P!2a<JnK|d#kIcCl0j=)|`S7-1ULc=iTphfolxeUgA?K>P
z1%|=r?X8d6vUKg@$=_`EyDow8wOr=|lEi2o9Lm2UYq^?0I`^%B)8g*cIg!F2t3CQ8
zXtXSG3<5^FDtM0tc!}t8idBs|&eBsxSWx)1W+hbe-9S(Aw&uG7#SFifr{Q{_-m2fV
z0;;8eW8EhxwEDk+?Ks5kRQ|rqJw_TfL#4F=G-H~=o#=0Oh^CF_4%vtw=>xs<ezgWi
z?HqqUEf8~_<oFa`iJa@=Z>!!*Y1iy8`PX$Xco%#;8F$j~^88h&Gr(Q#OuCL9=xMtz
zu(AJE2LGi{nuDDQ44QC*RC$l7!M+^OHImZiOi6w=tlAE70NOvFsCc@{*F64WK?>Th
z_Ccv|Nviv0p9+lZ3eU()<F=lDxPy5;c|(%MBkbKZogTQ)eSg2k<W7${OEyF&Vmz(M
z#W<J#E|R+Vy1!%Of|wU(R<eKjbWC4AB@Er8rzQLKFTMk#PHU-OK2`Nm@YiYwmzFVk
zzv6Pp2b9Wf+@rSd`K6(m!k>WawHxJxjc(LE<<E{4e!&|};h1xB_tZsCfy40$vgZJh
zEpr304*l{wE8ZgeeR6M=J20Yv#eQ|2e_>@lxpYnVW3au+uds{CCEY&umHK@Aft846
zFBXHdpQ!H9-f`J~5lHUOZ`St))4a8poDE-wBe-p^ezLUeWd_N@-o_r&>8I{HITwQO
zoa<|9MNG2*w6M0*)#<OrDRhMVV*HvDGIE5R!~?*1J=dIGK+UR#;hsPzm#-cFqp$R!
z1M!9ST~V~iCOpF5f^5-vJ{m`azosNHi5)%^nGf=PfWO`)(TuT!9w5!_RQsG~w|7>D
zc+0C`1~u-OY<z#cM40&JC=~T*rQB3EdZAwc1N|gY!clJ<kKPs6Q*s5hbL_(&bz|_i
z=Y`phc}6PfS<G&bX-;01uW~)=uUxEp#MCH)7`QCQ>uD@jVNVj#NWb47`|z-dYjcLm
z#*&)T;gxRwE)%X4*HcM5Np_~s-#!HIr*U~Wzq@3^b0#K6pIjQ;|J#dDG9hp$=FSPU
zkvA->8s;7IUIjoq=bLgQ(<I>}=H}msU^p8be(D?)cW*$uMygI7PV!{Dm@BUccklbT
zXVq`49W3Dtv&)5Ws3kfIM2nLbQa+_&K4Bz6DT4H7Rb6jrt{fquyH)CuQ-#o7IPWDx
z1vg@9skOgvSZM{8s}h^dkc40Ly*7VGn4>d*goEq5#N#tKJ1Q!Vgu;~kZ9udpoZUOz
zZ~*s!2BJF~VRPv>PKM9*RN1%7__$uj+p$}hwI1hEMa<xKcYR20j@LH%{<4~LnV)^}
z&$qC8XO4XnztO{ZW79UXPU~#<_nGyUv0mnE0HDmjCAu^Z5A4j#GAW-g&1jL8$wXwq
z+n><zo3SSBzaWHuc8RmANVhre2KhJp%@|FwQyaKAI8cG&Y@ZH$4y>*eY3}eB?~-Yg
zrH>*hUD)j9Dg5K;Otuu&wkY~Vj6o$u6GT8jM5*mCs1-yJ1c9&571_)8Zjo^_3^-@+
zwdNetELAHk`>Z33LG-Mj+B3F7IZ+emI%moB(!n*Y?{P+H;B-LQk>h*|5dwnQsrgSc
z{MARMpt*C8oEhCKdPuK{{0yX~!vijA&diF}ep&iDqloxW8ynys@$He1uxE)6g$2hu
zeR(7l-PlS;;@?kL`MeQ&)oRT4(YFeQ>oW7M*VmgWrr~8L$m{rfJ7I8u`8CA_i0c9K
zlyan<-1K(Npy5|5WujiU-wW1+@?5<rf%}$%A|FhSNI${DHR`9ar=p_;C<XW_A$L+m
zlzfW*E;v^}Z<6N@?Ij$AiSX5ZFUK)9*(;?yZa>Pa_v?%|WV#lXMQ=U5`U-9e)(YYS
zcW>b&Ufoae%&#}&a)%KL#kym##|iy5{ydC2*e?F=090>1b{7>xdg0I1orx1(LMG*8
z-#=oG4qrVB_?SK$ucY{*=2*?f%$gleFhPA^%OM{bA!;ZN(K;^XuTWfgOBqlT_aGt8
zzD~m1k)LdTa>=*e?@Nd9FLPmQ-=M=Gugxs)IsYCUK3OM}EbSde3Q9v!b9NpjvASQz
zLq?KD(niWczr~oMt}f<W0M48)F^9KR68eRwm!$H+Z7k-*3xGA7^E)qhql9BBZ_ZKL
zM+c@5y5Td2ryGlC*6YhOm)$C;FwAS(5WYp^?u`5O6@H$3r%9=DC%gdv8JagqZLHw<
z90FkLQ@SZRDo<H0S76yo?CT-!L8ZI<vp<vV%<1k!9PxJqji!^@tF`V3$bir`$9G?u
z!=hz36|Ban=1Az@m#6jOS?7AOC>NZ)XFolzH|kPf>~kJQeitbkgtBUx&d|-x(=DJV
z;e52nsBTZj7SS;AsWf4FUSP9Lu|d>Iy`PM;%eCiF8ujQQFK2#)i(%{}1}Hi7impF9
z^Rt}6K*<L!m)z@5tVTM%0ox?5ZpQBzW&K0tSe<)LIf1mHa>E=u*!blcF=hd1(c{+}
zJc%?1=f4%K#`=(!mITVLPj9aes%#kP8y*YKaF!F*Kn;eP7iVp^;+k$?2+H@IG#a-w
zEbbn&1g9>HaKA&he$<^?C`Q~#a$-8z1WIk^KNyr7?M_=|%n`V)&$zi99*MgZ41wRq
z5O%L`l8NX%(?{ZXF~21#1~hZ^zCiW#wp)@rC^%G}5F)XSYx{RgDv`a74=98gF#4%Y
zcxQsc=WMl`X5pB@uJn8nb|cocp1iZfR;&A$+~70#4Mh(-1oJ5vw=I=>QX7SX2;zBv
zOfdkgc=l$g<|$zNx2Ycv%=BH)uiu@q`|lP9$b4fp`m(i8I%F8_DZ0j&50Y7bL|nfu
zf!{E@evCDK))u@`Qv2MImxMphgf;*LgXUt?m&e+LTJG}O+a>|g%&qBi0Wyv+Pzuhg
zmvUHQEG+{gLtZjc;>@F)-G`HJC;Ku#!hLm@k(@n>!ZA83ab1ulupSfOg9Ur>XgGGc
zF3MGWa1{^#;P!hF=PJWuf*=m<^blDBwWV#Jy2Rs{uktlB2HHikdskjcIVZ>q?)j{>
z9Be7MG4x*nl$iH?Ty=3YU4%p0vXE{)3^RDYNyx={R+x)oLE8KsUaoYxy0t7Ra<41i
zJwIs%u`_fv*bTTe>@SQ{C%0~%*_nam6?LU{^v)<aYFLB}u!CfXkxwg;`_uB{SvL3$
zQd737Nb~XoLIZMH4f99dtmneaS5x@-(R}dB;F;LGyH^7?FNVkGMXJ{^2&WpnAE_+A
ziLSA!xTKbYh_br>-oVHTF2tzrpBsBcTy_5A0ly?bLgC&N3r-Jo_do(SRkkI|LsdLe
z=Gi0E5B+rF-?hNYh0NQFAsD{A?@sWc-0I+|Es8;yDUWMbZQVR~J5xWxPehfZ)<g<$
zg2VP|pH<q&cKmC21SqTBLj(c{G$z|Fb^j)|431f4iTV%q)0Npv$)bW|bh>2ILkbje
ztHf*jIC&8PB&)v(_uRb+X^PnE*LyCz>$lN~$Jbe!3S3ge!8wNitsGu)Rat>rtjiVA
zkN^^B5TCB)F$t)`L8#|>8y*}ed%|!gHRGW_<s~8({q+1CH}0#8vc<5v{CO`73_4%p
zcvE%tz9_@;VWqY(GE)27BDOqX(}*4G$dCvK4ozs&!%!>suLp9<+^g?(?zoY}n>lek
zDTmhg_lf8eEGY#g81s3fWoibOjmncBabC{IK*`Z<RSWY%0)SyjxXmQ5cZb5NwM9{q
zqTDu?AkFV@)o1)k$CU{xN$0gyRxkdgXHZ%$Zs!<Tf*HyM!Jy16yq@-ryuX2-4TJ9z
zyZy=_7YuM*c%5p#dS1q`!MSL)P20?0%E5$j`gEO!bPHrUJ{?_jwvgl47f|c51^rX;
zTECMW>pwFb2io1G-7xvnn6=SZy93%nUaOW(!eM6y;mf^~bC9g3K(uD3>2o0xa5=|7
zaX<3x^y8eO$@nib!;W}$mqP&f2s<ODu37CQr*!)ubrknRBT&bm{6K)I86Nv5E*7&s
zL$}mDkoCYt3XhQHO8?kqS$!07e+Q(WMwXfq-nO0l6<-Nng&)Kb0&Q?Es8;C#tE6``
z7iCQTO>DrlDxP<;O`?rpxkqLnr0R3)kG4S{2wQiw$Axv)v;Kf5$NWtZKy9|a6{og1
zp;>`wm2AZMllrXL`*ddSWC;K4E63$yKNIyAVG0|Cve%y7{42p@8y-s@we{>xd2~<i
zc=%|%TsY%gqg~4J0khLCn7{8n_`|769J^@vu$CT)tKqq6jPZE9yESBx9eUSl`B1*t
zee|{BeH7PU03x}bSGuR3Q8m927zBIPzK(o!I%DHhj^o4I_B@2#{T1cE+3Sk&qxcQu
zV<SPK*R|PbT2MQCer%+>hIhu5y3R>pISa3%@$3xhhK%zAgnVzQFY<w}Uh4J%bM!5O
zU`f03FNmX1@{ZrfHEaB@Fg=t+x^{Z4c4+V8ZvK)$U9^Y7NKfmdHeH+cZyO&hwvc#f
zKs}G4NYO3b9H%UN<~}Y276OHS`pfd2Wa2uE(Cma(n}6P@lV{I35E|0q7Bo+W`b2N}
zBESi5BD4#x=eq|ZnA$)+(3#^8oDBB5SngHa(mSg?2xsl6+k{lRj1L9IS%vsH9$TTc
zcj8@s$n$|ddIEar#zpv*cP$z3W11KDn6R3x*HDi4H8(#70Hz;%jC6le?W(BE2I@Wi
zVW)a{Mu5!gje6JLcT97Pvz+>PZfny~y?%P{6D`@<tRrO_)^(TUm9jf&b$!O311Iv5
zytBQT$rZyJyY05GsldpQ>1kB#lHUx6MBNXR+HF^+vaq&FA)IH<bL=LT*u^4|M3pbx
z*q3rAV9ixOr=Px9`Sbf-%ovlHt5TufN?x@u<o4ep2ghdEV{7f_agSw|bz88UFfXfa
zF1Pzrgh`D?p6vxf_hsjPc{*FxR#cU2&mt6@PH!{z9v5Y{2S0ET6a5zCxcgQc(jxI#
zuV|u4GibU8Tdj@O;E(N|+@FIxrpc}M*zwEh#7sB*L?h2}Kf`e5mAhyHTCh&g{=M9=
z`q<%vr(QS6M$FWFEn2_reCRXeMK~Jx4Z}ISh3p-;nCsTudwx3w@0<OVEj<}AA9iB#
zr+wRdP>{PZ?tV=BTy<$kPQ)e9l_DBc%U9OPbQ=1CoLDpS%sb*xh9nVnPAHhl+9NVQ
zxZcW-UNf$#V<P~4Xj*Z1m~;P8G2L?A<6m0pLZS{EmlWP-6dxC^<?hPz!n`b;_=^nr
zqXzQV{b$u8mcqjBo_==MH|kzbuTh-K1^55gF7bcHiP*OobLnmJ$4`9i4<y*qLMI$;
zX<5JirNaE=ihO8a$B@LlOKD9OLewuMO48yWA)v4PP8>RD*v)_`al!`)uT@+6>h$}d
zJOHniW);q#gbp6+Jd3O=;EENdlJB~`#+uS51Yp$Ur8yeQVZ30gaK>utjLF@hv+#Js
zp*yvB*uRo5Xz}LZ>9GB*`ENex&}vHtU@u!_AEDrmBdH6eF#?(0i2Qz>1OuXhyRDrt
zRksZ3%<A_W%PAzrbkFc6L5bq+c8`;AyIth)5^JY;Us?T`)r{R$T7g!<GEi>5Vt2Uk
z+=(mD=3)@NOVEa9P_$6dih}g*G2_+r%id1B<0S<MK8DMNAo>*S>zFZDPKlsI{JlQ#
z539puVn|Y+rDGfGiwT2ugpGBObG~<GtK^O#Qp$Q;?M-ziPzXuyNY6~LcTC}l4z{mF
z#LI1-j*_@o2B=_)Y9;`xX?D@vJ8368Qt8m^k5X%;#r#6zG_-bcXJ-p3<;Hxj!}F$;
z*2B&Z-}14_`mTBpaVBhs^9e|`MBY7dh!tLI)NMXIN{6%?&(rT(9xS|hZuxY7S~ofr
zONA{~rL0cgO3g}b_>lT)Y#dw;`x!NBJCZH{Cg|M(XKM1Q-u902+rrrT7_Sk6^VR7e
z$IrpWzv!)A<zN4PmSeU%1xQ|gUjB@f0DJ)3h0n)DgXswaELRtIDjtK|11-f_;u#2X
zG=x(-1q5eMOI;l>;hzVwG?h}z7WmjxLOZs?pVkKt`s;qor}hRe4Ih&tJ#x2`2GpNx
zd3{DA4VBK%;CBXXN;eLFXB{+hI27PQx87mvVu3n~S<+K~J4vdOCSF!a>v9T?`$&XJ
zh}erEw$kh4^8GR%u%(E16)VC4M-Qzsrrs;3(|OBGop*Zqsj9~1`96P+TpqANQPl@K
z0BUVdqKK9$JMw;d6TAR&=Y8jT!Nh2nRJx7yV<DSNSmW2#3vPmH0$g+I|7OvM4p$x3
z7?-|?BlC1-KvpKcSo%LBXamRnWeqhnN*ZKgIW-ur)>2Se6w=?}9Xpe0aKQLPC(ko(
zj+muS@=YBFOpwvnxqj0tBt5_abt1(%b;aHczmUmV;G6z1ElAAtXSDZN_FEjh3~3F%
z$Id1jgwLDi!=<swFH5R3iXPf>cS4gCJgRP`7r!A5>xIHm(JmzS^B{Ikj!?vt=ES)1
zv+Q0m|8=^2B1`X`KC++-RjvALZE{TEmvI^kG<hDrfVf+m5hE_WxjZ$BW|`!w3+46x
zQGT;i40Pj^{QD{Yk~5lZ)7yDXklpQirFlL<phbA^2vGSX$+9i(M&~(g9QuV{>KlB;
zOBP|J?GrfhT_ub4S`#0VLTRvt<bOUO0Frmnz2yeG*7>9-M+At>iZ;y3s^#Pp<mKdF
zH6G}GjZ)GNQ7D<?1a!v?%CMpoX+GLZnG4QgANV(FMcU%TYv0iRl-ln2CdG;Hv)?8@
zL;gDC`6&@LXx^6@_atzNX>Pm_idkXM%QcKcxcV-MhwYN@&No)*z7^zDmf23oWZry8
z*yMuKPAOttZ^)p|zlR6&$flk~UfWlFuvR)=iUBfYyElN@hxoWB2^^o^EKfW*&$Vud
zqEr0~ScZ2)xZmPb0WB)4H6o_U-5bi&;`Ca1#`ePC<PUoa9}nqwB$bQaewG6bTUdgK
z<<<tW<`JK^Y)(i0PV|Iok>P%p(AKde=OJ5Os^u3<mB-*3saTu%auw~~&(ImCHdHHo
znCDZDKU?F9ct&bUgMLf*1~erI>dUpW`|Z&4I{0|!u%s2AwNnw*_{8oJLrM<m(QeRZ
zmS3dZj<3yCd;Ish??aBI!E2FkHjfb|j-t=IQo79kK%Y|YT$kPfUK*?iUFw|t_LL(a
z4gDP?{A~3S|KWS%@ME6rK8sis|8gGjg~V)^%X4y1DonG`Xk_I6#@9Pi1yUM<^#F}H
zftgxr2g3O6wmwg<)MMF;e(mjx8=8@bwnwMFXG4OujaW%NdMtwf$-bvw=>Z}OHPJ90
zd)J4EDaJGDR(X@5dY9wLCr7+djcUuw@AiiD<J%%v>P+#g+&{hbWjL?y@YCJ}XfQ@0
zHopx~>5`L%>S_S~{h}t)Vq_kHM!~~fk^x>pC%fMOxdTk5&?+<+LDs)I$b|w13j!?Z
zVZ)B5pB@=Lxs{Siyu#{ePLzLPd-<*n1B#Y9&VlD5YjPMrNIpRKm6RWhcjS=9IPOQ7
z%is6Fq2t5UDfE<SJ0kO53MrLX`8}sBLwYmU1@!G|NR<zKv_Z_xx3qq#Uuae?T>X08
zgcI4MRp!<1Xd=!@j2|@%gVA_H!*V<Uf*3vS%L6EAy))t&7AXu=$>^uM+Vhhu$VFX|
z{s4G@%OnL`kDn`hC?uU;5Mcf;u&mH0M2+CIr8+y~BI31|_BSNi;1EP6_mQcc>bROI
zlE>PSZB1oRiSJE&fX4lrZJP_f^-83dLJrr)rdB099Z|zW|MPq|*-=wEfk71tuh%71
z7R)fRPRVeRgl9{5Ezo-oJN=S*n!5mc`ZdqDm5N*RDv(M2p4YW#Ys8=XphpHl1D4z=
zJ5B6(I+BRIjM+J1&zxBh*fnfbBRNkD6UJ10ckhP+{-rlPHTRrfIhhV_eyR~Z%9VC|
zR|M31exF0@TG<T(sNdGO+&BC_R5@86;*YaMb6(4WrQbnm;-*XvjQEN-kd|J}ZMy%k
z3(@vSt4Q+MMFs=&yd;!_v2tI}1>r=T;;nB@Nv1?a-QtSTSvpC0nDEH?eons0Ar*Q!
zBe$34$jqIFXVW~4xDjUg1nR2SU9lCGyB8$Pu~!wnfGxdXlAYr2naS~MESVdMrFqRL
z?R|{7*HE@f&YeS;Vx}w^tZ<ig<P?%l3hK@a!Kov*RV~^jc~P;>r#({5V1I&`g5k{g
zSl>xWGvZ@iZLv_z2Pxl<qC;w+*-0Nl+w_!6H8Wmw)U#S#=%ZeCNi?@RB_L+|t4Efm
z>Dt^!H0X%QOfvNSD7WeF$KBVqy_3ivlt=v?X4msiA?@*V&%J^?Xi-axA4*Zo;W6*6
z8T;Kk%l_oi#vym&ZAhQn1H=lJ`MHrK9<S{!_(UVH5~(Jf1u2v?Lzdi$T8^!=r*=P`
z1lr@ek==CxHdA{>d0}o#do6Py36|oFV|KJwovO)!Q0afU^6})nDYGS}i#rY-`-QC5
zy<$Bqb2muasP17DG$6Uvnu9<N<7JA+r{0?#a4cg#dO}bvmoNR!P_OXU^d6h<pIpDF
z-E)5#dMBMb<@(tdPnL!sOCc<T^7L_Uy_F1+sRwjOK)vxUgMlp=3@7?xeVzv$XqWK)
z2@bUS#^xihL-I~5B8g4y#5d2w6FlB;I<&E4r*6E=lk|4cB78N;`;vtwq3*2bZ=}E_
z)ydl+Zolo3fI3)T4hu8v#QB+Diq~1QOvV+;Qsg~>sERprKH=q%peBQELn0TT{h(Dh
z$4orV5{o`<M6&XU%U+NuJGK1sSn*XVovv-psrBNcvM7)Uf~9d2i}#$G6_yT?U(1nS
zsId;C;cq27*E+iPeL)!vfmaq!3bHhhP~52v3!q~)!)iVM{P<4#kK^>ggyI57c(a3D
z!^DCc4y}hnKCj>cc~@+fX;R%~0fl0DZ|sEqS;gD_deg*<t~bOzK+*Cw*_@&ix|klo
z7<ZBB2}XCv^ar0R4)n_@lE=<}#owF@m+;}o$GmE^PRCoP&zE2Omc^8)e}_iM^sm9y
zQ=<=V+MjBO76YCnF2c%rgQ^}l_L+TcRw*6v^6Br_!ZvYPQT(B^T*)xWto5&;=9}f=
zSl!4=T1&e^OOVrK4w6aQV!HO3CTmS$UGuHEx#LkfWH0vmMCr)6W_>~YUJ#L`-3ocs
z*lQP$Y-lvE0by@d0b!hT&G~3Ofi*`u2UK{adK~=kc~M=0?D@VzOko)LilYHetKhZz
z7L<|P_|XxoH!PSLWQFfIOWX5;mM+P)E&GdSAk=0$cAk!k*=8rquldEYpCCJi=X8)H
zR1>tcBc$6-O{7$A?UA^h`7yth$=$lsDMT>j0nVC78Rh4+I04(B#uV_*spUNyRA!bF
z(;|c|r26ZP(S~`^^L{bjB|6BWfJ?6zXAn)aAJXRd<J(59(w5{@M|%tLuTf8ty16}w
z1|ZS$6X74Yb;17r9rAF+{r?TbSHs4m791|8R6h0Xa7+hQ3lwk)trlWrojsVecr=V*
zJsuvBFrCkm&-^BMBEk7$<Y)6eV000yMn@!kR%+V8^d*Fi89)u>GIf+{9A&F6kD^VT
z@8b7Dh4y;{zXe#K%#FI|w%t<wo~2v6(`;WH?*^d|NN!8T3*Wjow+P$3f4!F1&UBzK
zYVpRDND9&u2b{fY+X%<^Xso8VX4Rbl-tNFj@^^zf_WU;GT_(X0fdRL?kqUeoc*^VO
z<#uq;QJ(@Lp&g4k<Y)C)cPVk-hO)Srn@{~Kaa$0B9IxHIvd2jOpx^*K6{>4gJ}`Ur
zPBAWt`;!*W+1s+Jk)eM|be&_U`+AhQ7o~isK#)h1GtWk_-<iDerA-prQBk2zpC0FQ
zWb{Y~?<htOQNv!jQYj2o%Loi{L`li#Ff1<b4!HUk3HDE&6DE^ZR&qbQ8AW^;(r$MM
zZ4bsI|MQGg^i!kX8`4KVJHy`A)jLUWwl_rG?uAiaAN!#S&RSg3f<*pouw*&~I~rgP
zc|{NlK510s&=q{Q8opu~Z@iqK^(T*cNFNpNV@tpdXkHglNH9Xu(2IYZ-%n0je()TZ
zscVyd3RZ5L9|~}^1s^3p$63TPFh74Z8vzGLR-!b}j*QO+<v7*$aPFNA7+Gyfj?ag^
zi~iqzXA?g^zxA86Zwmh&J<G-Lb|N#*08GsVY?co)qJSp{NB<`2?<d5jQ+>wA(x$5{
zd+}|C#K?7~T)DU}{`<b+RJ;_$#r@u_Hvv3zoZO6W*dy{u2z5H}mtL@n3*BuWdob_?
zX7Z(bdnfwy_P;$zabzp0;iY~c*cUg<(=-@B2L0t(zf<cXQ{x}g;_?Z_7dC#EJJK>w
zv)pemPiB{Nz6NLa^q5`nBClA(fV!cRAr9Fqxahcc6VkO!)0@+Sl776vU7AI)T~mn_
z%60Yk#u<XK{WSGe6FfX_@-0dX&cv@HOm#xgdEF1KMDa@tZOd@9mzqA*Q|)+=og$wV
zYG)04pb~@sPuY@hBt{}Oq0%ELz#`S?OLZb)h5cZsd@sMU){6uE*#l?r@H^8cJ{TV^
zK6(6tiYsQy>k)?<d~xvw@~!i_C|6=%Xt*cOfhWU*^4!NPlFXYye9VM-WE$TCP@M^P
zVb&%AM~V%z4_7=JK00Rgig6J0BIDE4+iiv(bF6;-Li8*tQ5ape?!U4USN`lFajZ1E
zqy`m7Dbr=$koAaaMb5GLg+)awkc}8%gM#Un-aVc-gX%{}XR5W&Ljf^9FkFQ(_M##K
zd1r_<!T9bZ(N>h=^*OcdG+U;ye_dR!)YErbNp~!<wGW`gJ6As`Px@^pdnJ5(-3lAF
zk(V#>ju)?&yZ0P%<qG)w$sY(F0D3cetlVg9<@F?IOLl@td-95O7%<8GfJ1S$fqU^v
z!{(pA!P<4hOTIeVm7jTG<UHGe>Tl7{#PQzPm&<HtJlVzFKp|IY#Hr0?G35^Gvx(@O
z@o^0|PI@D$&goFI)@#3kYdFl-#&M|#w7R`zAt?5rp7gxD7EO_{GMagzPJ_3M%C6NQ
z-1%D~a#MQPAa6b|23z}2A(vJy8>?w|%bgc;Z{dg<byAQnhBEudyBAA?M}bhhu=n&h
ziL>kJt3ERh?#{yVO^l9b=#C>Q<dx!xiFjJXf{7+|m>D(lzjM=?6zL0To_Oc+SVf)+
zd_+<`0{FJke1vZKB%o*+MX$L~%TLz5i{qUnrb<)p3VCM3{Q#{ac?;$Ao9u8u*abw(
zE$(sn4z#}X&@GaEPF%J6(dBH@m>=&sh;ZU2495^+@@vxR%l9xWo-49iXVxK^uucSr
zDMgQYeKFV({JZGTIIy$wC&0voS8^tKdaZI2iTlPbP6I^X75&QlQBtozF`=N)yOu@S
z&}srr2;g?c;}pnIX{+DnW4`(6spB9-6}<91*0hvH*APtY8c=Q-QeZoAo!dp6RA>#7
zLsTKwLv;pv_;(b?k5CyO7)k&S{6mEkVP3Z{<RM|%y~kF(nS3}9#tS(yk^68asc9~K
z==8;7_S*-{_=#sh!!&W20f3y<6XDV7zL{R;`0P)znA;5aLn+}!m8>2G0tEA|hK>Q7
z$vk4BSCEKMA3DiCd~^}o`-s0?(Jz$QSG5=G3x*iOcfaRy{7}WLJei{kvSvKzoRqmC
zrzc2y>JG>lk4o75pJ`m61b$qE+w3a0IL|Gmx0=tX7bR+LZS78pAE#b^ZmQ=j4(G=~
z$cvvpi5eT`<mvh#iv+j&Ur!;J`nX$*OXdquq+Wue#I;Cv7)QCDOcSX67<K6I(TqXd
z`0y9p%H5tU+UUoGXhytjy5sQ2X5qhsk)khO)$@nf4pu4N_w{&tevRGzIDwEQpB7}}
zdBI0o!M5$>5N8Z~5PnsMxY9dj6Yuv1%d7KHDc%^&ABanyDpNB}2W#6Mf_qrJ=m#G&
zkQU9sfZ?uy!0)kf_~qVqFOa~fu5DFxu{0k5KJC!S{O3WTd+b3}YU)!(hNlPvitgLq
zu9v4VcYQzhFTQTx35g`--ZYL^WYR!IyR$#X-}wTNUYs%QIa+2*>)zjVigZ)PgGVpc
z&yr0hx2F6`5r${{9$UQp(hP%|Jjz#OYq=%zf;tx=6*n@r183^ir}TPrS<2j-W&B5Z
z9As{_LtS>?O?*fd_+9t5CV%~Vv(%y;x-J#T@0Uy3ne-FBhv=;6SNe6n`Bn<&koG1n
z1#Hs7G-n(Aj$L|`!ge3HUE!|v_e^AS-5tu(m=43Cn2ZG1^u#)%vCJksK_rh&+cjY_
z4u=Rv=w3A(-t#K9;AQbMFiah>^#%HjLZk^!pado;o`9(4vbsaF^4C$P<!QeIZ!v>n
zvw{gJDUdEjVl`*#tX{a!uia|?q%dbBe8)B^48NJKpe=8Ulf=1(uVcL~Ubm+QAfxGP
z(EZtEJL+Zs`n(5<WCGx}+Fv+E0o7gI`JAehMuDnInXI@rERSg|Y+1TU2Y;8-m0Q`G
z@mBQAZjDcmPYun6#CR^K7V3e$4;&Atf1}I1HH$2~L!FSsU#At3j;keLG(eRWAk<+W
zPsRip4f=$Muu(DljHnAeh3<mb`99}rdop=ML={6C-aCgv2js?lGRiIFOd>H5x;PXq
zAALBM_1x$ST|9n9f3fJF=lyd9$Z>B9mkg6M$n;<hg})cenxk6S>ehm9)H@#bbrQ`^
zq&yx;&snXbwt~K+e)Iwa339pvz|u&x>c6ModyC@mHgql#GXis8Oe?TG70aaAK4ffR
z?e`B2cuZP{F4!t>m$C6$(p5th2ulfA&Q6M)*e65kGi3Wr*dKlGZr{b=D5ya^FJQBf
zrhj>M9YhAtd{*6Y!4nGtT_Y#^_IF7}Y%sM4TG$gS7ggf<zimU@$HEoMNSrHwqQCM1
zb)p{8jbjFZ<^J%_y$}DzStWQrUzx#gO)gn)tmbY#a9j;9iO4b*n4!|A;6+x@9hW<H
zT2*#``&NoyE?_}R03#hPsELyF9{O4cHEGJt%wYgE^$I36kkNhKlFw-2K?S;o*2JfW
zr$X%cfMSz9xDou#_1nATVBg?fwn&3&<A~y$0LMFgA!v|K0-`(lk*sBBvk$kmRvjWb
z?R&$4iW%fg{)Fnf;LSubPLpAc&r2(A<h?64=8hWZ_kN$sT^nc3_`J_!BLt_9V5MBL
z=lB`3`D<jk@FNL2*%rRy%q^}W8@Az=!?gw?kh7AgUqB(qayw?q!=KkHX?C3%E$3V~
zCWqwquJeltw*RR|FY1|sh*S{#TmWEMzKlgXI#<JN`h87&>Q6l0LPvP_!vSNr16pLC
z@O0YjSX=+d-1lXiIN$?KG{mblv<lIP#8a?GTy4GcVqGOfP}#Cymv9R^<3VsD@r7Ye
zcLA{`VQqPPE4fiK+|J>N#bJr!TmlPLZ^7VF!*My6qjw@kubaaP9BbvkJ#Pt_Zp$0&
zcTlK^Z_x^uA=z#Ng;Lsp1g1mNS!kci>Hy)x$-&8nkS<jm+TX_)8iFdPM<IS+L8lNP
zKeN#Dv$Oep1j}4s^IFC^5bmiuFd5bP?N{FZJp)cYnER1gPSBU7?#?A}HHKCdG6*~!
z<h*f?)uJT$GQ#)L?%6LP2Tr1VO!0hpDHXl<`xnw!M*bdu=X*fmo?x{kE<W;M!NeE$
zf1tK@Gr>kTNUlJJHlNnPq7HZt`ptJFs_ix8k^SS(4!4BahnF7m?s0Gr+m)F5<m>qS
zqo|hlfjfwc&}JJQfUbtrAm{FR4%6tWk-KV8Yvw)hDM_m<T=o*(<?=8x`L29mSrcqx
zHv0MJAiDeM<7wboO|<pVqZ54(?DabD)-9Pa`#{_S=N7STP)k!6*gCNQcru}OBmlZy
ze`&p5>FIH+u{~T09Z8YqoNg;}PWDqX18vz~9+!jcS5Q!Aa79K<*H;>^5ecKMNw{tq
z!@XweU5CVS4-Cs>k7x{uXs|N$$FL=QG*TH);3=!$i}fj&CiZPn`V{7U{-|#XLvwjI
z-(8KD&exZNxvl^rY0wC|RvZq?j)iz86T8pxPtsm4Vpf{35#NT=t0{6Ulyh;4To_6Q
z-S9Z=_A>eBPLxlSe5n0g!_a}eom|%vKHYgwy<o+pv3Gy6O^!KwzTv=jmP9#`{k*)i
z&zn!um*cX-Xs=Ytp6~cL5ja6&74a#&G(0BHeda&o>hMM0B%|mrcdX(D)(SRU!I<WZ
z7SHR5y(VYDgR3b{3eIdUn9IsZ|D}Iqn;=VvzCYyE#u@fMc+r56T2`s)`Q_!?J2by%
z4JFFg4T)#jKY;oqeR{^rA-hpqz@H6a@OWqoLQ{Rc9p6vL5c?|dktGPLE18^%3-|r0
zhwLpKb7uEgogF*y48Wi|+W+0$8D%mm*7z$IEv}>n55{6&P7FdIkE)uJXuqG-TbzX%
zW>OJ-$3?8-2sU@oC7p&*VaYLh3XIPfpA5CWC$@emP5s)g)|XE@0{6CLlmPq70By^A
z>h|L8Xq*R3C0NwDw4}z$h(x59O27hmt_Q%O8XMNwea3vE$;!pgW?%Deq(Q5i=#BnL
zzh`rbmiv*GzT_pUV+9pJ4#~azgo}#|;JrKCKfqaUfT%drOLZj1zG!Z<Y^qr~#*v&@
zkK+=MibAi@px(xV=*3-uG$AL!>5QY?RREiQ)RS{WhxwhAU4>s;d2Ia5vjSb3tE7!p
zXD>_Xq`{MVV+#vyVYP@d!M}nF2>y;$tm<elXb+RaCXCe4o87Uy5@W>y-G0nV7H&yb
z3*@sdw+FEWtU~d_TLJ?Vd))t$W4i(Ac&m=t@5@GSaU92KrcTwR>%P`PK%*@T2cWhy
zHLeUlK=5gfoL}RM^@gi~lT`7GDHw}zSFZV5(>|6{M0}2M*qsZr$Ae_|yNTaN&qb<-
ze*aK;yTdY2)_RGmz-9)|zN6w!R5ks$pPcRYZ4S&{$zZZIEq}UpU;<B{^alP;*8?g~
z@Z9`_8+-k%`;Zu%A*CS#n|k0_;#>YwpO{k3izoC)KBwnT{H&(X;wyLO@er<tro$gf
ze<!a~fO3tQelz*~aOKr}&efX@b@Z5GHvCOV9$&uH;flCk7QOG@_A}nO#@%j!P*!TA
zK<eS|cdPFGtn7+<wt#QP=Mi+u&x|FoIiqw6TN=h}8-2RLFpx`S?pwoisWA!m2!BJ_
z5c~Mo?plWMG4XToR#asvp^4|KhOUzD($B+V$jff{1XBv(0SGuj`a5)Hn!gtNuJ4yr
zPLDgo=*sWcKZdI%mo8pNd;1BwEA!<1vRE^!y~8^0JkH-bj5Q$Zb7j7MuS}+x-mTkW
z^!85jJs{lTj7#zm;$A(Si9n6kgB#8b=u<X$tQ&ITx26szpYKjDG`gii<=~+yjnkvB
zgz4tqf7B8*nE7t+*YV3gb%YJyN=hZ~y8UHHJA&`4FvSc&0zE!RB%mVqvl7+)G;75}
zGV=Rn{`LD#`@#96eEaWGMYMCgH0R)m+rurH=j=k#?k$e7*AYc-`-=4^Oh1$hTD!m-
z$dO&LPoWfb56}S>l=NG03g?XR$C0rp#lu!@q_6(D1KQ!n=w1Nx$=#m0@90PN$&}yk
z*)CD}*}L@DMn|#nkL!47Hf;gF*?<V<n4=)U1jtG_!3A{|lP&bmWfHz?U_}V2fEd>6
zp6p1)Dq)uJIcxIua4so)&y%bG8}t6~*XBZ8^OFp<-O0SL^sb3m4?x}rb8enju!OK0
zO>6J8ut00|K=gkcK9u$+jmeMB@y&g;j3xo75H8x#?J_7q-TC?am{>Lhr#D_TEXlc7
z4*m5W0v#on%j5A7cyT}t$@fcNe~ksw;xPGj3-4HwvpU9t+WkyOWu=W2q?!A-)#YGu
zQ;;k=iev2ymP@T@XSNq6%3sp1x#^+=9L=n*N=-uCIo|Gt$~K4t#y)!-vpofKbCF(B
z_=5BMb-g<gf~}B%Y*GPMK@UIBU=KNU-<aEas+AqcQS?h*(x-J6mUgQS#M|fH^F7)%
zLac|BxfA`z`E<SG_l1xa))On@C5~gN5b7d1^@yO^a?^fB$vKL&I`$ZQObvwj_8;BL
za7}*9td=yR{fg7%&1=UO2A4dk(@iOSNIi^9Jm>t>7w+<9Z{Gc)AuaaGVS-Ie5F15h
z;O({@?M+h#61XZ|saImYkvF-KihMiI5?t?du7*-wIr16hR|N>l1vkCqop<jW8r0n5
ziUDYlz=h#Odvt55OL+QVBlol4YH~+5f!%&$WJ;sj_2#q1j{$mY`6{8qhFjP`dI0f3
z#+0mw@s7qt6Pxyzt0?NpOrTZV=VJEUd(cx{kxpKi5$6=D;-;H;>l2Qz3-b|nqj3dJ
zx6eESZ7e1gkV{_9L4k3%w!F~)ifU8QG+ei#x_*k~V(voz(BDA>C9ifW6v*Xjh(7Do
zyCrVNH^?)IgQRwQpsxBirpu_7h`PSl`8U3P#ryXiu**_4x|XrTK3{-na`c18^?p_3
zhXT+1$k`uk@)flT^rZM`X+E9R-d=nEl<3QyWczaoOo76@aN_U5^#ht1P$ei~qLoyO
zG*ZgawZWg5Fpi)fmk18u@YYlirz|};o~w+OV+MHV0P(dw6vLC*6&c=16b^;5{&@E3
zvsXMzd%R2bbB9-!JSQ13Nyl=kL;bq!GikW<D^$1d8=3{X<?=Z-IzZWS__Ch8OtO-x
zUKiJFU-j69-u{spQCwy(P_@4EHNUEY`uY*qaHC|@=KYdR9>$Ek2_;+?ylP<xT}>8f
z&PzN%Y}6|BWp_m?vSRHr*%^LHzu;bq<W!3g|2ahb;qz6S-SCC;Nj;q*n_BX_vP!>e
z>=7sXfk88F_<QwBLFcu6p?$6yK_+B7Z^6qAM`&<z=4Hg!kFFX?#lUYsm_=gJADRRc
z;9NlHeP7Ss(;nV<z??S~W8@OVmCvEc&=9yles$MZ0W@vov@qWThHIfNSBjNsPxfVW
zfApOSspR7;ISevj;#+c0_tVSiBGGOy2_$y_cVfVz!<Qra0SjGFTXpSmc%JuyVt?_C
z-zVR>I}>tG4;QyPzV8a9!Kqh}QF=g|PBMT4dv;@J_CHfBy|dcw6g5uA<MTq=lD{d+
z>dOdU+$BU-d0v<SVE8#I21+k>-Vx35)hM9Hwy(>bjO@eRw-A+7IvJgO(9)9AI<>j@
zf+zRpflThJE><h(AKq$+H$F_=L=#!FiEzcCxx>E0)v*tSzf1gbgVpuCblT&%`*(Af
zQ^e%-ZoItLU@4^9hMV*gIeGsXSwK|X$G&FI_by~7KIG4c_@V(sKe_UDDt21>^eCM_
z!@f;7)7Z%OC*$KUD97k6K_LMr!nJ>up8v?po0$a!#u)qqAz)`?*B|_;TQDl$Vv;K|
z8J|ZD%V#B+J9Qo?Fc0W6L>ty8d9f`vIB7ET#9?XqIz>R#b1d*7BrC0pOb84r8?0a(
z)DD2$9>U}ILukfhEI=ICO%=uKLG#m*W~R&i{(>@(M4w|b4rku6s^RWh(Wh;q-S0)K
z(pyU1k_g{FdU&7HQY<Ldb2enopANjgQ+<Sv1s>G$GZ~tlze9pyDiAlv*WS~c=Jma$
z+ZRP~NS%E`VEbl(0k7~7K>0n@Kz_#IG-j6`dnybQPwm&+eKz#1)*6#P1SYD>XP)9D
z>(}S_C?E86gv0BCNyT<myIVOTv#@l}bwi!G<1o3xH`pkb@X2#d4ChB(fno=-hj4&T
z^I-Mtj9OB30u1LDym9jy&4<T^ADd=PUHRR+o+CC;-!(_Z-6;DEQg@>dD6YKXXSOu>
zf_J`hGDQwRgwE-nyKHlUEfBZQj$(GaPIbkU^fft_;F1L2en-P*b;AAs^UiP`6B%IC
zf*VGN2MyX_4_eysdgo3<6aI`3k`Ae>!Yl0!oo0QD-`WHSP2EE8eVw8VVB4z?X%SF0
zw+oY%0tja_2X3()<d2Sy)cLgG0$sk$Po$)=AlyM!rjjkO&iCin`-+dQ_f&)*RjoLa
z0qJJsNKQdGqMVVtonNqnsCT}BT&|2d#&}1A42l$YsxnL$Y^FT|s{7o<G1vj@Wzk#x
z621!T^7q@}GrG;wq!oLrk;_s97~iz!Zrr6d-~_ZK8s>Z9tV*@N0&r7K`n%y+8)$~}
zb2>k+uJ=TdOqRWy&Vmf_k=I)9UBAYl`Z0(-E4MlPYEQf4Zv!c;0mimQ-}LE09KzbU
zzCU~8iask=i;-0^K$Jhz+E42)zU|KL?1a$d(MjJ?$VRu3mm6W6>FQ1m$SVdxLG%(&
zN5O1YZgX@;NFU<YI2fl@Xq!j4Jpf-*uR{9}T55gGK{o_pbg079_dLE6ycV%aM}X6O
zOw*g^I3QII1zskF78m(GOuE6e2m*XH1FH32KR{$z`hNhy9d(N=KxZfZ2Gag$row1^
zt&8#NuAkt0BdgGV&d4Xd_USmJKVn#yn&;)Lyb1$&|LNB<rkfVsPArg5Ij(%s$nWs>
zq8xSd&U+x&Z<qetA@P|4weX47$E!5=nAR^D6XF!E-Zr|}N-Dxr_B`wgr#835F2hZr
zXX}<=LK$L)aDC^Tco4Q-P68?Hj|u`{BgqTr$F3)Ls-=+CkL;QG;G`1*yMqS;M?->v
zf>1Tc(1Q7z&6ZKX(?kEMJEU>X@o)UlaoY8G;15?D-4i-=a==ryVaKM2yma^q4HO}r
z+3jSH90Fqt?fji;z)F8t6)+Zc@oW_NqcF*@FDvLLYBkj?f34veCN9KJ+a*Ad+trQ(
z`a?<i8&1p5&aNI$ot_#e#>(W@$)SiY*pJqs(t6=3Y`OOri3HqXhq%XgIX#E?Cx|j}
zsk`x5mrb$m9tC1~OK(lcpSbV$p>D$+XpDT;A9y#dp*1R`$3BkgqOCNM`{`=*caXsk
zQoqU)m%Pqv`hB_(D`Q10C^ul0YM)guUmlW=W9y>0{^Nb2_;B0OkYOnk3qc{UvWY~5
z`f0*2e=Vl%JUHf77c}Taocf#=aACVie-ha!ptndkht$Cf0JQ9K=x2Vq4?j!XCq!-?
z7a912182)I8~<FTaBj;nU*a`8E!}==IK9#K;A-LjxqALLrn;jJk#ScKM@k%r{6{sy
z^9BmVsVggcQ+X0A%^oH17FQj7zdPpT`%zO6<S*yC3(KE4G(Ec)GMKl13Swv^*O5-m
z+p9cdD@c8#Gan_U6;)VKp7ZvkzLL#}PF-=}^{|;Z{ENOv;WjEA`lfjp>vj%Ewsp0%
zoogS*hN(F%2;uBH>_D68jy~VK=>gZe?<?DSr#ETzF;11&xcdujPdC6W(~Q|$yK~8R
zfCTTbK<hp#m{iXGo}B>C(gb@6#@}&8jB)Tx5LcGrCR`BAeQ?Z37Ru@bRp$FuP`psS
z-+g2(N0vRC-7}^%DjL`4Xqlh^${#jJh>ZU`5U#rq3-pV6!=v9ri&c!$9ms(Cc=>h<
zuZY*BPNi-Q!)IdBHrTIzs4r(={F*M;Gnzx6lA^TuX<0YwXvZ9asUzED5W;n|SXLkF
zsVP)F2*dYW5wALazmX&PxegHQ1P!iASba~9!5YLGvY0jaT<qPyq9{zu_a=rGrVD#H
zp3wxk*Xg3&VLJBTdQ;CeOf<3U5P1$Om1}llI*NsPnl6oTuoF^4P~o-A;|uTvbpTWD
z)H#LJw$;O}u>vD*!r9h&`uDwmZt7&8t4Z(Eqa_UVT5#A4RGX_WyQ8{)$2#1RGhp=M
z%6;Fl_5^rXSLSgiu{amsCsTig-kB<SME-xbAkH7v^H5YwG<Y=xBXJH4-q4@{X#Utb
z^Y?MS{&w8a2_uo8FqT*IIPU4?y>_f8pe0x8ilNV|Vjfz=yOUAZXaMZctHMvl6CsF@
zGH!5It{+=qirq?0dS-2jqMeP;bGU9#ED0bBD^BeC-a&gBT1jv1kj1{6YouqIkZw`&
z<j&M-P8Ot-LmsP_%ZHdez(6}R9ypFGp63S<WipJ!1P+|vU;Y}XUU(lehT#zE53URg
zc-M^t$bTZv_TW@-+t?qQJss=r(r<Yi>0bDE4Ro{3<Ewi*g8LYKv!}9Wf0Gb(?Y+wO
zbooMRb4hsa3lYy`ch<U7Hac@!-Fe@>boo1JX?Yfl6C_eutZ}Wc14n)Q$@&CMVOw5#
zl4Nz8M)~Y=gRy7Y?n*7OSNA7EvcZBTeD<Y}a&x@*Bi}bKR9`U9^WVM|C_v47xkty!
zj=CJrVw1u(SL2Y8NL)2ZmvSlXqNRyiR@Jd(quniepAgmVnuC~0tN=rw=r~soqJ+V{
zDb^K`bDcW4=BfZyd?p>Tw%glB1t+C#yx>TC^LrW|)~8kg@;P5Z$qeBb1xRJe=a|%a
zjJ3r;I}x9KO`nEcuxqqFxVegO119}B9$2x4$74Oum*eLcJq3@w@rw2*5Gg*pyEUGu
z#fz)#+L+)2yKQ8)V@rK~wY5*JniP9U^qqX*zzS=?2Ve+T+;eLfowDcf5xFD&oy2?3
znt+mPQUO4Gq^D-&+zp9Z-V15Te>`cBRaZ_3KV~VL^n()smP9FwrkCwozPABV^YmtA
zXSA64^`HrKr{&XlLO0WVhE@6)XX9F)2ox5&5P?4{-FyzJzTd$oLL8kQNH?KFS$7}N
zK7|KF1>K{V>qPt0P6x5<_dE5nu_v^HXw$kde&hB{cEKSSKq1OM7$pgBDzXLaTLMr_
zh#~FX4F%JZ!4lrj18QIC#hmd5V+^ss#n)S&sl?!2h+c#$t}iSH4X<g@o-%Vex;-)6
z!IunKN@b%TYM;mK#)N8JPFgh0k3-ndqwE}wo^Js2{Pujg#`+86)w`x7(}HqQ80jpb
zoRUpYOs;N%UAeH1bpDB#>zC9pm@O{KMcL9~g}8Xlzq4eO%JX3U<PF}+w|Hx0a5!!X
zcJ0WY?Y^75ESt-AJz}CUfz6+GS8*+mzF>(}%Lh;C;Q8ChJ~i*({llZ!$GlOTILbgO
z96Ye2FeV<-boDqvIWAGfovJojSZvOe`(q_=;GDmZU)Ho6epWYp3CqMj$+ZRi0hnfi
zQ$nQoR33#9=^h^!n*K%T6<Gmux?>`y?CLvzHSmZ1&Fu4d@)xIgM`4fW`@&&oYW6cB
z9jQ0f9P+Fkq2D0)ExPN2Qkv|_8m77C+Y1=q*4hBBsHvT?AGu=XC(R`$rSbUJZdEGm
z-qJW5xwDr&<S@yPyK#wB()%8E=GnFs%o*4_71bK^_{{r{F}<iWZ15?EMQ$2N%l4}_
zYjyibZ4lPcg3W#4BWem~ipYYvdXcY(8ZNh!?gz0QH0!(51Zj!`xF0`R5(4W;BoJA0
zTCEH-`2;ULfegUbO1ErQLoT_OMU2l%m~0k}r$YYjEzHiA;2?3gd7<Y8<7o~n`2ynX
zE1iKG>!~+Db5jGSA6i4?3jyae*X#FojY?$SNtBc+Il=$Jycy*aX1T5$1w&o-8;;P=
zdO2>}!E>E`?I&PR__oK0yYC1-b65oh#F$r*PesABD~iVzedr}lnVA0p2Y(T&_XWbW
z#l7MbRPW0p@#*H<@C{{aBf|9>`ezPhx|1{Jy<40H_I=Rv29bQ`nmZ&JhOu(;s(pZo
zF^Mh<N5`+PeFB7;>A&%lh&*C@SM=>sQ@2hRtVKEiY4$2#qjvKZamX@sRqVP<Q8p$_
za)%t<mnc|s)^%pa*hxINt5JEnaPvkquRc|Stg6C;YdVBML_Wt@@8*l!?x(4MdfPlB
zk{V=qQ_>0mSp|S(>Vu@@PpAVP-&C*n_zi|Z*NOB5j?VkTdp)aIY^$Oi*dFfxh0SEQ
z!{1A9HZGUEaO%GKOf4`U4<{FhWAH(9(ks<%{GI4U!!36LvuD0~9XK78<LYO<n4J7w
zkPqC7z7As(R8mdV@3{fU@mV)rZ9n(Ynuo#vOm-3a5~P{K_jMJ0=HR)q^_2OH`sG>2
zRL8+*AU%dSw%T<;b$bQ$IF0KQ?a+pgX$zO75uTlW67KiM8GUeJ3veKJ%QAEYK|F-T
z><&Kqy>CLe!ixUz66dt3$v&Ee0_@!HnOj8`_y1w<v>gO%DJ2RRdZ4(rj7mTo(q$XY
zV*ewU)B`Vx_JhYU(MlW4p7~&Tdy_@P&wB6@XlzrP@BknzPX?W`+=Qob_Y`;!K&U~6
zJzhBCHL#nHnHn69{Brx$5@{H|#~z*XvD-P+f!smr)Lt{WAF2Ty+NwMSV1ExtO9^`&
zm0`S)>?7(^TMAfZNXEu|Tpmf<zyEP`Cd-OKSrq*uB50%=+R%t}B1khK1ZhO+5s<IX
z{W78^RXM24_Z03uXYaM{(Y2o4ahP*P7Ec@jH0yDGNXKZqNfi<Z7KMZw;C)}XvEV{`
z!66SZDCzHx%t`Zs!|_G?wjbDvq%ZrITD-7&di?}l_LDQCoNN;mU+Q$VM@1jtZm@0e
zT)p*m)N9^rbX6xcDe?K67JWWd<L!y+GAnR(dwjAoWfh%Ohd*sGPTy`tFgH+p=g)M6
zEXlNNKW0Sw%?kc=VPm$yQq<SixmPnz2m#!+JYp_<P+NE3P*EPwJ!RqSHtyN>Ao$@O
zM~a&XuPqd8q{=*Yr^5q2_zySIt&_PzyS*IfBdO*QhEN+e^%0hoW=egpG?ccw+)3Oh
ziL3r;0LojNc^;{Bgj$WeLC!<=WEu?gmw<bs1~NHBt5VSK{8!?n-;Qgh)qmt2AoG{{
zkgKz_OI71L;s`)$`uSJ@x$NpjoZ+6zkG>Q7PlAear1BU5+#lKp!aPft(LZ0SjdB<5
z=?vU8t1#fbf7d?8dv|Xl=GEh=NNmbUw+Qh;@el4hLhV$9>KVtH@pSU^S8lEfc_R^S
zw5c%dsOc>?zY*u3oIM0`_qm~u)+=}ZURgH9;D`Iw4i{1iP#~Fn1%vCy65p3m599g_
zfcBlZvJ8tH{V!pwW*)5#VliYkKJxn(B`MgcWxYKnKd0CqJ)?PAjSjcNf}lQAJ0{KU
zHrGAvVImjKcg2q+hWJAAA)c|~tvI@H%Y;X<F6pZ&9meN!mwR%15RZg1HCv8MOs$Xa
zhZ<Ad%Y)Rh{hqt>LfY^d4#y5{VaGpidlR+Q^S+tQVA(k0dO_~6e@fWLKi*fOO@C(8
zK{KP~kJ{mn2t0ME_GMu)=MN6z4)i-o&gzh=z)0K+<}{>4M`Mer5Z`A<kCU?wTYK9G
zE^?AH>QiQ4avDZ2DAKAGJ`D(@E{#i^e-i96qJ$rgp!e7DE8FzhXMAWtcIheA@dA${
zv|V}NtEu=Y2#I4D9f_W2Vv2}14TL1U_SBh;UZ|mEk=iH@lQZI{28)j1MEDQCk~I?U
z(Hc;7VOzyRN{+dYEe_~V#XpPFb>LsL_xiq<GS#M?1tyu6nuogRWe8+E#<_#;V519T
zVs+sssI)klwZkl{dOv<bm1vY|>#}Bf$_^%AEV4WC+t>Q=l1$T&og$z@(FbNmf%GWz
z67~^CAR@)wiEpXz+x73))zNR24^kWSTSri0h^4>u>2)|J+kFQM=q|5<!=PQZ=Q_U2
z?G>zOVRWVmD%X>`&6)KJf5%dCF-AMwV?<(2O#foV*WOWzdn6y~RB0lF6m>bx2|5o0
zjdkB1@JeIq%Icdu@4ltj9?y4z)PznK<##*T#t`<J<xCRZC&Cd)ny^iE4x$NkV3Ugh
zUm@V+cm9mSk@J-4OJJl;Z2*#$MzrfvN3veS3*Z!9RHi+{LO{P&&)YFX4heIva+DF)
zL99_A<FvEhUkx}w1KG)t{t&S@yXJeIG1dS1fcts+QI)@0WbT2~lmZ&EjJ<w3I2Tf*
zK#;`Xt?dAld@qGt$=o?))I57=oV0d3WE8eTM*HJY0y^Ve_PQZ2?YG!2NN%L6Y6p!i
zWY+{|T+K@XW39Xry$UeG$?aNmI`efj%Q~yq=6${><1WF7IH&Yl1@~R9mL|E7oA1`r
zuD7yvH4*k8U<L#oBXPM4&(tNtDF=e<PQmjDhZM%$=l%Qecv?LUDF)me^#Nr;y++&>
zd0TxL1fac%^Wb3Ud1T<JqhcT-4oKE`Lxlj)p}|x<K^JWploL|8WS?#y$O6jW=CJdX
zbGcN72dSDKOzpo5`QD$y!7qoLS6E?k_1Vv0p!-c<wY+%K3a#C-bfKO|U|%7BQ#6X0
zEACIg1&)c5bz>e4EPG_y#LFc^pe^}DAK1MXP1J#3j`V#f&eKsHEU;nEZ$(&(?7oij
z@39+imx6w>c&8+n@D^N7k2twe-2NgB;r-HsavE7}I!d|V9d6K?QzopZ`<{eE({w+C
z>$dH3zI{K&?Ew%e9!<99gr6<*)1?8PyMeuhlx*#DTF;gr1`w|_y#83e2FXf8+o4(e
z)+(~z%rV>-Z_GRWo%IQB=#jh*-#EtD_Blp3&G803$xpWZc}sOf0rkov-eF@~NH^*O
zz9>oP6r|22?>ZIi1pw~{S9YHPD|Jo=xkMdbHp)+(1EO$s5qAvr{RmfLIOW5DT`tiQ
zH#=vH^nmmDSA51<a9AgPEJp8*NT_u=#U$SW&~g`ai4BiIt-bhJ(yIOa4PR;K8<d1}
z*fKJV5i|^9D2%n<f;~N`iUSAiyMc*~1E94!P#4ciP6AicsT$q2oqRb5kIY^7sMW$b
zb2|_hz$5Nj#Y82&X@z`o2~d$Pr+3uk3apVwyZlAK7V{k8?lbKG^YzYi3<#3m9&@Q6
zylP!eZr2w$m|P1(Z*d}x%O(P%uK;EB#q9T&eXT#qY>H6Q4jb9e@8;dV>Ce-mr^jkK
z4tSrUZ%$E9QY~hA?SXO7H5KRq<{6}@T<@2|UToppQ+^VEc!Z}~>$LgFpk1K>%813T
zs!XSq819aBl<L#9EBS1|?t_WOLk}c+j)_8atFL@KVQvJDg22(T5)hha4UyFa+D>)M
zCls_Uz>7sNG{ze1?@7LEb!8??UU~P=g!R0@tu`>3d2*I(M_Hb0*Y0;u(={>l)}ya$
zGQNqM0;c7^wT^o~4I|<vv2U}@CR%UiG!KITgW!`>sO2GY?6?L7?gz94jrhHG3aJn;
zG!`+IWcYRg`=Kb@koT|q<3R;k{G^z&vzQBm=B0*l#(0$`1mD2X0q_mV&hdLurZevm
zJ5YMg)5GWt;*&M(eDLJgPQ46&-c+ON1_#l`Kic^8ilq4!;CzWSe);kD91yd2RTe&I
zcue2thnI&sT$w$pc@DzOYGuW~ju{fqCLWVw!Z%$W@S~{+PQ#J<OL>+CB!ApxuScK*
z>(PhlL(z&IRN>FMS5=wDnqlkbEnvh->ifo(9>#F5Q$^0LAe=9CUYUq|tXv#Q$t`+K
z+DDy0ifu?kBIe+<yu95Uh%fMf8qA!mA@I5VmE&vd4HbR;3Dn~@QTkwQ>?H*~INwJi
z{0|46M&JM_BlnXe;J6QgbX$kvka!vIM*^4Kgj#t~-<%FUR$w)foVz>+2^LdK_XjAy
z{?0EN&H6=-<9;&&=WW^8-tW)-T76GI7ilCfkKExlMz)k`ZH;Mqc;Est)TFN1WxhaE
z4X9rZXnDzAbRbfj=-QCySL*Dm<1Rnv8ekj;?f|iMEFG;{HlH^(+bHwo(pM6p2U$&1
z$KZlaxp(=-BrOyeW}Oz_&c88Ma;SdRr8mRZg|1$`p<Zv@%!TX?<cJ%Rxj$ekHq-dx
zR79`#B1v=Mc*u*Kix;S5z)Yy8H|b5hExq+QVKBzPJ-pU%juLx6j}QCf5?P~vr^&vS
zUl4sy8K8D_bM1HKfWXh=77V^gOBWx}K_R!e<Vh9PZwFh~b&+5_(s${b0%bJyE@IA~
z3Xu~C#htSeGooR+F6+-uXu7{1f%X3maF9H|Zt}a@FSUc6D#v*8w4glC7awAI&W#gx
z2muohpS8B`Z7}SQEaYcuvt1o&8h$YpN5jXA^+nCy9od4%#YE`oiIuDoiS&ivT=9nT
z-}MP3*+A7J!6PoXIk;Hhe!`SH4S|1~FPaV2jBx?vm)=dW;D1Jd^OAicWxm`V(qQ*k
zxM~P&cY7bp?)ZJkNAzdFST~=jHYVy2lu6Dt(WcV0$nW+9h^824-08h~7F#B0*<D)x
zMm0vD>oUmH1leGpyf<CzHS+okw2L+m01k{9?$vVIacxx8XT1}x>9>hr)4yCI%M;FP
z$ebiqd4GY}(lVfh&mvpZd7V}(_d{+x*Ip$kuxIf0Jr#8?YTY}p)N23};<M}$g=LvZ
zmvm$!-2{%?47358&<`XMD-jR#@tQr&1bfx^L!OZHF}}yg{#4p3Ht)Orh*OYljkt8l
zg9^gG_le(tq~QKPo)hD#Yq{^@oquG|=UX{ldn|`!H_IpttXO#K03i6*6K{JRU<lXp
zKVnMo&YN-GyuEz_eO7wVRo`AN^yU$&*hq51C67Tu@UrNR(LlYuh4dzzDGZz=d-F^y
zE`pm9<P+QJHs&qvadF+jUgz@kPIIV1D6&28kE8@c9O@AgE_GYuTQZv3jLzd~cE;$y
z`iL<=R%P>8HD_LKFZXQOJ4cm-^)<V|j2zm2j2F-Ws=ewU2`&J^>A^m7L^}vzM3?|}
zk!035p;;?{y$n{*{)6DHYkz`HCPPNSo)s~PiJZ(Z&I$reM3l-L*ZDeUZjv}f|J@$*
z@FD?jV)SRDs27Dx)X$4>xK5}pa>y>n({`zrk(hgrXhEqO^Siyk#H9Kj`;KGPiSsG;
z8SQ)0_>Ns)PbgWZ8<M_iEhO$48!`|JXTE`w!z^orz7V5PVX$l1t0{iyBb&7ojrquD
zomaSi7c4QQg{QrZNFPg!`z3hg?{ALe`6sypSGcSgv$dC|Dk)tr$r2vdXCO8A^kd-$
zXdu|PRo>GFuFOhMqF!Xs$Ots1nTG@FPS;r|^M;qXtfe6B*elJ-)9(sMSLcZXr96`~
z7Mef{94>mwLR2kIg_0#q=9kA4B%CiP@N8$%9RL04Z42qcQN7FFZ>z7y?sVaQ`96Nt
zFlFo;#&Xz`(K~DJ7Qxpcuh9uL@Df(0<XsqKDz@}Syyi9UYak0tWajtb5}etxiSK2g
zuC&hE$0v&65R1o$YR4Ufn9p#+-LpADGwl1wT{)VYk;?@i-~gF0bGOyOrddXB-_(qV
z>&8Iv0K4Vs(>mszp(*a`%)VFL5g#8`L=Zeg{!0YVVlP^&<9MrIM34WVlBx;{LMSsE
z(%|Qi>C(Q3{P;_@+A~XD9nN??=x36fgYktT`KHE2rhIp&su6qsc=z*<0m}Cq<(_me
zml5=wb_>Aruol;*qg$>Mk>eM4`k7ly>rfuYlh*dADc2W3W>KX_Hl`HuR{tVN7QV?D
zmOFfQe<BtLUR<!oqsAuk2OXaSaV@(%djf?8Di?1TQx~P}&>Bz73PrczL||_lhC=;l
zq%QP3SFhHd-?3Coc;?cIfY=4}J4gdGLk4#cbcT9}261aSJ>Y&1{Z!pvsqGwyDXuP8
zh1yc{6uwBmW5<c$a(Pd}cqV$HzGr{hx7~k*a6;(QN>!#C3pC%5f5E@yb}uSGBX0-p
zwhD}(cY{@Ps*n`-m|XOaLqv!7#P4!g;!)FV%-zwPHTL6XWb!cS3J;ORnD6GNEOYk+
zpu&s1iTqt$$!isfmqC?G+Ps20ABQMe_wK_Dv?(Ws@27i>+q>B}8q4Z*%Vv;?3H$K)
zOIa9!Gdc~qVOO1p!~l|9yLyjraZ=k&OL+04fG8cMsU>c1()YjT1=OgEO7mpG?jqpA
zw*hT=iSv^Oceg2ujtLGi_VCQ^*1e3((|ZxDJ7XOttGOJJ`P-vl!zqWYzLfy3_4u8M
zvtV6+)Xtv98E(f|UR|^?!DkI|ARmFf|5QM+NQ5+C#V2?A8|gLea(+&wJ?mpu@Khak
z%$4etic<8t^sg@x?|5eQ;*nD%<%y)VSroVm+tlEo?fWNV4n_BPB&WdveguZ<PGC=>
zyRS1KL)?lgi(_5<z8MA;k3ld&uGSuC(VNY&%i*uYVXaPx=VgcbCuZcwoJoHw<Z7LL
z{8UPIxDMFHh@*?M8JcRkX#YgUAl738zrpr*2sdaQBlgg6#E~=2oWerx5?C<}%~47j
z#<MX#GulhcK~%Y>p{n%@5zHzvnGaa$;dKH&mE<$Wt$rX3H@=~{SI=QC=&C(z14sZb
zI2bAuW3GCsLOHlbih$vO0~>=^<HYjQ-}Ixy02Bu2=mmxr#}=PhQtRsl9n%8y*z62@
zZ$A?3vC(6%<d^is-s$s+fAi5=e9lPiuQ0&>s>g@rr<rXC-lZ*&HHh#HQ-P*{x3)}E
zZAJ<+l!Rz?J+OJp<J6!Tw6#O!zId=D-I+caeirw0{Ft=)5+CM+q*qc$u&g^K9JObp
z?#Ggpjq=o+BgHPqm}?%&`H|-%*HrW4SME~0!-yKd&s@CJN&o%|LpHh3cse$Gn@||H
zJ!@*4XL9=c@Ax8a;br|Sw=XBXGGj(!?vs#&7AlQTWJ`qaAHP7_bs7&x1H@R}A)$B4
zjQp-Gu4KP==$lzLMzxJwnl5^fW`Y_YAay$TdNcLN;@vZqrcO-;DLHFgJZzLcV{>b_
zi~mab&C9FP_<V_$N{89~O)R%8HLT+-MhpdLigA(n1>YfRyemon$@yN8RV#@2xE!Ku
zi~06RHjO!mldxXTj*>mHsa8r=3Ff-6Z!Y>`u+65Mvnw|0XneR*!NbP#DUyO+7^YJG
zqwQMpmFx+PxgIHh-pg^2(WVX8`*2{*PkhaP&rOz&$V;WQh1}mOfs-VOv0F)|E=|9}
z&m6s9h#+L+lBFZ&2g*Jbh=!CGpW2(D_k^8mcsZSV(7rqQwVsdrgqtu_eNH<F2?obt
z?#k5ez7@EL{+j<$ek|9OyK8McEY#`?8ch;K2F*TFC3aV@KI$IqZ_fy(tb)IEIX&C2
zf(B03ObpJ1#4!%+>6`&wf$)*=r6neMzF^sQ%ILW}-AA85CgTWX&E!&KZqwsPi6Q&l
zRG7Q=hI&ck>y^<~H&rzV9RjVf$?bkS(49)?ohe31f&wS!Vwce8K8ZWLQ=Rys|I3T|
z57K2f+HLS%+>sK+yI6xQwoQH?kb7fwc(lIgiM$jG^FG-sZ>qGxk9eTlZzP(ZMnpP|
zxRyN#-luo<)*AUqH6ul+YBGCh^mhc|WuWuV1RK758mlK<jq2TxUToC1W&eAM6JYqJ
z4)2lM@Q4~@jm$54iF^u`6^S-7UaP<K5a91Z@vlAq$PfH$x$uH>_#Hgw**(H)!7*T9
z43^oO&KlcCMb)dBDup}j&p(32)MooMQS+7YnBBimg#uH`9U%@7&+f&L9BN5)#q_X(
znBNi2`Sr`o-zA!9E5^6+aM;!JIXcEq8Hb?aH#k+6n4!PA5Lr+#UoqAtMy3>r!>22x
zUAL&j;fCuRp66`;3ea4qXrJMxkWd>w7Sr4Lk-P5=0Wy)E8zeR8jhWv&Ai0<%mF8&U
zRD&0Rpdqge_M#J-HaqAUaKvZ7s?5;)8Lsx)`=pOO4?pk+Xn7qG#e?u674j$ap?F$b
zHRtf4@2hiRzCP%Zk*(8ze^>49@F90$<`*6-QEU6&jm0ySp+JY#t3e<$ysnI7T)oP0
zrWd6u_7q7!Z~Gu1)a8z>$kf9I4glqd5$dex@y^b3uBK06CmX^0wu|4VmrOq=-VyHM
z5{s)Uao?thKHF^}!vG!sc0x=6`acs4s&hixXO#i)RC#-Hu*kpt{nhvDzKEzwhvkiI
zO+(n_@+I(c4ZU^pr_K69Mv~gTar!ic_90ky>LwW>b#<-x*=?VjgAet#C})bPm)1N4
zvl0O&-tWlO6w!-|GoDxFVqE5RI2L?+zz0$(zE%$WQw2jCp1=<gqz%gH26LnmS<K9g
zQnIj~!UPZ(cWa+q2kEj5LP@oM;RvzJFf_btQ~tItSsa@S_0X^k=)nhi(^vX+grlmW
z0_r?s3tbs$a@d`22ipo0?JH8U1fRRm9O>89Y%*3kjZ84#jteXA{J<){=VNoemdg9J
zOOSz4l#ys4sKsAOjSf51!cTUldx^O|c|=Gas`K?}IEklj<rvmJk+;(UbyyX;^V7{3
zj%6dy3vFVaNX6EaI$h-9a4Ofa9taqaJpw6_+^A^>uH|rJ0>~ME{$^gDI?geVwcYLO
zx8$=Dzg>!P{GsnW%72)H3q_kB!iA$z*cvL<MY{iB!z$z=y4%Vc`A>#w_tZk~Sm=Oy
z51TseRT<4Y))YfKZg5X|rhcR5gA+ygY4Damq;nB4vCFN)_pE4$;DyX?EIWa+GpHY0
zTakpfTPYGuyFgnX4>#>~vA{VPjT5qMuY-ZNSnCigI+nd$UHBtQe8qS*N=usG`qSD~
z?Dup;>Mu9Ks7ONEI&jqDS-1RvVSpQs;bF_Z?!EV?>-eKYT6lZ|xS+1`Reb^)Rp!xo
zRs7P9PRz^gh?WPYZxL!>{Pi92<=tvGo6S?Zaw}UL31K-6k=)hJ53CO3o8$gJJ<J%)
z5lkgX`}y{N=FeMcsx#6BNK`4%13*EZn6f>ygCu(9>Nf;l91+<dRM8<O?P3)qTKAo8
zP>@S|K-j~|LC^Py<6I<ls9-s{AQB`rb}mcWqG|YX^Jy8V&6xMKQ{lP|fa~>B4G=Wm
z&gawPs3I|V+&0SqkH~sWO#cHc__Vl(B6;q19(fzy$)^H&YQowD$52)6*Jt4vH{lwe
zb`Y$dUMAb@ef6~EBU$xOMyEJqkGlCb`XSVIzzs~NqF-Qik6<TEkNgekTwi_+VcbPG
z1rj7S>Wa2nxQ@O$hO^UEB{fc}HEoKv4%|(i!azNZ?gJF2le|-ab@J{=+#u7^Y}BJ(
zlE?m$+WkRCPLGV9=}kJ;V0Wkh`3Rn7#qeLmWc*%%w%5lC5+A#kG+ypE;Yw4BRJg5R
zl0n_>RV>1+C%b9boF{r$B@xv~5InkQ+jD_CKN^kh=c`mO6qg`q|H+pd?e1Ro_hAo=
znVYA#hBf<3z2$6vw=!I-xWr<)pT(;9U(I#{hYBgD8?C>xC5tt}cq0J_esy`5jCpRS
zcU;}IhG(c-(>E4ijQc`)ve$u8)TPeGLI^Cl6A=kw*7sR|-yzW5$_||4g(1n`!1?Km
zr-uGGARRiqnWTELxAYZHX?OXycZ>Xid9^Op=P`f#bSTX{SDl|lD4;MxFmLjcqLxAM
zBrlnLafGcuOs&$mjrBYn?mmTv!B;tTz)(yqp&jM<Sgn;H;)s2KAwujGY`~-6nP{8&
z5ju+c(l+w_WwWOR0DENU*SjaUIn{|jVZJBw-+K6sbV&57vg0!G>Q7oH8>ysLxlOT5
zo`s!cJE}kCJ1DOR_DSsn7E(9C-EO!a$xDM~H1(|7<260hx7gu7KZ_L3B;_RTUQhT>
z%k@AdU$ifU+~@}RHmsK8arg31)wy?nF7YZk?lOHu;1Npxd^_z008_^m-2L%QzH#UN
zdeuqB+Hf3-(faK<tP^7Hl9o5r+QU(#toN;XkU-qf^PBQWY>UM7B3|#z`z7~vnP1Vk
zGU;L_A3yp&)*|grG@dqwh}<VdY$<~@i5lIE-64XMUQdWK)Wa&Z#>tf<`Lg@%Vl#fN
zqrE89TX})7%RgiyQt*)p8iSut=`=!G%DvoSII|yxE*WZ%UdVZ>vf&CdB&bulWh;*#
zC4;TzR8H8GLX3pU^?Rf6Js2@o#!2k{`=!rVro?VCiNV+|j|6%DLI8;1E_Ux-Nk_-%
zH<s*0>F|0OvP%6dsx3{^XWhic@~mf(9SNLaG5XRNtNAWwp{)mAf2;YWzq&<4NWL;O
zxK7fxYUIp$sEOYpKr6MNRg|1h_)D*qCP)BQzJxQO^hz6E1!Mn#pMXP+8^;j(ORoWx
zsGPo34)6YM7Cj5(xceOu8RW9vuWya_jKjwZ<T+qP0Vbx2emgtt<@f#|ANYQ%p<X7Z
z7UU7iNyqw@YL^MmFG?}B`-8l$)T=GH%ZzD3uW<VkH?8Vo9Dc#>b|{U2OV77!&^joY
z_K5KBCvG;vy>{D&{9YSR1R>`6bp!;gct4bE%JX<Si*OuisyiJTFwQfb_&gWsd&3;z
zate|FR!X7D_(A2JQ`oA;5@stl>P={UzeIC&WzGLyUE!l?6hH^%VF)_+_hz4`xjXr%
z!B9Es3r_LYkUk(xN<Hk)-51|{Xq%McD4x+TGxypfI{=V>Z-{Mr<&)}*={2Rr-{J&M
z+FR<MR|qydLo{yw5{aIV)!dkUUGnmqvELR7N4!bfuUxr2k3j9v(oF!zF#L9rj0<Oe
z+Ut}8i4)-frOIw@E$oQ!eh@58x#vI3pWN;iEwudkect>D%WCp-O8s+xxff*R{Nz<|
zwZC3FO+TBBsg5bif;Xf9ce~4Tc`<1(7u{aw5hKzZ^|!~x_11qcFPgWTNw_iqEZBEa
zGq$q|WCVlSecZqX8SB(%z@7O?&E_kx(1rda;VY@|`*7DC7aU(MxP2WKS@z-8c#mG{
zK!*46nY(^>AP{Hrf(>w&J<|JS5#T^*qlkZW>V(6~)C|3pKDin@Yx@LrG5Q$}?$pB}
zk}&`UU*uW!sz)&lAf_sv<s4SGH&_BLi-J}^f6_pZ$T&m%28Y*K7z!=guJMK&lV~|5
z@t{G9EN2Y9Pswt8UY><aD!3wscdHp<udk+oz!b+n0sLRGbeQi5?Z;_z6JjcZ#DV=c
zyWDzQGd%ftm&vFKUiWnVHSXrVW#f`Y!V4l(6$qJMnSA;vL5Pw>sj$lGKG@at>ki)n
zoxJZJ4pmBfT$o90k&F3I*p(%ao_04GBJ&$JXn!`oq0-(7Tws0xUn_aC9}gRvwa}@j
z+cjmTb9l}&?4b1OM#!cx{@!E|qcx0?y;OMz904F4?FK5LUmpRS^Nz<zeeb6br)K<?
zbud$r&#iabG4XC~gl$t}V}j<08H6<hbNH>BsXULD-_lQ=gP||llGi$ob;w(3e+WxO
zqe40;KqJGEV3TCj|0zcFnP*$Tc+Ru8mH!>jpFCb?3{^2FYBlD?YM(a(yk!)lATteO
zAzag7cCcR*dcRbXr~MVB4>ex1oz}1iUaq(Kw>!%E2J4C)n$)X&LFr=;rbk8Z>-bJO
zueY<Xy{bn5r0EIXH_y3)#e5>@N1na3Sow1+qYk1W0XzQ;@bJ#{2PaiPi#+aCk;3cj
zk)Hh&rlE;C>7{eh9fw^XWo_OYNS~0dw<78H&xuZ)b8>XTLa3yG*xUEUEYH~<^l(^3
z!Qngat|!_orRv-sZr%CDJ;Tks!3H50IC?Ed;)*jFC+cVhM}hLg;zxByzCV0)*&Ka_
zm(90}Do)2AE9a${y6<fJ2NS$r#mWEb#VeQHRnzXwH+Hi7E-Oi6H=X=iINhzVy3}t;
ziN&j>2yevqZrI84a~x)+K#*08&Fk|vs(C(zkia82drmp&Y#};(3@z+*jtK80-9`y#
z_C48t!L2|75kqcB_HBJX$5O<_-A<(4Hx(cLE%DqJ#w5o6=lZ|&v-kuzk(Tg!DOrE4
zh@UsNZ$JokR0Nd79--$Cj>w08oS*uMJMEE1VbX`ZN&D!xPlZ#z?FG*I`jw}lKXcr#
z>KSS9mPCI$`1xl9-nhF39?gBu&&u)RgGFv&50URXg^33GgyEL-Gf8BRJe52y?bE#8
z$6skS(LVkj?Z&$bLN^ZIX;wBvWgTBxHT+QHbB*=>@tF6;<9sH58aRa1;)-YK01oYC
zF5<$doQ9Y=g%>b-bjODUOvMRBy7U>fz}pn=?)in<tne1v-vU|Z4oZ%G!@_g%*ipAL
z_MzJ!4nZFv3Y+3`*XS;03}XGmh#I9I#~tBv@gmSEK6go1fuP+B5x*|9BC4NpwCWws
zoir-+hY34nBTMJxsCWtrzXR<z<E_D<)k%gz31VWx@B6hsVvm@gG})sH^-_VHH^nu#
z)tISyD|nQ#2E|u!x?)irx}%4<KaPAb7;c6K{ZK<j5{7t)d<T8v?AG1GcaR%)-L68`
z6P6Ent{1$z?(U;_1t|X<vX5bfAMng?^-X)PLD!x?mL#EPUX;NkBO<tlcd47J=jCuH
z^#Z)}+wS5V!Z#$uX@6e|VXB@SOQ9I0(8KyTozCU_+3l3~sU4lDUuD3!Yk<7YwlIUi
z&L4%VJgXp`mJ68)>2%pY?+s(;sSiuR(>b56#N1w)SV4gltd9@cQ{9`s#bI{{n@}4t
z<*Gqt0<QE(+m6+FrKMg+1(xA=@!VLOelYXAt{?ZNk#h0lYC^>0g85L)<{Fn$O$e-M
zF6>?{zb4zU2m9H@513R}r%l9Z<3aseY+XO|LcE`|?C@wWC5&5#lX?f5DOob@1!T|V
z?iz3%;Sp@>Qd`wSxh%FgyL&Zt&btv;Gl{Yf0{))2OGX~J3UCP#7^F!w5p)qOQfBTv
zP{-50xn{?U%bgh01D>q*Lz!ec|FG~UfMNQRs~%cBFGIPsGFVYxcoWcl6IoZ-Vukc`
z2q>`CzWXD}V$a><eSg9l@Y97*U$o{oqqb^5O8kS4O6|)Eznzw7_4o|f`G&kSG<+9Q
z9j<-L#)vft<^FEVzhZ6$mb&GfycPM|AqyjCY0MOjtU5NudW6$93aMg2_BG^dl-5=d
zPSuKMUC#^C%oPFWI-bTLJ6&auDTAvymFoV}oLGq(gHk2D`HDotwXJaf|IUtbH@6mP
z8Rzkq_pg9EmU-hjCvbi@y9=!cvCF7oG4ATVj0_j;TCW=}h8d{z>Jzin{tWVb*Ru&O
z+C9pc&osoPbK}f~%0TuHQLS?yj|^@602NoQQYxag`K2%g+Z6p;=b58*MRuGhMMd6Q
z>jLL><*@qjMu)LbSTDPc#3g-a*Zp2Iq&G)TXuj7;nKk0eFh9i01>9R~t{eNX;=3i)
zH6>e0(YVG3k0h&q56?$w-H$utJ+wOLzerjEh5J5;T@h>sS5Om?TT8YJNE<1M3j5%?
zy2_{XJ#$#`*hh;u*9R5UqDv8uNJ{glk0-p0&Ep}aJ`a{j6DILkVOSn&Ma`N>F!P6t
zqaXkwmUL;)jo*H5@@!iYG{D!D83>%LFpnk&yyT%~Ex*1oz?#-DFG6N=2LG%IS_08v
zhX>OUUQfN*hdN1qzKqUQ9yKAu+(WJ5&O2)03Spcs#p!Es4mEAt_3S^sXrPdU&A+aX
zZ`OkC`dprYl@SP>&)F;euw8$dQzfHc#dND@(Uds5=SxgFA29WvdT$w%s>PWm8Dpz?
z5<Y`d9bp)AH;MXUWzNGRKmEdm7yx6HAn3(ZbXx=I?dyt8zBL#4SM>60dFdnDog2Z}
z8Vc~(s{96+9<{0TeMBKNx~J+6(U0ZrDsyAS&xb;-38Q?DB|<%Fzev}<(AK_NLmgjN
zIP3|))0C4IvPSNG@Cr8~y8i)N7>YQX{A%4+@m4hG6myln)Ekq;3tHKAQ6v^Acw#@^
zCCbTN_!=h(`Q;x1b$_>lIl~*U%@IK$E+5f~2ZlXC_1l2>>Bbg<l<=86Yu5$jt<9hZ
zU0Ir*Eq>ja-`#!Mt(Odna(0l<o{F-*NK{n=%zJJE_h<X9;qNf1gF-LWFVyqiPyGyk
z1Z@t-i)H1KCC72I>@1JR(|J<=uymI<Kk*QR2=epx5hEUg$Bc3zlP=fjPMq=o|0$~>
zB^jQtcA1*prL?g-Hi>3koA*{Y-5J$TqT1Oqx7)}=pQ*DID09Y1GYYvD+de{hRDP-X
zqD+LuI!>jYCxm*zf!i1Q=&qrULTGkodfF5%W$%NGb*tlh0&7@FZ6(cHk6*C;&Z|};
zekN{XMl7S_TuNt;lj-%;6lX_^9_y>PSKkj0QC=&Wgi0$y1-Fg_SP;omo+w|%iWgnz
zxi0~%6xXCd)|FV`E!s)0EI)@w0}cWd7#dNYWfIwe0mG+}-q-S?XW^L?ktsZcFQJ&b
z`j+jx?t14T?CP@q4M&f-RCRmQ_J~7e!`>{8KzW_+J9V-KdSRkzGj>tMU#j1DFCDz3
zVEl<*XQi-z3;%f=Z9s2MemO<a*ADo^yt4j6aBP%sQeC*X<xtGgu74<kv{$I@5Y>tp
zX<D}C@UoaQ1(ntp>N_@CDBAsKU*B5a$pLiWg@Vx2!PZ?re~8O4rh8X>JB867w@BOC
znk8D7U4Lr^;nSq7b{e0}2$6An9-p5f>8@Bp1E~4%4bD^jOS0|EV<KI0sbP$7D}Y#1
zjP&7_z;Lt0MDkT2g<_>MTEjWBQ|4kp%`x**=e=v2-)5D#rx2*ux#27Tft&vt@KIpy
zXx59otNWDs#9N|jYimIVfO4L5%*%q%g=T(@<o$Ed$@FGsnO<+@8D{oqB+7(UvqzUa
zY>n{F40`MCkL{P`!>?wm5AF?Jw$RIp`%!&A_V{RhukeI>hW@kQo4vgEBik1r*}R>V
zvu=ZS()$Bdy$AAMtLNb5>k5S-5c6pz^h$9t*-49z#S`S4(qGR{bbwKGuI_v1NXO&>
z>FH)}Ri$!2NF);i3F<w!7xPq0G|X*Y{%A3pl8t-Lv_qW>cen$bCKFT1)aA15`=oWW
zva)Q%=LrBax~a2cdbphv;&^3PnhnJLArz_Y&+3M8(C5?qPW;vuh@If{aH5WsyuJP)
zYXGI^A^5M1$YO|o5AI(G{F<8})_!rnBMiHn_VXo5L|^zYNbpeC$hsT}+;^T-dZccI
zUZXDL_A?SbZY143X}=BKBq^PM8V&Ooh-|nH9*V|{q81f0uTx9CGO{BJkjL(EQ2&=;
z8WQc@9H^{?YEl!xmx54(^yjyd2<9lrp2(&Sco$&tdYZUxB<c?X(WrG`Hf(Q>S?!e!
zevHABM~)ERo%8z+7_tT`?LDg9@ySob-VAPLBJN8mBN}D(ZoBPp=T;HW<zd4y%M}4X
z0vgz_hru~8nQ=ohan8F#N^VK`{m8=Iw2%&RnKvE^iK$j`|8yu_e4V#cLIL|byO`g9
zB#7}QdIM5<v2x3ZzQD-MQmG|#&0zX(KQR*Lf}DObpg*-MT^&ZySBzLh)0}D9SI_x)
zy0hS6Ka<ir0Dy|-#|QJ2eep$fnC9`f^Yd0RFR)QV>#|F&E1XOY2BB7cw|%r8lEkXl
zL$9v<VlaEFf!3%$c-=9$rty&!i1l1~-U?(*Z0O>_o9^#1G9Av7!qORoLt!FkXKz>p
z3~&0xskkFZzE2OP<@Tbc3x)i1HdVJGrb~7{eb?r2$ElI3N?)NP!@6rq`|RO8ew#L&
z_4W|@k|FlCsw{2t=-Rj}_CH0nso&oeK<}-nZ>K{#%Ez(3_5d<SMJX;X1B2xC&>Yu6
z)sfOaR$pkvi&khO^u4_4_<~v6uwM>O(+(KxlCSOYw@~7I45v>+QYj46RO<5YLzZpp
zPZ^L@vJS8x6HB}wTU4`z>+-rV#TZ&)hfw!QdsD*yf+0<YTr1#ZKdbzqJbcb{#)kbY
z!6hD>3US0nIB2f>dHTu2t8!=Fdd=y35P;9^$mKS_mU)N+YS4B2a~DJ};k%FVT>E>#
z{|*m!f4=hl>LbzRYLBa^B(Q?t&pYy<VbllDv^=<)E984#<bh<wA;RqeG#sf3<u_Kc
zPsVlrB|)-HVBqd=djaDv0dhASZQ<kQ6@PxSuV&8Xm*UG{oqJ6R|0H(Wk)n=RV6o5V
zm-VUdd>26!Y=rA9K0e<E&-hhdXG0!b%O-qWQ^%px8yvUNdArhiu?62$NLt=b#22~a
z?LiV%p=lU)BEKINSuqQ<59fExcFx~@;!$m1Kp?0cT(KVu7o9NS1o}}A3Ca`wbmQ&1
z4)3*_iMN5|n}JBQ3vprDQ)dMveItO;L$fE-5;JINhrV+bR0a6+!bI$J@@`);vV->r
zU7Txu+vA{ZYi2H7EOyabn6Z=}qp2|VeURVjByiX+?nPOgamYT_g^f=u4;M}s?`A>X
zqIk<}MN}4ZJ+B_SA?brpo!6kta4E&+<$oVjSC+fu^nmG`#3t(P+*X#{Q;hp=vA}a*
z1=+09xx?CsD4Gk@qWt~Pt+1>iJ`GO(M(#-rb=AtPpHBU_(2r?4_r~d{Lga$sbPls1
zP`obs2u)e_4d^*bH0lB2Y*wzpJ(DUQo66kFhaQqIc_DTKt1nAhwXLl##))c`Lz#bd
z<D8FHkGgO&@r+Wv)8TVMY9+)E-W2E4ulEuGNrV-+lLdsu(t1-a?=XRk$;Qh0-+GAL
z<M(v_JO?bAjrQbX=e*xqGZHymFb0#by6h|Pxs4J;9wn6j26@cXVd=D6Y(HOl2=_X4
zXy;_QeuPZapLdA<>bT>%jw`?81)eOcS7u`;2bKtk-l;W_aHgs4#?wq>7o%?VpkD%=
z>T>-K?iK8+__7HIbxwYwM~hQT5|_Du`FHsMaQK(mNB!>OkWbfw>j&zC<7i)w=JXuh
z&m%8;O+UVU>vEO3S9gUUU^_J}lT+n4ewRpqak0TK>y6dmmbk2cj}FO&IDYbb0c9R@
za~q@dI43}tEgJ8-L|v<bI2DwF8cgMqwDB7r(+%LA`+fNwqG5TCx5sUPxr(TUh(+Zf
zCFQ-gX60_bSt+F4n~iva!9v6rT0LTeUmz*2ZvkAa^|qip2zULXBE;mWQ(_PtwLIiW
z{yH;FCkV@mZBlFRqy+pY`sMbxMOi!sH`?b~8Qs>N>FR?}(tynIv>?x{{Z5U4eQJ<C
z$!Lx%v}eQB7jX?&+H3trHf~cz`{BoS?!osn1OiJ!1IaTXo|L_7<5@W6FXG(uGH5dx
zx!3T<1pV<u6?#kiC0o61G^Y(T&M@e0PviXiAk>4X+NfeA_mIHVkDLAe1iZ4=j}^|x
zmUDyMVkKjA98d`FRqNFeU<?~Jo2(P=|7bekx_<K>fq&}1wa7hYzWweWLWa26_u)Bn
z_*z|)n&)0f_N4A7q+HFHq$-AhJ4*vU!i_$gLbC(#h+KMm=<e^(sPY-WbG<$CQ1C)N
zi?HIY)apFcZx%Z<RlbPId+8fMg=W1HkbNQ1@!y6xw)R0!auqE;=Li|^SS@!|c~|r!
z&DU2VCWg1CJ3pr5sq@6eudZL@?}5Ln<PuNIyL@`L?h6_>)oAByvtI#x<-K2@v=_>%
znYJ_Ar0q)A*&f*8Ot=|bkE*E*cdf(qsp~3oUru0t_dvia;rAZtRJ+|Uq#y2cZ{;A?
zyf2QYu&^D!joUdtUHgNRw%0G=V>E-BgLl~k28v_qeMKBRN%wn72DG|+r{%};M2ll2
z(1M*)v$!?ab;i4bS_Zl}rEYnQN6{^OO2QtUjImLE@a*hvnzpV-IXV;`<vzl+xE2^K
z8rAPzCL+0hNNIf-Ox5}*O|hr_bnzPXUWePmk}dblBLbqXOqb!L;ozD{`4>02%&&gH
z<Sd>~8tERLM#pYsI0r5xt54cqehnrr6Lp1W!jt{W)OJaOq-oq$02LoH;o#}u9rHJx
zZ@4-P;TX}GI!jP4j4=)#GUv2A$kz#Z#_vZ1Wxh)5r+SUjFCO}>CacpL*`Z=gKQ~S6
z{L%F-xAb?y{9p`;Ik5jxc06b+Pr+j)?I&72q6>b5I_D?opw%OPo`nse8SP9Xrfp_+
z$S*&;0kxU=$s~7%8Le6Sr8#Qr?iaK-ZRyGd`&q>`g|X^%cz$FMkZ5!qE*4+~NfYI;
ztGN#({+|m@J=5oWN7f>?3|XIl$O?i59`NDecXh<;qr90su5-*cKUPO@Uuz!AhYkJ;
z(8#75A9jkkZeNLqkVQ#yWp?wKp?}^72iK03O>Y-U!$eb8T=jN!W+)l#lCoC>dePr*
zr9p#|tJmj!W_pGao~~fS0*P>rd#&AeIE8KAnTAp*mTKX^)H!|~`soUTyaOTAtrk5s
zZ+VZ8Zx18yK1^|YGmCJ*J;szyTG@V5qhDd}9H#Vn6g@Y)FZqMiwuSx$Y4j@%jus^s
z-cVzzN`mU}6?+IfxcoF@m^NkzT$-sem3cb~a_=ZMT*)qp{CoFm{_^nmvpBR6iN8fm
zgs;_K(xkMS4Oi$1`I^7qLE8eRc%pXA<d;}H%8foU1~`{?p}bz}wi7fHZD-Io+UtIY
zjoAAh_w;<pc=)H=>G&KVjk;QtCe&5bKH3=or7M3AkH{TRfp5GHS4U8B$Y-kgeIgdt
zQsO`vjC|L8zug1gxMHxk;(hm_Yr7+Y-k90pbNE>&@sZ!9;EqpTQ$61H?MN{GjWY4U
zc*w2bM@OM-%@>}(Fyact`Si?fa?iLjhX&wHd_QYk-?=ww)5h^<APl=00SW{4o90Zv
zoIVT)Ita9lgWm*LQ3s#^?sl=hZ*g31*D#)dB*O~gRz4bRTw~5ubKu#v_Pyv-I7N71
zp<EL`NO+vbn|ow51_CAiK<VQPLxffvzbD5<xgSa2D5Qr+@gR*FYW2e}hrG;rP=x*C
z;!mmgSH=mB_Hh(j77qj6cgup!`UTez*_OuYj>Hu{YSYGc7Zj9j_WFxi;3Js$1y4C}
zl;G=O`Zvj@yM$_Cu1Cu|Fxp3Hj>2Bw0T=dVqU;WTAyD|?A<BA_I62odf3I=lA)m^5
z!hsAOv-{?^w3a_t<eX2(BlV1=m)KOKGzmLDS8e+WkN0QeFHcV^iMU}Y(caz|&aEu<
zZD~rK@9;^zf%j#qC!JYnbc3QzQ-_%{$8l%R-LGrxtoI_<%p=4J5uL8Bx%<2A<zwtB
zn3o5J3FA{j<}pQN)sELs_sDthK25gulso~A{j~$4^6VwwxEHeXpJ6P&b#6Yp{*e+f
zprE2?VGC;8&5p4B`FSm#d&ZMLoWyUyne2$p^gjuw+Y4NvP_MTZ)7!V#AlfGk{Q(OR
zaOdtP`nAztaDc}51N=$vnu!llYD{V%spl0^Tq!~)i^^@31?_6P#{&>0gw^j|<T)6c
z%W`LzeVm?Bf>MJS0!ejZ))(k_HHINl%pO@{h}SQo0XZNRqRo(%#?pkv%qx*_^oj+h
zkk2*<A&toYSPN|_O;lG(ux$L?<6W&JnkK#iOftag5t9LOM+O^={ItWre_;u<{a};+
zduel7E27oJS$T;+pBa)(h;0=`)WHLeLo8%-l{${%Q)4h1SZv!B>960YBL#W<n#M0N
zcS3b!)ZIEDWcb_~9*LMAOue9D16DC#mPh)IER%PlQ^;be-8;$Yr>S~RhSPdR4I{~~
z<pZ18CRhfJx!>(izTZip@jWa$!n?+t3EO1SXx1#QcV+b1o&n#Qu_OPYeKZ;G8p)Pb
zC`aN&twN{4i*;q_ldc^E(&DpDsAu-mXoqXN8&|MAhwb2Au`hiEaJ#^*tR4Dt_n`G$
zZEp*!s>6o0A&W+ih)0xCDI2%a+s>cIpZL@w`%rTwQhZm{rKx+PeAar^0(vbIfbWsi
zAXmK0cE=r0eJ5PIS%IET?0fF)xeOm`PwWmQjAT&NEcm&Ksb)bkoxUvheVHH5_k<-$
zNGKndK07!HcO634OJU$1Xzf4FatwcaL)r(F_Z8?Mq?4g^l0=N!XLL@#9RL=yg=*92
z&>V1?KH+W2rQqeKa(h@;p{%Tje8}E`bMW$a^m3oo0Z_Ph5`#|wguvXKLJm=>{o8uA
zpv--n#j0FEB!yFlQ6A8RqLiV#=J+4vqPqRU2xIJo!SpjO-D!U4)t=DL(rzobE$A%c
zoKCmN{e31Pj1r-B=?J~W=u)U1S$*wu!>;Wz2<mh_R>kN0I{M9pPDY@5USIu4t~~p?
zImLc_7iUW;zqb=};9GjJ*i-HxRcIW}<Y4pgH7Oxz>Phz93%>uBrUqwM@G~AV!lmfx
zF%f9mCgN61z)YI<OP3IXrAXqZ?z3ZxgA&@+Qv80MEk-GY<@fm)m1cY@n=c{l4&pBE
zu_-pN&U~<_H35I+IAFZrLak^ozAUQIx%%Sh^HpM^h|#s{(Ej?^aB`sDT#EdQTrbvr
z3AdsQ5#_ymeqX@__1cqRp;|*yZ2gl~3`p%Xjy9I1+4W3$oKEj-ZwwzQSS3JvO>FKK
zV81*mW`Z-WlgsgoK3w!32h<`#c1tDt5f#n-29vw=mL13wzwPTdesK4rZol~x+4b{u
z*NiwA1LuJoOVF<B9@DS<P}?2m*~ZGbjTv)%7H&9SV$!c(A>6%9SBQk{=dI|cDZQIC
z!#LOAcwml4|9<9P2+*Hs)qY-QnQr|Dw%Q*AV~B?w*$kcD-Qaaa5<G)fAucRPx!eIu
z1(G4gk^;EmHlbb+sWA8KAK_I&^gnsd(uqal=NRYU)URD0a;Mzo9<c7X`XkvhH<=!<
zZ&)z7`Y2sBo!Pf7e^7^_x7-w8+aF(vzw}D$R8i1ZkEf5dKNjI-7cWnicV_JA;T_uT
zY01A+Z3WGvEyst~XxH0w0Xb6251x4wCS3$Jor93wXZso=sQ#gC)C)42qlz3jRI$48
zboM_%xLbxT-#ymsiyys9@sM6TCx2nEC5txK%+3d!<x>~&;>bRMmvP1`d80na=C+6+
z@o4Ca*s%Tf@-sS|?PDhPKj*7$BUZrx0`2g=*oKF?4EZCiz`U=g`*Gr|SPsc=V4jrg
zJ?_4dH-6zJ>!q;!`C&DYsq(TPt#ok#cMN{FSWZlQ#QhtBJhy1LT`#wZfcTHQY3WB~
zq~fZzFc`K*kXvE+mvdj67%Im_F8JIp;a)t+<ktm2<&(j2;Zir?#Ci588bU_}u)=)^
z=Pu)?#U(yW<!kHg?kAC$joSR`x~>6ygj8bsAe~uxsT-e8_7^*l)#x!L+E+R(QIIJX
z^V31TMLE(_=DpK(G3nN@kn+uf{pLXzP#mrqLA_t^Td|pJ<?*3O5+^Ir@8_SJBNR=9
z&pP+Vfvens-=Gdyxq?aMd$|mdv8DJ9p9FG0P`PI#ZC*Ik`oq5Jdn?b<6g~lEp3z|4
zo*X28R5o5DeEGkQDbeVuuY33*P6>2}7`aN2nBV}|zLR5hm|Y4K>f%r#r+l<poxDEx
z_UyisrjGHXJ~@Na%tb<K=g<RYJeQ|574QEzI<uxlttg8ABC2GDM+Zbf5J8z<EM`IG
z8T-#?e|hNYu5=}-q!sQxXYaLg$nYR=+cEUGT}>{9KRIH|&Imc%YMaBc0BNL`Fttch
ztJ9?8jQjucq05CJ8@v<Uh_bcKtUO6f2YrtS^=oIVXCm_Aq7)IH5^zpf>*L2p&Y*|5
z$(K%b^n=8vl$f#Yq&%k&5-Gj1a}^7_Es>Ap9SK-xbK|`WL?#NwQr=wL_}L6-^ZPdd
z;T7Z!o9vw~z3=$R)dPV|68S<9Zr5Ldr=pCw%u)S1&gXn;&W-J@mzIfc*cn5=FobUR
z>B}IvCNlD6W0+k5#*MIpV={w%6`+gZIA|EdQkIWM-7ZryZq0hWvxA4)G75in|AP$s
zdAPsZn7FVb7%rf4Ol*9=X=K0pUs)FbbAQYnttO9pG@uxJ5@m67IuNGx_NfO>{8aU!
zLQQ4FtU+S)fd1`lNAKGsIj(op=#h^2K22r}+W~qDl6i`?!I|mqigwD_1$TRvL0TA3
zH2WF0Zj{}zS9}3wWK{0KLSzmzS5M^Y9ruPI9x)X^YtqwPFjS=vU?33*o3TIoP@a?#
z@HajQjjj$0S3Hg4u%Cz1tX`sV5m^4Ct_}74cr8D}sV*~*D1*cZI40CvHRv}&E4l?-
zhimOZM|Q2m3Y$+XV{_+P?*B?hzYp>)2#Tvo%)FfJ3_e)$LG(m4bz}=xLD(@6Vcg19
z27tXipsI#$vR)$8ZQ8kvWx&*MY(qZq@$JGX2T|$<Y*2p6=KPh>Rew4i-WvN0ZS@Je
z{rCfZNr+T$(1TXbZOQ{Rz<*2w)luEqf)<*`s%}Btvrf*!N2eK4p_pIkJV6BWbB#HY
zyi1v55-fLmg!2z8`02MxapqlM=zLg8q9CUUc3PWC2BDAFvt-@hC+mw25JP^S^!<+M
zRhb84MXx8CO!q9t+--F}pHHU;w!iuD6XD!F_YcYsF0BBC2Z}vWhQg6W?k*}KSEDx8
ztJdDZwpZ-R&(oIn9<;Qt$T&X+%<l+cH%4;mq+K!fVtqnPf^B!XQkN@+=&D?I+35Dy
z=;VwiJ{~VL%Xv4sF2P#1$KRtrv9J$*6i}UpJ6^>TpbbD7XnTrJNbgB7;*rZ5XrBqx
zhfsY-;`M=F(~15mmbXU{^FmI9!5qD5H-bTUGg&Y0g=vF4!p$!Rt|9I%e1jnI9aL+_
z^mI8I2$_7}?qMu_#<r>IJxB+gV~m<^7kDZsV;)tEQ_lyE2z{!LEeFm}JyG}MZpB!V
z?Wy#tz2_GMlKdh05l=XrJM{jhWTwsC2;qs9m**!j?kqh=UcDpKY=>QKBw!ADyUlz`
z(0_Nu=>3lG^ED^VFYdd6bh^&meDP)zwHcO5`tS?bH6nTry~XQzN5UEu@$j+{>-jgo
zDG*xpAWKC=Eq=72Qly25oaB_K$_pOR(KHCJFZvYmT=4EcD1+Y6AN{>Tg-Q!J1yG-W
za&hk`BO{$5E&}DVtR<?m@tG>%>kWW0xzigZ%|}>xXobm|J6AfrN!l@p1MB0Cs%svO
zzsq{!4|2R`+HknD%n5U_`w<n#{Bj_$$-`uVY8Q84QL^#a>P*kn^q`7PNP4wxC|}{^
zcZE4uGA>Cgp(Xb0C**~FFs8|{8K0R6tvqrD)Q5ud&Wl9t!CtK7x(Q_#{X|0W+!uQN
z(YL0a(oNIf;m3f(_9qxzw#MFyh@6&HSysVztR8pK?-O?7{WQhP#C$PX^VjbqnXD`-
zzS6vJ?#OF2L%iNIf^&m8hN9_8my<oQe231v?MI)uhXY%?;>Z#jS!F%5JK<rTk;GhA
zB@8VyIP!h9i}yHPdH4LS_Fn!B&Y$qcw%|=&A1b@K26@`j9jQIOt`hHWj*)_b{w)`r
z!FPxPo#PhUxiCFuK#QDT1be%Q>3Ij8(=R<${wJy8S06q^|B0`7F|GmG+qC}uWcNeS
zo!ueD8RsOQuBaQ4lzW;Br#R}*11Cx5qbV=rHDbp{6uxPQ31jU<@W8B3SLufatDtnK
zBaG42@8t)$i=_FzJ11?@`TPVu>+}eGAg|wDI<D33BnuO&EgoxJ?hnq{C2qwRJIm6<
zr*k+xpLbIanY`B6j-BO1keoKht?+&t8XR10b;ANUdfP*LB67H2D6T#NP(YNE$FqGs
zFPGJXT{85)mnsLwC36elnhGP>@c<vK>;2vwz5S(#l@3%)4*CPJD+R21TwD|{<m<^Y
z=jqzFl}f!IieEW<c4*r{x3mUwo8sdA$d+YiXSZ9N7uH}qrOSm_hRCl!O=Uwo5lf_`
zUhgV}qRa1CsEP^1j68U~4|*aY61T=G`@>cvKeRj8+KbU11Swih=rZAogFv6A3d;Sw
z6vVhr@dmxMZvV1sA^JQG&(8Ny^=>~R0}7qn-nXFQi34&80yUp+AaF#tMW7-csqMRd
zE~90475Bq({0MDfXM4cuF8j0ha)YOm{Ps4oqhaEG#c*69CbC86xw0}vLy(cMT>K2L
zsr}4z{=L5A5XTik@aerqKu5vYGza_uyaOf^q?Bsu5yuxe+8jB1T%(DLR!vL!bSHIH
zyzN?VbyjKdm~7utONv9AvIei42B^YUcSZQiDdGDL124@n#G<Yov2a7)eTPk7>=#)k
zw?oghpXs$E)H;&;XS0H7b&(jKHOw{Q_20DXiKjUgAtXY4nZI9UsXg<4mCweyJNDPS
zNgYNnpObXpV%*!jxAUC74((RP*q47N+EJ^~#k##=5)Q2eSmVoKZVxE|rVK$>EyxCb
z5<J<d9lC8$YjASaDYGO86#<XTDb73;tpf$k=cebYm%Ps^kbQ~EBm-<C<l;Vhs-YwK
zIMY^xZan!Kn9H*fn{MKlU%C3_g0j>{DWhK|DSOjb(iOgsoIPl#1YgYZwA}oUbl0&;
z`FTy1WTjpnT6_)rWurf=3p~hYZrN{d2OTs^uyFA0`z(=%uXHFg1+PUvK6H6-Ke@QO
z>9^!dhUgK&*2Vw)gqJ*l@J0kB3EsV84WKvicDO571RrWaKC`0{Uo@+=48ZU2dTwG-
zq0SrK=e)%tnzH-7ZWs48@vAEU1G6(<&l@P_=4S>q^ZSc>5&Rb+N#+M8Dc{ojRCX?%
zT=Bx@mw|&6IofjP<%tJM@$D@9U`TWa|3~D+P0B1~p7mhqIyeN3U2yWB3NxNrAG%^H
zu&d4}%i}9MS^j;=Fc|jrMd9`rC%PVwUiFL+J|?A#X&+{A6mS}nI*YQ7$-}s{_dgEB
zS8C`7)8FU3y<ts#<f3ufpih@AWdaP#quFLve}+18lSY92nyczZ501Q<$0n}5$?l6S
z%=VLBi1v)R)av#F!#kvFE^i}&^!*Ct=F;zaaw1t&Y3V?;DO!AGBoO*7+@Nd-uD_*k
zJR*k7$-N8iOS*n9b;PF1s;{TR^UBmu3mj+pdgt!kQT^qe2hc%nrR5d=fy*)|bf#Pm
zk;G!~TuX^`SwO!aQ#`JKAj(f{-zejDd@EnsF$!dLKlDMrJq8_7Y<!}Cmp_DU-Kxld
zVkF$Wy}mnr4mDLZKfxw?<@h8A(U+0ey-kv8Hp&LUK!%y4Wj&I;tD7^HSAK8|%otO*
z;~@dbRqYzT?WkC@lU-Ud+-sI!QT_UOy_a07p1=8VL7_t}fU}T$tRCaaxLP}S7-E??
zn;S0usUMWgmK@}YFg}5z81+RBhxU6Y*_-g#Kuj_neQO#xc^saDjlikFA%1AX3yjH2
zynJ8a&RyX4=K2m8*YCEY>X*y>@IoB>U7m*nj2bV$14%S6j~O)H&rVq@j>1pc&siVs
z?1)`U8p}>vHq9Ri@@6<B6UAB@FCt2vw-2UgSU*8Ka8AUT`wH__SUVnzZ90B}Y8A1!
zgFX**hpF%Zb^|)rMm3b&^qCn6TJr<l+tfWrsHO4tFK#*8S?qD_d8+o-FRdU?@b`nV
zPdN3*OxNr4Q-fK95g%o-=QH!$qC5)uH=sx7z8fCC9=<d0{)C(^i&`zN^iAd6wsY>8
z>Hcmhroh9qH<#0{;KV<$;Qks@pII1wF*1U&SVWK4nb?I|0~p(73>u|=nBB<i<oYqR
z!RgrOoKmM}KMb6{Og*P>eTN$SxRggWDacY9=!2?KHz-U1BTo^%-nYS9g!8370?|53
zzu@_*gAhN4+#GFRq3m68gHy;Qii>#zKuV_Vd)hL>tvcO4Xp;~`Nbr46zTFS{I#=g=
zfptl7=(NAVgt0Yze6bAAB(^(7U8fhr5Z4Ok*aIjwU|xBAST`rd#>DGv-Ese4DeJUO
z)vSvX_)f1oZ_UG5V!nWhwc7Y3PJ$)c401=G3b@DKr@&&lD9&>3*AR%=eMh3=87P%$
z8LmV#ER1CMhH|d?AoRDMi{O}8)%qDHhDE(S@@x8$V@E4ahQa-08-$0WND~3tPiKV8
z1^HwFCs9U9^+xb>O_3oxrNvpehD<y*&uF6MSH<=R25AwePcAygu9WeSjFhE0B0zC2
z>zL&Pyl#DAmidD$;O)(KkMuc}p-D7%h46Za2ZhQza$cAzM-#W6D7?S7m=0rCO_3sI
zKw%AbUXIk-iF#%XxcXC+9uAgx*r&f!_Ic;W-FDA^u-=DUVT%otayLtnI;?#?NI1FE
zLOfCsrloURTdRjcLhUH%%iI89$WSd;p6$~w9Pne#?h9JVn^?LTQwEXw87o7*wvcKu
z=KWRpK&Yr+4vO2`#sh7iS+Hf|YEQ5243Q8G)g9#>Eiha*(bw>4hFGPy&f2MM@;U@~
z**x-mt*>7kpkBSfA&oBzU-pTS!P5_xg&1ThF5Bxz@wi3NN8~n2Nz(?|A)wZN^Ah<U
z*9Rl2PzO|6LlXLBXVaq~1%rldl0-WG+y_tX+(vxGQvK7%?Eg!ZkMMK71Jirt-#<rr
z@aG^d>yM3uRyc{dpsVNmHjdBLpU%<DfW^^jw}f){+E?3{f%m^c(W0!hC{FKGG^!)q
zvs1H&C?cY!xj(Q$eX>T^tQ5Y+xZ9C^t`@&Nn3vPo)5@~D>jmqfLvzfJ#e?jLc|+mS
zA)UJN{5{Z2hi+*G=#6iW$Np9&>?%^M2IDgDHeXA@cjnfezi^H3TttPP$t__>xv?YO
zK_N^vlrr=4T4a1>PsRNPs5XQWzepBNQosLnW{`YJ0|RK4TPOcVXMyy%ra;Xx5BM!r
zK<kp*UJ7ID<w|g=Hqpi0`?urht9}rb;p0lPQ{&vZ%oUZq4b1N>>#qASt`_FFzhZXw
zV3o1Pgs2z~S2W|Ms_G<`i>Kgh2A^NWG>>b)`;C>veSgnlQrlg4!UyH{>hD8m<GnY$
zXDJiisIN~+NmhlZq?T)ut4k6`WR#XtOKaFoZqgQg6mCqOS&Mh-TLDjm;*PE>Y6isg
z9ij$9+I`cmn7MqgXU@nIqhhcHe!kw<Vl$-l84|UTxx?YIbo4tZT7u~^H~Plwu|(P}
z(Sh|QU&O9=x9)<Jk@};=vwi0ctz%p8;cr35PgOZ&go9CBfG_Ji^e5(!H$><W*F7uA
zg!$D}-}3jlc-22x8DP1IZ0SedSK(J|e?R8=<(As9d*VzwYu%c}Ub&`!;>}&cp0h9K
zPd;Z(2Y_R+HKqKLB}Q>aUis7~QQ^@ML)yjh`?`W6bXRV;Lq@cSr=0*)7b_0~vgytR
zlR@%ImMPPYG_l9a-=C9mm59!(H-}HtJ8;YoGj&8JBSkO?mlf+&j$3xec@jGOFN%F9
zMerOnru!#<oHZe^O!H?>sU`cgDz%|Q#W0TF@M76P8kij196rGN<@lL8)wnN&kQ3nB
zwxRoLtM@Y*ctY>mk;1lR03SiytD`NmqDjoPWWXx*UgM8tTnS=%6=g%J-)H}0pq=Ol
z+W*$0D;+yMex92=|NC4y<SJ)m6h%a%<^%nyHBvp{1fDkBRR<_bMp_FeY$T5D@RK?E
zPasT@I#kj5iB7nuct@b{z%M<#wv#UpJ!<VIbSK}>0yl}6zCO6U+%we?mrg}Ccw|}-
z@KlB)2`Scq{2%Q@<Kfg|bxkPd65TBsOmQfBrD~QvX&aW|mt5^=+X(2jsO>(67kt5I
zXNERXV6B-W3Yv~7SEe63dEKNp@WSM%3cxhD?OW%uFrP<|gXw~QX;+?gHWnSd42-Df
z=?kFP00rQhH>3Y6U?|!#I2Pm3hhinJuq&SweH~9^OwBryPKrxZTks&w4r4XE0m+mq
zddAzGO}MZQY-D0fg>4{Kuv^?WI@}ifhLGU3N)7`DLH+ERxX!~$k2aM?>*SA<*jL_k
z+7ahQ;ege%ew8gdZC=FBnsianVkGRYx6uMP;|pV4fx`THl3ugrBRZDP!&N{!#Wzld
zbnl{}ug}U3L@iq%eSRXyUw+4_>IBzrtt;(QIzXTrxf$k}Co+|9B!~3JIm902a5)BI
zq4<d|8lHQwoH@rc_N$q5UL^?dx{ZWK!^7zM2SdSRO4EnPnU$BYglQZd9EAd_^I7xh
z<RaEI%+)*vHr?~{%!MPcAkUxhzEgOu)OxtidW@+I>dKi5yR^(~JJvg0Zk2YYe#o0%
z1Lkq*u@(Ga6L5wyb$@`S_V#UxOZ~Ozp3S3$HY>9%xz4rK!(I{yLOQ4(f$Y=h!4R+_
zOC^XJXd-)}-cNmvhlu!TcuWS8i%~<r<+JPy?*e7y_dHbHC2lX*?j0W<*cT+Czezd(
zE!uO5yio3-`7Ts*@MV!@jy8FNI-Z}6-MiG57H+5Zx>h_UlNU>P@8FHh>JPzt3NB?-
zkzEm|zTNMa%TVYB$kYKA&h@QmZ5+Oz^%HPG%Z(T;ADd;wbKs6q=I<IBYkR3rzwQmE
zIz@BaDe6I^_g~H`XaZ;K4%+@S`(W@z*7uJCVrh%NE4NI4XKRZ=MmkINsSM;?Ha_CR
z2%$zh8C)S4seI<ENHu%9dy%j2w3zYh=8lMvrVi1@mU1Ft|B2H8D%R4z5)^mG+Z+O}
zOLf%zt6Z_4LpOEtS@n0%wfu8F#v1aP=|@#=YPAOvxU2Rkw7;X^&B@n5G=W(isakd9
zsD>Ko^Cc>C-1mCyQ7iCMTzoaIw|8t+17*SId@wg;G<onz*zcXBS`kj*_Z?{KP!#AC
zB?#;j)r&Q(m!*AZfa)8ABKfF6iD>p#1i80zV|RNtv$Z}P>TF#pH)u{Watg+kfBT>Q
zS`nXTGVW<Z_PXm;xXIbAgsRBHH@s&dpPz5t_w1w?0A1c+`KjDd*Sp=mJU_m0`>*^)
z1s%=5ET`8?9<#y`2K5bO^5=|&^BG<M2g!i3`#t?_7ZQj2W))D)4AFwy<@y-BuHG(R
z%|EB?Yts%GeJiV)7XS(shVH^WuLaW00u$zoy9y8eiqWMK-|JZ4sm@I@GZLMg>EWwy
zTX>lVX-L^<@J_1khvuVTBpIlc^q~4$$Q|XUF?;We)7h#Pd?hL>1L0~t<-Uy%zf-4P
zj*&4O9z2?eV*!VYlOY`C%TMi~F)HwMhp4L79;fN8P>)f%qk)E#{fN(&Wd*?dF@7m{
zdd#A$<UKG_%FyhggQweSZ9Kf&IycTLkN$jo^Y~IV`?TN8Y`C0x%?J<vy#`yxefcDd
zQ$4zfz0spxmLhSdJ1k#M2Yj_JM%Y|^_PM>kyC*BS!G1BKLc|37)f0ti%(Msu1W8#Y
z*!RtRiFc<;aItZcNL;?T8IMgDyX(gl9s;99!&_u@E*lA>GbIoRQqwm$-&<Q2x<2t|
zg0R_8^tAhkyU+M74<}pR#lyhgDk)Z*nK8sjL}vNsk>P{pX}epk<WWTF4{t6Wt}jA<
zgg!>ITg_7>V(lZIOTwx(A2w=zEpZJXa>hES)OA*8enO$r>yL39e0e!uO!^LS(%Aaf
za22WyO!y#tf5ncyMz_LK0+;v%f1I%pTgd%%Fx1oiZBWnEN|)RCfvWEU*ExJOdca>o
zhO{r`jZf;&?Q(y<B9=KM;iDIyyPD6$ej%t^a-7J%w%qCpsflOYJfBtsMg*J3K<oLu
z$E3EQp=iFo9pWLm;qVm|K)p;84s<nFKfkD;$~JY^Yx&KQs=2+D>nP)qMBqtW?tLq+
zr@)Lp$^Nk|&1prjeEohU|HZ2xOOtQNo4JH@uoGl<#5}Fq(uk|&!st^`;GH<hy4k~9
z?Ah7L<lt)!6>-J5);n9cVpQuMI~4c%QOW5iXeBI|FtEJXPo%PE6?7$xdqAu&q^n_7
z2Q%~KeFn(lw9JgXRW=py_K?_3v8xMxIEC6t9#br-*!CGv;7fICJdQqaSaG(j{T1HB
z(~N*F-^bIzlBMLeCKsfqNUe(Q6!GxBI34vdxe?=Sa<y*+?u)8dp|LN3a<MbTO+EGt
zIXby)H|@9v1M5=z18lh9(qkQZ7><OJyv6_xkmFG<IOe?fPZ#tC!0e!o&?fllYQn3q
zwFD`VK1R$u8au`Hd`{nThpfg^mv?~xf|+=E1%ssH{=aQuG7Iy0N+k}5OBW)OGR%j;
z1t`45M#{i4R3{!!*R4-sg$}WWz`57qjd2FpokYwOz1k$mWck=#;hS-wn7iu@m$3bb
zSrN*`U8qTv*2*&-CO`kG6w5bT6<pd%-fR4?ZFj-dtXp>RIIsHZ+hhOHtw%55N?RQ-
zetW#Yto}8Dg3P%O)mt>Xlgr^J>-xes=(;e+n(^8|@AibFyyWU5<m_MyU_ZSp%g3N*
zlaPk|Y3(z8jsp3-5#Od2*3t`GR;?R<x7psaVZnIw5jU=%-}3%3ZR7Jgw}tv$e!K0A
zT8yMW;_0Flnx<Y^>#dvMM819qEiOq>ADDYfYxnnlM+?RdJ*3Wg9H8nttYLDfihbhT
zfUh{WI7T<tNJrOeE1|a#;Z`S1;PEm!5SLaHs^{O-L8*kP4xAA8>d4GZeeNXow3MgO
z!XK%3n1mc35lusXfZiT(vHb2g>Wl=7{%Jpj6;q3a9K+~?5k98I<p2LeX?9im#R$AJ
zMpmt|;=&_@c%q<jAh`?f2$$gX>xd>!K3w*VXZl^oF02_qf*LNBlwX4YEf?(_1~Heo
zsGA13O@~#6=wuTFv^`Y_X7kLRokY0`gO?9V*KX>I=A9QU-{7EYt9xK3VqsNHCm)-K
z4=7sE9xDOMQH$ZXr>@hUsvN5p(SI`%4D3)4)Y$`CcyxUHzvEP;PUsP-NH9|D+hIIM
zzj^w|WZ(GvN9R}X^ZwN?cOq{d=hdk?1_&K{L+P5tKt|JPin>3ZeVxFfm|%4t=#5cH
zk30HT(M}Y8RqpjoBi3M;|GF}Eem50%5+ipdmVQOagE+0H3%dVaE3b_nlzUV1F;pAm
zseCkqwo$_4z<zwZPJxR2ec5Gbu!;z109gv<t<l2#4X1R|LxYpIUVIU0`Xka9Kd=E$
z5ftiz1g+4A6NxvKyXGyTvM)u3FwOD97xm$lhZ5S<_7?8dk0q<qKsj#s5LSZ&AiRpM
z!EE6;%kr##(nz##X}sy~9Z2XC{nXzh=05l|zM)H#_iM3fnBXRc)rZIT{4Pp)B?}z~
z2ftiF>7hQIT|dWR3E)|%FAuQ%9X2>Lwr&M7{0ag2d?laGV+qo9l3jpB(tR`Oi$@n1
z!OF1aSuZJ(G+wdE2BN8;+`{JEG9(DRR58<%3bowxGLCL;(H=74+0_=XIs17Y-9Vth
z{sQ4`rF{I0KToKR>mL>oDh!!NI@`X@?;yJn^Gz=po<lY<r>jPpn2O5>WUcB8kv;3-
z2P0dgD(gvuIr6lRhwr1xtk`|bJ+XW0u#R)DePj^MVz&EAao|)iM>2mthMdv&x0eFW
z-`dFSgHQPJ5ZlSNs}91#)07M3gE<Vh0OQg**#fr@gV$9t9%OM{r?4{JPYF~VJu;h~
z9=^-6*AGDcQ%2n`CN+Gq$oT0#oRQJS)|Hig($g=zA9Wz*&r{bs&jLy%vO74ari<C0
z&lN_av9Z0g@55mnkE4twA0Ds=uav%T?rE;N4=v>TG;^bIJU`46Y?r~iQCOq9pu3~6
z;CjQ~6`Q6gT}Cd__~X=VdA64~GemV+r7j;1+zm&c@5exRI4*<4i>;shBa_^P;Xqsn
z-+A9GZ~)+xLC<P9$%o~sBL`i^a=Ue42RP1rGs(x12M+ytD47FZg(*1;&YK#e1J$YR
zA4>3AK?rUFcE$hBBs9`=v1*n%;T2GQW)&Zzv*V%`dz^B!!0J4qYE)w4dkwnEZa*oX
zoLvv5Q6Y0b_#uPn?nTNcV{asxo?fXdh{kxV_55-^$T!~NH$K`gw=ed%ynC4iBg1e*
zVlIQ64i!ME&}RZBjg)Uux-(iZ7iqDtyPFN~^v8oaaLKrnycoX&k^{$&pPVwD=uMDG
z$#h%XWWvR$&5RNQ?_*WL@2*nvX|9bANezHC%9wcee3|%XOjQVfU|!Hbior2#uYhNj
zw~w*|jnzZkn^$t<Vj$})p8{9R7{2USf~|Sc3b0IjW)*GMr`)OfbU1xZl(?&f#ZY%*
ze{<r*tduUU+&ls3_es_~?t60nny|3(+=tlh=WFFb3d4W>e%&A2%+!xqC@f8a2>I*H
z1CN7@^Om-h_ob08r?-KfYe7mVjWHfuF}@EB4Ifc<yp^XN<P`mHNE^m#WF7>9Q*ZYl
z*9TKgd5A010$LFL93n4dAp2d(&SsL@HzT+};~)N2jUiu}l87rG?P4F<8~KB*4IPfR
z8**mHr`*_w7g!aJH(012*sfwTRIc$0-T?AJlIADwR?|2<Hakwf8QA&Xgb<bb(j2sp
za0?ntT|qmV#37t+-}p7SNP4<60+1GzWn9g^DrJK#WjEN5pGH*6>5&>Tlw5MQ|KlKc
zKA1LpyooPZpY^gA?2=&<mdDTt1lJ@O_4#Y#$5%fc=T9q%**1^TlsoPjSFg}5Y31CN
zKgVcYM@RCnV1f8hncgjbGsUEvVOz(JW611h%_S){Q(z^~=Bzz=q*^<r_Ip@(Wm|2>
z16Z@V^-`|>^{xL#*rIP#?zD`nw9t1Vg={7aK5Gw(dKkOoXqMDq2PITV(f1{uu;9u&
zSL>&)ez1of0-m9cv{ErA!Pk-B9sg(+^(i@GG68`=yV7;20)Rt~<759;2T7WyabNy&
z{W)oD?{MY=!ydbyjRxmoc&-bdqj9|Pf{(y4_bPSs^ULGHqC`cKpf-S{<9Fa3{GF%1
zr;-b8EdggmBb-?7UK(#kU*&=%YFPZ%Gj6&1sLf~BtF7X;MrW25U4vC|<Tj@4{#33G
zGmYYU`*bD0J#Lq8KL})F59aO*qh9~^YLl@0P=C>#H4bF&lxPSiI56HKu9M2G>z2Ix
zt-@Yji&(f#_BMYgaB$XsHCj|}Yd^eTbv@j&Hu|a5?(%~v#nW;G*!3#T?`R=oKvZ@L
z13y#vU>3*|u0S(S3bL^w;`@lqcYoKPPY?|5QPP_#o-o9yD-=<_9b|R~1<Y-;g*;L%
z?CbRO^lU5ckx*53uO?O;2(IuTrL?pu1Sd;okh@}lce9JuhB**aXfK!+K$!#14jDU~
zc+rXHl$j??OvqnFla9H<7%XO{$#0*S#z4^X_+p-5xj14NK^5%t8eCZpnymitt^6Vw
zFDz;JyYr*+;sgn!`1_dL(Fs2}z_>71r7)jsstM%l-7og;rvXEVKG*>7V>pmbr-<$W
zAemodE^K!An+p5|DhYJV*T{i7p)_`@GqlLMFGIhT%;T67p2-U3zp*XM*|!T2)fQ0C
zy*5a~VZ7|K6CoQUCV5X^CtEOSqVx5RT-f7VPmyb6SR&o^@-&34)0{vHExbj%BmWu=
zSJ<V_<L!cY^e?~JxtP@g`C2xx4C7(Dz$Oi!?@y!w?TU4*KTa?c_?I^n#Cf%Nr_se+
z9PjpMej>|JsJQP_KcfgQ*5ZG}LsOixYnU1^ne9XyEBW$sr@w{+a7p>?HT#w-hEq;m
z$NdS+*U#0cS>72h6DR}a?dQB>`7Yg<)|Ji_XZ&R53{;5CZxR`s--Rkm=;g|`J{^$W
zG~B0#_QU)mDFi_{?|pib#2ZRmsBIE3?wZ=gNwI$O1;<7|oUbaT&(1y53173{k0S<L
z$b6$Lw(XAh+arM)^@}ZE{Cgn*Tb23g(^0=LAO+z^jtFR5ZvY%LjAI(MxFu)!<|m{=
zW{KbqNO(N&hOrkY;p1Ic<+KkWItbYfY5(1}<tH!jG&0<fYS`^vrpCPFAOut#3IXSB
z;ydi$Au@;@9wWoLl4%TQIhT&uUWcz-SRB^qe;b4boAbsaFOGyG^P~^0VDZA%Iqwwx
zXB$l*Cvb;n{v4hagaEkE#6;iGw?x1_Ib}qW)9!n_rVIs2xNWq-Kubr$)(&Rko*C$4
zU*|$^j;xuSF7x_LGWH<tDgWtzj#JNv%d#;#Kh0Ub#|+EttA+e7uS8^;6(OGMtx!~a
zERW7UIY0JM?LAl(0;g96yoz|cw)}$%FZw;NYL}nRqG?VRcFsl{Aix2nW8|9^))onQ
zdis5M=2k64XK4OdC#&D#4>xe(W<Ac7zZaBS@S|^Z_$8j$fntMx>I1r27FxWA9|2z6
zlz7vt_u1<@IKvezzrT~9;mnq2>xj3A5**5J>71w2a-tq#NwvrLe84d_!{l%8nv3yj
z8@_;N0@=Z*sNhgbrw^y9-?;z(7VB7mN}5lTaEztotqqufZ4kU2$Q+waG5g>&TxWM^
z1p+zFUbym_uU1$j=5_S_`yC4Cp<uk*ZCq48W}7)+ZY7oId4zp#Z0l3sap_yQrXt72
z0G6-bJSOV5Y%8{VskCkjb#>9_)vk<JSeTHBaU{1l-$kK~1LhEfotH3^B+=&q@!m(w
zdByLM6G4)2UU$%Nb+>2s6rN<<6yku>cyylp-g8h{1BtcE+m}jlZ^XZyv!sa%(6M2C
zHQSF?Wo$hZl5p%ujPY{9_G_OGw4W3Y3Mv$+->;m{krzv(@8|UUBH7sYTANA@HtN1F
z)Heuk=`xJhzCuD~W<M>SVaIX0D+OkP7-@g=XwJ0V>vthPZ*_K4;h4`O8*0vvIR`?f
zF`U88)zv!@%|-N3HaLt1(wNzA*9t*Fdo&vGZRz1Zy`wU2=UT&=GR^zx#`EXnkx>C1
zIO!wsX>*w@_|^`5<lZr=b+M8(5Z$`(Tx>BpCm#iQ#>VbUAv*1}UMGz}FzAOneRSUf
zdLic|V*Ij5n4-~RSsi{3yp1!`bvShr);Z<AxC>{FMe}gx64S*g)ShdcxA@vdVi4!r
zH@*xW3=zA-0;7At7LoJE4BPl%IoCiZ;WK=pJLH2+nHJR_X$-;vE8V;DQ9pvG?1=<U
z3|YTiccaIFt%*RG$~-S@!kPe*7`8%Fzb?NWjU*Z#e0wP_k|k>9xs+4m)Wd9|o7cA>
z)|aw1%)>=V0ZYP-8YXAh!Im8T%a2T7n#bJUPuM>>U-(c|P|S57w_5)&DKRGc8d%L0
zeX*tIt~uc!fOtL6YM}80UcN*J=5k%LU^N(|Xy!>_1||MUZ-jgiwVFALC+{i9SH+vB
z-Y3JHn}e(eM0MfOIoXc8hxd}~_v86~^CCvH^3Xk(-@d2us=d5mFoTGjTTbb_L2%{{
z-rW+@N9d4^XB+Ulq1^h{{eAsjv+w@W_Ak~S14_K%kZm5{!;Pr0!7M9Vp#42&ff+0*
z^fNj~(+OgG06BGG5)S45ut7c0A5sRpk*?WAC;7RYx?ObsL|lLWP-F>ctg3`gai1Dl
z>}~+CRluB`EcE#nWe?4za42^9wJ8;X6W?`8ll||C`_FT{o+wPq>)wutW$$TF$CPM8
z<-eAlo7e71=Vu2li;KJ}5LJBe%nz*ln09dC5yxcqT5Inwy>WB5mfDt5XFkATxRO^V
z%HzhxpLZ!>Z<>{Eu@R4T%98YTY<zB^83)A|5ZS4FSr(K@d022)zo1p)T?W^cjcXFk
zbs#o16o!~xMeeAyq3#uN(;Z)VEBWcXe9RpPnwKomYp2Xx3t9e0fL8nYFmB_j`hC>D
zA6H_~Ha2#R@0@A*f}5=knCnqDQF)vB(fSG|!;7iPAc;j6*!UT^u%xdMCbS0(j#^GC
z+#)>y$-`^+MA1$}+H<n1S*{!;CqK*(G4qwGbQSUUyZ3=b@NnN#S_?nu)p+ed@TUon
zL+P>dEdP85d%vqjP^2Bu9I3r9{<fu1!umj(Y-XYh5H=5ymOBu*s|`2peUG2~uqr-5
z^L|~#Pl#w-tu#nq^`K2C@dZ_+8u)hW@=iaP<R^{o9*!#gI$kMN7?U5^RGq9sb^7wJ
zaij(Sv0#J`3echY*0xLD6?1!Ankqc0%-CsycK$TGw7DINeb0J=zsk=OR-=-l-w8n_
z2`L$060Y;!{alpR{LX2$4VE~XTjuJuIlh+>cmEF0<_juv2D{$*<=m`;pc3*R4VRpG
zF@3rVe?S?XR9egtKv{vn^IDN0ea@w4Ev2OA&s^MR8}ElVdv!TP((4cXoQb3KbMqse
zW`!|xJc=HVR2V}-(tCO579zqn4WOaR9fKrHvUCWvhfWSXx!>;}^kk`z_^KOe)6iR9
z{1CxCf~=}s^&W6L6~#?OJ(cT8xT^E(R8<WOZPo2slz5FQb~4&%S7yZPC_DHsj*_~@
zs^r0TfT~rI<wJ=1rM?WQV5~ZR3A*-B2CRlWu?x*R>L145%gg!xzCW2rAJW(Mv_8Dq
zt5pmXOk@P4?e1<e&EvM<?`Ob!P&rgt>+T7Hb=5xn&@!VToMKN9@wGjUMbB;3?h?!6
z`z7758KJBwu~G{S{Cxi0i`A8@)f%N9LfI0-k6eat=qdx)7j(_``Q5g7@Lsp^X^^(!
zddAyqzqdEn@bc0jMDs<+lN1^G`P-?cVxclv8m?jg5RY5qlh2J5_5G=L<rouQI6*vC
zV=X``S@QEhLA}M*=R`LY$#i#^;_o}^(&0|@Jpe9ZcAHeB`}=I|$m94db%2`&@Q9_&
z4YXP7TU4Z+UB4y(K$k1hfGl-8NS7L9Onyk557|UPRWnhE$YpwyeH{UWBdAj8_g&BI
zu2!}4OGO{eRERK~<%$Zc1-~qBbIrU32%!WW(JAQH0#MsI4Bjc}eh1{w@ZO2eKLI=3
zc6;$sAD5_%(l^q7ke3)*#Z-D?8tnJy#TaUUDs;aBE418~z%ncdqAX;I*!OD4xB4ug
zR)9=I;}QDnr<7J_yb3I=jj3(OkNC7jZqA>tC9E>K-3h5+Xec%u{ZQXqg3a{h`O#ZN
z94+K=6(2-x<?g{t7d5GwMB7L1`2wJ5bVPppLMBMK-@Xagtru)Kzi0CDUf!`slf#ZS
zi|}{gRVS@4l>N{nVSdY42izZlv9frM))+C`S810Y<c+KI>A`TDW=N}ne$<M9WwQ+R
z?dq10O!j#9oFc(Lrr6SLwbY`{oH2o2ssYA<tqwp~aIIjray?Fwo(5HJcKs?ju61`S
z_ST$}o>%_q1ur+06M7a8yJL6&opGle0C_vlssOPik#09Hk<a)yGnjjtc<`iSrecT;
z<FR1LR|>9hmOY01Uv7%iAqum+XYF>DJg@39y4G-9@02%vt2o4|7p0<EF`VEHpv(t<
z7`3BurO#+pBbpC;WPg7kN4>HagGW1fHj44X*`KfOJrnaiH74ID{N+`>4*9O@)mg=+
zJF(fIa18bH%^OBoJyNqlP1@N>cWy6No?52xQJS|ssKt$=mEr49_ypxY2$>j+8ZNxu
zmliSL*s0Ezxgm|ne$}=Z@z;yN>HC@jQnikM!NR`mlI9;sBj@Z9it26L4J%xuNqIVc
z^V;P+*?k5@&K2F%Hv)X10Oz%?AEetUeaVO6y4faNlo@qyQ2=OLRC<q_BOP}L56v3-
zoD3rXf09;Z9JrtUF6SS1WkiwxTqLZiw?ndz_LPEDNp@|rY9Y?&2>bJ6`5mNjkJz|(
zlpomp8V3C~dz~Y@Un+jE6-Dmp3kz#WuIP#Lw0Z_t_E4J%-N#hnUEd2ziFdd!p#9y=
z>ixJCrEjjqw{>{SEiogw*7g2dh`X?(?i3!h#r1YKw5H@=ojXnI7@&OcqHWgUP*W+t
zqI9pUp+Hq>%l%kR%6yWpVJu>Q=2XWAWcJNEem!i;${^G<_th63HjdCiyFscSQ@5A9
zzO1f+8u+=Fn$C|Vszxaf=8L`Cd!QCn*MYyII6hAA)*G0P*pR7)sw$AL$hY@*HKX|B
z#~EUd_cIH8(g-*Pmid&d64F)-FpP3U@$HQs(Ch5@YNLp|8B4j_)>WYnGG2&o1M?#G
zCj&1N0eAu*M~%dL_kOXPxv8^SgaSJ`2N6=%@nL>sJ5)i+I~sTRed2qkJ~7cLIsaW~
zn*5|`bcO)#p5ih!p@+#Id#kzs=0pa=0eY8}0<dVN``sbo-n=^#ybU*sC_FDsAer4B
zLPG3Uc;4?o16Y^+^DILQwPB8NWW?hB89vP&MUc03Ks86iHST_cyTpIs2m_4}Vm=uP
zf>O^sH+0N?4vb-BKPK}RQs*V57r%-cbLenGT#Wwqw88L*9;p7iIaxJrJ1@zJNoHtz
z)6{4Qu(fbHPhrp|QhFAIq;StdoEQO2Dy3{(VA**ec7&EX`NSvmhI1Pba=Q#Ca13dK
zWxrF<DPPtAK_6!D-%bhqq@IK5R(E!Mq&`N~KH+Ceb<2^v{XzUfhxL@{O<?zYUGKm$
zdmyJ+wcJuMKpYu5FB-`a`wsQ>Ci3`rxxZt>GJ&qQh9DIDg8|TrwIiaN8Aho89F^|z
ztM(EAD7GO!6$-A~H}8Q5d%Vhb?(h>r<97XOO!;`v*%y-KPYXn8RJ+^V>;b90l^CyV
zeUf7D|L6bvmny_6mZ#*Q1T;<uHYFW7Z3l=XI&XHDS2|L6>unEu#~XRIk<DmSOXY|V
zKCx>HcH%d?3yjE#KhRB$a=_V^5&W}{v|(HY6jbJZe2(5{90SiMme9cJyVsw?L3%&f
zje_%-J3jZw2!lChQa7*+z+gs>;%n@vQlQ@c^IZpyZpY^gS;cB-bFmYl!DEG^QEFkv
zW=?=Ej+8T4T7H9eH)u0JPx2K2kgK4Sebb#J*NO2OQn3iR4*5$~`F)d5jC#BcpHWOp
zC?(pW0VpI<;s4}GSxv%eB|WoaWCm&k3B+q0==u1tCwp308EBH93j4X<m@_RX3qMd;
z5CUj7kee}Py~tg?T@<cbhLaNVrX#EX19>M<>Co<MXX(!GTw#Fghrg9j3tYi-e~f@A
z1ifniGporh?gds<);j{vckKH9u;(-w2gjqYy<S~-LRpw0sgp*rj};A|Zid<dr&@U@
z3E6_B-PdiH>!-Xf_XiU?*ZdltlN=~nbOhxQChZ2MDet|r-v=PWGAjMN_Fb~*6IM<?
zbjfJ*cE?HKo2ij{V?w0u?z?+GAtDjX>+5Ifw>-8l?N(m$psdEraR(U9j_9g({5bG5
z05G~K(|q6#SEj+Hxmh2YK*+_44(EkWFE{OZY*nhI+rtEifV88&s62Xt25?ci!gKO{
z$f%Oj^!|YD)mQ8H<|P*6#M6l1zVgZsw+DeSgp>5#T-`@ST`xc%=$JH^yW|S=Sa8{0
zOgms<*%G(*(dVxq;LZJbJG)rA`rYTG=1R1Bpy_A3ebzX7<vg}?<4m6`hoyIa!y5{x
z+@BC#)D+FpS-Q!5(Rzpd1xsmir*XSa5Jry^23M0a?tTodDL~q_SfPtD&eBex#;wWr
zI`s~JxALJ<u#S!LE}yF9Iykz@sw+O7(`Y$J+{OwBdauuKHq^L!D8CPICywHKlDg3+
z@53OG<3y3fz|MZ$%`Loag!1U1%c0FdSbgzwkbba>5R*B;rWi`Cu_23gPo(SRE!p8S
z_3oseIAcv8Q1RFklfm`Rgo|nOQ&y1QjP;n#p<|Te!XjNq>tp>!(93bFejO5wlEUa|
zj)lc0l1=j6ZNGbw8*NbzDA&CZ93FLvZID-5_r68+D){UA`YTM~2K9*SJLV_=QH8(2
zcq@yglasvy^!cbrwiL$4_OVf-U(H20jTwJ?p~oy8)sNjfP?-}n3!H%Px<op$udMCj
zK3U`mo;#vsLgm+;z9;>YtUh>07qebo?u~yK_I9f!s~}h~Ub7keDC^hyj~2L6qbW7T
zDt-?IGLGXOM;<$WFqcb_MQ8V>wAWx|l&5uld(oGa_Mb^9LC`G5W7XN*!|C;6r9!&0
z!F-p(?fB&D+>AIdSH3u8{lc11o-SwV^cP+}z6MMqgo`47$FI4g(l(i4gnRhs?@I4T
zUg&n+>Z6>WQN1XkeY29=`qs41Sy!Yx*N6n8Z`?+ezp27vB{L=?!%2=z5AZW5_!c|3
zS?FhMlXqYU=fU1<-Q!cLm)a`Nw6;Izhv>ye;cHR5=lvM9<j7aj6^A8vIg&474*`w7
zzCX%i?GFh&9#ZKBFh}PH$ON`ixBqbKbF#QE1;15)^3m?PA65p#O>nj@k(@y$coma}
zC3Y0w#a6xL)@u+iarQpFTAU;AVq{FZvJMr5-tYG`r#w{$u$H#_aZuoPwzM2Oo=HvM
zAf^=Rn!rwM!$kV?(s$wMH3lIM#7K0>23#3+GE6?N32MZ@tMR?{EQXOFP1SE?IePy3
z1~IF*k9yF@mm-3(cIO{qy2AtKDo3D@a4DS$bXzQUkVr=60s8hu_^GTu+|1Wo)EY`#
zHS%uq9Y4!TLoOtU<xd%M?HAr69EE0;I2Y^1%>!yzKcB%;qNsF)u)Eh(qFBSv;_!=~
z^gmD?UNerInS8UL1>Edb>qL|%IsMvMnzd7RsrK8<2Cg%Q&}uXjO7VdUpU1@e69VkP
zsRM54bDqY+CJl}Fa_Xy%VV+g)wI3anGYDWkcyad+zBUO_9Q?;Fe8-)`x8Gj8?&Y{A
z*WeoAZ#a(~8APx~PB?%qJ8&Iy>U;_Zp+8}Tj}$wwp|_?Pn=#SU@4ZApxs!*>=SN^h
zBlW(SexIrn_IBJ_CBe)|r0oI%cG>#gpNuye1q>O+o%lQ-#qDcA1G%y<0395HjI)To
z)SHN$6{ZGE4Ym^{{jGD-761oXbdwuTdP41@!9HK0aX&`D{_neK5wSc&jOsaxScJ3e
z#$255vNP;d@27HPqST@Y7<X=v@1V7!o#tOwj<9+a_sw`0t_E<GL-&w8%ia+d1tNV_
zVyJOv$TAd%^`#q~2rG%?HPm6<b3iY%{MbZs(iZ>`mTb8k1+XEAjuYA+NP*cLM%H6$
z#AEzm$zAziB&_N0<I5XykNpbGw-JpD>F(WnE`@&o4tn8aczG(wKY%KW(C_E)<58sB
zQ6|7}r|AY!oHZ|KIcg02@uiohC<-BZCx{6Wy8ZD45&MA#mtdN1&4{^7k0vsB%s=_=
zpRj7WVldxz{2F#|3k%w8&2L|(r#uxx8-0<K(c@(_I`~U`qENf4yQ>pUKE3ma$+}M*
zi2<6ZXrEBdl7>9QRCr$L#fw)9sYqf!83R4-DLbKJNq^pH^zR5rlEECo<Wp*1N=gn^
z`Vbrma-60tyNTKeQhmmD5XbHheByp!kET@Z9jXbf@zg*wcD_&-{Xkv62t|47V0TvZ
zr7*A_%$2SW>rfo8HXydO=n3k1LwR)m#-;%6PS^9#{fnM#6Ak$@wU_gb9!f>#;p{fD
zqBx#5_K<SD&+pdpeD)fSkKg!1Yfq@ZmF6KruLoRqJ|d#m8ost3qa{kBOElIdWcAID
zWy!R5q<8ZDcfj(KmTks!wU>U$Y3$dJZC!kr>dOz8@qLS!_OQu02~v-0^_Ti8s%Lx~
zWJ0*0I3ZSi{brHNA$m#4@}-{zQBV4SJiDgr<<qNjEQm3YN(|1hFLL-cy?-329c$_W
z1<!Nm`wuW4;+7@JL*t@YlyL=E(3^OO)cuUxbBJR_tiJns){045Q4E&6r-@vin1^sE
zPL#!L7Fw3uSbD>=%|RUnPNKKAJl9+|X(#8vyJ%jUw^9V^1-wH3W0+rC{Fs4Z+Vz$^
zrs<g1xL!QWnlQnjw(;Q8n<!;Hi#SZ)RVi7Wul+J{(*6R~XIh=4rSii9ND6+ubG2u}
zjC^}dQ6l-Xc>N(lI}<;uJHbJhe692>e>7HF+JPIyVhp}Ha%5ZP``(ULcD*LM0suTa
zGyZX{9h^dxX}&a)wZ->P?Pt$O$7!3-Cs64yYe)_L&OEOl=8c}1{r-qA(YmLHObKsy
zl@CM6cMW^~nb#_{2b-p;Ji=C*>kZ^yempm?b;j(kikAIuPm}!gyRc23l1{^yct6aw
z&E1ObjoIs4;d7L^t`&CE_C!17EeW|@HSD-EwF8k;oUKdIw@Yk@t0UmOC*zzGL1V`-
zppHRR3FK&@K(Pf+fu|;1l<jahwxM%Ae~(`R1<qbrop-m0IvYo2cE7!%0AW#O-jS&_
zjF2Ip<<}_7P)eQhJq1lHm1t&uEwGhpE^5A4cfp<2QBwPLI;nf4eB>|VMY;^r5jv0V
zbtX5>)aFifM;_y>ORV0c46W`SR?hAvFE%F+*!NezJMO`8@eS|ir$WLnX6#$sd-fP7
zR_E14d=>ZRSo^iV*nY;hj24#=VLge=8k20!zDc=A2=@+CaLws=k@&;SNI-`!(8R$k
zpVHfi`tfsj-l}IO-?tN#B%_Zu9Onz}HE>Y_d%$wR0se-Gbim<HI@&SvfjqLy>&=>{
z=G#f@VJ&du-uwtBPX0fN&SS|{EQ_LFL<B}47zzpGu)>N7Ap}TxD_pdxPp_Sm?uhQH
zdX<?<xc8jB*E%9H`Gl$DDi#Zd2I^s#UT_Lh7VE383G*%h2DqXct-S2M#TQbkn55|R
znQSm{Cb+_;UQg1{?}U2-y9)F1YwRAAkb9N$J&f+yft%O42&pqe$*zGMsidG13=rL0
z3XZq=P&VEbz0vzDQWj>Khx^IY%QZS-TdAr&FfxUb-~}nA5GK$a1V{h@iyr``M>nLI
z9)df{M25Esjz`s2uX@?~lhaS5s68Q10cJ(>lJ^6D-!FXtd)5~*6hP|`$HzB&U|VH!
z^2+}nZFzTvN%q+6x$lKp9_pTy6O`7UW}#S66nmdOQ8db8B*=S2#8xZZ|Nrv<gX!Zs
zbm6IsJnJZ{6R7ja<}RxM0k=48Ki;vECr(!bY>D~Rq9#^kQ_qlyOErTZ(=2Yjl05?X
z<zg5uKs33mbO@VP@_0uYlT6hyc|GIH7qt!d#EtbmBjCF;{NJCHLoglTT#9dcxHZD4
z5E5&rWOL^Ms;$+4L})2DfXtni-EY7yS1%pk>(p<)#;4FcNA|U{DitBXjyp2(l`D>A
zD_^ODxMg!lg=c;ZGDfb<d~1o#R>r<^mnNE;rV|QQ_-G$JMo`#7zP0!^x7{d&>{`0X
z(fWqFHch;zGf)C?*}a{2v!N{T6DG<=j2txo!~!w!dRj#a-JZioV#p?-uhZNwb4L|V
zx{0a1Q=s2$=L}Bnds@v_g)tM2b9N^Sz}!!pD_kHV%8UE&NMsrV&bavoNv|hi2yAy7
zbNBiW2%y#_v96|KklxNwIz#I1Oy@`~hdstGm5bL;<U`<Ddff9BdnqfQo%Vd5dGhdT
z@F>HFkz217-f2}qpn~0UdbfMD(ma|z_}RpG3h^ZNDw+Bjy)Tzl-7eLnyg-Tks=*0G
zDN%6ePEl}#ek1OZmv3UIFTTp0^}TbMnQcm$SRv<Ua8FresfF!r7>RNGabwQo2<Vaf
z2M1eA0V3?H-=SaFr?jOo4dHMy#S4BI)1bk<CQU|RCSJKqVRZJ9zCD;o#cIbwhjR5O
z`{c+2_6e>U3HtJ|DkCPKh-9eyil{GVT2@R1uqXTi6Wi>khQo_;kvnP<ru81QuFpXP
zd<*o;3GZTSB3S)>wm}mBi#O9i;xLv=&TGck1;;SFn*p@+1cgIxucM^sryauIgB%Kb
zg3&JF{XC3HI3q>49SKi<-9i2NJwmxA=#s%gtw@sACz|9kaClMXv|RT(Q3l$1--=xO
z)*FMS<ru&GPbO74agSJOmW5d+O}F}>a+K6Xj(1WtG+i}ZpL~jmU3#Wcu1nhe0)ArI
zzh6Y~vwqR#xPIOR)89o@X#O-5DG;wm0AXu_``w5G-6w|7O#BNIAuU=xR#Afm*a|Q*
z*!0d^xW^kPT6f<`-bC*O@}~&VDJLq;KhA@A=dI)idFkQ9S&7ZHQy{n;wl;QIPL1pw
zU(&}1=>vEO`bjLOWJkKJb;R+ZaIZ>qKyY|5z_Tq80tb$v-@qL*rsrWvg^rsXcSo@S
z4e3=;e)euuMVVs?@18gaIev46_b@ygTnXI|f@jae0}cRZK$^LQ`78|_$Q6j{xeFGn
z_*GwtM*FN*Z9{MrRIVnBW}_YY8+3if+gc659%l2ywl#VG>4~#dYT2LLc_P$n(3!M$
zDtam8Pz!nekVGwVtpCkI;@0mPxIgFo{&Rx3r}ukmPClRw@?_VM|5Gv;Mz0Zd1yJi8
ztHM4xcfdHKCvm%PW5PPh@M8CnFU!528+XNO6Z-9}#mp-qy{oUxLsx!u-#TE5-By6|
zDe0y4Lho->ULwq#-!vKV^ILR=7onv@0)tEknIJCkk}oo!CTGJr0cF+W_Hn7o8Y_5e
zh7Vq%46$Leuu=uow7B%|t}*KWeK|PKPJ1c#$+p<NgAbyUKd4*!f@`<;zBJIguU*Nz
z7thV}_oL<tA^lWsmA!s0zJE9Ks%tdiBRPjQoK+_GU#<8@H=l;&Ci&weve%3Hy?F6k
z!QSfrb~L<GvJZhUe1Cc&4Fl3wA0TC_60OHWm42MK2A0vUBVIy$-yT2hF{bg!WUMGn
z_jv4qlO+{m?Kb$t<JL7&+Jf~P<+*Vqx1}5MeZGKTg2Smwx-u$+;Ol1HdEMXMdjKPM
zl-_#1^A)kN8BkN#e%;4<gywid%=qLTXXf*z7jS&M?TaoKkzNqes13YQVH%Nx!Rc2s
z$-ij8QfJG*-|q&8YGc^Ft3i_rS}5^+Z<6JqA;VY#DA$SUKC^t;XOH1a(1j{^5e3*`
zSAPvEQHVqZC)g-3oX{mp5XdzA_|yeAlxfq{DeA}#6I1qj>uF5ooGDkz@OB0rsN5Gj
z4P4@p{{}l%&xF?^rYLmdT0^TO^J8Djhx+<6P*|{_O1bz!)!Ipd^~l>euz2r1j>_G$
zc%@E$SMx(jO}IiHO6*tbcC;qP>`o{2B8Ct7`Pw!y?Dm8L&j^by=#M?KXD&WAO}4E0
zq<kbgI(khGoqGhI!qf#SeD}{Ig4(FoT7K`s$r(N`2HAQzL>)a`Z?9+S5{x-aFpraR
zD7f9L`AK+C5u|}1;Mwq(7*xbx=RT_PYq_hC<T?&JKNradhBXgt#u8tk-ItHwU9`&H
zl$!b8`=FvX?d(3e>sK@G*@>ox<bAYKSlrM93z}N0@NA<wF**-gD-*02pC;f5Z^(|%
zqy2u)kv~Ff)Cq^`GsYt_FFEm(9#{Y89v`xN|2nV_AKU!l(DyxN0&HRJWgCBlOW&F4
zc&kj<Tcr815Bsb%P87#|yli8xHr%J@_iK#wY}gC$KYl)JjjCBXL~8>PGfwNat)Wha
z<MkyuaeD-TQx}lQSfWZi2D&U7`@RKi=`J5XTR3|n34oG6O!U;gXUM}tw12lbCTJS%
z?>#jOc8;E>hGGyR(^{ck@3X{6DqhK(RUCH?KI2CrT)!U&x0os?+n||5HFXUw9p!At
zu2KmZZITxF2i%Jv`y7}F^^~tTR8#xAqC7^H92o`tEe+Q$R8lP`f`!0T9}n{STyyyj
z3m0P@IES6&KB<A$s;JU%mG6FS-rYk-?Ta3;@2W(9Gi3kxn=ABLUe80-#bqEEh|W~C
zHF2M+?%sI*r}22QuheIGs*u~z)q^eW7#rJwp%Dgf9x=EZ5p=wLeHKsy=<{FJ6A#tv
z^Jy&Ncm*}h8E@?6yC+_Iu+xpCrD*1u^gEv2#N@-_pv?HH(2*JbH^$;G9eVctXufQ&
zp?(>DIF~6##Qk?&qsjiFvnp+c?Vs3+xVkD2MD{*Anm82PZqGZ;_z7!XMG&H%Xm}YQ
z8-C^wu_xRz#w)J;exN^xpt5I9U>{`3^>@Dkv{LU%2{HxZP^3E+CMrn0E~I|Nf#(I5
zA`am90W+%$_Urb`YmT0-tM;X|$;@n`4guW87VINJ)|W?aLY5;EsI|K{&bvbG*6kfG
zeD1z<Fe>}k5t#wFAx$;EM3OegD<oS7@mC^rfpmci_w~+;4$?su7mlc-T2+erl#6t^
zf35fCqKNRGF^zix9z*Qd4qdq4C%>Z`aAYbP;3~QtO|i@~*7Zu}YuCne_*$v<xh{Pl
z-#MzeIa2I<b60$`)2Ybea)jf3;HqKmFZ~RYgC<SQ=zQT!yQdGxL&_q3cK$`mKV9|w
zvB}14vl3mm%Z8pN_XF^Ej|@%OUnt?=t;r%si@kR1=$Uow`O1;Y=k52BI6Is<<wwkl
zCA18qdXJ9aL8iw|y25)&|3%Y`_cZqdVqtltU->2J-->;d$!Kls?n~5^96p*u)AP><
z!#dH0wVehZ!CK-M<@eoXOc9tog@l{|S@rufy7C2yH3B^5A7bYB*C#)V=W`N+;Ya2B
zrB?@a+j_^)e>*%(V~cOHXyF>rZl<#z;fZ|F5<Uo+QRgix1daaP?BFcIJ-5OkUEh<}
zHb(Z7TQ0qVY>v^mN4pnt83$qdL{%RDP)3qohalO->6P5A9sL8wvOlhIVg}K??NPXX
zG%x#{7Tx=HcXn&af~DR3ey0)HzPG_z5sX2)^TP$JgeMs%o~F_toR(eZ*p1Kpr93~a
zhh(6IFEVd<tu*s@22>*dK~lH3G#izL<?|GrUvYj7I?b<V9(vfYd+}uS14ae;tTMXZ
zVQs@BqI-11UJrmJ3GQ9EeL2fBGq)fgw8Qb*BhJyfK({qEX<4P_BgwHZUTyD0T|^)8
zJ0y-$8Nn6Es)5*9FzW#ImMum<vCn?!(Ip#*XR6;5uT9k8S>NSWOh%T=+nvK>%GEl$
z?E!;geNVg8Z(j2k4VdFj6c0r>0;D3Un~bBvm$`!%%kh&oa)^XpsAfHm`!nYWC)%Kj
zWShN2Q^jCuZ+Bs_ds!Fq*dFtex$BpdOwcuI0@Pal*CjmU*XO$%zWy(R1SAGEnYciW
ze5{;<g>WW^Qbj3mGY4LUa?!^3Q{5sFG}jki%q5xc%j?8egM(Rs)x{cC+S5=S?!0#O
zX$|tMf(8077D|QGclSq8%k?46MDM)EZ}TczHo@Tj|6i`ggKBnVsPzb~J$lpT<y_%1
zs;^&DTu%o->4BNW)KOSZtIfk{lM5_JockI&u>C~B1MT9A9>kAS4y14iGXp(1j!Hh*
zGGA^}fz+vRZZsyuJy0tf0k|Tvj1XRItGKtMz2}~Nk$|X|Nsb54dF>;Hc&u3LD*@XL
zhJh*B&iL_!y|bUZpU2wNRYI|a3msa_NS?!0j!!rHNf2d;O>hUe;r-w~=6SpsZ2C$G
zzYC$Zj&_w)xNrJ;(>oN7k}t|l-P)>;;f)4BeINUD(SPVOEQ~lC9B2Hf*Y=Lf%=}(k
z*+%JXdk(1L*%`&2Qx8n`hT`Q56+o5zx&{)AwZ|)$k~h%G?dlCC(Dt%~24?s#_)_ms
z1&Br!w9Ki_fj)2t?w5Tp*Ew=Hh+ho$#6{`SR1jl}^b@y_8|-0A!CTG2*XvVyk6^}l
zowQTF(RE>p3y_d-J-_)wxM-C)AH%VzD*v>d9KApLR7~a<k}tcjNvnDGP!h{LeJ--K
zsUPc*dynF<iKPu{C~vFlq2Z|M?>GAZ5VutYDfO~zK{NncMSMH?vSH?p`(3fim54Dv
ztnJ=RG4jq>b|UK2WqEV2lfzlK&%Wy_Ye{{kH`+c!?dmuSNz_i^U(|iDcUa5}H!lSW
zv93dm==Im;ENXhmAE49b{rS+_r;9G2OnO!_zw*&k>kwIX)(PWXfQh{(`z|2=T-FK;
zm2nhpe8!IosGGldy@(dWncoJk_$^;<>EB}h0r(+gAN+POo98DMHJr}XqBYSmy-3K^
zh>bSFJVyyvsr@FHJNaxoo^(XlPnAu?-!{uCvV`_BkT9La76bdL$6Fz*m6E)1$*3z)
zU2*ryaGI}@$M=f+VChyf%rD1cX^8Z5-IdA_;M@Twa<y7c1=PFC{R@Nn$+`q|^K0io
zNmSG2m8nr}cFR`eA$6U4hrG2xG@OXUl87hy@(VHB0@vX}o{ra0h-OdX>f5_10DC}~
z{b%9)`ol3ojnD7qNtaq7o~SvIiHkscI$m-$cgM*|J<1EVjS!attT11&2J?<eOd`C5
zMCTY_+}#mcJ-vn6eK^?1oY-IDIYsnZpgkf7T8=ohn{&|bd5-hk_d%`A1>7iY783g>
z%H$+``ijKcIHt7o#zwat%k<-la@Xk|Y){}*h;m`tgFm8nhjAx3FAr;woQrvVJeRV#
z-BWUU$W;pD-I!0kTSr&xJ$ko<Kgz`;yaK@_&TWSm`33kB+GwLaeR>2UOYUX$dyRwB
z?&P|b*Yu;}?}+7gW5{Jg*1!ac%1mOp%9FE`9g0u?ykRRIG)!yG<9PS&{oqhFvrBIp
zc|fe^M@IWQEOJQO-Ar`pd9(3B>*>2hXI)!ymE$^1$8V&W2qe`{_MF&z6$qSQmec#|
zq2lh~eQ{O36z=WvPCW@l_j6!eHhMs(d-9|TEtqb}i4o%YH^Ah|`xG5s80+(YZ=3!x
zAUW7U>Tz}exVbcd>@>jA9(TrBI=<w?)+zZ)spSFrylhPCBFKq`ve{RK<ZQ#k!v<&#
zYTWn-d!S7<qK)M+wW9-;oJH)X=4!c50~{*Y*?jyyM`%JM+CZm2+AycWCm1j1XQjf6
zK6W?xnz_e!VLJ5O(*o}#ZFWDfJ385&7$<wW2$=FFWN9+s7I!o&2RMA=b>OXjrtcl4
zhr@vU6bk1fHP%tJaec<JX%DX=^=(d=QQy=H`_i#}|M*jDf*%5t3mzUuMoZykaTu!7
z_^$N=F}=Mlo(T_UOL~iXPRRr(r$mzy7N2N`V@!=!A|EjUb&s!+2!%dZ9Yapvd@Y^B
zB-8fu+6QEm2<;w3A3BNC3qJ0$-X1X(L%C|tjOpuv5$7j~=nG7f+Ra*=;<#pCn!o$F
zA%WzaZ<IoI0y)A`C|JNpRv8QQLcBF*{Vw@vJ@Nd=dR-jGYA-t{3K`Qg(cX5PiG;9%
zc~ibtVxwRBM=DS9^lQ^hNnPAjbnr<ZZTKK(G}=SJZ3!|({9bHLe|9HC_rtno-OIMs
z<nN|4UX0KZsEX@7N!i11`?~CY!KZ+n({Cu)xWXe^h|tf1fYZvM07-sI7EYj$t#_X(
z)nmZRT-g$jK2p~|P+yu?B}{Ex&(xl~FHXPDOl6HqG;ne?J+o-xaL;d8+)km=^T_uu
z7d=7Tzb+h21c3lQ<2d}=hxZ{>@R*kF82rO7LM5E9%JkAHLQn0~c|SIgr+z2);Sf%l
z#daGKqT{%Z{J3#l!>l#D?kLkt>1BYIRpEV6TKg_1jqrQCn#DnrzRBG!YP|?nR&xnk
z?3$AoO0~3TNEbspTi(cb90DfaV!3f6&R#lK?(~p4hP>e+WxTiMki0{dw;08{SK*92
z`p+qMKU^;51yDl9-Gc?(Y=4^%@Y`eFTIXjuQV_!HS-c-k4w+ODsTMjEhE=ex@QJrt
zHv%F-N!PmCKaMtcx1@-yukFstp=dr=T1Y-v8lCzQn8!w>{r)gJRG)r85)Z3OYd9dN
z%;)^Mz?xnONz}bcw)7j&R)=E+%aRml3tlsyc-4t~#@{SH;HZ9J3#jbRQp8p*PP59Q
zJn$?YAWUz@cO8SJF`du)^o^(TBE%vJ6v)WfyV?>`Zt@`UaW&K(lal;i#2sDdtRKGO
zV0!P9op}_us{f!Vchl5Y`oSFSI`8hQk0_1_)u#NR$?01y*H%peF6dwUU?^v|fq)}^
z!mf_f!sMN76a8fLmu~e2O)NqHT{6b+-SF|YtpdH@F<LkwiibY2$|!J_$}6*Xd4zZN
zWlP9jzN^C}*;T#GkfB=b_oxB8#6jB*<EA?52#AaIGeuz$Y-4wGo(>s4!;e^hl*<(Y
zaHidhEzSRu&y3{7VROMZfRes6K}|oVw@e#e*fs}MNqke<!yx#UQ665h)Qh8;``*P|
z$yAMO$jLwyz(CDsHOX2ztT*3!Rg1as#Od^Uv)cCkjLIf2KcViG8Z-GA9^r_`E3Na{
z72Pcpn62a6-ahnA3v{2GCJV`eo3{<G;XDueiQA?}tut3L&I4K7n6%B?bv|7whg{$t
zk`@acLcQXf2MdX`eDG1Gw{X#aqw6i5qr^apWzUtY<(AIS{9Qn!m^eO%J-P4Bqu@}=
zeN{B*o)YLkzT@!Pt$5nV`t>|2(u>fM(ZSRf0nf7;%6;v3zE0J`d6$RrV|=RKwA>it
z`>TgztlnNQy=-?iD>8)9z#Ij!+4%jiH52b&biZ?-K59ob{|F);5Ctbzu*v66wO74z
zTM}@=cKrhv*`IUWoaR?au9%rxcjkL~!l=2T&rL>8SGIbMgScyBXW8Rv9O*S5n)lyt
zIH}?Zz+}<wDsUpPwyNUBrMZTQE@{Tn@|Dku3gNrl!#7T1D5NxsM`5|w^CG&9Iy9cm
zW6G5(U2>HgDThaHE_Qq&p#PX44AM<qa(--j`!m6QNQR;+h4S$V<JYmJogwm8$y&DZ
z`P%^0@#4tW;YW`O5xTJXDW)UKQ`xmYU)cCd)A`qi*p@s2OLCkpfggDZ_`+?zb9_A+
z@gCFer|=t;O@$1&zg{}&<yT7c#d`GlEm80)zut{P?s}@QO1?wy^;R@=@5|m<87-Pu
zeDC(rk?^y==eUdQf`i`Jx0Cjo{OO6(v44o^<fMQ)=s&7s6oG~UfybmbFQ`UzW}_B~
zt!}8UI|t-9B_Set^*9d8)pN-L(h~72Xt;9QD)o69J+Kp(!}ke!#N8hqyR`sy{?s!2
zf(Hl8b8JZzqs}jvV%>|#b{-Y|RTu1;(sYg7?i+*>R`VU&c@IY2TpJI|v2cbl-NNJ_
zPvQ9+Wh+IPTMPV`^FdBsQQv&O`gEyQQS7pnzET`^Qo%G#<i-X;so)*?V5<t1yY@vl
z>2RybSJyXx7lc`JgQ^SOKmyD8O4?7h!8=r?M2y%V_<f~~h%Z62_Mtg={ns3g;OSjI
zm(t=~N0PUppx#B>2Eei5Em}|C!<t2)w+en`39pVcC46TCoQ`?eHodn9#^^TZTC$jH
zlbHZ^gz~NAzZU`@AlYKHH%9&KWK(p#J4*z4J_vI*$h$06wj;w62~bfq>u{%OB6Wuj
zh2x7|Ot>QNfpl=tZdju|n)bQTuZKf%FBi1e*bkWO$qC#tFxvy^1{CL)=Z#z+4nNtc
zUh?udmS5uZoJ%~ad9}d(|9>csfJZBlzhZwGnon8)-R>#;BBjeqLN#qp;SAjrfTbD-
zn7!q5J@^XPK=C8u;Os)&{%iZcZ!_Mg&rWs09d=skWjwXR=^>z50Y$cXgeGvQ0>M8+
zE@XNUX7wxb3P*gl-pxwxQnR!Wbq}m(`)D3Av}fbdZ7=$T`E|lsSdW2Js@Ed}`luil
zR#uHI?!PEh73{OrXkU$)0I$~K)2W~2d0G2s@O=I#k16ZV^*r?`o2}E0vL8v;`R4Y#
zvJD>(!WS0>=L+YnRvrsIm>G@mR@7f6ecG3dI6d&at;)-8Akj)|KQj3|f9l$M-oKxQ
zHw$M$=vV7@egrXy3zMnvJ5aUxM4!Bf9_(ER@u>Hf*2N}sUXez`>L9w}8Hr8C6nt*Q
zoBe_`e7-`1wzI6^nJ7BUADkDA(+8Zt)fueMfO!QT*Gn9rlyj}G=cjV0`6{04XNsb?
zQmb!vRF3cO3ZGryvDMfO{SIu9<E~^%5f_Cc`U-&OC@p;x;f5t6<H7Qhia<2BsOj6>
z^M?MtJe|;96>+(uzu0sB27un8J=H{8@J$M;V!L1ig{qEf>=sB#pMaa;(?)LOD;z>(
zA5LbmH^15YV&gnW0+=BTvArRkooj)Xy2boFVBMX*&n)!uMP-`S?fVYOBLXJ#_cqT@
zwvA4~JP6QT94@;uGWZ%0+i;)(4za9&MSH)We_z}g>@aufZ?$)9*JrX{xjQ=;SQwWc
z$izCnBcdYR7EUV9O(fQXage6|TfKM3_ho#(fB3Zd&?jmBc6;)=CVW&+=FON&rp835
zH-8za_z(poBs&Dx_8Nu%`*=#KY?#+l6!F1c_UiRzR=xVZOo#YL>@QD*s9y!mljr^j
zp~R@_K#-ODd1(b7LEm*RxNZZC((`SS?pu1gAmsi$159)4$ahzX5Q`HGcd{1b#=&`0
zTHd0F8k~b&cilzZpnC6l5}z-w2Luq1-?oB8y(lU5#oxj^#Yp;{)ulUL2?~ZB!%OxQ
z)V%Q^<pp85NWBmNBZv$WaNdiS+NeH0lUypiT6Xq9Nxlr(d~LO(p|3Z8gzoY@Bqsla
zeBzdI!ib<9kv}Bf@@9|jSViO9*VS6S8w?r+Q42||l0l9epT5@<MEe{_?U6?@!yC20
zSbN9a8waQlA-Ll2Ah)u180f;vt4MMj<10RYu+j!*e}5YnVXrfCj;sf5ehsa0nnfX$
z6U`cu2O)!Azpn=U$xh?t^5k#2#bagcZ0O~zeS!5=DbX4u?-d*~-T)PJMS%&&LhJj=
z*kLUKF2K|C-COoJErWGE&W4s%l;@Y`S$=K2Y3*`Emt3hdXK>03GvFng*^C|btcO!}
zGG5<wiu1!Yd;i=n6wS|r{Jd4V38#Kr#HhO{z6D{{^0d#9AqZ(yS&vzPJ6Jks&r+7Y
z#e9fLCZ)5T&JtjYlhyRZq!RqmFBh<Gg@QP5kI^t!w|8_H{c4e`-8_DeOs4-nVxLiA
z4OGNu4N=zN<A)HPVT~_=^pmgZN?tD_O%8C(pWlTV4wpBZZNS@s+WwBX5b8Je?Sq4g
z<wlZg>hjJ_Z#NI^{Z~0f%O6cD6lo%%%u^(*7yHJkjhz6B)q0glp(q;+Vuc)VZtoVA
zF{Cm+oP(^BWaji$)KRz}YyjZniRDV>bPVS0dNmf?1P(4zR$Hl-0=J@XG|>fkJ+u=@
z)}7h9C|Qfm-;1Zfo!gjFOgT5J%E|iM^FWl`XLok_FB{w@asU3%L}Q`S4u=vgyrZkm
zGvXy!JcN)KF^<Qo!D*OrVmAn!r977ki`?iPStT;gz@31}PEDm>7Z^|Odv4P2ML9f3
z9zWD<$S@ZyBI|eRe>w_oyFsJh>SL#hcr*!g!TYX{UZ_rJrq2ubodYM(g;>dU*7}w<
zFg@8ewwrep&_Dvk?)A9H*;+3&IsTTeEk1^DUJM0su<Rqsx8gBl_<ok)1yt~_`OX<3
zpO9FF_?2;KH4@W1`Ms717kKG7>}68L3|##7bN1nuw;I{O&X<6#`x=s#pWqJVC+?m?
z<5&w@&?P7P2C7p0Fn6!hCO@|nhu!n^K~|lVBo8@A8SEREy7nw5Cw#pbb<Ou3LX4~4
zeTa3hQY2VJHHTJ^kFC${{DebKwG~=;;gFRyn{J*h)%LM;3>7ber9^pW6yg3@@i!fF
z91E1kci6Y>s+jx~>*B+vZ~1eyY!vjNLUPHj>|Xsnvg5bp;0Ahab=ccfwr=_Ias*Sk
zzQ#iGB*!Gs4b~X~w!M#$;OgaXkF8$Vh4ks&vQ~kS(gl0uD4dhvCP+wAxrdu@+{+Eh
zT?)DYa0A};%D~46Wvp06Mm@lz9C@U+dg@H~Np6qx{NArS31I+8?@*{<pP*o~uSl?8
ze<!};blvJ7lj~~LV7tb}#b@e>Z@0d5VftK!O(NpQga}9bJ_l#g3wASV6T_~aP0Ec3
z&-PuE7zg^Tv+Qlk=zWH(nuwVqVOYC{5LNu{pI^Zt{=Ki<SsNlT3A-ILx8sfq4I@J^
z=a~>94XhTT&7w`BO}M%viRKy&0)q7ulhZ6Ir=Jvtw_7s}AdyJhwKi|Z{jS4XhN*UB
zf{Jr|$GNzCyoXN@!T_is&+!2-j`QcWg|-sp6!0By;?VX~gPs`<L8Tu!-!~7XqY<XR
z0F4su@;lV>a=+IOygle^FFF`|txrcCpsd>yS{e>Dlm%|W+nv}Vb%4m;Mh@%^AlVsr
zzVkk50~av2qix_vgJIo(;DkONTht``D#PL_*i+;83OQQhv1Dj=p|OF)V}F9JZ}W=A
zHd}qgG<jGwY<u(Wk(mSczHQLN(q6aw;yAX$3Uco5dx-q9ZW6-}AzoRAY!5Sb^mqs0
zlTWJ?72Wh0@8b&vjaK~9qM%(YrYdnJP4!75PuCwRA6~S-03q{j*<G9M6v;_!jG!zN
zlf|oi;b8akx?gMsgn07tb<$4k$KNOC-=9-KqQ7;r_0wlZh!bI2$fFtVxnYqudGkB{
zZBc+=3}4&{bdEx@CjTYG6}I3ziw*!RBg7pNwyz{@@CFnFU3Vdw5P|P=myTC$B#eJ^
zlY7;RW{5Efw+ah$0@KBJ18i%umOIi|j;H>>T)KL17?0;^fY>L0|9#l9Jx_$Epw^AS
zfAZ_)az3BD_l^a|yjbPXzn#{GHWs&^LHv2_c_-jEA=JJ&<k;CMuAknPaLeu@Y$sCi
zU3`j%5f#b++u%zTP2G`FB>iJJ?@ENk#5z`K041qlS<r-oUF#Vv$=^h3pOEZ06{^lH
zat^-MZ1DowmzX%=x)mc);NOWSe;|Tm#Bf>HePQ*y|8``32-?GY(?l%$qvA*K<Skb|
z4kme<n-_KB4F`b{@bn7Sw}TJyCGBF`aJ=+5U?|X;K9^{hxV)T!!W<8Zh%v$EEZrG!
zo!^(4i+Dx}E)hr<5i#j>_&zwjbat2z83s3zgR^qIxCHqLAy5?>klWAfl~tHa&yP!Z
z^C!;5K7lP%<NUk#{r*eNx3}cJjkmeeUPfPy>oudZb~z&Z;qH8y!kZRzz8<Z0fSn}M
zy+2ZRIAkB7JC6lbiFLaDaG|6g%-p>vl3@dOZH#3`+vfMvDS25PB3~KDp9YusfqpH+
zlXBp+UEyv`;=4vzOm`E`DjzoYvSPQqrk_t)zRj2LcVRpLD37WdU#cR!tj#Y8mot^=
zMmO$zZ2qEP+#38fXV-4|cM0v}8L1q9je<vb7^$hA5@vi9&P(OD@s3{l<quSyJhQp%
z_^AVz;*1Ej;&NokKD@Q((8xigk6PG>#BA~rKV_5<h%4Bs=jOEMym0x!V1Cadnr>D1
zu(#Q#F(KA6`ImPSjo|CihVMT7dylO1Zo@C@o+TR4&LK&&NT6`VqLBo)!it&H&G3H5
zq%d3o4moXQ&Fxht-m&5X(Js{L19H;mO?keFQYgkuc<=mupKZxJg!ET$>HTyqtN09j
z8J}CgZtNjudcb;Y0l3yFFV$QisXCqAVyUEym+0cAAhkq*O)f-Su{SQOB|d@BLgHdb
zj$QV-U%TL8?C<(Jz*JoeAxe1fk4U_pilGS~DH4zc8S#9#cM0B($m4@BBm0i`NXm+y
z*O*4-gW`L6^a(;(Q}gX!6g5S(k8l<KWK8q5P|m{7j@8yPT$CwgIA823@T*OM17&Wz
zhsU0<fVB1o?*IQ^G#DyF?@g?wzy={|x?c@TVBkYM&@3B*hI*VK0g}v$H`rbumcN}X
z;q9H%zdh<$&vd4&Rf&OXt1sz3TISZ@xYx`-Ug9xx+6sN<^15h%3$7>?WYlnvGXHKB
znT#ZYazEeTz^x?oegrS<=hwETL)h^HAB919VIvrfG}va&+~=^0cLl=a_;VACql1F|
z)_#<Lx;mp5C7-NeVmK8m!Jc#HbpqJ*Oj{DpxyQ;v7UrZG)|au))cqAh5AljW`U?k0
zc3iGPO3{G^IxNYLHtp?^@~>KPI==8(eRXBR@0I&RW&21X_it-`n1d$MpO17pNuT|;
z^nPCf?;Q<pfce3Io+@QEZF(y|#1F)kx=W4MG%4T&sL`lm04n%Dajd-PF?rvHeVnU@
zz{H!?3~shhZAJE4T;1DJaJ=JZ;=J{%H?iB4&+$TGy;1TP{I?*&_2Anhu=<?JJO><g
zo~NaPs`56sGp7^JS2R78?IOD8M@wNeaJ2fulLFOa0>K8O<=Rqy0~DmNJ$GW`FBbOG
zWzVnG;j`<;Fbr##dhzEgb>a6DG+Aia5|;i-ZoW2b>HvK~;O@*1il-r!D9Be(&*VEN
zW+&C->*XC?4M1koB{h`^5k@(e2w`+LBc1mK_kh62@p8YoHmh;5sIPWc@*_g8$sN@k
zSQEpN3sXcE>iwltuwO$?*gn2)F(zRjv3PHBV1M!63ncv*XxCpo@3D@=-WUlC?TuN+
zMe2-eT7N%6NI?n9Rmt5tbjk{co%<Bc9gZu}V&Gy07wOco6J_wvY3HR&6ds=zM_3$u
zX$nSyzyyn~mpzCAwYZCXXFoTh(8xN{zhn;5(<$3S;aw|w=$mg(7f1KB=|B)*{=R?R
z-&P8fLVb0)8^dq$`U}_R^?@nI?qSDV+TGSPO~7pYrc_<TJq|o$!?Uh5$sw^9P~>^>
zy5(h6_z4Y8*Z*7r9`0_TM2rjty#Hm(VCkq1O#iu3@^_KX2+PAD0Ksp32Ih2dZ#W{l
zzLZAj@h+BE+{tH&)lY}d{ku}4AvAO@q;TM=i6Y+EaM;KAx$hyC%6CL~uBBpN<6mwv
z-;ObuB5ds1IUsRcHm+rxM2Q8#3}9D{4QedQ;u8RdOBS&G0X=n)G3W1<&EPR7Ab|a4
zGNu%A`&+hic+P?l8cnbj(}y&2-lht*MZ5J&&qvU9NOX1Fc0vBVs!Olpg4-7vX8$-@
z$yv{x%n(0GuN_~s_jwTYJSE_w@=vc*nBVskLUW0@**Xq5z8r8Smmg^CC?BfpI6=Z3
z4R^C2SD#Nk0SzJ!5LhEjI}<b^O_zVsCluf{V-Cq0#533QB>H0M46kBVj>h)Eli4XA
zEi!<(h`#nbIPYH-^V#e!{i<_{Lkc}c<#*2(k?<L}nPEG`7z_$7AX6h|4Cc{xrdt9h
z0(vm;<=Y;V)Qrun?`?PB*t4{~J3=1u)4plRPavcaPf?&d&%J^dIP-mr+%Fe!mrktn
zS5Q3ubT(WmY3VXZYCs9;@AFjB{3pdL?RNVrNQcsv3Cu6kPZ{+pUqB<H1i7<zdnsIy
z1tx4i%F}B@minX7>Q7ty5@)fW>-}<HEtz6pMWuT_$5;8@O7h12N$IJ7l#js{VXhv%
zQSlg!tMtwZ9dHBbG+QxB#xR8=J3_fJ75?hxoaQKif}nMajOnNT@;hl<-e`{(uQEl2
z_pLPS(;e=xYh&8(atW^v#xQZtc-i;vwW(8bA6y||i$sDE1qDP>kT|!)MdOd@^>}qK
zHXPeM-Y@0Pi+`)7g3^hO1S9R@__Vyahp$2XpfCHDebXE+G}9PRKmDz|;-9j9FS|X{
z;ruw>&BP8{Uwn5^a_m?^ndLcZ9E>mtvzb0};|D*?m~Yy<zAI(!y3!@14I~{@?x|o&
zgU=kO=;DVzKm7?Z6OR8}&i8YK)`@dlAKw>EsP6TvAcn96TBU-OeY~KLzn8z4uI=iL
zJSavFBLDfu{FND$=a04pC<YR{OSKU%K9e>+q&^n|RwVcS__Z7lVFYX3*R9vxpKRiZ
z^5FlXA3Mz7SA7HlFnWpk%_dgdK8eA(C@cQ7p!wPCA7!!3eGrYvmS2}Nh-7A$01+$5
zDjAyxPy-Igh9Cyz)+Ez>J@OEX%?_cNSr=bHUr58KYUI<@$Jw@T#%xb}hzZbGhyWms
zc7=7{zsrr==gvUx@@2v4b06ipJ80Fse<aQU4w`V&mI`5dY+BFebrMMmF=^lI>?J=s
zC5-Etc|dpjtRvi4#jtIJ#5@d=?flN-Cm@@bJc7j>NZ$<cgqgkWK8uYwJLtHQv=VU#
zX8Afv<Xcr}FH}1rBc`5I6^aS;A4oA~aM(=1bLP+PX5_HTTJ`ualZphlow+s@8n@;^
zk6#MHrhVC7oM(yLcYsJp>wVSjBPyr+R-nG!{_f-@5~f|Imn?mJy+YS&t>4;csy!==
z+l!bd5r2bZ6oeRu8*U%17u|1<w1oIY#IFs8H}ds|pu9IS^^9ln&|TT%o|36E6>KOa
znTep&F5W@s`==5(_gtlGodH&TH`-(~N|dgv`}G8~YGl=ttW(zZkOqtdzolyJeg^F5
z%e4tS>T@APO*l&Sncj;l*{#%4YZc=_<#1Z!+b>UEkwHIR!`7}GG7k6l7x4S%&fzwW
zS2q)t;9c@K@s2DLCS{<03gBtj+qb9x`>fupKz1)lF$eB;<!`EADP-wzy7y+Q*Xg@J
z-Thj^n@2=xVmb8Gal=52Kxo`12&kg)R2|w-Ir}7fFRMJ&*c8_D{hgvB@(m;v4B*+U
zR1$TdJ*vmTO}<@?^^;K@2P2L(o%WD3P!DZHUj5au2Bzup4$SC{x(3BIIY>PqyF6r5
z4xlD?F=2JH`U5NA<!qZ<zPjJp=RQmD+}gqq&!hrEq&h10*RPJh0JoWCCFZ>XRrLvC
zy<6pGZW<T<-f5G*NZjaJ5})c@-K$H<;7tc#(`WDLY>#p3WB0!K2H6){_|qHG1T3V*
zsC8QDZuC!<RhJF-JIB~;gsOSF4=<ob0^!d21b6gG_s!GJZw>6!-{iRx4N*em+xE)a
zBR#l>B=7_y-D}Ae2#VC0MIfc1sK*8`?HPtsX>u2ZH`lX?*S3H`!-WJ>Q5Y#<;}Vs|
z7hU$(+S$@k6<0(Ik~T7fb3~q78=S45w}M=0QXpM4wkoYa*A4P&p8S2VbGuY<hj+ld
zcdB;m4#;13V|_M+>9w{pr^E=>#(;y!wRJeIHYaD?DA)Ge5IJ=xnt>pb(!=W?kD#wL
z;|bY9QhQ?Br|QAx0}?8e#|5U?`*e$J{GLrii3^dpp)$D~{=(8G5R&OwlWxvls1;yT
zeK=1##oR}1qRFeT3u^R6<o<Bae5hC>kUVK$e*XBY(aF`PGSq%BwOcW}xMLlWq&zEy
zZU4^xY9#0g8$qFg<M@0^7r_kIt+*18iaUUaSxW+}Pf1#f*BJ{KC9MPvJ$bVp(V(4`
z1ODLlx<0k}(k-eK=P<(_sK?;%b0xGPDSt=#(&?`}k;-FoxIEe<-P<NqW!pQvI$ES=
z*LE-~ET?X2x#fiTN(Avs7G^$~<)+KLH2e4X_d1MkQbr$+ITVL;GLx3w65PTemb%j@
zTmHgqZ#3%b)su615E|wBBbmM)&?EB>I?PN@;~3=QWg53{xeO8~H?tHXxq0W8&$qg+
z%wzg=!;Mp@@4cn8`HdRd98WI}<IRqN0uC!?C2{85R!G+Soi5i~AUVV1ce|lGtSYw)
zEzNlr>YrJ@9OO0KeR__aG4`JjRk-o5YSjv}c{E8>TVQj9O2uq-vvEhQtsN&C&(!p?
z?#FY%1oKCx=HE&zLBzz#@&wbIJehO`qzO!B@nI!Mi7MJsZ+@SST@I(hIE3n3p%VdW
zibMS1NLhMXQ;WGHJVoG29f4Zjr>xVW{4Y2nxzF|=rpsC^Cbb9?EZ5d|mcZ^~bqx+w
z2(YNmbIuWUFD$sSJ$s1xpD1MS50zwix6#T4ULd8fuqt`I<^8tG<+G4VZdTUZFMUAG
zg$=qSlpg`(I(Qcl)0TMtYPTB*k-GwA1Akq8h5(<&<)PpDI!lls*?z^V3J#9^KA{|K
z!cBcLK=s!4o^T$U_0<=Afsi3rJ-Fjz7c`#$OVa~aez;iK6-j0;`NbpodPNaved7NA
z4*?eznwg&DmbU}03pd2^HwbO0t9+8(Sv}5nv-3OGZ}{W;xaiF&9VJzq6?KmqkyT?%
z2clKx{n*s&U!?C}N7sY%sXyH=W?~SFZTx)p@s^|(>CNYh*}-1?LBXWZTN`(Qc)LG+
z24(BaRl!rH_n)veWnpZOfR}2Xg(%NYc&%3{$jhITzo=7uFYzuy8s{LTujf^}K~bcc
z>rkzDcP$4V_Rpi|uID4%S|(Q1b!>Ca3GZ@1X)z~fdGeAAd}aXj`fz@LIi6xdQWY{h
z?q^h)?`9h3D5=6|YXV_=$6nPb@x1k0O@BIvgY1peQ}>V>N)+|m=k$lY$A_l;F-wS$
z_oYT)l<V(g?f}lq7I~L{uevYU4Nf`!!F-Vbq@+E;ocisC-WkRQw^KEF*Hmh*A$2=7
zn#a5*2Zyf^ErXMUG8(`EjZ(e89=h_r>)kUcJWQ%=x1zzR)Y{*PxM(7K?hj!7bDV_N
zfnlD3X@hFLW)8?Hi6a<7C$T;#nJE<Bv5Q4Heq|8k)xYHq1>o&btdA7pr~~6D_2{g8
zQ#+;<3wHxqBJgQ(OgtbFVqlzinPoU-cE?l_z;(Rc>abG^@gP(^)&+1o{`l%3wtj3A
z@NsVH^!{c~04}_nKW3`-fPiw37r{la?mUk6r^4rF1MMn@DT@z1eKEe0-={dLX;})|
zyS4NH4#G#fsKRm8P7vXQr16s1f=N>WM~0@rD|&bFBS@m!FgxA-93@<?;@qCKK1Q@J
z4m$UsZ{72;xX+Dhl~-_Xc<sy7M>Z#K?D+zmEtc3L#mHQhPSg<zuOGMKoc)_TiZO@o
zuPu9K-!VjT7rLUfE+Sj)=)27RY)W^<p6z;+zE-*IIJhs!u}=ICkHe5YQRU)?Qq-E0
zy?gMr#^jAXa`h$S^On`y?oDKq5W;`P?EmPj#DKB))ORoAH;Pv#+IoyJGzX>Z<N`?~
z{^O`}N;(>pb76dC#;$Lt+!m`Q%T60Rr~|bs*lR+b62tq+Egx*IjQh(~sT4pxWNW|n
z?hLOh5V|XqVtM7As@!gtSGVilP`Y_pq;|c9nD+P1-cnGDGo<H=s(0L$RV`1Q@H2VH
z^zdBs!tv%i5sj=Q!#N*rB8YMcZJxx0gy(@I1l_P==;S)1&FyR}vdQ?_7*+1r_vx}K
ztrYSI3O2TLqD#UNiyj?0qHG!QGrunEnUK#-695n)U<rBo*<~!kk#z2pH;|nnb?12n
zdj@lBG#$mwqGyK>N~FF*|2puzZnZG=7=<f|G5K}PEhe9Eh=SeO$YtOk1Hn5dh2`Bv
z-y#uj(_S93rN1cH=4ZInMf*efeegflw7u_~pUD<=*a4vN7L-_jwBFNdj_ar0oH+FZ
z<V(zBU>xZSg7cw(fR(8T`-il-DgT{n+~s2D7DmiICeZ9be0PtW%fXnAS|vTF=CC{c
zGVSiLqs<=IfPaP(#AD~11SMmUS+CDz@q9oRsUBEn*+#-?@WAG+onZfE9LU#l_IP4|
z8^04jqP__jmd71PjY;=;2-ux%=rzLWGkQjp!tWYWH)Y?~DN^-^?e(Fe?K^~bo3Dup
zM#ycRrq`{7#nZS$=sdG_@!N-=n<!AlFC_ZoHOJ2z>i1_a?EZitGBefrBtB%I%<_=e
zxTamh1bv(v{|yr>1hhLH8dfw}c^-GL5@XvqMhpmm`^PGt$9oeg;DMH4hnxvV8bdgh
z?;(zw0lJ#Q_K+V|a&mWvoV|5ZRDOa5Gt~{p2K-7J(d`#;e7W+@OZk@jhkcNK=f#|?
z9__hjQ*fm~*w1zt7cG-VgdxrMQ!iceYwfn`UL5jLff{URl;$b~Kgz_=y*Dn4?PNqu
zBok6W2(;I*Bc_iBzIUC#U`PAxh!~O0?CUcfckpkI#|bK^9V*1OQs0SSHSGJTc{<L-
zbv;X*&lWS;;qG>lk(RQ4=R_&4fC3GBm9?&QluIgoJh5}<Prv#jPvHtn%ly*iq$YRx
z9j+hK^&3|5fi*G8?ENUb7x(JzABTtNJa*g3@Z^wua-DgVpU$s^9Q6Ckij;$Y^;!1T
z!Xv4h-BO2u9D>-tsM+gBZi^r=0kT$e?l4s96MCoWWr$9;3K9<XatE<z#HQK8-;%YH
z@>9fk6cq5KJFay0=goySb}aTj%9Zo5qsFv7PFP+yiym6;&<aOA;l2!FfBWuY#IjLd
z-WLW>CYDLPO>li6NAE2Wpx}^4gy7fbZCt7Ii*qKk&asV;ixjBZW;LsrVvn7khYQ2Q
z@iI>jwC#((_@-#gaAJCwW4(5>5e^yZ7<T)3pskHvsKv`bfVQtNYxg+UR6Tk2cp_Vc
z9nZN#U4oT<{<4;`9t^_#gnD7nSXW);h18U-%~CLl15ELn>u^Ry$XH`ye#cf<xs;VZ
zm`ao{EeXU6J%4<ra^LCw!@B}S+Na~|{t?jjJ&d@+T)wXGN{V+`!(8XiB5OI-rSS>-
zsAKi@p5SZ1_Se4+xcxCxTXMo0>BCKF&i(_xjHKP|te+b4kI$$H!L3H>AAlg~n#x=d
zow6JDk68J4MTdNSAJQq%x=+^*A3HM4w8t(aS5?dUudz{KLtw_8pW_=msUS;eVMI}%
zt_GzpO4*3$RalD#s%-Bn31*`M75n*pg%@_xgGRB4&tBTgpb)Xin5<LDX}?&ii?*4S
zk03<w+s$39>Wx?F@7<od<Z^P$y^&%0SPJzBDlrU-+Ub-Ds!ZNtk>WqjgoSv*WY<7G
zD2rhO!KM&yQ|ssa0ZU{78UvVPFBPpvRE5x8G=Wvxy*t#JDw>Wy&z>#+G!UA7KJhz>
zNkh6vCq?}#K41Cx+7sSKaa)@<qE&STDZN{CZ7V~3P}kQ3P+*kl=if2a5nI+VQ24OZ
zc|3u%dd;sK%q9kO%pTn)=!{X4Q0^i6I`%=+IOdo@X#PUd08Bgy$_`ieYR|~RU7S?7
z7N1hU^Ip7?5th?hI|?$aL!|AC*XNn`SuH7KojnzjDw!;mBBC<%{7&a@JN=;HZub;L
zDFez%4CwDQ^VkDh8?rHQ$zgz8bW6T&xVF9h_k+0Z&Ey8k0Lj{?!wWCz>>bCVlU-?)
z{f>+34qO%k<a5G!Mwj%$X`C5T$Gnjrn#c+H3o#!3Vbn>BUnMw@*2aA9hN9<=!lZ{Z
z>|0^^^vh{v_K+I}9T3Q4t1w<iGU*<tko7_`_jkoUKNGHi<)lR|;e61-irUPjs4Y)X
zcB`)U^BG7d6A|t$$67Cd;rFQa8^X{iYpC~%b`VVQRZ>qi={G)bnXn*MV43Nc4_R~A
zLi(Ij{9s8P4vp(`<#6fcF64XCF)=%z+6Qqw7A)(^f&4e~%roip{xCUERrs}DS}R}Y
z@jCGbzibadEQ<KBXOC9+-rmKE0+D#!eVa2wfDZ60vNX0M@xZI}f%57Etv3zah^Pee
zl9wvLhA&99*zQT&2i0O+^<N#~1t%ekY1OBlO`I~$Uk`M~Lze}IooR}uYe16svuTI!
zk)2@~N~}d+j!W?S%<jQQaf>Od!48B01qIVXq`K#NBtmL#RArB(cb@a<(V4>~F_WRH
zPb-ou-}2u{;UPUq8UHeRBWUPZ;Q)JhKs!p8U!1<!^2DgM-XxUs2_kE`{>#ysG%Jf`
zQS=uP0fIC`73rjtUM2=eBPs|;Kg(+VckNeEk)x{2FY7&pd(YW>t>%wY`lxR8XMlq!
z+{Pu0--pGQ&DYoRpNZ?(wDj4|Lpo9MBOGB8PreYl<u<B$m%uBulI2cA)S>CLBLQ~S
zg|{d@y)Ra(6ln_DZjp6ULKeOEuG~*ZULQ|$l6|JydJyTdL$O-bk%F9ub$$DWIqH1p
z5yfu%jvAm^u`@Nuu^zmK2`glQOj?CB(RFUuw<nnVdfUbAmv-nk=+o&qKF1H4ihX&g
zh!MfynGh#@;23F>#?OR_qC6tPR@|?BbAR;*d8fHiNm;;dt{rpwJQ$D?4xSf2f=cPI
z<Wdwazz>RJf0x}`-harMeDA9yUsDZ(oj{V-B}w>!=s-G|(ky!;ll{gL=+S(3;bjIT
z*10gPzSPf0)n9~<qMT}dX94wSWKYW)us<wV>(4ZlxW}o^)D8_>Ck$+8;`YJ8MF94g
z!v2P-_gMf9B_PUS0!hEeMGa~16)FE37!^A^-cfqH)r0>+d+Oug^w8+y=fSdJy4y*<
z<$tD6bG~WA8sy$!o-9R+4t~{cAd4)q#p3K*8HeD5`~N?|9lgc!M=|@`6>MOoV+qt2
zT$h57yE}9X@227Mx@$JSOGZrLzZ$V0Sx7rMo$Y(Ki{ksC(Sc-sNbCcg0*0HpR#yNB
z-Eo66a&a~d?2-N5zwHi7iE^0ngg8C!0BQ&IKC@EqHrqu0i1&yO3fZlCU$an>dB4Q^
zzFyS<lt_Cy?DJxGS@Q{5(jS*Z$>E)zs+NefZ+|}i6tg+XpVRhs-A{UbKfzqnk3ZAQ
z{8<gIXEL6bYI!a8Eglm@4}LBQ>oKSZnQ#R$`u6oZ+WhRG>GSgjPIYm<y{Wh6EkE^1
zB0TU$33CpE;wh)c&>I+C<V*Yayxjsvn<-Aaq*pLEhStYUx*Q*;{(Ee=ME1;EIv{8`
zGzl-r8+DjV9Sh(MqwL_aSB~=g@r`FaXU^PQ9w(H#2(fwGC_;HV=SF_oK|>Y(1^eOD
znjx*m+B0Pw2cLzaHtPCx0hwRgPo?M-Q@Mbdq7YulUSPwvgPP(JzHp7$Z-}b}Zu!*5
z27eun3HXOynJF|TRjistG+HpX{L*Js2sAbp^^T5(_)7)gH(2QJJF;zWh+AuWU;CeO
zeHSP1yMx3zJ>oBO3hXe2=>T@&ct7wvTH{$$sJGu^f5i@@wBEbj*=_G4Yv%5@@eJW4
ze^%}I7h1Iu2f5Y{`^7VEH<U-I`V4yMT-4nqmkL@?h*MUJ_0?Qo3nCY0Yl!@dbbq_4
z+10=EhPXiU3dA~`qxIESQu&?LO3uYEvi2?OR+>%X%`@!duo9}%Aeay8OU$>tWr=t*
zEMC!EyCcWdLOoJb33xA4vmh{A(k~d%W-@}Y`<cFI#jd&3LCdzSXHm+@kKWsfD}F#g
z;Pe#o?@Xik)vM?32W|!`lFQ*Y?$0|!a%;bIRSkrGqda~Hg1p&RUFR=;cuxUrMoZs$
zU~kOiYV*ymH{*~<z?94*{cI}!BlbKD>T~Sd{)AQ(c5Ih+7urqF+_g8WNAxXuQ7jCs
zf6ik0fKPsc|7=03$If7y)j{fJ2btXi=(gE{gbvTAhT8NE&&W=$N9J8<dld38>wdUU
zk@o4ueL-gLfl&#)Cw5QQL)ho}cc_ty{y+=p+;LhwMk0r~MI@gzkd_w20`>VyK#zFZ
zm;21iv)fAn0T`IVXvMjCW=(gAnxD2aFXg7BuZTe8nV(<J$XT9WqvU>R!A2mlh`${^
z`%u(%WUJbECE{n{mi0oYHxqk2s+UQX<%=UC<<NvPS4O2SSM`@2wIV<5ekEU>cs9O2
z_SV$g3)UQ5f6d&l-pxv`ap$IjIwBp$k`GfFW-ZpV+mHD&gwz(JU^&fQFr(-bs>aWf
z%D$ZA*v*t2SmVSe3$THMH1r<Ro@=k$`(n8dqhqr^OUDys{y?X{Y&WYI+!uxy-`f9a
zK;ifgoOrtu)9>EX<uEBrvYHVTr_b}z>_(@2#N!*ikpSfw;~Pdp*`PguKvbf7zwAZ?
zjd!J!=6cV)op=Yzc7ZqiL23(7xOqqT^lHQVyIGrPI6Z&A>-03uExG&kSN*;Z-pGeh
z7g7=rM!r9tem{*qBU}$oNLG2Cn&K#PcD~2*dcA65YTs!f^}C7!hRooM;)fq5yW4_V
z_xqG>b>uv$08zrngrImdVN5$*u>#cw<C)-cZS6UVescaN=y)$`3?$evEZmDeTIS8=
zD5C2w9kF@4b+-3cR63yr=zcS-+)SE|$_)}!eB-67nn58329G414xaAB#L(P=6A*>3
zn{GR15A?vEO`Eqp-nSgDfN~GvXRG@z&+(shu6BpSx<LmXmZUp+2hK^Kf02Vd75Fp*
z_0PMV%(Ye`_j4hwMe*mK4$xY4t{!!z?IY|f`Zg0bK<F<6dHu|aWt(dD{|2iH2t))O
z+#ik}=$Raj#5m}*MrTy1UW^Vc?svQA!7Y2*Twu(pB%0yw2*0qi;6xwA`-hH8-J9oR
zsQzkEpPSDGRfV0Rt`9NNU;Vi{aX%ufl{d6KMTJ1jF~)SxQDbVYIk7q!x4#0XdlQi}
zC(q2>c$>0+()-D{WWn(Z=U(<IKA`DsH}CZ^9dB>{up!d*J20qzC8e#iI)P;=$<D%!
zY}m;k*N-9ig(an8`;&rl!Y>%}n!O?bj`LWksYh&+q!QM5KtR^}H`5*)f)c}ki0UaI
zbcYL+7t4>N<g67?k#^6#ucYH&90Bv@3W%*Z7n<%@>y}fiDp_>=A5?@d>bJFF+IfIJ
ziPl^#f0ODifH2IfGK&+Pr#xh+1KBF(KcaUU$e=$!VS=WdlUU}LzX*Wy$YQ)bnW&5j
zD?7@ab7<W((`e5xuBMvaqvND+rJ*PMI-WFw0zI4KKKhM%2Jp%7C!j4UJ1>ljkqt}0
zpzKDaqHAZoP>gdn&nSyzw{V^JR<}NG;8|8s@m?Bujyn2!(p}S4++OrAlP7d=C*NSl
zJfxw2o50viIxM6VM}XC!x?@pqxjUdgQec!N)TM}82lu|%gBSi*jBkFu#iYMK<HY5X
zs)&PquI%>p136B{_DA%*jeK63#`y6>m+Yu6T1IniPHjFD*J97l$5ypk8v%(!slGc8
zL2#g+`f^n%*V&a;db|x)<{rZH%Ug%$QEMBtraEad5$=h4?Y&oT=0%KAAudAg;(aYV
z551_mI}j1TR8Ft;DQ|5Gs*3OY>?&e-`+#oc1DjNpl44%IkL#<xCs(g>T+iub#VQD#
z$~)8AAzAgaK3k`}UUs|7gN*AUfvY@BSu>chk3Op`x%lq%BSVr%Sq?|*EW1}4zUt-M
zh9wcEcZy;`yyBcsy6`9(|0E|+9ME|C2UHd5tXrNObb5Eoq2%@n=5i_ed}Hm);6zxI
zzlI<aKQM52g#v)r_b_UH{8aIL<4yD38T*X_`qT?#)gf&`+7-H#=1y_FMahp=H}$UP
z$#7MU+i_(|j1(kHsfTC8)<(F$qm!XEfVg*{RLZCBFL+GVgA{whGs_wbM2|~=e<PeR
zFGb9S^;)DcNcn2)eCEhrKLphst`*csP3-1pmbTfEI89e8iKgd<I5Di)n{z$JT@Rl7
z)G>ps&_sZP5dHq{+AMbAL>yZ2B1I(o^NV@vaRhzrzRKZySSB>nCCvTRvIfmk_+iZk
z;O1lzu_p_|mUSKfu)2FW(4dcY>)4#F&$O(6@bC$Qn~l>zR`_Ihfj$$dhGHi3lal;L
z0L!6o$+$Up=zMoa9L;j)g;rkC-D#MX-`2syE1B?9t=$Z-iTH?XnEt-^6A~-A*mPO?
ziL>^Ywa?|OPt51TAte%p2)ykh+S1kUH)s78WLAH<?q>(TW`fuiNq!;6OZ<%uC>*#6
zG8ytvz=NVImg?Uh0ee9!{Y3U0D&pcR8DlfPuMB-1{YS9g&gl-maC@ZN_d0xQKEj#f
z(LX+!CKcDgmG(Gc@uXy#dxnwr^F{xGU=x$ussH82`!zdO&$aoECZpD&l@xAlbmut}
zYMeBF!g3ev`luMYThnX&yr%2Cfe-)emJ9L7NAsm^=qN6B{h6I{X?EJToxr{@BC&7H
zsYh<$MB_#`?NAR7om7iD{bwl6>jc?WcMac+;y?vUJ(&$c-$JvN1$hi<ihl+ulBnR_
z<l0{7>LG8Z`krt5z2~y?)P}yZv?g;s;%$D9ZhfBobbk=626P8(zb2qEEBjRq&3Tru
z!$V~HV5MPbe<Ak>Tn85<9iPFGX+vymE2{Lg{aohlLvq^FBZ%&o<Esfcd%2djkv}m?
zXUwPp1db$MX$gyZ|K&3L+x^*0tJ89J(=$+C#wSsV8C=QeP3!?1up9(9pU-VA4?j_X
zaVM;^clL!^o9<uwf>=hbyk?m{i=BnjEOHFzoNL{f9-ZaZp7I-*y>Ic?AY+$CX0rE|
zBXj8vQf)luI$xHL0-eP1<Z`b6*@*nDp*{@ATy;AO8w(8~;#X(lLv<&M{q4o?r$E{L
zXwK=OYij05x725I1mmZ<A%pVsGPW&fZWv)TvorMF`it!FbRB+~84AlncX-cx1mztk
z<y71X6R+W^pHIQ%?JJ8oTp@SLF-?6BBk9Vxa$m%qF&dVb&VbcC69ef1t$fCK^r|=1
z4Zsq5icO74?7LNVSxvR+>VBq2-0CZ968Gwbo8`#35~qHHS1qr&sP){$1j3yy{N|Vr
zSO2kQMSptKK^9(E@~aY`^LZ+9|NqzW5xhO@&AXMSQHdtdfa8UCbqOq55ocwYALVny
zmqt?1PTf5q0p=5wgYi`NjXKsrpcuvc^!ABUWyI0*yiKZ)LEwYwbU}ua>h0k?CKB4?
zb9m<vY$&VoevkV3TjE^J_LB!f*8vJ{k+t|&&RJzCkcjEZK_xq3v74_C%t58Q_u$0z
z0^3F??!OBX%bWp@#c2<I^v6H~weR;$nz>om8&G*VM5n;XG~AAeU}L#rQrACqsLY*f
z{WTgW?sg6D$<GV={7DjPyS@tyl80Tg0UO|66%e7mKU3LU35z86?qwN7ox9!=<X#5=
z%DHoU(o^j0u4}vT$x|;qiAX|Qva{*~U^(rEVic!`9c@KKoweWZ^C&r?_w@YtiYFAa
zr2%ss9-(>v0Tg?k5B?Q;9Vp1-R-<z61%j=?1mKk~*z@qJj)D6-Q3EhwKbP(XB(Gtf
z-Mu~S7h{KxZWAR?&ldN4=xq>6Yu)?ie%|OMs*zT`UX~Umll!36Ra~qt4o*Ab+?F;@
zPk|f+63@8Ya-|aOKGn`LhtIB+BF2ft=4#_ug+1rne18{v-tLSL^X?_t6BYZ>K4!`S
zmWTV)VYSBUeC7mI!WvW!`yZz<Es1P+ftW?^_*IuT5ABT?4xGO4Hr@rv(|qGIG+gt+
zl=Tjryx;LUU9|avF^W@ne{!AKd|la)N_U^vxcmTLRKL5L{WNi=0f$nDB-#b*&Zf<f
zq?eRTVw5+2I92V;#5aDGqK>a-K7(8nVWyW3O#q9G9#n420#g;C=l98Pw`jwSfC?}8
z17AXS;BQGJ-QD6v?qJ1j$iWQ4(+j31CoK251;Em?<q!wH5)|XXwleumMFc;&6Py}a
z13S#=Ga!jPw=o_^CwbB1Pm7w;KD?N55}&u&_=MZa?N$bRh>;C5uUyWxPw-T9LgTE=
z4at?h-s8;nv{#L2NK1ka+0gEys{6Ns@1=F`n>kkD^b5@F(;>o9!Xea3SOVc^vkHnG
zFHaU3H(m_dw3U9gWlyP$6^HJ}?f%uYf^97j>@i~+=^Ktksj~0_%l@JNt@p%A;k)@d
zd?kp-1W#83IZu|snI2H%yc|8p*e%y0{2sZ$Y1KT&gwW5ycOxsQid3-pqflk|@1o!;
zx$R+IP>zbop&8(I*E?t`+XeQ+axtYgidIk77^Oe#5P;}@Z2;O(TwBw_-%i`0Bw^2q
z1N><W+NQUS@bCsI9i8qK39^q9#F|RSp?VR4>VPfb<?wxAzclEImech-tmN<q6*x6E
zA%G>=EFA(m7^jN%M>sSp!i?GeX<IxIAKp(4lX^iA#`aX<*j2cZv6fk2?GMqpjBj5&
z-HTilN;UBW*(mh=i#z)AnOp!uex59<d^gKgTA^K+z(2nAu9_Bu55^mv9*lH7U{m?r
zL$ve0;lUg@p>(b&d?BYN&PVN`<BXl*UUA5LGtap6JwvXCD-hjpZSRoZJumeq-525-
z$&Qb{+|+7|^9^7S)e?XRe0@s%KAMEtlGHLn>pev7@Nm;wfKmh|w8u{^fM#<2fw98z
zWC5~;FDP?KNf7H<b1603xd=sG?dUIa`80FcSv|%*nD=$7IgJ4hP%XuOL(#&v-+M0=
zf7J7_`&PH==41vz5``V)BIXHeHV+39@XGDMd?Jy2o#27nG!IDhE@MR984Bh>8WhcK
zSCWmn>*lBGE^XHDz?n3@$Lq!Cj7b|j*PdvVJKSl1@)9U9d<qNjnnTHyQj~VK2WTC%
zJj43&%kjE~!=<sWzU#*P=${|?2Z2<+SExV*?bvvi7@77rcO?6>h2YhK1@OU6BRGYp
zo2|9i5Q-V&^vhoTsip8gu6ykr{*KA@HQ!4)U?s07egC|YS@G35?YwD#?&g3?&}Qcz
ze=yI|+o@v6$n5ZcW73E#LWXFSKK7fp<Cj9@KJzqiVJYRmA*W6LLk#>JQ2Sbdr4*|n
zCz=QP48O~h0L>4Q*EkDEk{4ov5)eMk3u0&B*f1M(<Vd%IEq|V`hKGz)*QcX$9%5P!
zc^oDjo8d=p3pz2Wdv+Dlk4c~f;_b}SneqvHx2=1fa=DQ{!X(W@FH}_Ji_t#B&D=?!
z9QD1+4pu$+3M`vl;5x0|p3t2<R7@h#C440C{~nN1|Kf~$16c#CfUM6)EZEE_mFyu-
zQNmbINu@IP0e%_B;<%n2YDMtkW?2{f<n*5z=Tq=YN6v`r=jeA|c8h4I)%#A)LX6GA
z?Kmt2F|@hH-lR_@UC+{P*ucWv?E%d?6gfi8CChtwA_W&Kl4hhd4%9W1=aDjM2{w$R
z+aEum;aQ`<z?0j8mf$}QS&9<%-m8-P;yuw|2;T4)x5;!8mvy*Do0EMhF`pw+o9elg
zzt&6BNnSin)RcWSeqgUD<3^8wY);pG2%FW{zJeKY8a9sSUL614_R4Eq9~3HO+x7^*
zcwiQ9*LWLcxm;}C2A}lw<DP$0;gnh8E^ZUC0-5Gyg<M^I1Y~2PJA^Nk4Ye9t@FO2#
zHSN7O<GkyTymxQoTw(3sM`43(Xku^=p2a8i^LM5T`2n@Lp5UhSL}Jh;*{QlWR$UB?
z;}tePy7B1Wnm7PhXJ6j^e86Dp`Cvr4K;(Ac0rZDgaXkXIDNpdk4~pKs9+`q1<in1l
zVi_2LrQ(Q#dAd0JukJWWS@+T(=FXA!!d2dSa@yjbXgbobUrm*mn@;GyF0Actxo`}}
z&}t@~is#a(&ci^-65TcIA**vw3A-fFJ?AY~4@QiiuN|6N=+Hrn?y%=oB5ULo&EN0-
zgb>(&`SX)7%O?s1AG{#b6g>Ek50jT~m95Yi@}?rb{Co}a;d%Tl6FpuVLO&Mc!E-*J
zXY@?61GthEQ!oJyJonBf=NZ0{c(tBPo?sjNqz9VpxS`yW8*o#3CB3C3KYip7<A+GV
zW6yG9lc=C)lR=L!KOIrQ8k`9L_$VS)p&Y);%umNP3w-VFjay)e_iFo*8xU@8jXnxY
z)l15K*HG8+a>BX|oULyy4Q>znkc4N3RaYJiu-8<?c;WZhIbHK}jOgW{Jh(37D<Yp4
zwM>O4aZMU37cLh;ZmAi{A#W0ir>ZErC7agz{i9^4)i0WF^@ELN&qou}Rk!QQi3q?M
z$yZ(+L1^i(7doP`CV2?v=|aIx>+b#H^hU3di9gbh(twy;6(c`a&t`4Z=JS&;(~3A#
z<vG)S)D<1aLF@38#1lM!6TYSk@f+TwAMIjBjbF)g5fM8%eRJC79`K9bN$+kW$bufm
z@v4_73*8`~bZ)3f?T9;yFW0kBpK;*uNxNvh2XSlUU3-H4<THfjvsat$W?HIrFnCpb
zO2%d1Jo=HqCMxmcP1VxGsn3H4uWVH|Q1lf(WLFH}tD)(=XXkWu3i^SeF9yxsVtVI;
zE_K;&uQ~hX*JEW->IeBP22%9u;H8q$Kmakt5Adlsz|dA8dB3|m?Uz5#C$a&lqZ0DF
z?kkS=9d?(>2@kNmW5XPKH3TIO>a@TZtr;;pw1@EfY|X>^PB$6fOuF(fp7eD;IE~vu
z@xfJpR;^=(g{ejBJ1|@b+8&Rm_k8|<SzSL8v>x26t4iQoZ=oNn)k{5z08=bM$^_{W
zNVC+Y`=dJ}4|}LDIBjW%OMClV9;ZkRRIozhqh5v(Ub@IMs|R{Rc-Oz@^eq&mqLPsb
z+8u^_eu6k)W((nZd9%im_J@~vKJO^XT}ijVh%Zpp5Euu)iFNkbE3U~S8<in?<e8C;
zxx`MF%*XDjAB^y+JG(owmtMPVPQ~k)5R~g-?^&ji>#d7;L_*6PnsLke?de0nwzrM^
z5Zxp99f5osgT)1Ket)QdeS}$u-VJ0US-m3W9~UWm_4)}^-;>XowLaQ1A3pqN{aZN9
zjWItAj-mLbO}t<B+z7r;>|AEfD{r0}=#X2Skoq~g`)l}X#8^_kqH=k@H+X20#6{db
za7Fb4Nwonr`oR2s(BYCx+Fst(TX^$wj-)r%!*@f6g^{?U9p$Kk{cK!!SKQ2$e1g5Z
z@0pNRF{jg&t|)fuVA=<;WY&6eNR$iO-Ni-=<wkuwQpGzk3xi&Wj;IrARV8oejIqh>
z;o)Vyo)IUPk06m-1Y{cb{zr|C0?Ul6WW*1oQd4Hcy_o~D6iI&3NH@$;x8yZWjw-dK
zTN7XC$if2m|9`*!PVW+f2#KcSnskF7t)G{#U5|)_g28jRZ6CWT=uyRNgNgFPX9+mG
zpc2}QvYiFHUww!haQBa0)2c$2AmH=@N$~3mW*}1i5w$rHS28L-(~Hiq%!Gi3_Vc|;
zC_in+!`KKIJ6y8u@pk(iIfsMN@|sd%0sI@*{!ZED;qt9=%x<L%1>JEAHT!8k@)X7I
zfoMdAMPlOkJvgUuELjRhsz(ke$Am5v;X|x<=<GWOJIWI$8dx|dZj<e-Fk&I>8dOe?
zSQp)(lo3cS+?9s*3Hq~-X(B)*H-?wT(V-9$pEdP#RS$pnX|mtPe<wvQU!D^kOs|f<
zk^Gqr%|~ZXpO8Iz{SN~7UoU7s?H<ObBBngg^7I7~<o3e@M*4&L<*onyV*rms{>|Q&
z_VB$PlgA1YK?C>lg#t4S<UJh&+L>9opNhULVQZaeL~^lLt>F-#sFS=sMZ)?OPv8>M
zh$z0UMZQE%5LO7&85X9H-L04#e<m0hvg$_%R}N`$<MH-{H&Hgqdu7#$H4Ow^z&oaF
zELru*YfT<n#dOMnfAlZE*|TdxT>4tyld;g>z-a0iQk4EUGEb$^kHQwH3TDuQ_J#J;
zv^-CO`r&leC59;kwCU1`<>Pm(a{1n(2et8ogs$+l<VYgj2`KUd`iu2+*k2p6u$%EI
z)|fS2ep?2!Ys%qxzO1DPL#b{9>~o%{t=f7$&UWp?hlR_rjyagC81aw*Hr|fh{vI&e
zHM!zP_Yk*}br2ClCU=BL9?}g8wdPADYH<lEbJ(MX<(io8@=U%A&hL$v&_xHt<oB82
z<ur!d*g>A#SwKvqPQzpv0qt_@1gF&4f_uc0l&K`zBeyHQE%4tJkxmNG>fK$K#ou=x
z5SE*qp%0IPr*zA|=-|57rPRgc9u4xX^to!@j~{({st$4v0&LFgR$xMdtj_b=*f)1~
zaU68^gfEg=?_-oONck#;y8~EszLm2%kM2G+FlTxQ82W7Ksbx<EJ-hVw!QI~eacoA|
z&9ofQ$t#Ywd29Id?M{kd63qA5y4d^c?FTaJc7+D<s(}O1IIzYU_Zyqwu6|wC)tP2A
zu%EXE?Io5?g!ius2?97C9;`>lXfS!!G3HIqYZ1{b@c2K*i*d!%795$C#%-qa>2`Kr
z=PyI9D#9n=4ZY~Iy&=&*hUB+SQ<&JFhp*v#3_t#vVQD#(HukotF9mZVH1K?gIB)lx
z(`Y$l+RopZ^n)m6a!w6T)Qxg9h~A}-4Sc=j4Obdm{rM!hJzJnJ&=AfCZj6uR;qZem
zwaFD76s7vT-t{P1o<-mdxAFwP*4jT0S7slV0_+09^O-ujT72iN0odl1r#EBVf4=;Y
zGrinDVIv+iZuq%k@Y!E}gnszYd!ZFgQX+qs<uM(xrXD^_S7}M>{cR5noP~DHmndlv
z&u(J#Ea+%o3^YNGBBG~Oo$}oBRh}TI2htn6u(*|Ij_CLMq2$HrJgM5N%k^{rb5VqA
zgkN8O+@Q+_Z}s9V=BqdY9jE5oI$5M)jbTLF@tpd;WdJ¥tw{^deVqxTNuj`jCZW
z;`w^Zv+EY!AHPAQfejDT*AGOTaqCN0(cls&bX*Y#Z}*uP9t_MFB_e*ge@huQwyjZf
zQwL%YsquY%40f9R_UrYP9>S3xS&UCXgfKp!7andu8L8>=bhJ^@t9+!ODxo=R0t6N}
zLpTRkpH_ldZ15yolyE1Y&D@W4F<JI~%ZkIEzbnmlFDMbTYE*E*f7=DoHP(2H=`GX(
z-4ZEA+`w{?tTr6+N$NgBs1Ow5kyHiH^uEk^0b`4A9YGSlmudO91g39KsW=p~#ur}9
z6R2V`mdU^ON<^4&Y&@-4u7Znp@IZLGSA=W?AHI16<-#oeysDWUZm0eC7H2RxLkD%l
z9%w@<Nt65SI-e)r^PYPOj)eKQ-$rU^>6xVwg&|Jj4(;4f+CM)Kh@kA-_74}lr90I!
zuX?_&2TqnuBRiSNherB*Mt><h?<H=oz9#$H_vRU4l61H1*e&;;cZ7gP01B0cO;Hu0
zH^G0OuZ?kpt62q2V+>^d`}<C3O5@^W9+u~koPTR`ztc~BRxizs`4(ndiq<G63M9E$
zwplN!m<PqD&-m4=^i8Mq;EHUKx#Wv&#ZS1jdP+OAD%NT1?tR^tM`1Mw?dJg-YJCa=
zs5!4AiqFXWwg)EB^;!Kzbspi#?w$9lLy7kCL@{`R;#o5$XEQ>ONwMi*UEk{;e2QGh
ziDs1m<AfVc*z?06W%|BI4dlOJjaZLZdj0jz|H=}s`TY5Pd@4-azK&+(G63j=jf=Bp
z<qXqnNhT!RnVc|djz??fBPoG$L?iLVyWxJ_vC&R*emE^xZ;}p~KZ+IjK1b^Mc$*fW
ztl0jk34h3NQ~Kb6J|<Z!bE2>0p5NlG(wbv^eZobNRHqk+De`!S%N0{L&i<T?AIxH+
z^f}h$DzIK!7*}|pM?En|Xpy?F>bB3m{{Hf90lzZ7H}BVX#T4%SIuAB9K-@7@HSlr_
zE8&y`pWJqk!x@Hyw?$ZON<}jo;>68Bu$+W?aEj36SOG0&AGg-b4LHVVqhN(!@radN
zU3K7Q+^qa4{IzIV49cH@Wmqo<TSpfKS`l6LLMKb;c1_&XBL(!aGqtGnY+aGSPDQgj
z>*p|M{Mjwk_fs|)_1U=x<NI{U60&M-V)N3WZkI1P9-_KBv@bLLN-XvWniyoK%hUW)
zR@v?Fp*jy0dzgWa&y<mko{!sTpO9LiC;g3RU{$)T{9b=HA>+zLn6h-&A30)c`C~lt
z49|3~^^5Va7y-z8jN8hNcDf0?rA($*K4zRPWpKEtd3x(ZPEJDzAL;iio^5Q8iPxeF
zf7V>$&87;fX4Bz%7!ZYf)`j36YFT*1cj+{B^w+yeHi;ChD3MG?*5c8!yx;i^FPOH}
z7bh-mFUO3t{$SmYChElP<^HFTRLIwT91i{M!PqRGN%46&81U$w55wz*o7d%7a~`B5
z92S+YBC5Vhb@0xbpRT@x*wuBEAk?i<t3ez<@K>nbqU=M=&w&g2Kx~q3DsD1rP|4*7
zV!FF0qatP}Hg2)f0L<ZhdNUJjjm7?^YnQy$z_uIsn|}S$a_%aV6_5ox>@R7*lGSK%
zalmdTGuWhUYEV|qF!bIF>=+l1BE6KxOetUHWNwKg`oeqne3oXslXr*P<MUcimrH!j
zr4>OiH<WBu_|<;*+zl?(SR&v!2W@{KxjN_NCsR;TJ@ueZm|ij7(b$?hRI~l@575)t
z?z<km*)o2fbb+LafKV*aI8}!`c|}Gkz63G5c3IViEXP;}N@o~zFH4u;gdD>O+G4Vk
zh&(z$xK0Q=`RT7Oi^erE&kOq`tm`AHLmGHfyW6A6%DQg@rYl=b*zJ5f1>N;~8J+x>
z^W*UF&kx^r+IMdwuecsu3Z0?|3<7Q@__xk(uuseFnn9sDIHmW+ouPbwg9R!zkmPXf
z`uWov6Xj^f*t3$tB=q43LVIhg9e)OCu*t9DG%ax*P_mq8_eASaOS6e<3YbmL$%DER
zIwAhtFy9s5Ue2BZL=k+9o8>-=XX1<uT677<rq<4n{&Nvdcp#5Ji+dNk4300Tin9*i
zzMryPO^S26`<Z%(@@ow5HbGZ+TQB7_(QV|s<Z74q?B$a^fZ(#lIXDvc{?Xt4Xy5qs
zj}+IHXgc3EBiB6J-sxbaSU1!=XDzCNl5?)f?<O?oHifpx-Op|iBEgfw@McWGs9ucC
z$KEsK$Zl8ryk6!I75z1sZ=k_M{jq+W3MQVv#5Ek%1*(=Av6{VDMEI@_=>L4f&rGNH
z@cFo3(BDVQpS}}_zi#(_v0rn6AVaDr1&KtmWwW?f5pao1Y^%PPH&$BQ>G=A{yCx#P
zrf_2}zx&MxvalQK{oQQ#>;2Anop8TX`kgO7CBo9M7>L#VT-=4X98%KdKEd>{yCP1B
ze9HOg5X4KvEBrEpbg_RFsAFHmEa=4g)KmuChDO<td>Wr0H?uu>V{_qyi+rrJ*l1hu
znPImt6hIkHUO0Tj<J5V0&elk53*7bF0u!2&<w9BEx(jc&qbnv}C4(sVPz2dpFn=QI
zhAMYAy{<0!I`5m^vyH0JQi8%xXS(W_g`k^K8SqPO_Wu52%79r0pfbyRts<kM-sC>R
z{r^AHyMr16;5LJgPD~Yy7;`7&B5z=Vgh(VjcfI>SedQ{vSj%2Sg0ia)Mj-R}Y3dhV
zA1o~MV%2<*rkd{1;_MkD8BPh8*x^r=>0Rj&aC~KwUS7>1{a)!u%XiPC5rSfP-RZt>
zIJg$EDY1&AZ6K(v1H5TSDo*xyG$9W*&qxcOspxTi8_oRInfU|~NOfN7%l`vJiDM$3
zuBVxl%O~eHyw=e3&oDm9LA4$gqk=8Er%_jxLffl|<h%?o$Y~QeVBcOz_gC1s?|^sr
zB$YPlgK-AhFAA0ay%z`vUdUN})O#tYW;3EHU<1}&=mk8`l@%4#C8CivZRts=p9))r
zA<M*g2Jc)}-}-C?P{%pAGWV3>_ULKMc0WQA@C`j#-77r`NV94%=cY-hI>PEhW(y>5
z&-D60-13s-bx&rXC^>uiNJy=~{$!9>opdR8ck?wSB;0Z4oKTuanr!&F$;%#E%5Y5@
zbpx>pu;Sf)67<PANdueHjMLNbK8Y{y4S13>t{0%S7Dgw$g+TY5YMX*_*^ro&(OSHl
zY`4VjE)m1M4ZcW5pNru9$`S1#(LtGLT;3=P7nbz%t`-wt7v~O8hGvoP`XC6;O^mzs
zWJS4;SJwvqr|sQw=z6ZZY+W(!s<+P|0|wB$%srZ3B1CZP514HuKXB&gOIQc-gdoME
z8DHQuQ!kpKhvsUw9vwwMRiOWt&b+yS*K|%-);-^az2tJGe8dIxc_m3^3%M~bG#S#B
z<hjrGqH`eT?~$6<gP_QXHtI#vf28gZrMhL`$iPA36jq>@QgvHtV(k!5dVrrK)m*OO
zE$KJm^5a|wnf&AY0cZGNV*dMvmeXhCLKQz|iE$fwTEUhllj%1_1fEspV^Z~|Igl24
z!fFyG7o`OYHiaM&!3!tf-FL|oI+^vteAq`LzUPb|UTX*o_nzNBAhmdnXNgbbOtkwm
z56AXLr<opt1zhB<yDERL2D+LTWk?-lHg}gJ4>Id1Il~ZIyXC7c(VnuX{BDeXPnppb
zpl9z%m8bQ^ZNw9^w+az5wuH8wl42l`;)R9$&i=&@gF9YX>1V9VA(N{Sg?wAb`HE6I
z7cF4jbDvR49kf7+S-!dBFt*b<<fEotKy`~vRqx%VzCNzuMu&^T=&Q;;YVP;ymy3Sz
zH%%c0bVVJsZZA+4NA(LgfAY50ffk^5UnH`9;?gmNnkwCnR;Oj#=@H#tw|&r{7$5)Q
zHMrl8Q&nn{9<5d7rx!Ka+~>M*!xE2fAt4ngt-{m=YCbWIc)tIx@82^$v~S|!!-%n9
zr_jZ}q(lbg5-j_1+MAL*10~}n`+&9S+Z#@_JI=z&t%w-=B_PoDMlx+Xnre;M-L&jQ
zirQD2$y|tc@YZ+C%a?im{Z+QJr|R#nSwSh&5!}MY`PkPs`cj_tz11D@5LG;#x=o1u
z)Fc&Mzb$*JIdi8<W=g%Y<?VMQX{!79a&vI2GqG#+Ncl|Jz9+h~i3V|`QPNkWWG~b5
zwnu%Kr+)KkPhNuhT!1aUI)3!Ave#;Si=BhAN44AEJCo8`lrrA(uKH<b(*4FCLEd{I
zd4X&pkoQm@tU9zRnSQ1b>n;C82{#n|)8=rW6h#`U>3*MiIs_IVr}}TD6cb~iqkKfX
zxs6iwcylAVg3=x701VQeImYSSrP?Z`;+UVaMCBKKHhpSWh1$sRN=B2X&19Y(q~*{j
z;0&s4w;iKq^9uwwSk%MI{g>t6h>F-^IpNi|D7a3&W!5m7H1{8DbcSYi6BQgUjLav%
zN;%T&&ecX-L?`acCq~0U#`eZ+QF#%FCO3xpWQ%$zqHB68u?C2C$9&%h@7fM`XY{Jy
zb|JYdr^~kS<n!y{^>ANqG-&h};Fo9lLyY*#`l>FMo&X~Y0ZC7Fa<MVfW>JZZRx;SV
zx9+E-vc1<`fwN(ImMy(<v;O`lZI0%+VfWCr;a8H}5+F$yyb<mrhh!{k5b5CRD1N3s
zcG*dIEi1|hyFHkck~TueKAb$gczh=R5xEyX*(`pTt`DL6J4~0iW_UC3!D@EQA>|C`
z>2v)&FHcS437txx*ZNcmOnqC?nt5vH79H5^-8>1Iwa&E~%}0z*_XgQLf0&W`^5^ye
zV+pNV_S(`9Y6m?<p@3^`C>b4L$`6nxHGICg4gr?w5V3egKVuc$c093%GYXN<ke|Y&
zZS~<MUfwZcL2_crH3L;&t3;Z0*X^rs5sK)%e~ulhPYq?8iK275Y1a4%h-mZ1?)?Rd
z3GXxSQhLWQwLi~pP9)J*mJOpZgFzx4=tD}32qzJuP{6oAm^Q(WxN!2sc~Xa{6<`W7
zG&Z9x3ZUI|u~sP7A-q$K>u4|3(d}%!Dz^AU7040^PdCLfJ(dZ<moJy(lOZ-9sZaqi
zGzvnnjYQWI{qOkHxwoLn!ppx!kLY*E`<Ya7L!AAye0i78K-oP%yH6bgfWY8`%wJfn
z&(=XdxaZ)juZGyKXA)ttO1{mI@kUohM4&abdQ^k(b_DW8zP0WR;eHT?2<e+Tz;Mt&
z(wtxQ)t?HQfA5&<z8_nRoTJ1(<(e{EF&bIBoTixkEEX)rn}<e3AQRHg`mx+g#R1dr
z%NUI1mEGs;W^+o-V9!wjS;meE$*Bczv3>(*G$4{gjE2uHIAxE8x`nkE#*+<!)Aa<R
zb8|jEh_-Pq&*tf9K3f|1)0I7C-VwtrOkWfiWHiZ`xLiI@0BXw!(JmsEqt|FW6#K0?
z&SykkY~BA@uh-=*7^-_yyN`$ZGIyve`Wk#I0-i6V!S2Xhq3dtwmkM4l8WZbyT=D^g
zr=OF?_g2vB*JwjID7_dog}=t6vfJ?{zG|h}EzC@1G+!H&E;BVM%SMHe<^Yjg@P7E}
z4QbzCP@+R$Dw~Ag`(*eUQcg1OAn@s1$(8hDA*)9b;>62|u#a=1ht}}5KEk#AIo@xl
zX^bX^9%rQzzely3QgS-DbQ^8Z0MC#l#`%~E#ouh@w~`z5i`m#)*X*L+ED!tiY>Bc}
z9YNfFXV-Ij7ByeLfN-mLVF@!j_1fxk#_Qqp#;B?Q?cJAQly%F=&!608ciA+T-&j2l
zq=ehfn^?)q9<I`&3j}LV9w4UbLwGot2H*!%E>^7_E5Ui?$m2>c^o{m!PE%CEnt+TD
z00Q|zu@g|SG)4J4GJL2I52Zg#jM47z7a>scC&+`yd{*utQ4tVJpnMMN3MPX2B%Axr
ziD8q7(YB#y!ic|hV4f8u`OXTQPIesk*)J}hBah<L3Ikuz9Jv=h8?n!St8M^B$nTco
zc?@jnfsHqL0_b%AK7BMzV5l+U?H^7_WQ+z3zSF{6iY8&)SG$IPyY=rP9s~YeKD7MT
zbg(7iY!(0bi?ZkTUJ~x>6V|Q?$zh%|)nQe*%5(1I_iHBLdrshuO^KKNye{7KnC$?T
z=xj#I^!jjUNIVS4BjpmojzrF@W@$1f8D7@>1y1I)hVRbWF7G@E{gd;hFCgldzOe!d
zb|${4NY8xxp8BF<AL=zSABl5$i>>GN_i|KjzbVJ~?Rb7URIfQ@pCI4SCXdBFV$P)u
zbyYc|a9xOytLmmIt#ezD3>)(88D7CW`1aaa=@Yg#!H@FHY&jdCcj5kMPj?dilhe&x
zwYk276ZGBqdafsIq~>b>T|@WK_&R1sN_h=SjoaKNFdpWMb+X-pFTxmYzqL3{v{ua`
z%eTmIbXd^%b~p0+cA$-${&GOiuNP&z$ZZ}H0e1DEU~+hDy<g@rstwg-pAxEK$@RUb
zz{3)D`yj8v+ny-j#YEVl(_J}dlenYhGlBnwu96ru>HAt`1H*|JZP%pdU}*L(HxM-a
zgG!N;9V+xu`%<$dAFd|d!$aW<zo=7oYvco-r?{kot~>7@5gjV06wTG&w8zv6H3gbo
z*QHJbU-7UvS9?D<`M}S6{Q&CyNkl9aR-@>=C`4j9d-AAla!D{w+hPa?-AY}M1u5R8
zJF89@`@XN>YrjU}-pA^DI6<l|G{33_i4(tt+b&vz1AD0Up>2tJk?MF=`*q=;=8|{$
z$fde~oDM%cpzp&y*5A9}W)kkm%Rd1^(tfU>tJFYjN)5f8-rTPoiCw*Jdlwu}>Q=Q5
zroqMW!dCAnD8qP+)j9^xcS~g@xnRAr7WUDHWK$w=)%E~yvtUK3aR2|W`@3D_Ix^AO
zU7v_?&dllOHnl>(_M9l6Ul+p!RRY+aB~vqK>;gR9rs;q>Wl6naYHx#k62!<wGF2Ra
zeV+{uZCzYLF&9~zyBncSElZ2R`tYu~$yUU01$&JhCQTYJhogLx%TB#;U@9#n?9&iT
zjg+wy@8jrP(;w&R+WW()S7+Xc_1KS1KKiLh%B6gIv5Rjd`RDm`wX4aYJ~n!u3+&r*
z;g#I@dZsULGG9vpYWYZ>@L~#9N0##b<S9eb=Zh!2S=fQ;WVKdeyWK3#JR|J-NxSI^
zF_M&qMK@Kxv>7mTJiqMq?6_tuo#_1h_aJby*YY&2F!Y-@&apalN()g59C(|#LIBLc
zh@$6CkOQ7hg#VSkdLm&#ACbC)5b!*)pU-!`kmaE(aSQm|5~6v0MPRN!5Jo6|E8b`J
z15}Vg4k!9^i`C<JTTauf-zCBcuv_7q@!#Vp>Y-E*=Kd@%A{GVvqsi=oOT8hP2&Y6q
z;ahwQKa}n5KdlZ;z0D5K?^clOmTTuwebsNI9LW>YTHkvRlE6FkX;ySawCgx851NJ>
zvOUpeX^KDtOOR>b$L=<L^=y80^H5zxn`P!@@z3|d$7KC|@|nzWSSa;&XK8)<J#o3S
zm^m(!hH8<hyx;Him)KO9*sd6lITtR%?ORa#=WYv#HMZcC|IXT~l?7gv10jTCKa#aR
za{<Naq__Y5Bx(oW%<CbIq<(m0>iq;N1I-tci&@HBM`uQa6sEnN@wfC^2y>o(lC#Sl
zk<5hMHCAjaJd_Z1^wa0GPLdK;D|H_yS4_sp^)l{sxBCkH6Wv+=@Em*2;Yn~Y$s+Zr
z#*T@-NoF^p=oDCZ*xOJu$X6>`F`7hlztj>gWSrh!wk6S}$MBh6NxIPfn|o3Pn)mrB
zJRBad%W~TKG)F87?wbHZ)aP>Lc8O*>6K>BnUsqyD1TZHE>OQTG9lA%3PwR$nX7TcA
zd!}PaNV5Io4y|0-@CJ%JtX#ha-~D0Ua~swH+{ZbDAO5%vD0(R8Pk)1wX~#YD#{rJ?
zOcy&%KqNYGZeyk>sr<9rX1~<l(`f2Fk098mAaH>o*XR8{ega#2aF`{>)q#!>{avbW
z18JiJVl+pa(?P~_t?gBBRItARUHzJW!d_C7)v*9x{9DK+(IKZoT(`rEbp%96d!q9A
zNJDH}v5)RAbzC3yUG}9#qkP<cU;ni-i7SOiIpn@ha6x+_{nW>L?>#>ssej*^GKBMF
z@kDKcQykl}kc84}X%LKyT`T<x?(TfndJo{ynTcRkzTFQ$^2th_d;WN`IVOueR9N}A
zjTA}4Wp)&k!tk%^>?Qu)H~Kcc>V#v~XPn;;g61oMfKfpsJg<rX?fGlEl*QEKUOC-F
zvdH@S`6C6^Dn;fLVVIiNhr)z$uX&$zK14=T!Xy2NgrkF^<PL^BLcc}&qb?beDgaSv
z)!rnO;F5omew>@51y`fiRJe^aWf#bZ0}vnO$>!Rr`o-DPQ&xFLDz~>TxP#|_wfOxV
zoo;(v_3Qzg3cA2k?y;x!a@Wu4RJ0<O22x7B)XUO~^Ylxm5<axc04&-p`gd1OIDmhG
zuS6qBNuR)tD}7gEspOSX--x<1{)8=x-`MJgCznQ=3(*<Vx;fsgF^A$P>wtrDY$uG2
zNPpm5e&?eI`Rq3>PWU6#$5?UpdwWm8_}i=W;=O*cSGwX`e&9?NL5Uq|V0`ReSxL63
zCwN@i#pBoZgX_t<khSkdY66M^Pb0_8oPok$4Pb>%iTuToq|T|6NOg3>(45ilAt-by
z^$yigAv8%vW2W9x7Wla7!FxHJ4qf^ks$;&CdB_OBA(xj<Ik#Ily}aL|J-pi~{gsh1
zL<r0W#Mk33nTeCVqbv5qttAl`TI+23#|`biEC{z&+Ad6pmgo70`HTQ-L3E*2`$Fp<
z-_Y@p=MJl|ouW(RjqUMLe{e$lqQ~mp^G2N>1q<jtH%+^CKXHoNwP%a!g{S?X+Zim6
zBmG!0+hs3Klw;fsxG%S_UQr&moyBGuZ`@x6eaYU)abEeuO*2-Z9uMQL(k{x}yo^PI
z6XFnw)9!9lN3OaU30i?iE8w%`BEH&pxEi-F-mlTE*rS5^f|NjMBZJ0Lq1zfq#!J<r
zFDq)C%MZ`1PTwc;@kUS=QK<I_sGuw;WV;cIHK5=5CAxgo`b?`4iYTYXrF?@A3#-#%
zq4zQZKCZ?Hzy8olPk9M<eCY5|a;t|oEmL7|fhiXJVAK%K9BCm-@Cp!Fi5JF{ruS56
zD6~MB#ngblMRrW0J}w+#zQo10rKrN-wJ8m_;(Rl(6#v>1<7M0T&VP9Y6B#Q}3D&~?
z^tx-)r!{qgfs5wRh}_eO%o8Ft4`lT6(Y_*H%~DP+^6ne!64c5K^63k26OPrVTLX;h
z*bX-W1@60)6}y^#u`K%>=T-8BwroSQ=u>G<vWGuZRrPfn)lOQ1d`X`yO43m$ed&WX
z54up?J>C&d=L5WB-R$HWCKPVXERVC;9ytsS@t%JSr{}vw5Bn_?()ogT1}&Q*_hcBE
zOL_vcm(`7Sa*nOd-nVun{vsao^%K!eeK`r&UHm-xt$lAfOC3g$h`Q$!qvGpScUo67
zdXXItw-jAq3L(KZ`{BUAgKAI|V0l_UyJk}W#V@4!`myXfexKL9di#lt@#vJC&Eppn
zTm^)ZE11`}A9AAU`#UZ&OKAf9BhHmQz;8-^&HyXQPsyizQaCtQf!LWT<$ZpWz@^l0
z*uuxQi!*6dtldsH<Ls2|Um?cbcE;p_Q1J=4bVB4|B1D7%P9wOZ0#EE9Gi{dn0S1Q_
zltkrvS5n`5kukdA{ZD^vM@HiH?m}*x!j#@K_Z}@Mb?FWlP1qe5ZBgh?Bps<n%2(l2
zxcZ0w5j)A8O;7@%H^^C10Wo@D@dXPBQ(%GnkC5k#3=vtn3EUrmlAfG}#sPDpsjA!v
z%FU|F#5}9En@qX{URc$}>`Ah|<Aw6$(MiY(f@UH_{Fd}FP30RzLc6io>+us&xgP~H
zO$8H|bjU^E#bO_i5T`52)!NSDy2oh}`MyB^ZQAbKP;!gGdF?2CEr+kmdR13$H8yX)
z*>?vo>EUjF-J^;qVs44N0iRMajjMNGMPVR_#M<#}kJLSk?Lu0v3s2?tOFXtjB(Gaj
zbz`D9p+fMSV^6~C<=u<jy?Q*Q_?WxP?aGJa0FiwWnU`O$v{QS2cIHXgnFqbix*6|v
zCw$)#fNVY0L?alp!t~YJ5iIN5T?5;3+`d`$5TUzI53ibI+mO~!8{-tJ(c9DiC_1lY
zWzj8)J`q(C6u1;5N|KB>6cSZH1q9>)PUxrZxvx&B?ymm#R`|ZP<{SgZg=@Lbf%U<V
z!mMtC$fZK-HP8LkU+~h6o<IF?c<err@s=?<dWN2GIC-TL0t}z4m%Z|B{dNIHbKjIV
z>0_|B^XEZhj*G@p#MNen=%4dRnl5@eKCe;_%kG^_L@AHy1w)JbJq}AR=PGiwb`gF@
z#H`BcxjV3s$GaQ$H$b}k0v8c2aSKn^5lFs`Fp9pWiJQqokB8)Odm=^nuLjgkm{88y
zmYhnBAWq)QTA%F`vBPa5l!`6BgGy5*^<-0IN3xm1mhJGml=q+HN;{RY*=O{AZw%hK
zJyQ6@3W+AinU7AJ8;iOP<VoIM^j73tLx5z3Q<D!p`&|TI^sBa7UMhP!^Jo^g3*zJ=
zRcO_1n~5zc*_3Iu*J8i(O?`j*o5kcphv<@UrOqa#2kvTY^1DxEXN&-Jj|EKD>eKNg
zAT*v1mbOZAU5=F;9rerbiWS|yg#G$(KYn1!O>hzqwNM(jy2(HKp48~9yRXT1u=mvG
zGBPId_$J0cJ%ofj;ATM^fyhOgg5&><_BF)dxb^+X?Be)0Gf_{tPd=LN^}P4;^hG}X
zV2WgW$Aj#3u9XOsPTEI&|4NTgz$!;sG(`6VdaK8~icMwr1XnO1PQUDZu#VdB=H_#^
zH&89I?k`dKCim=$qzmnbV>`Up5B^{1$C{%sMn!oe&MSuogCw4UuqI%VI`y-YF}M?$
zJ;K{4Cs_J{0Ruc|cPeP=C0@P<>9vbs_xeb9e*ARbG)15-8I%8u2HS^w8;8)m#Bo?s
z(}AU9y?BLLRj-f~Wi*eyZ;!G#+fPMkoWO=)&^#CC&T^vV=0~%RpFDkti^?(%&!P(R
zCf)B`(>q9~+Ihix|0_oi>Jl=`2Wsqvd-k0I-2eYGtaIu0xqFF^c7%?8GbDKA#o!b(
zZYzN7CZ4LKxFtBh8~Zro{T=8tBY6${2)iqC`d%Ssbb<Pm4?EPj-)QnOAXr5^w#dlu
zjV<&LEUQ!Z<7@0aEf^bjTGMfXy8P97yokSrh<$*A>UFqQi`_9Iw5Ne|;vIbd<Od>H
zkeuy?L`Arnnu~&~!3%AP{X{%vBq%mE+_5qngMujCaI>{o?No7LU)nYzXe8SX?6y%)
z5zKjQI&ljxHg6ESC2?;EvC3c!ZA*#0i90UMPTf0+ekAsYw#nP&9e)^mu__?X_&W*$
zx4x)xVKCyEI>o$gO9fyapC`g<lARB{;br_6o8P4*=a-pYoqeS$yDR`crdB~-0t*Eb
zy=xgWh-Dq~dg=bCbb>^jczV^U=PfO9Ysha1Ld|^+r=yQO_s=8v%t9}m4a^Kq)Djta
z(O`=!h&=`%D$SlgAJ#F7aK~sD!9H_OXoO&*!#rx2P>0iJsm&Z|ChVOJ@mux{6HYj!
zY1!jt&>)ob@7or8k~^DP>|OUCa;7)TwlsWE+i^LwbfY1zxECKp&M3}z;#qCP8+f*D
z7P7~gpq_hS<SzlA>c(v9CAW~<@AO7B4~KOlUjTm7=2u>v+0I{_w&h4^QofY+InEhA
zh~kT7=`)FhYRAEiVn5YS+F<Pn1_Jl1KJQ-apl#U2zb1}n(yZHE#F&MhTVOI-hw(-8
z#*3Xk{iikh-^deh%NTx(^L9RW-*KQTg$4`S@(U536I^M%PoUnT;{F9=`enmNfK}HM
zw*<p@S(nnN-R$B_=ZEw@mCr<!7Wj<vbbYmtse4;Kwp-!jmRUbW#>;#m6T-x#LbxQ-
ze)tHng(H;x>}YdrJj=`cw)dYMraCuke0a)D^p&aQn1guVUli%GMKTtW&*xOX5xNKs
z5a@S<AsNhS-I5TQ#BGoW2A4@7K5=-Zb9tpFi}+IJwYbNTdz2vTYTvL(Mo339GR9gU
zE0yo^tnirV%Gn1CGd#8?_vL}zWE6*(Y7Sh0#qDjjoX=0a0zV}|OrjmZ)$e0sIG<R}
zKMnrX9&e%fQK22IKd5I$SW`;1@`<Ywh_PQpt&hi0q6DR>g#%XiUgGxdI~+SjAcq)x
zWJ?k{Ou1Mj@n239yiRL!rNeA6tU~e0V)3i4K1@z$i|}5a5(&6wrRl#e$w+s;cziq}
zkH~kmA|-x9{^Nv$pML1KgW|I6S5=9eblc#4=eaX5{<9*VlvfCT4rf)*&}rHJ9*z$0
zxJIAX{M~<B)0&*H@W7Nm`zbE*7}MLui(t=)ukHAZ+IT-cR8~IOTegVre!02D<;4hV
zk1Ka(q|V9>Lc3=#Z;7LS>;hQoj&i@d<{@{lSF51#FoY2q32t8MOVT<s4hIppBv9wQ
zzJCb8S@-rE)2_JE>1PQQ_X`z8(lN@dZa88kp(D`gHjcYf$afLJYT^TR_l?HNA}4yI
zH_%}jzr*=r`Sdn8Mv?MRF-2E(<Z6Vt*fh)g9DA&>!1fg>fm;1;3&2n&9v0CZP*r|j
zKW42(wyu;@cB$?J4scv`_MuhZ9$)&C>kC5XmW4*Pr<wdpLnPtz*LxOSPQ2IXS!Q+~
zd%=l<RshS|_hdUY>rnI=Kb#dVPxNaNIYx0xaHjdZ=g01R9;fN<e_1ZsM@ZzTfEQ73
zUVA+|<ac!yM3bsQRSl>lkRcyODuLzeC0vj1I!Aw+FRpCHT2&J95$3X`_kOQyUiRR=
zbH&MIr608f#X_%Bs_w|`xstVZKpnW*J{QAY$ozrUg%KZ5zr!0QT1?T$vAnS`S!FYS
zb;;?`J8V%P&DdHaF^%3me{T=)43!TNeq;qmPJFSR5j8Mt8$Yj68=cWK6eLj=`p1fI
z5kaO{)Wl!ZnCtKLgXYo5B5mtVFSTpuohT+-?U_!F-22g}AK58m54Z0?-C7r=)KdZ^
z7J_F>rYM5zB@xZ}oY0T>0oHiftaaSWHkXoY`o6yKod-SD$2G5@>UJ=&|4bJf@+@`4
z%?z+<zW6<Uj_Y9ggy5R^86N7d1&Lm-?A~2lTslE2JP9OTC5xGS&i6Hgq#bv;SBv<s
zt#!Y+c>>0ItQu|=FZPM71RO$hPPgrAQpU=7Nke5FA-2%QOXOPn%gLp1OBYn{I`A8G
zD(K}JT0jzjBk|Eg_ysly^%6bUr^+_NygS#QQ(0Wa`DUqa`zlBrZ*!WKBJjZJa)`%t
zAXf}a<(5#RJ(~C5B(mefv<CZfvma80Nc1(3v7L#g49jb+NnVH`*OZioU|vf<m%X6K
zdXAmWw6<>iv7gVdb3%4dKOX`zczZu!hRcEXx+`Qp*3QQtbwOtT4)y6rd*=j_2{;n$
z83Hsyin;~_zPvR#t|qJoK>bq{!n<^Wc>R=qQxWkLubhGJO<lOEc4l$}ZjjN-R$_(p
zOTX^GA}iKF2zq2(&C|}juk?%{q~hexiL_6z+dU8-9FTLL$Rtm3c~7Wqm)+>aBJXBO
zra!YtXBdm-vN^f$<N3JTpXC{uUa%6YN1guYr3OGO{S3#{$sQ>-_^Xy;TfI+$zufWb
zMk*ccmg1Vd?z@r)t{e8%_N2cZ{qjp(aJaFV;V}3&st+@GXmdqIRiC;(JuXJPyNnm4
z=DqX4^t9aV-Q&F6TD5pFZ$9yEpr*1yUXhP_U!U^t{(W&U+Y><qhNi`GXz*(?;pm&6
zajqWTwA5gse_fx!MA&bS1;yAp9KVu`y&<zR&PTP)ML|~Fi{h@@XPRrGUBAoK&MUrQ
zp6eoe=7R0R$D43+aKSGQX2Xe3NyT88{WNjSeyWi{rX)od?U*x!GX<o(-jQdlm<WQv
zL+}fxM$BSV5gF(Byb3#$+p`JLuRJ_Nvk;SQ)a-$+KDw-~<Rf<bkEv)yV&`qL{7kgH
zheanyM)i3=-uuU9?Ox5MWTJK*lgG@Rf1n2qN+ye<S)GSO`+e_z$y9@i!<9sqN64*G
z?@RoQvc}w2PJV9BnF)OpjHFq*minX06zu8?O1KQlPbeVxNM1icx$PT9Gpx@oo1nxj
zB?QZ{e0_K<39qUoI=wjM`8q<#AZVvNix$^l&jW3Kj2iwUli?%y4PH=^_lPo`?(6cX
zkoxfKH$0inaO@0txW9tYJ50JB*yu%%M=7h#5lp2vy}Ei0g44`*VAPL|P)gAw8-*m-
zX5dFHyNrbKq9->YN3^r=T1Dp#b`QZyEGwtgIKrWLNUq{B2qEN(RKO|6KZA_gU!XY9
zmvWo%k9x~j9T)MZR>M8_>h{Wyg&U(iNga|D)0q?9@B}hkV?(^i<~w%RG~PKK&sVue
z80^#G2QJ0ok>kt7vxDX5QsIRR_vmQiEAucu7a2@1MrK5A`1HqtI?$NuW~bP_grvWb
zBd%_5FnsxX4+Y$4Azvo<w1)BPk6+=Kr4mVqu3>Yr5?RrY>8TO~g#!<dUtMK?lOfBd
z>BcNx`&1yGjA&@78))5b?5)}s2AQ4Ys3B}pw@nCQ?}>nAJ%Y*RSM!uh^UZN@r0vI=
zFY2p?sinC04o6f#`oB{|QQ9jKl8`4P<Ox;+t{1}fe6y5;VRdWyV4sO`Q>}Sd%)9T_
z_<dS9+_^kC{Nu!&e_vNS^<V8SJ&7B4q|+2C4Oj`9@%O;p<SLLiexOUdu%Gdfnyy#Y
z5w#T{CpUhssIbcbwNiTfF+yp5-!q}V4OxNo8tDPx^E=sWa#P5>x*sWV(i?1xpB&Tv
zPzh1ZTQYe>QPs;1tFWUD`csTx-u2GeE(tKGv|Nhb<(`$pzEeVE>SjNnKVW4*)c_M`
z-5|HIV7Wz(zBx~0<zJxY>WBJ7b+Pxw!{y-gOYpW^dglewb2y5z+daXd-@hEyAD2CH
z&Y{7U=1}2!rEqg!;PZiLw^EXl0<i8RLpc+dv%@oa{3ff4rRb2*1-ju&;P7sjTt@N`
zxVdfLHaiB@`<eRoll|*nx8d&hzul3!0u6#&vpPtLtbbajXUa)nk67JaSrl{1#=yH#
z*u-RcRzts^wyOrxO*!wB+t^H2zKc8z-E%TH#y{p=AfkcYXX9@rh6(Nj&$D&gRt}0S
zo_+i4ozxG@%RFr#uxe4{gvh*q3gg<pzu;Zz;pZIn^FC~`=p&Q;^HlA}NK{Eh^X_F;
zxd_oFvTVTQkOq(Tx<!Bc|Nn{!Z_Do>LJKb}4jBm-<wGcxKKf#;9%+N`))r)3xvo<$
z1n1sfO1}n>0ki$3lJ*;~j5J90C6VX5^w#iro!bxFRS%PPpzRyx0~0o8LLSZ-QrL=d
zZ3&%vVn3Da*rdC3+=X|FAhABM&5``^xZy0e>qqsQ3J@Qr&)#Wk;%93h2?XU2K*FEu
z)#d;J`9)k07|)U!FCfn4;nDv>Yd;K*RfoHe`%uV=JGA>BBJ!84L|kHzT4L>890Il-
zu^r_JN-71I*VNiSH)`C_I8WYfe+qsE5^NzQT=&MD`F8mI&QeFD&kG^8RYd=^@Yu8!
z@LVRs;CfkC({BP-6>`EIk<@5Rh(I2lsW41{pn9IwOoENqAmRz75nNF;nmE3m0*aA`
z@y8t+&p#-ewUN8m^K}2ilkTMjx~oPVoJ~7F8!Y_WV)J{e*O;-u06OWOGiLwg=Qqgn
ztje$Icc3otwvN?t0B;IFYvXvmT))8>L{%${i5ohdUg+kBo*s7`?StYnTWY27rQ$A6
zi=U6L1GrqD2P;-bb~{JQa2q!7G>rGDjmwikJ$LRyW;SIlhYAl$$pM^(JlHVYZdVqg
zyXcqR;51y{(`lT-U?}d7_IK-E*B#X`-s63y^|#x!Z!++;VRs3vA-n9I!&>5j@ck@u
z&I~-%lKUUnPlAcfWRKy@$&XH%d7;(5-pbG>j?iy8%JhU2QgwHS;R=Z96UhoKf?K&V
zmS1_eI?4_O=Rl3O6)FoZzq2Y0YV^I>qXm*V#K1xF)=R{5Z<ZTW;%o;RpIKG)uC3T8
z_Cj6@%>l4z?Ux1pxab{4M||_NErB!Pb1t1Bu^PSu#P;zgKV!v!27USrh&Q_yjaIkH
zC4P8U-A}^=9Fpm!0TUv=PEOkQ$>88iRwzOL=I)H3fA+uTi=$|Sph<V+E&^v@Ebcg3
za=3b?7QuEeesj%;)$gvVZ~k{<u>>=wGm=#wE@0^uBaTD+@zi~O>%SYr+JI_m`?ptx
z>66bnG@nyIyW=7Zp-6)7-XSca=Ynpzi_!U)PFmN@$D^UcKwcwVrqIh|BnkA;%vH5?
zn6mUTTGj->m{O?LUj&>*naEuvURzN-V@)c6A)Wr5=rtbK-R3{ZMXLm@SUcq!ZBq4!
z89cgX`|DYcFk+Q-fdJ4F-i4%;FK+;Bk--IIM!W2Y5wKblq&t+aB>zfpqTR}qBp=I;
z2F}{3u{Rq$Xqj@B8Mv>)ePk6lo=<ec5dPsL)91^m0Bs}}9Gxuc*YQK1E3-nrs1Iy&
z2+lZ^P3R{S>Cp`+OSXw$#<sf~)h?Vb!z$+`|9FeiC%x7NU3U`Cp==u9C~%uasM+DL
zTf0@1mCMLWo^&C1neWu^Rg<`m;OjbA|2zYdO3J6*OH`@sS#kBQOX$b)?uFyiz4qLd
zdDI@>5PHMxm^)|!t69Q;Sb@)vw(9G24C{iH<P0yIH~gTx-G)jC=|8@DjeEJ$-3pjg
zqpfhtX#8MK#nxRq?B9lH`9r0DW8<x9&R$Jzwg`r_=WKd$pU7cZ*x)?C;aVH+!%vGY
zIm}agmU{e1+yRYrsn3-b;)KU8q;}=5vMXl(1{x7@GQ&E#AEGp3MdFJ){!DD@G%s#H
zd*b{8d;VR)8PRs$2r~_!yIzFk=Wlm7pp1~rrQow0-|EvF3w{(!gZ%ECswbi$L<#&M
z!TD^d1NEkD&LOd~r2UCRG^y%^N6VAa<;>=ZIgWL0Kn5w7{rQ~sawD1O844HVP}awY
z*b{ObF^CT@8(g*~edkEr6M1pJc6x_;mlSS6%=OMV><%|>Qge+*>~P(c@hixj6xXs(
zfM|pbSjvllorU(9_uW({R9ycU>YBTh#t@udWxPJjCYs}b({+O+`{zW8=$*(6aUb9k
z$KT8~MZY^JdUozK`B^R<<-hTQGQZ>KUkMqKa)YM6^aYH!15r2Sj8y{Z7I%;qNf(2T
z=Z<6g)@Upj2o?Sv_wxdW#M6+u1TRzk1~>5#h1qV%R{%wO;)q1Xm|d?trSG0tJZzuW
zw<oirR*^jWNPVR6ht|@-p_cfZ#<Aw~7|Zf!v`p);D&mPu$vQXp?L-J!(pCdij8jTC
zf0EFty_laLMTiax-&k!Qf@3Oy6}rB7gIH<C$wh>}*_7{LMZDZr>LO)YZ#?cQE6S}h
z*H8<#<-0rXj?pgOdQa*;)Hh(nvM7&f@rrZXUXTqe@#2o|!pgwo#0=l7<dO%Gs6x6q
z+><=`obhsFEk{n45PsWryKSW)Wy_<;%LgCcXY&xid8rw=K;>HcHN*}PpWfr|taT%H
zX)7U{c6<)_dxI+?l23$lek)M&&T@?s*Kv;@KrHx#PQa^Fn>}~mgTP@kvEw}&fka#x
zp4wQXY7n+~Jj2=Z4MjIXy73hXq=a<E4+A>U=_OOcUOEI*iDuGH`$BOeeRjvd1FXH?
zQNFo&d3@ZRj01jx*H8LL-;H{X)9GNkTg}%8<%Ek1zZWF+lkB8lupBbbr;M6}e}Olv
z{NNDn0~|5cd>mwLy#0#X^5ox4c(wUgfZPgYwM%HeI0l`!;SOHM8I5t@BTLIMBJS9p
zZ|d&2@~XaPd`~>y3iro5?P0(E<{dJW<bF2+(0G14@zW>Haka(6dwA>}hIbD^xNowa
z4+i%BK2g<~AS1ebZkc_1`){3+ISPdjHWn?w5f3>B=t02`>(NkjfKQukMYhg(;E|X<
z5C+~O#5D|xS`7|g+#2m>Md*V=K?!H0WzrPJo%UC!rzc0jtGRzj3xpHTU_DFVLZ}dE
zGW3mS0?tSt6|8I_$VZ?GyWgIJcovNrF|U8mv)_orUQ};3d%ZE|9Q1*o-7$XaQKWF&
z-ig=n>RGp6ij34-<os@Dm9M2VVB760D%djU@y6I69u(iV3-?wcL>5%%0QX$x@=WrF
z%V`YRZK*rn_|5O&;O*KT0d=dt28_$=8~F3=2t))Xjmd$et?xnX!=4xnOu8wYSdO*6
z&TMMbS%DOkz3S)w#UqQT859)h-R8f~I=zmM<b8QBCO&E5>H;lGaJ!dj&dKoruJw6g
zba>GSp3LXsq(895n2Q06#z2+G8WerzGmz8-FEJD}MRlL{8|3Z>roXTK?wRY?*5sJi
z{7w(fZ|=0WmO*Q6&hjayb0hT9sf%EUug*Uqi{_KUgYo|a<Qeq|**a3k&-Ue5ebd^D
z2ON(UX2Ef6dQ2mOBcv_tjZVa;5q@lnG@|2|3CPhKoA>z;dY>AOicWX@F9EM{&D`$R
zH#EGm-cW3dfvulkjSUcp{=*^f@$KWOhwf@VoO2nM|BXOfmfa#m6!t$!zNEY5vQ9Q^
zgJXqO$K?vRR%RX;7ZpXAhC&vcncJ%r>vQFwcU;~D4F)zZOjL;}#8~h0`>ya+>Ju~X
zk)pQeHJHiurd}p@VdUdU8=okEgz1AOH!}|3zB@I0F_QalNkx0f$)NYR%KPDLi^=Zw
zl?{(0kw|KI^LBOQF1H`I16#!EhMc~DPXdjmK0u+wyw5onPe6oNb{N@Q)1A5&95&{}
zt<?mA@LDXwCrtPFP<WRTd1v((R87aFvI3vDQdpsLt2yEd|Jz~ww_|;Os`XbhX>Rts
z(p-Na=G}y8U}T+>=!wBF;5!L7R|7r{vHWH^HC{LDs20ZGxuvrL@>Rryx0(|K#FSuQ
z{Nxa7=JB~v%wdKQiO1tnA4)3Yp5M-IntqQ881?&!{mmlW#LirB&qG%ziM89f9L*PY
z8Zp|kFzd~cX_!0JyVrEgVni^*Kk|0&yligbVs+}7A1+mStMbe5GehMHKAe(W1MA^-
zG`l(*U@)r|`wtASEQ+eF-qHqJ+vMXbV^MzzyGBep{an$%4%d1AyR_hEk)#$oBO2ux
zbIgqj!-Sr9D5b9@yDxKm_&FPs?Z#rTtLpozB>9iQrT5Wi@dddT@3T*C1klolw6w#|
zk8Rplq#Un%6i^SX(-ubw1nB3!w7&J83U0-&eN&g4+P(#9UY1r~1G9(_uzU^I=yT+}
zSD9Z>wa?f2N4y^;a#R+<`a@&KFS+Y(eR)v1pM3o^;K3%L<!Vi+u%lHymRymJ-~Fy}
zbaJdK_RxBFkh=l|p9SqX(6B`npDC;0AT)FTwP76XWZt#fb#`;we}v_JTI4{K?EYfy
z55jLrdqc+k|9>VrNfR>20`?clVey-~b(zENS&T!ndi0e%i+Zji#_Ed!V&3rtb&NnS
zSt)-+l6F`3x2f!7nGzaj>P<xTY(y$5iLI57NuJKeH_{sClC#!t88v4KeXPtlIdk5A
z4`rh!?NWwP^tnT+l?=JlJh7h~a_x%Ny?nb5kjCC+GCO?%#At^KjYj~P$!8s2&Ws@G
ztuCcM{0!$l{Dn2+10cLiuR|#{Y-gPn>33<a(Wzi$dlac{BgXx`o}#JRcn>DZ8G!e^
zkF4?8y82GJk}5Rf2v}OM<Z}02Y>x;#e|`%4zRJlMl$2{-WD&>f+I|NlAU4{7Y0rgy
zb`&~rsMH60L`_QAwN7~i^#k*|Oa5ZaoBK);1CFjg#kotM08EF(>+es{_^$<by=vc>
z7xh=hY0`bJ<QDdThxz)Bk%BCt#+6R@e9LnW<-||8&@6Wll(WE89B=g}m%+;au%P54
zZbMm2$ykTb5zH~SOz=UH{e$vo=e+3*QJy<?Pvj<?dTfN390GWVV2CUydSQKCXuwTe
zP+3)PM!}I+J_^I!Z;qycYt(au?sxdvrRi|7!ls(`X;y$@QNG$!+m=Au>fOpm^~Y$N
zC6mpEvKBKw08o$()OL+vsqPOZZrc~cD%G>>M6wRZ+K%4!UE=3}D2-=pzpM)~FZ$D|
zE#d4o+0!Twqu*6`>}GoP(LL@zI3-TZ-Qjl=8|ZhfrzhxPZ?`uzPEJg`_fOECtQU?Y
z!RNH1YQn_^Kw9$?hp^|hIs<?+L#7zB;)y-c>3s_Y>=KK6s5^Xw2Jh;@CLx7a^Y%EO
ze?*`?vr^knQGQylqAvgJ&mE(;$;TFu-j@yfX|IoyOUhVH9uqf4rPBU1evhZH$6n*-
zxi9H}V?JVS=Yu73C|9?-D@x2Qef>q9QCMv+%ZZDA@86NI4#fAzlea<!VB-yY;QsAH
zX=Co5Z0IGJ=N_Lm;Sz7mfTsf)`lRW8$QZGe!!Hc(f&Wh5Lu{T=B|1Z{#@pTVl4!2}
z1%dXxfwAzAhUr+qUn)v7BRURBuhCJujPEOrXX(6_euoCi7pQ)<p@A^xb!!YU3fvEM
zC`RZUoBOk$Ldh%ss!4=$C}6VTMsIO*zTUl9-`>?##{IH?VXrwtO>|Bi)7o)wfb%+(
zS3I4OF2^|$m9ZR8g~A`HQ{_}dXnZyWyn$f+b}pB>kDEl0@&02}^NHRKRKrQS73vna
zD9Q1;*v+_&OTf$enY|^MH}{eIhknsn9;0HnedLOzk#fc*a0SiYf#PCG`cjwnQ%61Z
z^iLp&7I>MlNq;GT#S&=Wee9Ect4I~{A_~Za34$Rw6%W%z*LH2ZCd`#K<bCf_5P_>_
z=Tz7P6WO@chou&qkD2b+;Ok=)l%Dk0RX~aF*;u6_+vk08RYZb)hM*wZQNkpj1NuI<
z`D_R`v6;hrgN~PWed$S-P>~<OCi)!A(`(x3kqVIZdrM&%gE0Lp8OL%gqX!$#vNBEa
zjS=&?&+%@)Gne+|JiVRp=juUFs`c|>U*Axq3p>yERlc<vvR&$Lp~NY^lAIN`KM*lM
zBM>HPJan&N_+6O<J7$$Ss0!Y)(YY{eJ3mgB{^sUJyU~mtn2m>xmFfprazXH(=0t#m
zQ$(IDfd{(6#eMW>UNk^jXb#9v)zMDSvuCY)1^LE`Jm)6f`1G`ck;qS^QlOc8$@H?A
zvd~=^TYJ0LADqp2|3ZZ+R0`?%JEXG<7Krrx@Cjt$#{Kf8b@e67m&tyJm*ny4BL9A)
zJn#3pU-n)3i#~Aqz<hY#vC&4QAAY@@L^t_8(fRB>REN|!h|b2jIjg@4Ep0Gc8)KHN
zThP3-G8_Czuz6D?ZnsHKyws|EPUC5CC2HpP9DP+ds$zcZfMQk1N63Bx#4SBxx*{#F
z)##HSeh-5`zJ<O1Vt!gPw{Ed&({ugVwdi`F%OUW42VwdVHqdLU(a4+xb34WhL3_XU
zmp%$VyzAtomBhN&GR$1d-IMu9!IW#+@M4k@#&Aw0jU%O-?=C)W65DXh&N(yT3@`}8
zT;>^%!v(<DYc=fC6U|2k11tBA&-%)f-2*Q1Ad1H|mWhu6J6#O0H*HO^?X7y6`y9Ji
zomJ;|+OUv+n<Vt*MFtWd@U&(HKrGF)oh$4E?!X#$+}`g`_i+hG<9k!K;DdqS`IJt{
zb*XTsRc89YpKLtS5l5q?d>L)U1#E3^L=RIX5ZWgxmOc<AU=68uoXdPXj1cv#d%h^h
z2UbPu4RywH`-SEyuFJz&1?cN>NQ!yVk|H(Tn`W0gAI{B37u(&o^msY9(VMz)_`OXq
zGTtJt#poK1KS!Evs2ZZ=`Ijv0f(b^J<C9O^xm!ChU~wRL_uDO=A*;o2GdkksKbdn8
zuT}!>$@`}()$_HihQ&{I?mS+P#kYX_tYC|y$GcRa_Q}w6hgRc~qD{TKS6_<%w8Vwh
zI_6Q~jqwBzjN``)TX#+GDK<jW@Y4e|gd~qvNTyM|-iZ{jN*L%(FGV;`%9lmGny&Kc
z_O@M}wC#MHZ=duOBzaLwHDYF<_&&eU0!*0C1cwv)APiw^X8M!&_tYKKDeP_v-nVCM
zCn3hlkwIH%fuosF!GQ_!<eaGe)$eO`$?R|TSDVa!Z>2hUJk=D0P*TmKbJNG?GYw!{
zUoGneW-7=NRX&&`pLg^xcI=6KKTnz;AzbY;0_T0brw}Ui2WF(2>X|o}@CT?+UgzEi
zj5frhwmok&iKxda#;bf>7U9SO4?d?J_Jr8&L5*hkeI{p%8Yx3y>2vX>e)D<>^Rq$W
zrhz>|<=@YJ0K}p}60kL)T`4JbTLlH-NuvWen=gl<t@!K_x>rb&Li=PMa(mrI>TBp0
z^3+)(2xTS1xlAUM+{Gn}UD%iBqHafh^@iS^?xsU5U{oi`cgORFMh(yfGH8M;dkg%T
z8=1Oc^3{z?$uD-!@cM+GLg>lBkiPHqogcJ<y`;cC+v2;)@V<K<$CNt}-<`FO#gHeS
zH8uk$DSNwu^LhVr(^FS__(<slOwZhX9bG1Vt;Jos(Tzu%+8OvwKdy~(2h|HDADmE3
z{T!6U3(-Oa1U_YNe(OP~NZZx!F0a0t?{8}(@-Sw<$7^c3L-(<6ErKvfE~K}>0-M4X
z%oWkdcA3Zuzggu$`ao8m-sd-HB;Om-H2bg_TY7~#vce<qHhjSt{Hu0nxnfiveN?@z
zsHfIO2zJE5M!-q^+wA@FkeZ+UbfKwV6p+<5!Zn#>W7^a&4Bg!UO)v5=GIH_3)Sc;#
z^f@?G4<A70z;cJMAPcCmzk74}RZm>leZnegh9BGDvgePF@&Z%L&l$hX1Bc0Lm?qMJ
zP+|@J?dYbj#OWeY>w8|WPM$k6_@QCWz-E;r|1FT$%QknUwWU|Nn&CC5*x$EpR~(=t
zUj*GTGXzwa<?m|TY{X-}$u;!d!C1F5YoT-Yg!w!aKQ4@c0dUN(7c-!OntmUsXIyvP
z<@ch^65|f2gCLcZ-ejylhQtAD?AjjQ9Q-@4;DBrGkZe#7AYM~V_ZP|9zbES%?Anc9
zvpv(`Ya=s4`?vFZH-y5slFqrA$KMJilHd+yFP$q$SRCK@!`bG!>~^oQm9^9s#602l
z<{(&Ss&q38(Zihag~$EbnW0{R{-U3m4<dRxe#`dF@^vX7>n@8*3%->!3D=A07aHo?
z<Jgt<&?6@jUfr92{2ikYN0{;38#BW0%j>c|mIrP+_XpzCmz{T~V8(Ea-m?~5`yV$j
zV~|r*$u^L^<>JGI7D&@|x!wK3z25&E;q|Ob=Ifjb`qWkkmeUZ$XY)@uWaC#*WiC3?
z7euPcf$R1JdFLzTc9w&}meKFiq+8dxH`GT$45Vz`c}aW1voKA6dKwB&$9ootpNp=G
zS7>?1rD=5$gprvR*_jMRg;fN3fUDeLiORdA{T&4<e}?1HDrIK4fDI-;&g;$ZpBPOV
z1R4<i_+H)5<8gqS{euZ{r>lLMP1IfczKQFvriNhe57t=3)RytGi<oGV=a+cOK*K-m
zLi3qZp<%)Rafea1%kS81a41qayC|9@?0GAU5R8yplkpp<!FC~E{^M+YGDa%z<0+UH
z^eMI{iRzv`4Q5NU2aKhbAh`5DjEcgN8O_8UMONcp52+j)H0FNw75YEX!YEAA9s|kY
z{{Mg8<9i+-d=9CJhU3a28DQ+ox8G-%<}L#oa@K^>C*Kov_vG?#^m|F-6>4ND=ED2u
zhC#E&@~U4omUVqWx<H3|4%Q|ipZN!WikD=Y4o)z5$R4<b_BDW^_i=GN#JJ97@mH(K
zRRY^_V~@w!9<=28%e>R_$nQXsQ3>(*thGX9y9Xk*H#Otlr`?ROnw@-hxcI;VSQD`h
zuZ$zY=>2$84YC_---<Wl>88i*shel%DANn`u^Wm|pPB~ZpseZLre6^uDeaUf4zi4C
z2z?5iU}s@~vEsqZ`XZ3$K8j8DgEIDP@Y*$*3kxU$3i=t>E@gT=`m?<%<wi#^f^yfg
z=zL|3ODLYq3(@VXk<0RDAA7{3-qDWH1)v{w-{r`uz!M&nUs%{;(VrUS9GwyNzu?BY
z5b5pRAq7Ca-x+zk9b2g72XDb*Pk&q5W`G@{%NNdBRb87%0~^I}^AR+BGTY}mIt6Y5
zo10O4iw1wcmnBLb_gI4&Y&81EW58HRwHq@$ioOfb-#<3Xb{)vW4uTM1f6~(`ckD2@
zQrJJ^ziE!Y@!x<laM>p(Wvr=F^nT%gkLb&}<mNkV=0~!5ngdir4xHsN)|LCw+iPua
z)4tVhR9SQJ`<dXFjIwJ24T}PRQllXGk?EEDu+@g45BF@4-=GWr{FBzvLWrebE1sqn
zJC5rks(fah_#0q1No79Ur!(Ss=6UvSFhRt}F&SK$TySKC{k%Ih@IPPth?)p1CcK^Q
z$E7^SVGlyz%sZDe_C+t>lxiqy%tsFtVWwZGvfZ6QZYLM)=Q1UKd_$~6?czkUl{Xz@
zIj-nes_GJwIF?AwANzet?DNb5k#=lf_>Qny#4gY8(Db8%5>mnzOX5M3^KhIN)SC2T
z?ygKwf0K`U2Y6)3w$5Ohd9nH-jeW=PAxPt2-Lr_G)(}hxQPq8{rQN=~8ZRo@ovbsu
z8dl<U)9u}!C`GQx#S`lr*JMy{v=D@)6d1939j7dvr}i6N4`%{@5tn_#1J&bmk0^{O
zmYZccIkZRtw5)!6K1`T>P5#8sm&!vq&ZSj;ca>8?ov7{5tJAe*S;KQGWtn+-hzI<P
zXWaQ7_;`-TEIjPRvPoC-<feA&^!M{?q57Mg1PJ0^SwVV%!gpMY<@zNP8nI)gMFdYL
zZ_z6%+)4gT&t>?npmj|@T#A$Xf=_n1*d^iDhhOF8eR|IQ)&EI$JhUw?{*<j_DBI-Q
zT`r~&)8?oFHeGR)7g6#b!oX;iwE%|V(j0En6zwUgyPg&M;T$jz6s>CM>>$my^Co#m
zd_At*);^DhWvi|1UdFx95la4C@W4IMpPk5=uWMM|7Dn<8CLEaMIlRBKL@sI>l%+Df
z*`(Q=Z708Oy1;rmcE=uNa_FEP0q|xfn{zRkI%s5D?0@A{9|Z<DOGre(iI+ie5y|uC
z>INCr+`Sw_zYw3AA<*4tJ8B}iF+-NDPxfFQn^z0)3%km=Z{u#I)c~zDN6P#CxSe&0
z+b$=6$KAN_E3hm0?qf*GJC)FyS2mG`=Do)EQ-y<gNOx+ueNOcO71)uGO5{aM&}r#y
zZk`&-p`f6Jb^c?f+@jT=Rl(<>9G0W5Qep>MdQ1iv=JS(kO?!6edz9nV8ta4amvXu(
zpiA8p9NH%OID9m_Q*!Nlnh*l6KGK`39&e5-rioK#jQzJg%MPD{BvSi+WxiwOM0n>Q
z(&ohTFFkhC_zCmNuxWW?f_gP&$&;vp$iS}o>tQ!UUGkN_P0!D3wa&g!33uW3BzhOU
zDnEc6;NHITkcBg3wx=B8mD4+(0>yjr!cR(d%w&MGyzNW5XsHt8eJ{T5nSCMo;&&M&
zhD`LD{4gC~`nG;!K)b5s`jDbU`q*dUWMcMZKLx3jUhnwCAbCwAl1d<l%Dx^kw||U{
z_4z<$q$v3AJw!szYU82JKtrwN2cXYM;bC*nKTjZT%{gc7BZ~Fe;pEV^w*RVy?SrPT
zh*gRJt!RF$P2J1S=W?2g2vhP}?B(bS>5PHGWp&bzm^6*KcsWr?M0rFEiI@iWfg!on
zvR<sC3L|TF+i82_NSGC^1@VP_Sb#rY41AYYNT^WL-J?Ao3;|BTs<`{D<r|`?(_1=V
zuL*9?E|u}k4(8W1yO4o`3L(vRp!k5TKkRR1yr8630&V7>1JKH@tQu6$<Lz@~0wftz
zA9aBMMb;(@F8-)0<E)5s!WD{0Ems!hK;5|Q;L(vk$+`FiyAe-n>5yCyh6!3}y91lp
zaYZ41z5CZgg8@9WvU&*<{or^Q!H%>Io97a$X4WnC@oR?Yk_bg|PuKS~6-h`8Sr}A-
ztJ5MGUu%9xc*(_&C6&LPBMwkH5!!>Uv#=c;hD?p^%76k6vC;5BI@}-0HkL5Bt8U=w
zhYrqG+uE2X{9>_i>*@3mZ}u7g`7w=0jYZ|98Uq!RyGKXz^@BAk-&<}DxTvYfLU9L*
zPNG}Y#G58g(*~$^nkY_mXL(PhmhbPwXOI0(3=RBttl1<8w+<R=oFS0=?u1M5c@t)K
zhy-SP_oW<58+FFk%`HeED$LglY^i+yb4HO>uU}8Krc?TWcvKz1r*#}~qyv+#T#`$S
zEc;NN0ql^NdBHUGX78+A-^T#_JW4dQ)t(m7CBdKM!f$i*df$oh6?QeN%hY4*rwgO<
z9aj0+n|3nglZW;8`{F2)30Lze%ICrPWzYNbIMsL0bm^qP?>$Tw;q0$FI@eP=@=f-G
zKp^=niEE$uA<PMPA5K@*k(a5$UqNkZjCG>w1oC5S3H7EH6xy4=clg<?R==%?L+x2l
zo@P7;3#kRcr1B0k4o+6_;otXTGh-mRW9smez1|Ol<Ec%guA*vvzRS7blJDiBx}m*f
z_&ElPquPxFoFp{$uaB}kpp7=bWubqMzXxYywwrB<b{qC1K~_d`hXZN1S&uVWx13qw
zJ%B|ECM^0l;v1lbw!JUDCFF2-6Lij|XB<vxVZFg2-H(?gyRU!iomYCSpTOQ$TO%Fn
zR3ZwO*yNwzb{+Oc2i%Io#>g&->4#2Wk!SkN(JBk!qt^GWOx=Xjp*_2}u7K{^-QdZb
zyBp3ayLXY*<oy<JI*v|KjoZJqBtAYhw1&``P`OZEl)7@vCQX`0VZRTJBiXMQ_8=2f
z<#&ABi0>K5!ur?ppT}2F>|8U+uujlgt0J+uzOi}Q<q`A5%gpLaDX~~E_vm?D-j6dR
ztmtgnQ@Iwr1bvTOg<o*7;tK4P?M|^g{Aai~R*7vW<izL@Ox&Eravw23!ECz+RkwVp
z@o%SqxOY4tUfA)Ul<q<=dfgy6VT<kH%s>X|1Nj3@!5E_}l%6ruY=`C39_A{JSqayL
zUN{^~+71&AORz%jan;VF8$4UMw0-}u5E@><!f6ETH$U)j3m0~l{Z5EKzE@lKdXaj#
zphc07m%{`ZCsV{;Nj|s23}|J%>M%_Ts*`0n9&IEdV)hjr3GF>2RwjUQYVPJz<@ebv
z==WF#G8FbN`ve>*bxwwN)=4={@}*NBr=MOP$RA{QD*Gy|MP3eP8%L6>r361*;{hcx
z><o0meE<w-hISJwV&U_<Cj|64zeGKErP*H0ixXbH*@2mk?>!0=C(_FIa+b;wpWpF_
z@j|MpVt-Gh6k=%0Ep<M&j3yFED-wQI8>-@yEQ^T6uv#Cc&K_bGr7rGrboX_+UygFL
zSQxY(G5mn?dWu<?CbV;x;LB1+8(BX}UpSu*8iTtI)%IC)Brd6R4D;pWGn!>RF}b{w
zmx<Si-R?vXUrRGmEZ+F@T(0cC?RlNwhvfNYA|-LPou7MsyyW!q5v-Ou3ef{LTQ9*b
zis$H5mdDz;d>;qnjw#Chnjh3+x^YC@ZWLU_*F8ZbY<S1_@Qa|Use4lszw^Y2U{KBN
z-Mt-{5|yFTdkCCU*WR7>5{}6X_T%cti#IcEdY4n#*m=&PNn1OP>_+$cqbQ#0smP2&
zP;#Z)?$@#ns_mY7TH(>ey<w&FMCCWm9eMiM&`5C{E$Mh$&*{#U1Mju}fJ=rAlNy1A
zbh|Iv4sISe6^_~=U5}p<Q4H<YnFX)6{F*lhg5;>zM^kS|ezjN(wh}-X*)eV7;K62R
z&1mlfphj5d6?NR7OVI4!p~&K)GA5LE%njdu{<2|4;yh4ybx#ul?*IR2{H>(${M%9d
z3;fd&uj@FCa^prJ`$DDH+jgxw8;#tb9aH4tX<z_c94^4wS9P$rMA%PH>zXkI-a?2E
z0(Rw6#7zz_lD??tv6UuN9CX7@vg4k5pAuZxFZD4`7FJ$e%uSCS)(qm;A3OZIg#qLu
z?V>tlvy3|!PhL-rES|0SnS!=vfAuIBKP1$i!6PYJ=~10ZXNIF8CQb)FxX4p<qN~hc
zatr-d&t4>q7uM?gM$%~LL9xW|8-c6%g2Nid(s@PPyl;F&nI_NJ0c)ALIqQW$(@Ohr
zNUcK;ni!pzcw%<@U3xJr6()KRb?RkIBxo^JJ4Gz0X6V-wO$8>wz-CL?i-*}odDqe>
z_$6HFISj&0t>sdt{V9`324F{2n5NmGa=3H9FTMO;#k*`qw;U}k0Cx8at=&F*ceWqR
zl#O?nUhnJIQ~K>ft-sHc+@lCh?2kgopZRZWin(x8T2sa6<#4=smP?0PfI<=Co2pgZ
zhMS!#-yOxyPm?`!1pIr;E8Rza|9NbCNa25l?9pgWo=d{1hVva!9bVqMq+909dNkdJ
z$}1Kx^6%pmNH6YG^2LkgCxk^5?6CF_S)RYOMXAC`^g}Xi!;GY{eO&KDQd^z!JbJ97
z>AJ8?Lw-BHaEU|HVJrZ==w5uT*YroP$6egL_c{Jra3Q-U%%+H$`5IrE)3%L>AyY;P
z`1YbyLoHyzMZ!_NHxEXmUF$d4mM})5ovhw-!d;MC*d6mVCXaxSd~7<Dn5<4`Mp%x7
zoEuln8X2Hqs29Vz{b?6o^G1Tpo5w%nb#SZS7hEh&S)HdlTm-1${4;w|AhH!R>LwL;
z?)KL^u5cTmg@t_OlVO*h2j+q2shrM!&19`#_SeCta+UpeTMsY1z3GNXF4uf^=X=H|
zFoEw1l&Iu_J<0ufo_^rv{l;fP-sQt9|N28P4sL+Iq}4s((kO;;NahaQ>wF`NOQ5FP
zyklZ|@^3_p@j0dfL3MMtFTP?W?Ncl)ges!az>FV-$Fw2(Zw6O3@7786JGnFbChn{8
z=`pLfQ|$h2;NNE!%aek@-B&!r@0Kg^Y)AUF(m_|yS@R<|o~ZzqU$0S#1AKdLR_JEE
z1|;SP-n#o;D-L+PDm;C<Uf-+~)JhTu>RKZ&LrvJzW(SpRO!gv%owK8Tw7Txs@}@`R
zMeYu#rO4069B-kL6y6YN1gVe}%UiHinBMXCF;To34Ft?dlp2d*d<>-S{NmL#W_U<a
z_xf{`G<?s-%5)cDs>p&*F?NM}cHodUs#1YUn_eNfVy~H^p_gIlwX=8BGw%Lto(mfp
zpiG_7Ava3Hd!8|A-BZtG*XAwy3Mw`gq#%4SeOUbdLXYC9+nY1&DZ|7hIL~BI>}hKD
zd~v_Dkq<-@%Heq|^tQl%&v;|9JM;eNgJYzV3$-u79hFN{MLpNwD=UB<S5m&bsQINs
zEd49L<BV<mQ7&A~rKCFCUghO;mmc%8em5sk$JumUUaw`^FKx!tM+7-&c91OU;@at^
zTjKp$3!^Ch@DCh-#nrfLRdRP6cse-g?n+Lcs{<>9uW|6<LwHXnJv<j655aLiDfv`=
z;Z?H`&nf%ymeSW>>Q<%3otdYE2l(R)9Ss04>G+Lz4*p%?C@!SqaQ3b8p=+yLMjvwO
zE=MadSX&u!;AAN<U3Z;jOd@8q8AyXIum_%oa%~i?;<tl2D)XuA{6n-)m5$o0hN?&k
z(twhItSS{v<<DN)pop}n)%(Yu^DsN=?Jm=uN1xGZ`ja#W2ct3(cq>^}%#|;F_4eKp
z;gaP?@>kp3^XC4r>4k+p4Dw>KTB<A%3%P1rP?OS;Www7&Ti1W2i5{9n{sf@YyIroq
zPAYQ*3Q29suixF8z}TUkPmpVrPxsc__IF~dw2pA(`OXxLm@iX=#Uy`|OZ|;>7PFth
zALlG}pjqEuh#`V8_vJD6;CJ^(eEcO%#s2D@&a|ggI4T9#vR--3rzD{kj!>Zs{k;vS
zhjCsG?i3Jsg*e_}@&<_M26-slbTlrFQPQwmq~!ugxxaagxy1*9rHUt`&UjH}H+bX-
z^1ESb3QafrE#`0cne1Sr+Ep3lM0HQ(8PPFQps)w(c1vp9xy}7eKT*LEOAz&y2VXlD
ziYtEeG97mL`d0N~r)ShT3mint2%l(rZ3NWe^cJ~n-QV5awOh^R1naH1j}F<IYd7`G
zUQZyn&D{HnXEhW&62CP;iMM4rAO%NEpXW?^Vy1#`tsF^iU3SIkk(N7>3f<rS^5K5$
zYeNh>bL4itRNe2qV!M19uyObJ-M2>JZ<mLoSN#UqC&b{WzvB9!-cg<w5JvX>gT8(*
zc<qv_Ui(ObJMwh<OtBD4De%Q^-<n4}JjF}-kjB5ZlsbOCeF~^3tq_3c-X~tkuf8SD
zV~ask_<Fg4T74*C?`|wt)7HctPXzARTWz8m)KKl`FZl^!n|1^92G>a*V2gtqHA;4<
z3C%Jn+o%)H0&)Kt;AC{VOy6%`@9^C?Jr2KX$G=R#jb4I3Gu7=~sh+yL&KyUk`b)i>
zkJvbCB9To4-P!4!WBGBLH}CCo@}1LI+aySJ#QxWapqPJ{Fgg%VwjeU)Et$ljxSVb7
z6O>OhdlODL|EziRT-rH2AEA4O(G-9A{n(9N^F34Pe$NfECHM>uCn%fd0|<U4KL6r<
z^MNu;`SWl#0NR`{nzZA}fil(t!MNpgsbz>OTjfW@I4F5fH-5+QFyH*Sf>J?f2bn|U
zM8N9#<47#l{vrLH=G)%8`p9etIsHv;elUAD+gv_wJ1n=Dw4QhIMV(TAL;VB8_1;Mi
zxCCDL@DY-7%YRK6kY;2GjQtXw5-8;Qu^A7cGQK)vz<Tf#s=>G7?sp!=$t2j1-7JTH
zXgTdD?LWE2*%j@nlL2bnE{;V=N4vAF@80QZEDYe+8{XkB=gq^th;Wvxywf|358~V-
zA`R4cd)Z+GA_qFFr_v8HdGd!CHB{S!Y@3?~gYdPxUtL-0zC1iOE=njY`}&GF0G%I}
z6LP12*}Jz~Wz}qr<14E_Bq9oODIQQzP!v4e7(9SyKvC2#R5fSc?au8nd$BM6l~htI
zl}df<x8_uM-!Y!29Bn;WDZGS7W1-kGu_<$>UVWZOhM80_1jk%5i%;+9CtujF$)Kw{
zTjd(Qze~U2#J;q+?(U<#ygp{7W43=gwH#mGuS_oKCC*|o*{<i#tS56mlX#--_U+x^
z@VWc@K<d=Ter=VXrfZ3Jk?o#SUP<QRsl6?2sh#~e)5WnEovU#q^<GLl=*rU7tzHhF
z<>PnR>GOunnn<0oHn`1uH@T*bb7^ID=gYkxm7VCmi<|BsI;o?cQoGKi&^sHiX6vqT
zXk>Te*ZFQ%mMng!iL9r6)(zE*#@E#E)(W}HJ%5_F#w6KjR?<nA$NboryvoP0)tBiW
zZ`+O6mNx7v-b233pUr1$y__XZAwvsgGQBzJb~Y{RM@cex)Q6kLK%W>}W1`1?tqT12
zFzUDGhg)W-5-6m-$Hy|7MaRkO)ZfXp;%e6Yny=645_i&mB~@m%dAvD(>W9@v*6-)f
ze%v;<&0H-8%bEn+OjNrzG0Rams2Os9bY0ivqPq2p<{jxd_q1xanK`>cvC_cQ#!@Iz
zrlYsMpJZV^k|w5O^LY%Wa~Wd##KT?qs{4T?q>q=bnf7IqdDNZ9n)H`0<;`BkUL@AS
z{+an)hV34&nzNAU2y@Yo=Sil@I@Dh}!%9X$j?uaNZX4@vt(K4L@5jiMcZ6+wB3Yop
zVyiUVLI0&YHS5_ptY(KryNYg&$~(yTvj1vL^KjPllWi|H&BJc7JbfSgYeRZTOLyL0
z=(3!19q#M3)i1irt?Yg9j0RuHhTk|cA$XMMxkp>kR<71dPv?baYL0Y-x&2MMtkh9z
zUFUzDhw}S>IBX;fG?%n#x%yguTF-d9Kg+H4(Omj1*ObrY$wiy??`3;?b2`Del43YN
zoJzW%f0=*e+|C<bb=6vrq=7_kxKlYNSsX7)V;!s>GBFc&XM^_d^Vob(_sT3E66<VM
zMp&73X=IbVrH5SeZ3bFdR(V6c#JabU*ZSY%vXjB<?cXo2;jd(RY3|i8@+2#(Z-d>W
za(iyO=k!+cDm<z*#Z>mP;o}VFXG12AbfYP)YvF8Y%AQy({U=-Xp=ym=>k><D*SDzO
zu5tL=9oF^PM@gQIQ|vvR-~H2(&Tvgi<ScjjQkTn3Q?B{r<6GvS+g44+*83f4H%JQk
zksdZA8oM>P%=YGOqPB|X#x^Eeerawcq12Q@g0p1T?$;7dt8CuVk*?N5<Fk=efv3Fx
z|EF<O3Tx0<#`(Te7;7irZk@X<)*l{CuTZ>+EX_NupS$;plO-o}cR4A)Jl&$#pEM;F
zDv*V-qLDA&m+$TubR>E>k-m(q-q5@A{5$pPt@F>=CHqMpDAK9A{YXN2PoBh+p7Fc{
z({62b-1y($sGg6{(%q`;GRZCV!keo$_2Kg?&q7tbvaW^<_Vp^s0dcEXm5h01w2eET
zC@q^yDSVep7PmLbjb`yqCF5fD+Z0w;LXRceYWS2}HnVJ>r&;g1kgrMk$%uMYC5u|`
zQ_z;Uzv*qaY$;*C`1z9bo&@{(qMD2fuNPYLQET`JTC>|=C`+P~RCOELB5+%_6a>hO
z`Y7#`x#G;evYH&$XB$V8>;Bp;UQ0A{OGana?_?!khTTF^n)|Ehkq)I3)qQU7^2<6+
zyg2=}TShqj)S8NU97MWzh^^a1?hdlv<h7L}qG)+Kgu&$P_7<LGpsSC$zWGYvou#i2
zN103*>{C_il=XS1`Pd(9`@I^(Pv1Qc>jNpFlA*uA(VFvgIx?QKiF^*u<@e!Qd&sl8
zz4q%bNlb0zq1hWZ-1^X!e2ziy@Uz@Fi#tWDdzv*aQ5FqlHBVp2X~I`FBIDP2SO!7k
zX}gp2xL*%uw%+Xe$5navc764?y1Ap?sc<DbJW5A<FDk~~?LL-%PrcLlgzK-os4RS4
zc4mD~ej-x$yw`7IOD&{eVB3=OtNbYI%eC#i415V-)km9UedYG5(IvF|j?9>R<&H%%
z8EdDbtQ+RRp}I@Q&{HlOyzNJ3+=A7?nXhV(cB^aOT(=(Xf3446@y)@n$eZn%#97Uv
z%U4d5<lJ%6EsXm;+)j?OJTWs{#%Z)mwV9+6p<5WQLdwF`>&EJ)HS4^oqNgqU*@hef
z8B<fjJ##l145bYqTk7YYGMjADqdU=u=Fo9X*|qK5?}vA@ofvsd!o3S?CS!PVK-V7|
zt2|5^mf|i3mwUcS16eQ_>OG|z-x|HT5opGCkoK(lI!@0LDlBo<vRVF;uKClnu^UE~
zM7+Q5GWUG1Mv>;OUjEW(g<0s8x7TssO{e>|@fgN3{Lm}ppU!XJk%6d{9=8t?j#RHt
zc8$Sid(Aqx!TTWvt1Vk@E_W+wy0OZ}ZE}8(-qL7T*pf4Hszpk>@muzinwD?OnctNa
z8ohOX_)@r=CQ`vXtIgUnhTcpn>)?2c&~7dq{n0w_%DK|&s8Lw2-NSr7h}sXuPs^d9
zeipr+1o{?_G(Ha_t+RGJchj?%*QVamFZY3!g;m*T&HDqV7@Y6Evh=EPIg{7E)by=Q
zeY}yfq~W8{N*kkv(>QO_Vk1M={qppDtnF$M$;sOKCSfA0j=WS}itl&nC6Z~fU#`8-
zG>3^C3g7qgi+b$djh^)JHsY>CC60bt&rCCC(o073)@oqZ=Vkr6vnBj>l}XHRU?+98
z+6?x|btB6RVJ)@Z_0uA6%2(r90`k66sA6v>18-AFx~w8k<cDQs?ynn(t$OP-372w%
z^T>avZ{x0|Q~h)99aHsqTc6+hOV9esed5Q;dAi@o%Bbu8J@M@1pM<mA?D`X{IhP`*
zP2za>BsnB%^=%pQsZw4Qqbo(di)3-#><o#o@sp*5OD~g`G@XC?-M1m%=Z~$lV#<Ga
ze7vW2yE5OVKifQ)S5uK6+Jm&QPU1xR>q;5-)DtyI6e$*+{O0T0y?#@aR+5~5=l5i3
zris>A9E#>4sjtn%kT8^%+~vpyTign!KU4lR(KFGK{oAP5l+bsq#d32~YR^QsKN4Gf
zOg@@^2!?e@y053b#QhvzW>dLJ!^f$0-?l%kLN@F)`Bs+!fW7iErL}qH{iK&v$|b^u
zq;4q6RG*}icRtz}%1UB%6D8S5K13?12k*^8YPff$a@;?P$>vc{noT(}l=0=J+30L!
z4yw}9?6T60baSbnhlk!za=`lUZ~xe7OmD}ebzB91d4IiZ`jpWTYh|ZdneE-nHh&lL
zvp?OZw~2FEkLPd2d&?MN{@hN_vLZ0Ngy~XV7OMVbR%~D9V`;sXA0?YromxJ9p5(@2
zJjuJ;?{&A@9!B$Mdn#wSWW&l~a*+E;bg(Pq;@PI0p8MHzu$EggX{wcZt=7`HZ0*(X
zWF@wu)b(>U^gqw}!~NBa=c9f-l)sH?$_%DaUhfje-l@6Ax}-Tskf#5*mDNX%GcK1j
zJPqILk$fJO$>Fu?o8Q1$9QW4S&ShFJ{~jN+%Q2M(4CPfSrM&(tJu8~ctHCJ=l*z{&
zyVCbtjAz%;Xslav`NULe)%_K|W6w}$(`WDL2klUku*qQ~zBiLoEon>|#zz}Z{npt!
z$Mxl}D>LGnRDUm}R<G{ZlCWiOYLBKgl)hh5#O1Anjy?_4wEVSe>ZPOgld|5{^V$1y
zlUbl5i{J7Gmg8rs54XhBIRr8*zlwjh;#|8=36GKUgimAGUzX-1fA$ZrL+9-F&fQW%
z(xZv5MsBBAESqQ3?ALPXdm3#Po<wcRLrlG)MuUFT_nXi5+w)uUoUcZoxxYLai_KpB
zG-onNBO`ILG`4Vyn#=)7!r!FdpYK;{@vAMyJ;~?ZzDF-RIxOsCH60sf)~J~uNg}w-
zPO2^8p7Bqv9QST}b(dkGL`$8P)s4TkuA24oPqa0i*ZOc<%XnELQ4mr8zS~DmzTZ5L
zQ&o0A53A|69bX^5@_ViKvvRfUEl#m|ycT(9IJ&)yWi;|fU3XUKPP|LkeVJWScP+gx
zd!|XPnzSTn^DU8MR`j}Ma>HcC9l5jaDbe8-YEsz{WwFd+eKb3ZH}SVKH(JwbGE4?L
z|MdE3&T)3Ec9n!UIS1>0t;dhW)HCXZ6?g9Aecd??q_9f5(mz4nSw+RL`Am-X+x6t^
zSJqjpj)XzCX4}@+SuLU}o*k0e<7;-tK`Ei*PxWVgZnC~sySHWMrq;e+FU?B%i#OCY
zbLHf*Y;vo=?f7aA`_caWuKn^*eua|bK@M-+MNP_@+U@4b%TmXi+QzPLO{F<hUB~Z5
z6wBA%deDETwXSn2+QCg<OB!RNK9o|`e*OKDH2v<bsMUh2bV7}uML%lGMxHEi_xx{G
zd-boA$69jM<S&PvaBD7-N?$&^K`7Vi*&<U0o7XIt?FF^H{97wDJKyd)ly_PQw3fVv
zvTjwfxUBSVc^vMGuDqGZz{>Ico9gMbU*8QrUXYLFYPS|H+OlIE$dJ!FFzlbKNa*@q
zY6g;55mpE3UY5w-JQ+PVepSxauWG+`8oxo?@((XVst=D^p!(BvtsFcjboSG`ds@C1
zv$pOGjM3=q4!eVCoXM55TqNDyX8CCC<Vbn+G{2J2n5?zivv12dTWiquC8f2#dq<sQ
zJofgMBQtuPhom3+b!o*8n`w}*>pyq0pIy4vC+*$lW6y6pxA8!B8JANTemKtmni0;W
zX3tMrbxi7y=h_U`@@p=eB$}_AvyEig4dg%HEUAyWw2qO?sU6qp!}<0+$pDu8P1%x`
zVY^OqD(Ucz?b7-FYO>|DRCe#*XDSm0OHBsskIyjnWMjOrCo=o`vd&c%MxX4MTj`{!
zY<sievn9Qnr)DYLg5x4Ejyt(&u5DYZr^G`@3Qliv_;jA*bF9`1^_OOY*iH-2mQ?<s
zYj<QstoO`^S!>$;jrP60tn)6qvM1)K_DinDwS1RlKM5&}lEW-rjEn0*UNWqyECf3r
zUEZbNQT-ieav9ZLNW<@Gm!0cHG03guc2bLL$^G^2Oe@p>9hR};3BCMH$W!lnIoiJ_
zr)ynr#jEdm*6h|ZSyG;*<)~O(&oVA9e?~d(4SH4VHg~0@5H0HJw0pOAolU+}uI5B}
zu4+}w4)tv=Z$i(W<dg<`zgPyDE-w#_WVw57?9e{;-pzdB)E<kmEs_4_UspvnGDekT
z)ESX_e~gk$ra{MF>87a8^}U)&_VeL&ZOD{|TPr<t<$Xd!-fkB0smgUHn$EW2-|?sM
ztDoebu-qu+p6dU7r0wqS-=%ln-}2DYzpbS6>FdYkyPNh#FG(6IkEdJ5{(brjd)<`Q
zjB%%ZJ^3GLC$L7ngDg%KP5nF`jU`TYa{FAX>Rj2Ms-dm4SeoF<TP=0%k$v~_+s|K{
zUFoTB4H~k&Svgj7aLB$R{rWP7vVc)noJdIv$rd=iuA`oLY$v_$OzC;ba4a!WPnn|J
zcKzGN?np}T<JFsw*SmGU*I0C(r`h?PgzCMq{H@NRnpM^ByQ;}DWEx+#%W<`_8?jUf
zKINw1a;xO#Qc`SJlSw+4+)-8e_8N&R2{yl=7Tx6rL3Z2U`^wYfWNGV0aWS@)+!5bB
zJ(Zs0Q|sa7>(OG^ep<_2_}H!2j(!|lr|!P;rB!coN$n)Ieyyq7mqD^#!|uN9=SSiX
z?q0k9e8^6Pciqk2&So0FW{ZVe-m|Vm*hzuuMizX7Pye1>r_GVv{mGue?I$DZ@nNUR
z`~QC@s_|=d=X<Gfl3CD)wsUujTp9qHktG#vZTHvAzk2s<U%f2s=<kjH8$M)j&E819
zO?~~5((%GLNB8Doe%+7mZd`WnyXHd6<lTPnXP#Ato6Y*9mb!cucYootNE-Hgan82A
zv3iqZv$pOfvQBJV-){Mqb=uA;&v*6re4y4=4^xU(q_w>$C7JkP`&HDPcW0fQbG!Dk
zRlF&u3(3H_H9NAu+%ZpYWxPFnW$i}oH9EttGYx-kzFL;s&Fq|3mzfm7?DE@35_Z%>
zHNA|Z-g<Q!4wAhTa}BdW&ne|0)3(EvuiX~DB<fwK(nW2!uTi8Mzur4s&hMvuP>arw
za}lS~uhx_Lqm$FrWXeo9*Hv-&P4C(&w*&oiDQ?NoY)g}xTuU5^@S)keYFC@<rDRx+
z597WcnY*DfxU1%K;4M5S&ZRr7N*2n&4|=1{+)LiI)6nwz--~?4tGlPuk>!@h#&ySU
ze`&>vTtz91!P1i9!Bcsh`|_>!>%64iaWr(t<KVjMKGaB$qm$8>$Lrp-YseUh<yf*o
zG?!hW(ZrQ67emGX`rqcLwwrBC8Mc(Qma93Fk<?)4g|nADFD~~-Lw|qd-1_?5R>yEC
zf7sr;J+&KI-)y}kN%SMzcD-e`{dN7uI~m7$F29Y<;y(Dib@|`ll}eIA+M{2+UPfN#
zEQ3T^9ww1|$7n&dQd6_O?rK|^S(C)fuG9h9Wz@WmZDYJI&obu~*Cagt_BE{GAv1;>
zC3K#3b(zV1h}w+u+fi=dWczDyx;6)^T5ySu16g}$HMX~<sU6Ob>M=k4?AcOEVm}*w
z>Mv_D60+;o=l8I09fDRN;Z<@U6)ol9tN#rak8Jdw+tRx|Dr8w|JKH|>bYL&_iJQK<
z+4x&Ojc@nqdKBgxshsO{-9aehWR<)k`{m{2r{*y-PUbJP+$cL<pPx(hk}k7!EU(J(
zU7opZb8^UcLBG@g^dir?`44;e+t#(`_aI%-MWd(hFY!z2;ZAab`Lm09=X8$hnR=cd
zji|qxB?G;lYyzoJkvs5}pGZt?^8Ft7v1D7^UiV~t$}dj|$-hmSzfbsjbeDrc)axko
zUeO3`b)z?Hz4bzu=ojfN&HA04thLG{-dL@I+M^>6$9nd1^Gu$7f_8nE{S7U4wNCeQ
zle4^2vtdix=<Ft2`887}G8em>IkS(_7*?pRV-22D@7k%R+Rtv9v#i_?<N)b-nTB@>
zTe?Kfd+@Zg$Mn0CV%x#-zVH{1XtoOHpNlJD+0qHvf37E$)PYuycp+JfotLa3FV8zS
zlh@kRmt+y?XOd@pX=AqKpl+zjH`r!*lg#E=2C4f)iK!VYUgyzU8}mlvxR%4q_PF}3
zSL2&rRKv3><*Z?Tl!n>(Eqw>GQSmk==k0Q#1w*;Skb^*9<{a|V`%y?9%p*Jx^WX6m
z$!w=Ijd-_r{2Z1;<*>5PmX|0Cw_!WqOxe$j-F#-vE`!D`k?^EgBIat62HA?-!QFWt
z6Wbeohf)Jm=5D06?pbh)SG}8lmz#Oz7v%PJXjVIOYRm%VwOK89(!=98UOHR7-o?>q
z7rV__noy-iVZX{oirL$=qUGAWRP%1%mjUr$kVyVc`{gt|DZ4rE?tWqEs$2-zn@{qw
zrGar-_>)?1KN&P%l6J12<&Hq=xvKB_Qt9dLa7hkQ5pZo<pXO0-YU}p)URWpjbSf1i
zO&X73GjgYr{q;~s5<#<;aG9$iM>*Tj%G-)NSx0tDel4=aB(8M^{w__2E#K18FzZxV
zut|6Fh$82py+wXrZEmI{g2=#G63bm;c97X%ZCTnywywVi$>h8IdlZq+#HBAeeA?zY
zSeWm@r(E9T!&h!-Z;SSI({3&2gK?RZpJX-2<W1;4Tm_$`H7LvWqMiTRcNv>~cI@M2
z)SEw3rJu~Yx5l>Fl*nw^o}1Lx?U}^E43D1Dw)c9sF~6Lqku{LsqDC;6+3|hiN>^F)
z_?3f>{2P8R`(x^sCu8<XW)d%a?&s2BEu|Wx-!8Z3apv^weDyGz>&4g$7ZTw(+^e0s
zwrfk|*6|=Ku#K>>s_mb%=_**2?jg+g&(}l7zaq!qKZcLn;By_v*Qw0QEYE&kcb@X>
ze49Sfv{ek;jT%L#PjHgQ8@D-X$@+gglYy_fq-JhnX}7Mu%U5kYK84cg^pN%9@i2Dn
zr56<IDjF^4%Zt4!v>>;l&8eI1{6!!GH*qB^g>AQp`tne_A8JXheZK5uPHptciiM{g
z?DE-{ON@KEnQqGd@f;7HN6kz(^~UUV8Q9~^V(HAn<3^fIpKW*DGtJj%G!19@Y<ieU
z*Gzv}ySqQV|4^?o!nF_Y!`=M#k~|{`_1?QxrphR$7IdYeA>WssWVasW#a#c&P*zuV
z)#`m2t(H%w_G@$8+wY|uQrnWJ;P%gl*68FeR<&<2zl5*TKx<bo`>Qvut+^EB*k@0Y
zR}J$~{@o2%RW>=Eq@HMyyavnG<)b)#PbOr?m;9kWuF-3-vouTMXcLLY7_8qxxx2n)
ztp4H3PT<;X%p@Jbx_gIX;e6#@<8a$m)?|NteOhikzXYA9RER&vo{=Y^G&^7B6ZfX+
z@|NYu!>vR$7S?ERyWD%HP%6nE?YIB6i^eecZj;lwRa5g!RZB_oYZa2+_{z21eXe%b
z`MD9xYKvC3q^O{|E^60rad39mk5lVEFTGXU9PgC=`zDnz+UV0>?z)RG{n<w6ww5xq
z!##~981D1z_LomNVj9c0?zNI9j36<4TNypRH_mb#ChdAM^S9rd%jr{IDAQqdS*<tU
zGEZcM*pZ{$U)6q$TT5@=3uEW!mbEh9$OpSTx@Gd5J1hFl%jxV*WtsOj?fU8KGj!#p
zpgU<A+xqyppSIrf?xuEYsYXMZ{`$w(alH(?QF`bV;i#NE$EU`n{<IE<>uLW|$6;ME
zZkmpyAw7D%VcDJxU#G9^Ui;Rdc?ptc7OoCAJ^dQBPne9F7q703y~8H6-kolz@D?q-
zF`cZ`$+z#M&3iq)h1d8NNSTImYDm(}xACz?Mnh4o;as8&#|`DU_3hi*@qeq18?>Bj
zyR$7lKYb3)#-Vnt$y~g?KS&A0c`|acZaUNL@wK$-wYO~EJ2PVwFE-bE-!Lz$d2=-W
zd^h`Y7jC@o{iW{vlg`~}o-_X)r_Mp@YM!yH)}5KD*mD0H=I61SH(qnQ|A{u^bElTg
zuM+Td8q2AQ*P8C?{WP$`drc`8lI$Rjj@Q|v_f<c3B*BvX@9d#0rs?U{DrAgTG9_Pi
z`y5@~$CoFOOkL|ZY;{+)?Jd%z1ftlU<g&xxH}hOBGroQADg(!A(CBUdwn<ef*z?^?
zQVTpua{VpC{Y-!PQ|V-TyyUxSVoH;M5vTFnT{ru;Su!40k9=x8>yl@C=)ZgU>?U=5
z#&T~R_r2*f{^i$U@e6Ck@GmGmy(^Zi-N_}XyVI6+c@o@oYFBxUa&La3r~9TPSO0S9
z!FU&kIJX~t*-t({x>{XwI+wv$lT@1Ek_;O8`tV5x<yNviBvm?yoVBcW*C*SDB#{^0
zlY|LMrDHq`WykyF_`9g;ynCCAT;!U|TGo1K!~7Ud<tM5aR&uHv2aaT=?OcCRh3oye
z+)hs$=_3B9-ud9Gx3;-|$hfC;J-D)ia34j1CS#@cMQt}N(~^-At*uQKj>PPbOU=km
z-*WsqROhx6tj?2MLhoeST;342GP`xno_4hDID1!~g*NVJlh3`UY4v4Uud!cAd+uBL
zE~amJGAMG_(w1TW^BnKWXmM3$?xAyxie^))uv01Gc!ayfzLW=dPyd_ifA6HRZr+or
zq)s%-XZuSj2~ACTtZArnP?%oSLH-N<>-_1+x3=#!rt!Eplf>m%`7ST3q*H`tw`LaO
z`F9>2%fWT^IYmcfy6RthW0{81^v9yVi(Ba^7)^hw5*lw=)=J&Z)>R^TRmx0vwN-|%
zyRnuuMmgcOB-pqo2|Vi}U%ie}ptn}u<8CB*N>Z5GUK_GAW~|E1=};Cmr8OKh6U*Cg
zqP3ETvKj6>z0<L?jYb=px(HVN(|QuTo^twCE~FkwlgDEJIWV8M>B}FCLutG}*@0VE
zlCiPzKeco|mEH|m-l;`Ht&zNc=d)eQBn4WIhTiq(=rT<&vY}C=&Tzlmox9G!lu`AU
z6xW^h+OCt<`=#Ry!>+Wz477Xey{@NO?blm<p5DEaYS-U4H=OsWJ*(xec+^cPp0ech
zry~oW_wC7Cd+JfjD(m6u`zcCIyN~5`Ov+W2OZzSNv(sBKmp_tqUMkZ}_K44MS~{_8
zA~;gAl5IbSNpp7;)=pGzze$vJM};<(zJc0myNxgV?%;a77*d*WOZU64@lmtiLmgbl
zi*MyO&oZQTX+;g`v^NUxv58ls*?#<cCX3taF}*s!smxt}=X+@fmP&_CXq-;+%5qst
zSI#Y3I@xvP{KLNxKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**
z5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0
z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{
z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL
zKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~
z0R#|0009ILKmY**5I_I{1Q0;r|B=AI{~OLt`|^&i!&Q+f)$DwFzQVhkzRusnM1QMc
z_USI1VW)5Hf9qfWqU`U<EPQX?{bjq+K72Qp;vOx%3}d6&UfZMZN*mi-FW%qQ+ud^L
zw3p+H)7tG-v*l#J-9FCJvV5lf^-I_Es;S4<;e4mOk6q8~AG-1A{QP#7zs@-{Y6ru2
zTAxvLJx$d6>OAQ;7whl5)Abe|f1<a)>had!Eb^27S-AGLcKp@5u9bA&>g?0|v<`OC
zJ3EbKb{!m6k3##E<Kxd8n$fu1YusjQW%_Iy=_PkJcJDgqZ<dQeUT;mJcUIT0i_1d$
zy<X<z;6DTVt1jBl^L`%W=4I5d4})`U(%o8?k<U7<uX6fSjZM}%9+si@Yc!STWK$n?
z17&~mem`rv`ILL>wfD7mK8h3TGcteQy0UAA=C3@L!=$m8>#Nzpdyfad&9C45zPx_a
ziZ+pcTg|)m*7|0Lk6_yU8Leblj32LOGdK;G#%+2{URiNl_1@|DvV0FdssA|i8t+vv
z&77ZA%e+}5nM}6!qqFZm`|DueIKT6LP&rraJZh)C#=QMlzPvOGyvgL11?hbAoBp()
zvn(eg|6@mSzpq=yVYm&FZ+cj-Zfd`1df&bMEQ?+IE_bWVb>R<ZTD|q%zNXLRY0+CQ
zpH=NQ99EaZpgoNS#v;5a%FMT3NueKq%Pg_;tyaa}aJ}2N$D@|#r;~JgO0~vtyh?qe
z8a-;4=V|Y1pZK^A%wQR<raQIP@6Eck&V64FtYDVymTA{cHsM{j!t-g;9_zPdLmeGv
z4<)MoTD6|h8?A!nzUs`|yIR+~TppIPUmUupd9|0noGYtaHmL`1ZG3LTFZX4pb0xWJ
zwS2g*?uTG-s`l^SNFQgJ-_wJ0(`#PUaNRl_X7*{FxWRkTd28#tvVIrqm)TZ!`lDr^
zS_7?p$XokIn0MxrwO{=%M$$g0^VQ*OxYxGp^|YQoYTQ1S{N&bVVY+?JtL`Q#`n8U?
z*0bv;3_8QFIliaQiR(Of4YSt2Wrx*sTHD^VYVfhN$K>a`L;vVL<lndQS#~A|=R18w
zX0mu)Gb>vglY<q$t<-Bz7o)n>?Cvg?uRS?`hDXmIw`(7*+rH_y=yVx7#z_gvaVH)|
z!^NSw>(AuBJUN;dp6sc)+Xj>AYI5#02T}O)4_5#4DEpscI9$iMtz>#pM$>G4O!J4~
z6|ISTJMA{z*0fmp-%c4E11q_9gHw?W7GLYRaF4-ovpAQnM{BJ0Ek9LG_uDAwHHy!x
zOeVikGx@EoZfkJb-{m96($#JMwHtp&zbvsPqw(B{&)2H5XJ*o_|IF;Z=;ZNW<gD6`
zsvhEIEt?nfwsl#W>qhWWkJT|!+LaZ(dgsR{akb^<YGqzkAHI+0W*J7x*{u(cMJJf|
zZr-vzNVCRr&@<<q-Qw3e&$e?tZN?2P+}q2*e(yZ3|Mb?+!#a#7txzdH>1f@pl(Lz+
z&A~Ki*ZeAeU5+<>7_7Xj>2yxUdgrym_UU+?=j!fycaqxToTiV5Q**wiK2}}5re>W|
zxnu`@>vg-+*~NQpK999M*i~iVq{l^4Z5#8a+3XAr=X-okx4yUWHD|Tfy|mhnf1!W2
zMnyFHF05Oj&7-QdN*{r0_|3_t;l92ff1K(QzxlYY7QTOMc<V&Dj+N80^Q&H6)%(_e
zMfFs}@#WL5{6%?MUdQ7~X<p|~f413A8&UtgOropqt5?;{#+zo*d#%#tdDJ|=4z2m=
zw(Lay@jN!uk7;~++p5;En#bnm7Fu_^o6pwU#ll(SlSBW~m>ta7YNYy`fuj88nr<ai
zw{~u?cgN?wzvy+6%W&N2>Z7Y$O!8s4D5vQ!QKDgZHT$1ww>vbNqn*_l*B+-&xE~Y`
z%{hNg<!fYSpY+)tcJ}M#ZFFly`t0t$61%->w++YtT7{#fN||>j&7@_G?e4DEX}r_M
z=O(`py7DqR=f$Y6zHawzeODyE)38jNp}PLwJ5g68I{szRvYgboG)Kd0?baIl=EAQv
zHqP)peAKS3*J;?8ES`1aQ7l_mHSlZ3VbRRqUdumCCdzo}x(j7AG~=dqoP3SEsSM{@
z?3dbZU>=^E`Dk6M(sARmTW5>=@_W3GbZ=Vg<h@ZmZk;;w-Q1Y;7Sq1H*t$QxcUUCZ
z{ZO2OR$yILx#qg#OC?{@gXduKR9`!z*4rFD+v{?+{apuEucIyJv&kjvsdwXYj*heF
z(zy<we!r$!_sUd_YcXsXwdiN~+WuTmS7m48sP=5>#JAY@7t^J)?xne*R^g#rOkT6E
zrCHy)7EOBLPkuerX3tIPzwCR6vRkjLe>bD{%#M=#G%149?`18WnX5f^<9w}TMsa(M
zo1gDPdxguweza#}bvM7?YS;Mrx*zkF-cg(&-d@Y~X6<<MQNRB6YuiU_)|}<j`E_c%
zZex8h(5iN$YB<BW<8K?=!FkmgdE4;fdy8^*oqPSY>b^$hxMB9K)qbjv4wHvvKd;3!
zoP96%RV~WK@>y*(wC8@D9_n%Tb!%@|b3?tv_s8IzdWHIP+{vroYj*1HY|=k2`%kUg
zX@C2{Zg_5LS+VRqhRMu4Z?4(qb{I|<3#C0PFMl6l-$7+J^4qF^yVWnc=8fv<@U3d8
zK6~7o!%a^sy6v_4xoiDddvcim;wp${XKk@P4Zf>!J=h$(=3st}w%N72^s~0#k|zPJ
zesY!iVp&=bZ#zCklXyH>UtBxcu8pZN&cb4Re3k2~sU9t7T=cq^ct5R2*MTz#!tF9X
ze?Pf8_Z8RcFZRiDYqv+O<81nK{bzlfz6`6e9?D0DZnYD?H=K@BCF%vUV=Yt7+IHt?
zYjZwX#IL&7|2>uy+uuJ8?bCR4bnjd~jP$oG&(B75+ivsC`)usbE3dx&b!M0Sqv0mr
zRc~*nURtl8YWwGQ+rD($LC-$jeM|eU4vu#<R!O_}zP+Ent)m?D>CJn0>e=%-j-6mU
z?k=OrVo_?zu`Kn$a<tAhUAw2-?XDfU-lR0zjb&J+v(Dua?*=`4wR)7lQ@{0iB#qs`
z)@GBR^E>6)%s&^+-TY*CN4tSB?I@GgPC2CmHJVq&ZXEXVrn>(ojc)r<CEBRnxvy9K
z<n#Ex3cYiiJj(9F-(TWhH5}Ca?d-TUI!=7oy2^99@k6y}-0f?%Rq94x9nF=CJeTd?
zTR+Ro*2i=|pZIByYR_HX7}&8nI`=2-%IV}q@4j!FmfC3~&AelFTdUwDf9H2K8eMPi
z?RcW!uB9~{&BJM6%)<Qgvo^ypwC0ELD4x~!hW&ca%TRuE<JomTa+7Tt^)|;%Air|I
zXWo(@A9J`g<4=(2msjh2u!5dGpL;_qUdDZYP-;`FIezb)w2^lrqivsqPN)A#8iVb)
zorLd1Q_qW6;}aG`PhDT@^~ksekIO-^j??q;*KeomYIA+nAMfsT8<g!^yx-rq_s4Y6
zO;_7kY0d7(Ww{OYMK(z-E6wEpb)+@EJF~v)TJL4H{~pz?IXIuSryGAxYX4dZ{O5e}
z`b|wA?~O7V)CQmCV9^})`pZ%DUVrREcDo<L`ENb2PuFmtyR*hSTAXgrV>PU)UaB8m
zuc>^MmgBtNX;eGz8+wsz3(sqI%=kUHE%c?C-Z$lP+fIu^e(Kj7*0*|xpUb9xaz@2f
z87_;_M%9w|W6$eKR%x4&ySYWa`P%HPOT3zY)o<Hzvfia(D(d3CFtmdcsq>e&Ez14m
z_bR<sE8feGVsO0rtM#?f$tK57`?Q-qRHJ^&POIH&tnK29{~505m)7>T+@2rya;t^<
zW1*PS<0XD1Wf9DNo%iNA+g8=j3%BLRy*=6s`P+3z+B#l0{bv7R9m-cR2)D}IczK~}
zw&(hDTh~XmUvYJ}%6lIuR{FZDw|k@6KRo(+;Edk#WV)RE>XEArlVGUMe?O%>ZDzk!
zIte$*HPdX>O>?JfHQ$ywT5Tq;XYDhX7x&fP9#85uZ*fzD`)L1dX3cZAyT8?b_I%%0
zvc$RB@)NXgdh<ae&T77E=)2jVl}){0V<<04&&KJz+WLvtSGPeJUf$dI^gCR7dAC`b
zi|<f%dg&psr)%Y*H&#KzEt|vZaXcLiqUL_wS@j3Q`$DT~#&%J-@lF}WsWY*I@%3J7
z9e=${o*XXE^3^Jj+4=Ztb|(4VtmI)fnD360dUyWayB*z4)$y&=yQk=?j-2cy-&j#m
zGvd`)&x^<Tx|H9Lk1HP*M)WQFyT)VsyuPB(a~0IK{k?p(uKaUz;+~vlRt3%PCcLcL
z=cD)Nrz55Msb}pm4BV=B>j=BOFmh`e>sqeAoLRT8zIVZIur1!#V7EVi9-YZ|wY0is
z`<84~FZo<vi8h#KhTb*~?rnBT=7AYU=kKa8e@$b$J?w5veYD?2W@WFt!BDStli}v;
zP2PqsA0G!Z_%&;7Rl81;S98==-r8W7-<oZ0qMslC{PXYs?9|h++lm6C_f^K7Pph%d
z%c9};w%_7Z^XjvX@fmdPr+pC}m2184m`%0)+kMWNKb$9{Q>{5Pw$3S*AGS@kd9LEB
z`HQ@dnPi>kI3LwsA8+@XPiFr|!g(yY$|O<viHN`oSOUTcE39Bc;Jx>}*FQ6lH`OzX
zj$Yj8+bxNz%sl5iN#gr=GpA~Xr-Vx!8nsBb<gRZFZ(F4W0yYGFF>hNhZgW@<lkL$#
z$h*;sJi<EB7ng^x&YW*W<rP<ZX>a5)O3&)!JN0hQ%Fd+M@*n!V(@~Mm{xhGBt?EJ(
zJQvb!Z$*iPWi1~`nWt3)gC_PID_U{!naw@NuifW0u_~@ja}#aNh>+<!k8xD8PG<Me
zY>2-%s?#zTza<MaaUmSfx{$ldeOlEfV&PX|ZC|Z|HRLE=xWhYNm|Z+OQT!KTj<
z_RyuGoi~gloZC!xI<7R0KLu4(H-?5d3Xk@Ea&GGDliQTV(Dr_ElEgL-gu;Y53H~<i
z4%6|)F--WDUblYWR~@~{s}c&*4TKkC4)vE-cRMU>i%XZs;|7yb;+^&tH;CT`Xu8tC
zwY{hzjPyr-?2CTC@C+2&pR(r!?gpeL2XULO@OJO-kG>f-b!*Hk)WSJ#J9606fSOKf
zjYf?7nM$MKa|g7GSczt@cbt$ddiGNxv|@j4oi89l1~Y))v~kIFRe5mqnI4dcV(s{O
zmrgP7rFXlz@p(@Xct_4M!av;as=bZjp%JNFjo#8**t)Q6Odh%L2=W_p{PHF(X>qeI
zZrLpcBy4YHo$wVFUKid`V93BC+a_o$0)KB-Tupq-N%awTq&Bs0Mk%&8jxGK(S*ga0
zeVzA)2d^R`1w4H1l~H%>Dbu(A;qm&r5Fzocm=xDuKzb^s?{<#+n@>MH8QVb|JW(yA
z=a0K-#!l_%Hj^VJf8gT3J=<g4?kI^j=-5-*!&3~&tgDEtInc%x#}xZ^je6YMFe)?)
z;h8TtuDp{UjZ_B@rz(>Ab=BB#ch%0#fREodDc7B`v@)xH8_~#-H|C3H!3z4yCg}b9
zLRvD5Srvp?hJ0>6y^t}0`bKgLdlY%kgT%CJBXi=N`gLlrTDL<4cYN77tSqL#`8>WA
z(7Td*ZuOl!((*XJau_uVd0E>%b|rDy-PW=)<3<~jiv-T-SIx5xITNlsvGJRj+5S|U
z4_!jC{6SFBF!?WyZEt$L&}AS|?bc~zuulC)eJr=}#OE%&cFq*NXKAEh1b!A|v9!M?
zRd;-JT^u4OLC6LHkn~pKD(sjQ%%4L=#oJP(S~u=4U-N~YO*-Antfk*e!C=s9Z>|p{
zP}pT48O6t(Y}J@>saF^0jA08(@w@t>cB6|Qnr1Hzns>wlw&C5Lg!i%}Xq#9f9uewM
zJ=LYz6HO!=MPsbAK^v9LF;tWbxyy1qqZtzOA+~&+Pn7ng89EN*1mGd{eB;R9magcR
z!5IkB)(xW17()q9jCMa^!#}}8-)a&-rtpH+7iE@L-I}h-=ub4VwXUAs@@1Ke?|qE|
zWu1Ft>ia9A>hh%o#AHbr`E|Ve#y(?kGX-@`=#M8@;f2Q&V#?_(G0bY)8BbSezcZyf
z^y7OgRjvF9?+@L7*xs2GtKd4Uj)sL!T-FtQ@$NGs#W=b23FEz%uve!#KD|B=a%MaF
zefw{oQ~ak_(1Jz$PD*wy=!fVy-o_FaZu2xK$x3e^m3GQW4PW7ap7Et04RTZ0)p?k^
zVXWB=JQ#uovl$*R$VMl!zA*>R?g+ytiYDy#IY$vw7w2;<rJ^rBw#!-BK+AX{Gt2G<
zl+lD2lAgLE`Ar9OAI~&z?z0NDpZ*0=<k}exy8kjUUXB^1CJjPw9wXkg`=PlydyXDA
zqM38{k*2=IGyV?CqvJhpTpAms`BU*ml+u}`#zIi|v|rp8QyOegcm*l-La4_Ht%sZt
zo!U-edpc3cwciVnf-C4vV&5RPnQ=c%p+n+Addc@v@JRmP>#uAinS@H|+Z%99lQf-9
zs)SR`_%v{ih@SG1pz2oVhsJdaDwzuxL-1P%eLgPKW_Wq`foex-iS&XFCKq}CSAQdp
zdm{4stuz&?^-a>x%j?hY;dDG6XIMEX@q=Rp{1)N@%)Jhzih9WVknl6)!FEXKdLL4l
z30oj0Xtb3PR}Vs$MU~1x@9Q+I0>d`^(($a&_WAb3cIZewG-mF?d8$(`5zNP4;jh`3
zl2JISDLV4^Y3jECLaf8{R44gxn8GvN@lid-Bp7~^4T#7s3<i@C<8NS4%7e!H@^N7f
zw3`?vmWs{s{_tC)S9ra;%W>9({9ZoWsE!}yDeqsE2#Bx0`jNGH&<e#Z_gt*-Lm-4>
z;@<bhdUZ^Uhu#SEy`uVnuA`wF{l*LGSHyX2#7%?+gVU%Uq{F>`xBkz+4ot*3@QgeV
z_=uoK57e)yrg}a5vayDTc4Uce*`Z#Wn15q@p<G|$8NB@$7D1eRB?}|FH_EnLF~4<W
znr69r3Bvi;@5R+>9WV(RH&^dQrvCg8pZ-CIa!mP5Q1xs1_%BJ%mB<MdD0;5NTbN32
z*r2!AvHRcuWdOa%QGht$-X(%?oQrD&)*y$}bz7mD%y1v2Y8~P-w5$1oYK1cEuDA$%
z&Y*M`Ol)JHw&b%+&c@R7@I4_o%?Tr?kcF5Z#zGnDQSW5RpOJ$QS3?3qhu9<##=^Av
z9IdSzzd5ZMiVEK*`;KmMdqYVGvq%RS8U=b#gG9pd{vK?DnWnXb?`~?SPYFIfscoJ-
zfYdeCk`gqNkcCce_YQe&7ZL8;ASZsTmfro&h(<foWl~xENcSB<-cIY6$u00%AxB4z
z1SUQ;=o@milYpe-gr9JC0`kflBK_Pzu*-0NH0IDnnAWT;T9hHs=YJ~+JS72=TW#pU
zx812T-@bNRl^VrT%mn|<Gn?3Yt|2{WuaxO|xYo^@j>MYEl%*!KBy@(PN>V}#&-18Z
z;%?dT!2;^|HvpE$G9sce-kL|xU!Mi#_B+2hDdS@-b*1D@u@bf8zmDkeJRYU1pbdBm
z<&Knuw-P(U!|?YvT-NyAr0-01`mc~HK~Z4Fxu_bXs=Nk1SoRRE5@=9`FkxN~VPurU
z<oK4D!%u-y`nD_f8m~)?%G!7<HTEJ45+i35oN3C6EwukwCL~*r3NCxofm=^XvKN@Z
zGTLLBIcjbAfQQoi%68_5(a$mHgAiV*JrJLMqY+lhaj)KbJorxgh^tf=p6KgFN){32
z0ZOp$)$JWJhl3nD3tI5Dj44=ca{CZGCVziG!<d}L8_zUkXgtUfOTQms6oq-e@+@or
zwOE1o>#Xiy;Kht4sGS2gv@y5>!}5u7#U$l-n9GkLCk>R1tsP&Tct~$xOfo!0Ha9ih
zkv{cGS65ywy@k06KZmwX#favf5>0g^oisY)3B`YvS0DN)52`Y-5Ytcp?BRiEFsdG0
zY=Og4!8gn;AvfExFFAIA5JILL#~~R&zTQibAt~jX7DitOsK39)_iifdxVi6*D%bq8
zP@Q&(CcnP)7=7zD_AI(W8;}MGwH*NG2y}7UD>>8Om#{4XlS{@0PjuIsSPA+P>Ep0D
zjoNQ}Y?q^DGRdUiKH$V0q3O%_ev`G;c8>vxU9(@z)B2o+z)C@u8WkwemB*OPyXhCQ
zE^|T5kYXtRe%>drB2EbVqW-ID+_`$2KfhIuO6_=6f|)mxG_blDMSUQSNoph_u`jop
zJkn)Tu>doQewDwN+_;ansKz&1)hsL;6`A<{iA#rxT1QVmYOdq_v@|a*-QqSn)&8;)
z1bXj4YW^!=f$5?+4#v(1-Ct?RtxnMV-tYRT#$mqS9XI!$uD%f=dZn1zZ5m@|@1bUO
zaBhd_lWaIVqm?h69fY7{8aZvYMM6M-<Z7647QyS+wnM)En-?2mVGHA7U@%$UJGXq#
zetlSoHDoOFEUFmhJT$S^{K<6@vd25T*VkR`eF;Yw&^)zQY4BX9b8HgxjKKV<>P{!%
z%r6DcNyfE>gJGxn>4766y1U1Bmc)OD&y<43aTds)#02=e=T{WFWEs7xjfgt~3C%)&
z8FH^r^yHIB{d?axB}EVG<+@Vr>}KWa$H_&tZ|Cm^McFFS%wFtuNnV}!$_-T<l4cx(
zVk-4WYIzMbhL&z~GS^OO!ce528b6HCX0!4J7kb-Z{{IIC2I}H_VAxjK8gF_DnJ8{!
zbq;Uc@6-EVw&ymtX{FapDl;6MiLmG?rcz(pb7t3*k!DsOgzv;NUl94|E2hnM^Q)aj
z*3aW5*!roYV{lAOE0F&2$@>B}QlNJQIW@mL1L&`Y0lo6~&EU=;+WDi~S&hCvld^#y
zP;1xwR6P_$8W@}JffcQqmD`v~kKvd8R_8F*@!g?iM1B#g_K(-2-ti&S_+rI!aLLa%
z<GhGZAq`_YOPlA94Q$WZ5hO|uU$X7F?gP8O<tn>Pz$6)0U1k3q{KE<j(2xkebw6Yv
zg3F_7c!<m7?t<hE<MV-p*@L8>ng^A>K3+BwS|lrH(}d($ABDaEg_=dS+zO+o66S)q
z<9_U}N~05V1H1;oxi)0+0@qZJ4}vq3)QpnQU&y`PBkt&QxiQSIPd-WXQAfjCDf~0>
zFAp+Bui1Jfuz=_C37<_s@SD5k5l|C^)mQiXz`LEJ4f*4bp@>XX!5sJ(A6^PC6^0V=
z;Z9tiy5=1PW~ckvP3vxJSyj0el5B$K4%=%u*4>O2d)<Y&yy;7AuTm#_IdBD!OGC#i
zl>(yNUy<!0Z9{3DFvdgHSDeA6FeMqM@8S@JHd3qId>_QF10nMD4rA?C6p|Yec0yC&
zIj{OAnVU52aU`8l_~kO=CZ-#rf}z@rVf+M-0DIu2d_!?gapfx+XJGMts$y`L$LC>s
zGov_xITDz1%iBMa-&vO=*(Ic=kc*~VlV!y~G1v-Z%eo(*@UGNlFzF+xT7UR)CaNaE
z0^l&1wqjmIB11#&1HWzC(?S`8n(Q1m4`>_baG=6GH{r<kfGj3eP_Twk?++HJ38XnG
zGBHC|;%p2q=M>*_36o5NhfvNw5{U&Pd_W_rO2IRH#JP)?nz~d?Ww&&*o&~X1zf1cV
zv|C`xxLm(js>@D=9UkqwhO%DK!4TE)>QU@S<=kk-+eG?Gyk@q_1C%+Xs3Xq|MbWe<
z9s75!akpA0{$jTex~X1ddmm=KBs!HdGUDD*B6fyKVWjEj8gc$ec}nJAlG~E$WsLoH
z(AVr&^-%Sc#n&;6oi*s4WdybBpiTEwK)<=LV5i_b)AMQ5O5$n?8H=9hZr`K7^XDE%
zm$+B#i1%ZA_uG?}Nj)peMDU+wjtkQMtPicd9+zk))PvoK*LC|$S1OADI3XaMBYhGM
zYA!tc_H>?wWQEjUQqE=#g{NLT35`mHttR0+?iZ3Te)fpmtH%&X`Rl~Fq7(gjMgFqg
zkztZVMD34<UUVrvJ@y+2AlD}pjIJels}#-XWI4$dp=DZpJqX#i9!|g2=^9>wRNLbP
zG}{IF^&y+*!1opoHs?*hSgp5qqHK_BbGtJMj9?$6neNQsq)H^WCs^`*W2<Y{WWc%1
zVBURe;}2q|m$u~7Ah)Pw<TBfUj!vS3ojMp%>lNW89TF{=zHZX5h97;&#cMEMX}>6w
zPUtu#tK!)cGD>S9a^PhY7oT-{7`0P@>aAB3kZ!>=N5k7Hllb>#e}nhXabi=dY5s1J
zu9(s&7bNqY*<?qypdAfb=Iw%s_%-6U3z~GO&r$+$WIyy{Mwi=<u6{fHbvp{E7HYRI
z$Vq*-yEA^Z0XfkohpH}u3lGL}>{}U+;S641VpOf3--ou^#b5ihJ>Qj3QonDV)~Bw^
zr`XJ250Dk#vrVse?ELs|ed8#WTfqyk9K8kSs@b=J$EIy}Gm`Fr-yb>kXP03SHGsc;
zQ4XG&2-3g;;@xe^tKLr&k(aEdqyjku$NtXXd1lL$I|XiWHW)9Zt_T9yFr2f6P#v?F
z2qbY|<4@4B`-VlWALBP-&A?#~daS9?9wv|gN_88mTvjpG2CbZI7Q!qV<onCau}ZRh
z$)MfPm~VmCihytIGFLSqFY?k#e0D1KRreQ!b!wJs{X-Yy7{Z2l)RV`MSXiIkYb)v=
zznLpZEWDiOYg|zb^)@gve15oenkinQU}Chk{H=_9`U=1WLQ8MMa*RS1G4qRpZ<6vw
zepOXZC8a$0)V?T`TCIfk)hY4G0jQ|Ix!Oj=W*WaEHK)hqw+Ss@!aL$N*elb1xmk)4
z>e;qBR83CxLIb97j=G`WSzM*r0n80AbC&A_cD;lHVl71q^CyCPcfq7wy7lP98?E3J
zQV5|G)o<JX{cw&Ze@!)0SzeKvZhSs32<3q!f6NA*S+wF2)PcEzn5P*u0+v9^?(ZsA
zk#Yc;k$*zAa#{mhVoE^6Ahh=0r^ti`17HI<7H<e?0gq&QkNuam-ZYd2TM}%&+;JE=
zCa0K)P=x5~2H}Wkv1<*zbeKMRf7o*c_Nf!-S7&s+N@R9s{=4D9RxGbiZy4|x?ifcc
z`T_qIzW+AByh#$zf{|`CH+>m|6#|B~1MUaSWAvsg)-n-ZKLc2qH1@5n7a@B~Uukfc
zkLM0sgifW3ZVOh+jkEwQ;qq;vsw^I5Ex$NaIqKVUc*+r-(f-A(t7G7W=P%gorPqm<
zW}C4S^VI`9mmT0_cQW!e?yUr-68yPVCG=M=EU`f5RfI|=S@5x?)qoPJif%=LixJof
zzC5wY8)M(5?y;Ruf9pT2$*x|a{tY}mYdy+eFFF2X`vwOYZ&XJcVSBU+dV1g=#v5@H
z+GF$DVZnpH6Y*d`Cv{%*hlp3~;~$nuuGCPC<Bb;Ci~4Z~^tqMi0<<0Vi^v~o)(B87
z5><;_&J(PdS~;=~A>z5aNfXpiY}@NF_E%(p*84Ra14@d8mqFJ3YbKW$2q)pNlFr_l
zYzs$ue2YNdel}W4xHoi$)qPbfM`Cq_xMJ{cl#wti<jr)7L`ZUvmu{Az5i8bko({gx
zyB7V4Y3ou^FI_JEGb1NHzix-UBBqVJ%jTK$=GD7Q)7ytNUUx4NoeNVsC{tz27-Pyv
z+Img<hQo2+_ZE@#qNoUwK!LX?ScIYLc<f1XXD?_gxc%ULx&`o1A|?@Rt;sLxEtKpY
zN`#0s(qXcDDfmSeDBg}cY~J<`-ZC(FM(Mq`&rw6hPAuMYL6GHxSuVOr;r5_+mUTq~
zAWemyfj2~enJEPdxp32NR=+-x`cdV{^V6km)p4LOcdx(QSecdnJ%O3YT_T;AZ?!?F
zmwdIA;O#GyX%(q6T!_E)d4%Jj6fk6GPtG@9$H_76?^i2Be*@3k!8dOBVAFLbq&3u)
zl8>A$2Q3ANpkpM;)}=WZs#$lGJi(1=Sv>%<MnIDm{Z3_o()C8i%U^0}@?Bq3L3Kp&
zUBFw_uJ(tQ{V||r>MOzpXs)tRVgOUDp_zvjud(*y8!};@g8)}dmfuP53jax}=;ozQ
z7;5%%APR(KR3<w+TcV@!NxeM*_-=xr)_0x5(g2t!#<&{H80pKP3pyK596#8#ufcrk
z(E~!KqN2aZaoqyf<FBp#A<_OjdTB`AuVWlD^F*+Ep4ug385T7p!?FSKR3EZ;Zu<6!
z`rSZ;jt+?*U{1W~!>nrsA?kZ~VDe?YdELIDV~PDgT(ot1r+sCUkOvs(=jbJ2m|3L0
z=iSq1kL5d-Rp9ZE1eD}n4}JkgZy>_&7&~Dai0>@y^#-VehWoLAq6a!rdZ8z1@lB|S
z(2+^#dmFekHEc!`ggyI=0ISuNRnc_jGo~lYeAh>Z*-917Pt1LBJ0T_*RvztVIx#E(
zj#se4^wZpk)|o*+AuTB@IbT<c<lTYiRB@lX8zRNYY@on3U}#4OIl@Wn-#Rf+a31!u
zbAZht^tpX9U9=V&pa(ibEy%0#IRKblbq(i0@+|@YFRI$eE$#B=#2@F>0`qMf@hdeG
z(`g0*!9y2*dZM?7<YA)aotB^?KW_2!<Uzhgo2ri7BWG4`W?&L%<3wcPjuUEte9LYW
z>*z*09rv=9Yhy5XYEuiy;pJ9!_NV*ZFny{yvH>yPJW`;Oj+(6~rIC?zrzApuO}t3n
zimT2APgn))-4aCNiYPEbwyz#VBN+7&ypNUn5SfLE7jMb2;Vsd|NwTSaV)~2F>OQbB
zj9DqWBTwRyoe)>J*t)da&EosWT~v%x^2I}8&?5f!z%SB8D0~;FKT>+t{Fqr>WqsH;
zQOxnk*(aaGa0!<TL7t~`=@3T^CiK}Iz`#b|C$Yf%|1U2>6X3HFVOIT4p2mcN$>i(X
zzMq<YKC_^Rz{arH?O7g-?;&gKT|RFav-rXlO^=kbm#_8>^#aK!jrJqI`JM>Jst4Ec
zmJ@<1snG!lVkC7y&urn4E~x@vO_9IkZbGt?Ov#CKVo7k9Q+RxK5}k-*AM0XvDtkYe
zKoHL-`*wiqs^X>s%2X(|t+dAJV3l{SWHFN&W7(4z^|~kWr(l>)Gg@f76smDQowGmU
zxDhHd`8~)Mgf8>p3pa=S7(Jpg>9Us}^gwfYlc5aMG)))1GL-cbbaq5Cx@=qOFYd@x
z!My43xPpnsv}h;gG1ft1EPrl;a5h|g;m!E7uAT?ijfo$&D+2N>&h&Zs{f;=Oi5o^Y
z6h$g*!JNg(!65GL8?ofcknwJ}gX^d0@oLYeu^KaP%ZB;)P5^uSx{#eG$z+kVH<=`Q
z6WbVR1y~701p9TY&QE>53J#i_`PKy)z`d<SDo;MK*l$H%R1p>HML;?J((xCKB?1K%
zktT5T6)vvEc#K!#{BdiB{9aWJ_?-M^uawiaZ+6n%gYtvRWK34uvWbS+1DN~a53+DA
zk;h~PRg--At`PY0aM2Kbp^!Y}$7dxxDW3~UIxg|ZFJLX3miE~Xt!M`HxSmIX>YzM6
zK<E|-+`f=WX_!8u0!OuPlvO!u%e7BE+U|Nwqw8RGb0vRKle9jj_i0VnqWS&<dor4R
zRQmf$*2$FIA8}qgZbiW(uJ?2(lPO0BlA-G!@$J<T*x@@j(EC56mhY}lif=Z9a0pxy
zDRj%>Eghi0JdLQ#N}dm2MamI~3zv?nq^ot=#Tw+}oJLuqn7-kY?Yv#WZzrD<Op@L7
zArrY*0dWha7W#YVvZ9WdDu1?Lv?@9`B=6&1@UeWNoDH-}jk*I_)Nv*Godrbl{*JE=
z+YtH6KsRtFb$!?Yebq#Zk;alZK#7(QGajt^jgqU8sm(1A=oZZ*v&0eAeSggo`B5y)
zT>SM4fN_=4g%^T|N}WpuMljGDqw-t%kvd;~!$gyiv#!GTkJ03+XJuSDKkod|G=w+p
zyLkCtX7ncPnKrA#ci_6A#!6|%VlZi|ry|MzRci+bBM93)34%#*$F8fA!98_38vslp
zf#0>F6Y*&>!{CzL9-cDM4|PoNdxi%SSgA?QgGkL&0}10hYKpwGlGltlVBw&THwc%D
zeE<wR#aml1WGnPfHDOwQh58`-HURsipid=2I*L-@3b9WI9Uula(V<0%N;n=TgxcQP
z=XEzg+F}D>tS#LA@kou>_#eX8z#fDE>w>iaWZB_l#;np1^3Gs+a!LpkA>FP<Szr&P
zN@VW@4j%VxOH1aQFb4P@8Q~XToIM_lpv(kl3sA~UX9oJAu%6NqRD{exMu$UbM=V<J
z=|cldp1d3~R9;X@>cpJ>?TDl1P^fJcMAPb8C#IJtnNcr$zPPd748f*bKM%k4#gRm}
zBb`g-ihLowMQtiTe#s38%gY_l>x=HYdq1Y$C15)gOF-&3P*^vZ<2;GVKKPuUi7B%3
zD^&%TzGtA|s<8Kqo{vC1WNCeZdoI~7U>n-Igco9tcWpyl?L?skjd#;DX&87vd6yl!
zT?BH_@^%BwFkj%VEfeUM!BOjH>fc&K!ZVP6olP*XkE+^`fa{?se(RkdPeVc!3t&E2
zf<e;erLf8cYJaw5$>t~6CE8GbHUWm9TyWbw|2oFoNmV7m8Lexkg3<Q&lQ_={8dzh;
zonRYp#Eq%?oq%z~kCx^~gq5>-06u0C)(U4%y5*e)BX`l49{$-t`oq2{Ej#whdf#o_
z-*jI?=WEqV{Yjp3-D<2##AiW3h^5B-`lcuY06e|acWpDuB4mG~#hKAG>L@i-NB=3l
zjX~Euj)K#@0@EdoHYf%Eg!@lKU>piO2QVxvPxE7;=m6%(Nt@U~o^n}Sfsz8Xe7V!R
zs@~hMCO}dKs%uEK12ZUvFeusU87@ERx7cBIV1DIEQsr@XXs9B;d^iSzCH%BWjNN_e
zi6RBQuyF@XL=}?&WoG6g?*fP>a|9$+Dx?=qQZ2V0W&j0tWq)6Qkits@UYeP;L|!yp
zHHW$8h6fM``}W0$1C<bx6pIXz`QuA{RgqRQ892~SM9uz&#pcf&g*u4xh_P(CHh-!a
zg%(4#J%xe<1PW>wvtlqfVo{l!>&gjz!}9Q0o^o6Mt_k1gC7kf_u*Cr?OF+m-`<V>e
z!3z;hU}chHa@7`}r+1sd$>fJ=tO`QfL3^9M27fS4?Nzi1-Q;@!N(j0%_v6vH|1;eb
zek|Pp<eoW~U`lebeEi<fGQXDBF;_250lFjvfBKT3fR4v=;_K76A$ie}IrI+Gp^4;H
zR#WtuxzoU9xRY^*df0ej&#yqqYpWL>U|@)pI@t$!gsVO*E`eR@0OT-IB3)v+G#y&$
zHPf*gH^2;>OC>C|a4c`+-W=y;`Ujk4+mL^(WAnz=X8_pO=_1s;h&f^Jg>-lNrz!!|
z#x9WDp<M+P%6Ja>_4}^Ngbw6$sWH~*4w$4z^c(k|&a^HZbzA-EgbHW<*7#hNN2eo>
z<<Xma!t8E%_vGTe9KT9BgW(1s$l#-h#$TuHY-@y75Xb<v5v{n22<>-k7y6;%vX5$&
zv=>u*3wLysx~Wd@$wVgOj??<qWT%?@FUrqQDsVFT__B5I8h@~u*@R|f#n=<=h50I^
z;lYCo5~4To6qDfrhA|PH!YzDO+hQ`5F|FU~OJdGF?}mj-6XZRDz-WaLzI2d_T)p~*
zOj3m+=?9+3@|<b>W%Olq@9H_(PF0VLbjgU@TU!f$>J<O92wtC?a%eEs!)TYTK>G@q
zb8p4Ct50IR2`BEGc+bmUfq9d-KbN{nAXljTGdm!el8HM8Ah!L1osz}Teaia*dHcN)
zD98^5l`JCott<ToP|9+a2ALh&@}I@wOWcS_7=Z(adobiR`buHA-}6eR9M&!hfSKae
z{EY4hKlc%svx$5DWmRs6-?GIUUl%G-Ah#OOQ46oGGtd2(YVZSJmfu8Bh~>BoyH4&a
zR-bK;K~2(y+r@D54NlcZ@}vRTT;K9XDR9PkPeqpj6?#?paY3lkyFy7@h}f76Vf2Jx
z()1vvic=VpZ~8q+b^-x{A7hVrb&3JGI))<U7~eE3S_5{W&UMyKmTy(r%q0oj_N#zl
z4`ptC0tq0CNu~nQ7=voNlDRe;?83LPR=;p(EFKvKc;)~wHrpYy7^&MhP&Z$}hh~W8
z(@#Cy!EaF)l|F=R04K;PoaBJa{EB!Dvy4gJXIT=U;RD6q$(og+%WfEsk4Kp+6rqd@
z&>R*57CrN=aX_9UZr;c(F~&7Mt?w-rA)FzOas+K|oH=&`MAPgSb_N<;H$S71kB+QY
zNW1%{Cy<W<*ALKaTcig$M^%`hvV95D-mnZ{B~jTW;9cPn^gXLIJn<)nmRN*0lmF}~
zVkW1o>2g(UXNiXCaxpn>2CMC`3+d?(4;+j1lp||q<2>-&(cn%WqEf3&AWoN!45PpB
zWuUG{f}1#cKh}(#{6%g{?=-|JF2E4%`8WT;*u{Pyr$_4e5^SZ8@)<ZP>~i58ybkjF
zaX*i!AMcE-$QrInrifbp*NlYA`$W1)yrcup0ClEiOry^)p~(<O9E3HsFz;JAQ4SA?
z3s_EM*SCvNL-ymIz-~t#j>F<8a=X7S`4E2<kGKdJ_EHevL%>K&jPMI--HD$&call#
zl|%p$0`0_GNt%QHP(wQ**uGqemg}t&h`E(YcB+DMjuT;iEGtUT9>7cpQKrUbz*2aE
z+ncIqBi)-_oegAe03>`641ip&Xu~pC!tyV|88d;Sb(MHd){=9m)Tc9vbIa|~Snq*A
z?t-vHxLGg@2WTAOTd(C=rcCOqp!S6or@A18%L0`^3<Y3pRvb~u;|3{TEOvPJW&xM0
z>^8{d>Rw(Z6LWm#1$N9^8C?s!+z+ATu~ikXp;fv3QXarcsq|G<6_~!*k;Kw{8s&Po
z8K<=K$@$EOC+n)WQD@n;aW3P~*9TZP@f%P{Fec}aKi?5#M+_F6Htn)yck*@xfHmpY
zZuIEoS0|u;Y=t74O8Q(N7&u<%`hL^q{eDfJ(T#up|G(Lqdy=#FRMPP0x~@+Ddjoy9
zLbq3FR^Lv5n2WiYFInjfqy0r6Q1WIOK?Mracgd*o^M1R&JpNi5w4jkc*0Z&0Y@J)D
z^lE>7r~bu0M;ZdXxwhcHdpJR~UDz8rDWo>3s~Wdw@TSW8)snl%^yr45klJqd@h*YK
ziOb>d<I8if-CU`{Z(nQiaM5*dH4_e)kOEL|)JMU(EjlTPbo=&#dA1Z*FZdn2Iwv8K
zqNq(<1sJBgY$9vLnXM8X9Ji%T!bWl;o_sUFl$i_Qg^|EL&YV$21hK4{lz8@Ur7ho@
z!-$sMClmoDqt^+dRWCW%Em`pZ1~i*5xVtaUwQG8tOk=?TCShkeAY{{!r~$})ng$4o
zc!xZKWd|UlNuEY-B<u%U>L10dJY(Q6NIP;e-6Fd%KWe$|nqv__&;ST-4J-5oW<LXv
zDvn$y1i^L_8oLSEwJyBeoOle$&*gidutYtEfM8w~T$X$O0IT4x_S!|SB^uPKJrkt=
z^}#5`tOc_sB>gxwlB21r^Z7>$y)DR=K|Ufe1?IM3oj|}E7|`_IJAxmegWtpF*zZ14
z?}?Y9VGHwhp%)d#&~Lh1^|d2Sfrs+~!s882$6+H>3}S-T*9K{L1wcI*bvoJjN+DQ_
zX6RnP1nq@=w4^t1Jitg7V;#h5RCk~L!-08s{&`|BsRC~Sc~C<M-g+N-#l29=-pE%k
zlfvf$^Euj996SvTUI!n<#UKVJ=NVib%yoG|-5&@2##x335(y36V7tVHa{d5_T0glC
z-AwnlxPSW<`4JRz>G@8(N84v^MmfdCSBUvNQ}pYehL#_wdtiCtBCGgqBJ&hk`ZWM@
z^TeuC8x~_A-yLb7-*3Kdxx1HL6%sZl7{z<cnC+8@K!weu2n0Po^Li~H)2F0YGX2)#
zqNtjYd@TZ<%A~5@Wm&3kIYJk12W9lMo=KNIMS)=y>_JTLQCcj^<tb?X@v9q6dFFaY
zpQ=`iwxZa9?G14dyP*d%&+H%@H|FXvC<r5XW+QoCel!fEhp77ySrl<)L=|KD%sV-P
zf<CM}X4M<Q6ep(bP-lUGA(or~I$=Y6Ez0BoQ4-@Txk!^VGvr)-@fclzxa)GfT)w(M
zgrH)XWuJZ!`m(}-?V}ZJaxmt-m}2*&0KK4N1LsTQ=WC8z!Je5}ym7&Ns%m8thXj6a
z_ByE7H-fB}AC=hf89Y<Wl78XDz=`f0nUXUp5@=RIl-k#uUwP>56NMxNOjaLOR__qN
z(Pv4AJFA>4TSgS>;kekqKz6`0#pA~W9Lx&&#s>L2_%fg8$q;YN2(X0$3V>Kp@+5~k
z+Tg#2iv<iNm}E59C>Y5=>5dzfI*OhA((tK_!}ROJZ*b%(65hY4Inw#m5ulqkKt=|q
zU>GdVpfqWX_N!fak$Eo~77bv~zOOfvkLi6FP0iAw%G^PaVAGc&jd+aZRW+;`u8$&M
z)ILplZP*z98sqAy3=v2#?p8Fi;bpR)82kW%pm%*OhhWrF_<*NN$emXt`p{13kBWU(
zX!9U&3l>x<kSrMKDkTmr4A>$Z1!OzP$JEatwE|jPVJle8Wh%CF<)EhtidRI1reS3Z
z(30@X-}E=-k0WY|o2o*}?*!>Ub5qevJ^0E6T|9_Ez*g#bsez#cfqp<&^_}5QRiy^-
z^hv{PDxrF)e(4Vz(4rbPjm-4UpQ9TyI3a=LG>)`#dhcH{KoV4bdq82DcciEyia3?S
z_{=F1_X45`C+@sd4dG5vUCF;Jr2wZ-)>FLhamZRS1IjEQcPk<>gNG8aP<+esgudWz
z-w0&sJWE|~W$JMwU!(dmy|JO&te)JXy4djf#Y1TV=X0uyGO7n=y{i0ND3ec+?zOS=
z;>|fyF|%&P$6czu$33d-p{&MlCIa#l*7w(!1_j`mYD~h<`QFyJ0L&ZVO*?^k)Lpy<
z?>Ob(6DA^y*aSh*X{Lf!x{n5}T)iQuLAz-CO9QS>Cz(hvLXDg5#*S#N6lDSv0Ez<h
zH$`B3i7j5d)LjWkHa1JW``#prob&#vG=9=TVS@!cJ{Um1$)#X-amj51;_*HQ66EwR
z|B~W4(WMMFynwX&i~%|?DDC5$SBLTL)Mx=)J7}5tzLC-t-{N_eiH~F-NGY3XJna&M
z7d&^;;Nkn3am?oK4j(ESe5yU0x?W~cQ;>s1L@wx{E=V^AwAzuk62ZvlxV&wr{jK~P
z^K3A8Py+UIo64Wyz{FMLv!A`BL35oevn|UDAObu%1YWUQjIyCh80YJejjS&t^qP;V
z#B<Oh4Zw1mFn&NZMQh0X&Whm1)9Yta;IKyvTGc@VL!-k$)w>8w65tMUa`Q#wYYz0-
z!ux3<BwI7dg25&Oc%Ja+IR+g#jp}PI8s`;KhYQvr=#&-=ne^$@9xkMDO>d;fd!xzm
zv3pep^)1nR_a~Rsq#?dvziWV3V}ydRr7$N=NfQ<e@ZrnLGa&jyP(=@9DCBz1LoY(7
z7@MB2qg|A}ciLdxvsHSNM)mvoNkn6@p8VSh4J`t=+yQwWm<31_PK~$W@7^Yv>wR0f
z$$UV__xFe#NlHVJfxPm<$-`C%fK>eQ7;FT9U^8G~sp_W+dNVyH?Y93Yui<C>rke62
zfK+vTnL>))#|%qSqjJE^RwrO35=b{LKwFavrx(E2|G$TQp_Uj1!fySQBYY7LKyDeu
zI3fw!x3uTeHLvjiiw4ZKgZBbbx)f0W`gQ;iOr1rjg|QD8HuSzDP}jC>MkPlBvtkSc
z;Kk6qm+b4Z#tjdzHgL$lm2CQjBiLM$YDzQ`hTa-ck$ep%#YVuncfdH>xr9B7A?}-C
zihd2mf7dU#XT{#!=5e7$>D>|Vm$avCrBA0tK*hlfbp-23F6Ik%Of>tb{|LP_98lsf
z1Yba$c*lGp|K%r3W$;EY2?4m0TwBORkio{2R22pC6Jdi}yYw-`5tEesczG*=lWvCo
zCT?}F;zNU|<~5G<#U^e6aR1-srs?Nrxx~yg8E|y90Lk=v7s&fA?tpQKmxgw>1%iu!
z0J0M=qgqOyebl*NuqP(DR}MtzD`~8Fq^v=9t$QUJ?$k+;(m)tFvXsn>$G?%m?n*Ug
ztadoNP3-0|n|L0u@4>r3zzf8!;dhD501$Q&2Xu#`S!w6cq%xq$fiAYa$7;wN(~xiO
z>w8h#07QoxY=T;7w>~kjR4V6e!i`$gxIU}472i6kUSIU(e5et*q6Wmko1&I<l@CSS
zoj?$2x9NHMf(W)Uf8@uqK2HQX<65po&O1Q<wL%b?^_Tf;c6t}o&Nmam0v=oVSzTJL
zV;hIdlC^OCvoGH#3c#cjlYlug%>$g|8}dO5kKVTTx2f!Ln5`FPy=SNuAw|y2K3~Vu
zB7*A+dzR>lHoqw#iW`Uc<iJ~l*}@9eVUcr%Lt9z%mIF3bP|?7AmLGrAy<oR~d{{fc
zgUOmlqVUzHFKR*$u+yb%p$5480ydYCfSX92{cTH<m<|-TDbIKAUCyup?INqxvfeXN
zRl2Hf;)aE}6}?lTG^4Bb%jDmnShgBIG}zRHiOLr;Ek}<jPCqE*F+mLjQIZ_Fu2&jL
zz`YRa7g~y%b_4I3uFo=9DG+4jN=x&SlF(Hdr6_DF-{?+#M+P(swVU;{gD$X6(u7DN
zgs=Pem@+03fQ@EtE}R0o&wd1mW~cz~6n5Za{K^g1Tb?_>zul2NK;OQf8&`r1X`Z)*
zVEtRo*dqBHrq$ORXb9O50JKaEmX>Uww>p>zVnQy5L1Ygw9<ulq25@#S#mho>F+#yU
zpM@c_b2*M3Xm0V#F=wI=iQfsfJ9Jl@mygRvAnKi7Krfun66~^}Dd&5xG}|gSF5-cx
zzon-E?y_OxS=osh$b^AdLL1d!LiiC8w<Xcjh@d$}`3C|;Fw&`?x&7|XX_=k}i*5*)
zEC9?Ei&+F}s=oJ%%-MwftoB+KuRSEste7C1q@g^@pn|b0bsQ-YM@r0o-3KN!Gf6_t
z-`zxTL0aH><4|dW<y?IWSc)Ruc|1IZhS^f6;}aoi6_o+XAqKbk^;5yFy2_qd^x93n
zxkzjHVjx5%KJ-klp^c->oR8Xd^pwIPI)&~4lzeQ1a`o(ohQ>rwU7U{8w!+J-;JY+V
z2bll=^HIQ^0Zj9@%^ETE-1&}~`)BAU3xk{raNWWJq#R>;<Q+KH6_DZp8(e(#SH0SE
zNqp?xeS)48k<sJi`r5uG_g2!uhTV-ypz^iZwsr;mwtagbYUu$1a*<&ye)?gltonEV
zLhksJGEBh8&4B+70Sy+B^_|Ur3wqTdwY4*kZFZC4I+j>;(tx+F+%%lM?H`+jR5#OK
zDmW_J=Zz03cRIVZB*ZRz1~;L4g49@ZHRAH9zZ*x2eB-6L=mWw$PX-(b36A$y_h8I8
zK#F;TeJZ~fd)X^F?05cE7opAzi~6Y$<ka`(-V?x86nU;ufYb?V%}-U?D&zZMB#`i<
z44Ei@kHrDy#z~o62J_(wz-WT+k>Up*6mB(Ov)J6>Al$Q0FUz+j@5H_Uv|Fm@n=Ys7
zS8@CSE1TZgp)FKZNW>VH`)x8z2ZDN1`jn!1-jz-melRBp7pa{8Oe7o@Z(XA*4Xhag
zJ4z-WjG-;6<^Wj0*^N`wS8ai?tM+|2f>FL>Fwv3N`&wJ7+9#xsGH2~Vo>*i+TTI>n
z<VzYcS{v=PuacD%*aQbsdv$2Yrxw_#QZ8&kgJ|(rW;@5;H(5klUt+b^9YLzDw-UCY
zT<cUURH(cLk1|$WBz5SVSA)!ensz})0#>nfeA+ak3I>4F22dAR2{W+(mKtsDG^kP>
z3llD1${WH5)`psqJSkZ2nxj>ERR%&O(9}lvL5)5Jdsq<A@lH<iO2k$*n8^*`=X~lh
zKIf&&CD0i6T$0S7Hl_=sI2bW+2{Vx>1eT7lysr6UCjuM1)qtF}6u^V7H*1V}TD^gp
za$XB>F?&xPOQ<8?`(tu;zzs5>CeJzns*yVQ<Efs2;Zr-{5ihUTx;;Atv|q(1URi6u
z{t_2&K+>*_^}+&@$$YKa*g#C>&%*LM@tYKR^oT9`Az-_ma@l~a3N)^c(sNUIu$+cn
zV;=*W17>MW)+r#jI6sWOGuQftg!9bo@|!xC@dY>uFrw4M1)6`Cgd(%7AJFTL*n&z0
z{T(#GEcPNib30h%Gv=zJCO=kt+tHMQ!zcqnk4x8MAq*$(Qoy;BUyzZ##=$JZ#YoZd
z#iC=(bn9uIG4<tZ7A!k3%Ab}4;SYRTU473j<{E<qXEO7Em^*^J@^5U1Mz%j79-M+&
z0SI`C&vnzXX%q)*D?bB3U3XEq^??t8`-DmXRe^W>0d{LHUP9!hp!9Thuw}CjnnAs@
z$R2Hye56fX6a*ODVdH|?qThk&>`Pqz)x%*!V1TgW&pdDh$MCbU;oC2X8KR`DKbVW4
zWPS-eVRw`x7(L)?WMJPD>s4$=oEl{!w+*2t16*cC{3;_LX-e<c_c+d3Nx(`V;n6o%
zPjMQIoCn4YCDnq{m9sC7O1anY`4sOa<Dm88F;|H|Xhsr6RmdPpxbNQY0S%{6b)B#%
zPZ1B;0ossX=j5(9=V+G%IrvM|o>;49<pCy|)BC5`mlIDV-MaR=BX+Ot_XT@<f|nuH
zFR@__uqLaNi|j3+-hJdyX5nnDF5`3ZL9_j4DQ^}K=sd0RbGzxUD=qnUK%JsGquaqo
z8BSg>-1=H+b50K{YII(YAGwfLtfU@%c?YmFo<-Lu#-1Kcaf8JO8+i9=(5rl=F9}!#
zv0uyJW%9uU5I~mW|I5^QEIEp1QTT}zfj3J50^z;g5O{=>@Dgt}5o2C$Zq8~J6%`%T
zU9HT7|G(y(@5GG*XstxcFMBWTOfw=%IaOfe+{K|FE8oJnM|rkItV|w$<LT^$JgOZQ
z-L*K#6V9pNA|g4)UpExY`$hi2-{u=b9Us#|yOD4XemFGfk+gd{zk(xB!3)C4fnqJO
z(SN8OK`5$Q4XRq07d=xy1RC4l=ez?#POZf47DpeyAVOh@4<AIGj`ZvbdVazZ<Bs2C
z^HjA)d`6^KDWe)R8cAx|OM6V4XIYJWQSELEY}K+0E**El<gTnzgeU=>s{J5-!!-^2
zT|d9>+m?VuGPwczssKhsmBZ;C5vZO#X-h{W?3MBb1T7#^fn5wM!SL^=Pc4kn5bEG3
zmeF)K{)#)F)1Ik}=vOp7ICR5yEW@Ty77QlL9b37n@#Kkf2bqxtfI=bpe354QS=Kiv
zUz&znVPlQw_#3Q@J-Yjw4o^&Ume)JB+VCD3M)E5bw}mDa`nSMzm5O}SwoZR}0La#^
zW=hD7MWv!f-D2mgn70n!b9TmkRW_pZ`cqu$f{{H_%7rrMfm4u5Q2@m`A{%LtSo49w
zY4-Ll+u)f-muTQ;fI`<+k_>nO9?$9E+i!Qkba<6R?EY+CAF8pe1*k;7_O@Q45|oIK
zaEngkc^eXfKHlC~w@g6ng$Ly!lZ*Xz`kTW`!n-COFZ~oEjwZx6nG3hDglkX%wd_L}
z6#$CaDPr@=Bb2-&(&}gSqIC&J7%3jTHw^|XM#zCZL|uJa*<u=#+taOPX}5^t6orP%
zZpVRr2nHZ$dk)Nmjv^L3p%lAxYVlN_5q$i(j+G9ask%!f{Cg4`_;Wg8R8`2!yYz74
zHPTN$;F&c-p0Se{jcQdV`T5CWXPw5@erBw<znXbUuXRn$W4UAK^sq&ZB&dK7$&&)R
z^Y;#wJZ!}|s+h*Rg9%W_Eb88w>&4&U?!71NN3JzP$a3uS*Nw6-Bg}^1M$!C$=qqf#
z=@@&*@;;27?yOItRgyzJC2?VPy=Sui9)BZH*-Ky9yV$Ome5U{vowwEl*Nnsv9dgtp
zPjNaE7ztMlYv=Q;wz&hJk{=MDQa7s_@nCwVIoiZDzBM1k6D^8_?<5N>U0sZ}2U++U
zqV*J;&wZW=Kwl8eXeY0`g$2bXc=D!CJyzuM?#()rz2FXqkJf^8>w!AkKs&HTg{e$w
zMoHgO7PO~SyXt9m+i#0N4iO9cmw=cOWso(Xdz9&!Ed<m*x+O&^mRX8=bCf4Nw(%Sv
z3slGBT4-GG3LA|3SOljmt9X0)ARH8&rzxkz>~niuXTgxkV7<S)1D(U1EtEla@`hy)
z*WbTswKz$IwV&RCZTF2uUcRr|^(4@9z%O?@-In5HbV2=;=S|DyTuE(!Z@ucDd;}LU
zmX!t9Ss_2wq5vX6*D3t%Ab~m^6EE&I=Cc|}f^##TI~}M~dOwSg3)}A7`qJJ~5AXwU
zXX~i#gV*omUlncNph0U45g^1BPgj;#wi`57<q>~}G`d@0rs}#l#5Wp@OMq&TvF}<m
znNeZ6KF~IiM&J;b<0?Xkl~g}d!G@<@)ifmoD&ye#aw6?IQzFE9Bre#i`qx)jQss?B
z0H+qGmEk0nyHiDH^gkhHkV;Paz`Rf3=e2}}wUr&JEUgW`R@9`%bj?quaX3F7u9;Gr
z?q@J?J5qfWe!tPg??2(k_b*_1>`DAmGYlMCPJZ8rGd=g(J{Z;iNIl2hUfpc~?bS)-
zuVgJ*W7ysD7GSWA0H?mC!kQZ9+z;Ldx&ut4RWo#3CPf~PqA28d>t@6wXh`qyWH7U1
zQ&Y8^Axa~BA%E+sZeeKhik+EH<No<sqqdvPdLY@OJWS2sNgpBmnSr4Z=7Caze1Ho?
z0;kH&)SyXxf#87ajQ3lAnnf5icQd(Tnj(Db6UIoGn&dX%qxCwZq>(Y+-;aeWxBh{*
zWVwnTgudSbRAvslSJ1vAT9!zy2sHte^cXxFmiGWK4!)_8^fjQ0uV24AtX#jyLXQBX
z?YP;!psC!-6>FR@nBXXV_dO8RfoZ}W1+hz9^Rrw@)I;a)ody+vw{_+G;2ewmNe_Xg
zHUkuQ1%C|u#5CXZNrOJH_2{~~rItgZ3eT#QFQu1Wk6OLrw@a|*8ax+P+Wvlutasbz
z_9;%sX63Iafr)?>q4vMD-sr0HmcdMx9qlR^mP2JSRLD&0c0^P8NpL{f^3ejfC=Tdb
zKLp>9_XHf44`v)fe?>be8b`sERX*2E9SW)tj9bAFJb!=z2NE6`zKeB{)IP2GFaAz*
zwH)s>+0&ghQ^L7Cr=Q!I_6ugIygBt0OhqVd?kxRJYG#%?5)hONNIwZ29GYeTz!y4$
zI**;<@jLHBn6NS40W|+HkpjYc+9`X17uUD-bNhnmi<t_UT)E|JzQOUT;W~>434pZh
z7<!`r{Q>E&5{#Uf!ut=5S5v5=@#h-pCw{^H2mte|wJ3Xc-JU(E;Pi&kF(vA+<`Gvv
z@0!^>hu2bbP&?p&*z+01#}wfSy5!>Z1{T%x6;`=~)shAM|38q<da)>F6n01SO<wbW
zV!{lZ0mn(wcQ;_~AQq4L=}s)gRbf$35%t`y+mA%5OT@xkz*XRQx@rIdgKOGkGj%0;
z3w1_6aG?8*lAQFxHJbPC^VW&rbeAfi256mmQ_TAeJ50k$6)6I!6$V=e7#Ag=)g692
zY@=Y~%e$G{Jyf<OWh}iuG7z2yuui?qB}}q+f#K7nsAXO2REb~TsWz*vWK5i&p<{?G
zJ6HSf6n^YNdtTYL{Nkzix8o_<xh(3#gOgy|t-h=WOJ!tEZ0!$MEQ2e+BVw{1BViJv
z-7g=+_SV$YP{FVl3|v6h7sCDsPIVv-<A<{3U-!ref!nR<8xnT*)nDKi%=@(UPVay6
zhw7Y8C1?ejlgd^57Ert{S%-l0@p@bO0unyG{L$LiIQFu_eJ2i(;2XHb`OseV6KwT?
zLSADrfNZp`3-b1|ZW=4F(r}kM6b>$((KX(^1`lJqE0FVPFZ)kYK$GVIgH1Y?<#|va
z(gsbgrOcomjyX92f|n%U6GcENQ~zz@9oEuV_QS#8QZFfBW`Z(kX^}RLS%f7)1LfI1
zO_ctm%bRFs>BPXbdyh;^7F;4mEV@V0H2^MYvzgpBt`=jc^Uwqdb-$Ip%|5wLx_zIE
zcM0r6IgjO8FuCv!8sor6u;c>Wl&(<&3f*XOL%?0bQkGBvRNWSQ?NjJsc%XwCw+C#N
zeS}fS4a4sbji|S$QK&wzQhLm(7RZW~T!jB)r$LlN1LkkX1fTOwwAYR)O+Uc<ZIT<}
z>D6%cYe)mdOE0cX=DD4i+!0QAK9c!qlwUntf==v|?OdjvA(IUU5=n6uTIcujk!Cc`
z+_G&*HD+~XhJ8^TydUu{eKzwW_rFsH9p=)yMj<_{GK9f8z$VtRh1HT>ho)jQLy!TB
zZ3gDd(Vf-@hD=IH)^B73Dg%O`J}c&*enFtIm2QF4AlHi^rdM8i6lJBf!vh%u>zw%Z
zHGo}>Qddj1KA1Ht(7#XV`zIp`E%`rKJ()Gygk~x}TT+zD+8+2CwO2ym!7IRZ?fw4z
z*_!lrYHP+e+c;qjcK3gFy8yf?!CWl_?vhR5BnFI!r7DFR2bLF{TE9ES0O0mBpvfn0
z6<6xvVE%bw<=+fC!d?L~6J^T2R0mxV{73fyvlrK)2-U8QUp(;Q5pH}I?uQ`gFW||^
z_=Bk(QN2ZX1~{l|63h}v=mWcVj7ENi$Tydx=dsmqNtnWn2W+O7gd$6f<w7>2gA8VG
z%2|@2zTY>cNz_RDst?iUwRu#cf>mptPhyrKZUKwkXA~Z=TjHeTO@HeEPu()&lK0y@
z#Hni9%z3MP45TYD%tQc5<37=c0T24j-toAN^+T0NJl8yLE5RZh55JG6tCwho;4ucj
z-!EBeXWnj8Z0y*0B5zFSmTg#YHR{4_@qt<=B*##KRhScL^OJmOa)QHn7tw7sz6XZo
zXtv#@%m+tsR{oB&jz2>FEVHG`*i)HjH~_fqxE;k@Zo`Ih4{W*zUT-yiK1ItS-uKF=
zNGSUNJp~@Gou%LSeMOK5JFmw0#z>UjN(cuie8AO$7H39(K48l6jH=`JQ3A7=UA`GT
zxpW(Tjix}r^2RD_scch{7I{n=WIMIpi3vvwh|kN;OeQDaF_}8jPGS;O<KsbwJNu^-
zP1@Efv-5}EO<m3Ny{cX?mlcO?Vmti%+3?RMHO9o|N9$F_dd+qErprAjxl!0NK|7Me
zK?rwLE$VzI)lIXS*1;r6zxS|Q^WucP2eSeV4?yc++)oJ2>n`#9nVd>#9NQT!oUN3y
z*7!F5(wov4!6@`YHvU}?opgxqrP<mBED6+p@*Rkba<$5lO@A(?cXXl$(%_Nt+x4Qc
zaQPYUzF{1xU{>z4B8DIvANi5M)RZk?S>3C5avDE&e^mYoQkRS_m>HUROuKl5d(5&n
zXmvp6USFvLVB{VY>051D(RUa+`%&gp$Nh#iJi9*}rz_JA)MLE%^ax%77We4phc1De
zi~}EUU<0V>)bHw{_1Npu-^KX5fJOcChUnD=xq`n|a7*IE?FHsEP+2z-Re^Rceh&3}
zH|QIJcy*cOGS30kD5I=>^A|eiW$S>V09yca`hvIqEVA+8s39J+{kGEPpV5Uaf7Z4E
zFMZRh8If}MlOj*cd6}#*--P0%RVHAb5MH5=`70yzoe_O)GrT*q?e(_7*88!uvU^k&
zK*bdx(+p4|z>)bU@|)fVp*d#e6t8{aQ+R^S^(k5)q(n^+#W4n99q5iAtP&P{I&P&2
zLiTn7*=j`di6c>($1>Kbeb^LN!I|X1`{WGRkOK*Tls*VUBsjYq6_j5NfG4W`_AFqV
zRF2OZ8_S?`_!L@>uHGW!?N~$M^g*d%9b-22r6JSMWKIoeoE96Tbs)xGVP0{}d60m`
zHFXcB!qEH*mFi{OuMHxKB<#aRxw!%Mb`EwUx>*%qMyj^b0MAR)rFLX<lfh5an<c=;
z#vc2?N^V`6j=o@OeuW}CeJ(bhVmv70g^eB87`*VDH%yg=H`<#I#Sm{FFd>b>?PI^w
z*Lq@AXR3GVb(5_E3hCp3QSJQd7|=U0pnGEA+9|BK1?PN1C;JGXV&#bn;+-B3Wxt2a
z7ZmY~U43J(i^6-d=-*lsB?d;wt^%;dHg#FBuM{0*Fo9;F6_F@@unHXq05EfA-QI5G
zeh9or?yxjgZ>D9lo`UKpz%4FO(1Mq19uZftFrjfPrK~54NB~%e#9Ig9D9NBv=)l#+
z>ji=zsJn(SaRk!_=e2K)PN#sOx0fJ5#M6Pp4ckW~e1GjvuZ5@U#Hmp^>UzRk(b<QF
z0QjaOVd0|A^VQ}Rs8$9lii7zkV=CA!01wnC?*>50G<uRC&mk;B7>vw)Lr)JKj;%b+
z`gxM1gf5Ui6z}x*$wY9fa}g<kM`_>LGV`(V8McS9o1B>u#7oh^vJF5b_JN>%1l<*S
z<jChJ^k+@4bY|W2Up2DNUk)e^CT(1K*R&MlN<SS1S(xQ|XjDK#zT1G;&20lbf1{@1
zE4;!~ATRIg_g@;lwqU$x-u)Ppb|cpIu9K+Ta`tehV+)mg2g<Zq+!coy3eP{=oB$0g
zV$_FjU9W51qbduV&`ObH3yh~BNp*?O;=6&*3BG%prx$0pfT0M(e({+FSBL>Erh;l2
zs8c;-Asviyi>;yK0(y|P0|7E*I0$_dY%oY!Q{+v4M%^lnX^K){vF9PVP(|DV>80Zt
z=ou^N1{N9YeMpS^EX?wr!?wI-@zJLr<Z$HOTymgU#_MwjVM&)52vAzKiKK~mU;0!q
zZ$GzW#P)NfU^wn{z@lBDR-72UrM8}%?eMgLm$HAkjP$G<0Sf2{)jI?1XC{c~$+@Dx
z%XWT`eXz$A7%ViXY%b_Eompu8g~(j3v(&bMD2g#dTqtUW;VEY=v49J%p{KOdzFgX+
z!Y2YE!W&WG5ZykzU&0;__YQ4B;72IGhmmUU+-dnILV2q6W5&Qj2S_-B6XF}4_{vbz
zsY@x_W%pRa<q;OhzB1Ie>Zvd)&iG20p{;E`OOgO9C6#v6q2Lc8yCsuG8U!#pc|3P*
z@&nkI_fh-W^(3y8fPNB@bL+XYfTFvV;K+UzxBHrw*$s28w6V;nbI&M(d8;bejw*Zk
zxF!;56xb$BV5df*VWz~%m)5gMNXU=rcEtx!4MBjfEU$Wy{@qici-wQD>Q#M4G&F5(
z;JtjT-w#H5&wiKRkeu?)-c-l-2#Y*0b0dLq#-2UQr{@WXiyidqCC|Zg4D#~J)IetW
z^ZsUna3q^J!Ba~C=d=b8DPuMn2NE(CMv&k`0TpInE|@=|V#AFOkXs7Dy#~R3|1J1$
z!;?+O3|$V}BqqFt@1=!T6C3WJaT*1*yHlZi0z%XXEzbL`dKg1K#U_0HG=b6XJkV|Q
zyY~iqv`sSH>-F=H1-Tc#Q+sHY3=Wy^o;qB3u8DC2Qad$%n@So|-``8f-`Y+7wH1I*
z#`B{AhyKsvz7PAV6Y`LsQ3lf7<$foYY6VbH^#o&8vEJB=GrpgxHQ^im|IC3i6u!Mw
zeYDLae{oJ)3RIS0zO;E)oMeBN;<rzLFhR@9@q|sWph@=PJU?t_!OFt~q&FD69mykf
z{9&Xi(5Dnnfd2oV&E&V8{Zr$<v6Pshnc>UOk;CToYfotT`I{g!fYp0-Pl93m?Rr<l
z31Ar~uwPc#4iR51^XGVuXjsFwfcK_Q-(YbMefYG3-W?TTRi9(D4}j!Mn7sUYOVc_S
zKu6cilL^QBfT5KJoZjQ#=l7Cg<xQ%*xhPev90;#P8EkiOVU`90HDKuLe)jN&eeYm^
zB1q~Eh<zNIA+EYLnIlymo#?Yot~r_H9|o8YNX(QpDzqPTP~R{tDc%FGZ+HkyK0GNw
zF09JI2dsAAV?GCKAsWJF6dtfDw|0h#h2_2JRBc%*J@L^7s7D~0475_K_?=k3bMF-h
zc`UE(ef|YaNp0uZleI!ua6Apjh?nkNr#wPL*gN-S23Yy|{qHvi9tpruil{H$ao{A&
z$r}at%FJPb`FKunAk}X(q-xud3>>61fcoeI`F1f_>gPoUQn5mlcZIk(Gqp$D`aK}1
zrX?sJ?v;FUVWg`BPe==B&ptjMCDmvlBy~jWYu$`D6(~Z@*<6a$tl}AhLIw~T@r;sq
zr8(xI1IeXe+WYCL)1vhj@D&t?L3=llqVBoxW1J^+?(1QXOD#%Xf0nxbfZc(3lp=jP
z7~dDAvQFF5zxxj^f(j?6He0@h{`4#%$pREdztMgG(-%_Pz%5XWpKlTx+gE{z$JS+I
zg2_>Rdv9T=H>~$a<0shgDwl@2Od`o71eB=&tT7pB;6FvaA+86IjTT}HKKI8?tw2YZ
z3wsd-3ObLZ0pgQN$k)wdbqE{_XSR0d6%f{~C1oUSG&s-yA;jyC&H^UBC)~X^1L|+L
zD9$MuI@6s76m6oq;7uM$FzH7|Q3!ze{^+ZUD1Y9v<FU)%xfCFltvUt+!6r5Yjw}3<
zcMP`RMzWufopZH+*TFXd)2#ny0Zo6_9h_?y`YmGu#m~9wAVmYhu&S1XBkaa=6+P_e
zW6z=ViVJ0v67UyrMdWip5b@3*STHf-4Tct#mn((>eS(Bt{gmY0Ilb}Z>0rB30T-=I
zxX~J*v*od%%3d$~HC%84&JZU_v(CDhVHvpyKNGS7EV<X%!23&~+}I&47#stn&cXAe
zyNo*R`B;xKD))}aFCbKYJiuKDp#U)DFBk(;<9jay_zbq`&(|yMxrQNt$rVq9dIQno
z3w<~sB&sD)MpaG@7Xgr+({8;myzxdbPQ3-ik3K9N3@36Y;V!JmbeW&*^uEgrt4)!;
z(ajBM+}ev0P|a~A@%R}(A%O20<a;4EZ*0EFJ6BEYb()rVpaz=z<((E60eQS?;gWFj
zUOkJ^CY;AA<)7EFH+k``<z}%TrkOpsd(*}DuQN=qFEGt+@FFZyxOwE0zn?xx0yS~P
z%un;k!ykxFZE5H|K!CJUhx`~~xdHUCJ~s?Bpcf5N=)<E3KmV@u-T!PYS6RN)cyHdZ
zPpj>Jd9u#zD^!^gz^>YbRiLr&z=&LIB#hInKYC^ch{D?y(8&=q?iRNKv-5%fI<&RZ
zdXLvMeGEmuH|eifpoglT1ppiZ2m@gVnA>gga_D(2_K{Zod_jX8(#yi*C5G^)?f3L8
z6)X}wWWY(Vvv@O|`g!IkmDX3;qv>Zcdy?Syxv_=Cw<FFuEJ>v=3w{k6#OK{mu!?{a
z+k%k8s|TZlz67MC{1MT+MGaTE{n-_;94fb$ez$}d#N0@S1)^aHUj1yz7a<DBjCkLW
zYypWz0u#Krjg%FP>91wwSorQ4(#FP70ESN|h78Qygpuq{Ji3c&u(MH@BJPxL9$lgg
zYu@NYowh45L{Fe)vJA`2)_L_blFGwxoE4m-e1ClXWIhl;d-tF53i2d|P}P0F2Q4A+
zyK<?CZ*(d5c{YuiF;?|?-XkDU>4CJvQmCHg-En%ab>K@0Nfm)yS^76LFuVuP20A|-
z1}j-}*ytyZ&oDbS?Rb684r|(X94m^0LcA~gn7EHx3B+UY0|R0*$j353m&iee+{uB!
zm%Kmkn;`mqQ%v<EBPc}N9(;0@B1~+xV>t(JxL(gs^mFS?&DbyDMU3kf743jtM<_#M
z0)sY7hcG4wP>!L<jm+hcrDTz6tK&o!byC1L!C~KM3gWBAu$vRcV7izrR2Ttlho1$O
zDR)QNeE`HG<kI`SEt>I#(K^7H0C@}R9xFh^`6ib34fcot=8i$hr-L>K1YFfadLO++
zK}9V>kl$zyW|KzWO!VFs5C>i(e*)Ehe0{7Sb0O$#dYr@LZVew-IX?kD$HhX1LYX7^
z{oV^~?0po)^kAFzcPH~3{f^>XmwY%@KGv&y2$Ela-?d>2_hA%3&YNA=kFg{TKcY3y
zv`LVL$L_>>!h4yjf;6mh1nHp+1muv)!ziaF&jCO`NqHC@glkBv!2LJ{QX}ym;yG?U
z&g+Mc1Mwvtj~5J4`nN`+Thz}-U;pr=k<PE<W%ovhtd+Jo@4zWV)@Vvk$0+LXLu<tf
zF7HQ~0<lv_A<p(qAGNRvu+@=bV>?3k5jJ`D?dw9^Pi$G>-?kReu8Zp(;VInw?d5VS
zD=he^i1;NBMtJFV?#Chea%2s2<?h!2pC0_r8N>q0R~P@@Lhlh5%W}ZemjN%yC&cfv
zl~{SDqw<Pjv@q1ueSkF=R=!g1#{?GuMTL{FCYX-Yc=R|u$ObD5PM4J--G1=GLq;0_
z%v1Z(R*WC6m%wN>sHUhdgfNw3Xy7*N7B|fRpf<s=han|S_IENE2?>v{0~Gaj^%5qC
zq2;7nh=l<KWk~Gk6N^X@>(Iartu>s_O}Y9@<r_qU2w4Q9zLf-!52(EE2TwJuxMzzK
zS7J78@fq{&qg}OdpSM)$Pv!L`$&h?W_xlHJ$VV9?A+*D5wN3cSG1dL%%gu-A=K+?(
zD6OFb1eL0nWADgCvb;-lvU-;Qp#G4mYLt@~1!A2!Ny6W3PxxT!ecx62`33tA_|YBo
zeEF5`Ur8Sq%r$~WEDOI!@ns`<aE1?fV<GVvuO(XG7fiZxDQco0mGQ7X1Owq${~*rg
z^+MdNKVxlFX=eRTga!c`IjW(ST`h9Cy`aBa?6BMjm}Jc#p7(&m$nj0gF2+fWFyJP<
z+Oz-jfu(Z!4^-I7ymU&kns;UjqR4`TQDB#jEGVSuWgqKh59<NHt}M;iDgejmRe)4E
z)&pKmAhG48JN)t$9H34IV<v*Cc7u#T&4Ftta?@l_(~*r^3&5LgI*U!s@uy)MsM{B4
z2PV`XN(GHg`l{(BaESBDpfU`QPI#Pw1}}N^FiW8A#+|5Cee&7mh~H0c0uAm2s3l25
zg+0MZA${?zg<&8<K3)(O>1DIGfa%*xBuE;l13f5r1(kV8d_yMcmwdFFKmwzG-};4L
z0qv+^uWi;6F;5@~0MYVa$GCu~>SP*)P6?xH*96y^JL_NKqU?*{4WoljlnP*_`i2iq
z>PPlN>e?(J%e8N%(-J;l<$;*V0g6%#CLezlUGIA59e;ea=)0`CR>UB)>iOgEICwZe
zmYCIF)M)7kQeaEseP^_LjB6eQo`KGj!UfVMUTWGW6ticxZ$<)_m0-g3x##07ANc2i
zZC2&h3{;c)wXDodcqUl#iay77NN$)FfFDWg0rC)!`Dn?9%*5Q0Y=TkW9v-*0E2>m$
z<d8q|Z^t=eIuI-lyU{(8Yw&j-4#M;iOBt<0;7sitYPW}EdZ3&I6H?&TZNMe314PnA
zeS^d^;ndjKT)g#G7;G)JbMYJDWwrcLr;PJqFH(&--uPliSO=Z*ji3&0iDj_Hu2{is
zAwn~crE4hYGN-vO4cT~hkV%^5<Hz}<CNnFQBRT-M;Bjc<V}PBv{LuRcyl`fSeR!;X
zy5(4dJ<UD2H4?yo#VO>3M$}7vfg=n?6mVrcEASM3v@fM4HXgdgU54y4F77Jdj!$#u
zBpDc}m7Nk!-XyQ^CxBOX-={up#sgX?0bc;9$b9TPxu6byd~pv?%zOyTt(!hk6MD|A
zvNYZk&)3zU19sB^edNdBUl?Y(DZBHac59*|l7xHlTwT=eu<%;Cmk0T<uO|*rR~Zr@
z>!=&?0>*_^93-()46wF|f+vQ8WO)uSBQ<_I!~lQ7FRm_qodJTiMENRBp0u0c*3G}g
zGw9mmgM~nK_j@GRdg%;gNBTVaxuBy;y2l9bL?4En1xtVb&C~te{T46HR$s6B-a`NX
zFU{OHli{lLj4ad&HVKwg=A$>*?MkRpa)unsZ6ty?TfwBc`bAaE!yR&%-g(@w=(y(T
z^OxEFct2&+t-w$0vD1-n3!3mg^I&+D&r1bEVEptp5xnb2O!ZXwsT(wU!58=7^%%0j
z706o3U04nLRx&SNmix!x9S8#48@0McUGb?@(Qo;u03fu{f=RKrT_^$pH@)v7M4v<A
z7MP16*`U|JJ(|T*qk&nch#z1AdNYs+@==idNluAoLZw&Sq<UrV+6`E!VN^p6XO%t`
z_K*|M8=GCkGVj{uY1Y6XrX=*Mo=bNs+;9+4mt{AfxmjTeBs@Tp^so-%rIUKeKw=vx
zx<<OxsWIrTKEzyWaQH;m19G&R_g$2hamfzh^Dw0`dWERmv4=V-gEW=cc8A;Wb~a|p
zpDL8(+6iUO`H^RvKi43Ly4hXBUc_Hhh)N2OKK5McFmJ>d5jc%Bg%ESpR#qQJ*E$7k
zg$x3iMWxvQRm1Zwo&ITCy>LKc4Ma$$?DT?wa$>;lcAU5K{S&AI(}FqG8t0=@L5_K~
z5P#Zf`=0j>tGFawh_~#~>{9nVef;?VlN~Na$9o&0L@FU(!3npw_~{;BrDR~|HfWjM
zFs5rc=x6aBFNV)ujO1g9k(9y_oL@&jD!{tXAeU^d>9!zq{H`wP;e+w70@(yj^A}ju
zS@I(srZ@rc>rJGH4uKg@=mmguTwdYi9Law38m%<GVt1*2D_~6v)UwDrOj@iZ)PS9q
zOEic$=m3e)w0ZZFt(0u?@LqzVrd8M>6p)i=F{+wpeCpV2nIYhvqbOuAunvfw_q40u
z8gf#wiwI-nOG(bKTq^~T6PD!Tj{d~opmh{;se?i41vJX=xdB@`2(r?~({!RYQ{?Ho
zz>6q-yFfDtUo(N064n&12f`tUTQex@lSp&CbRA@Wd9W-b#QB7X1u(Cy;DJ&<DSwwd
zail<|<=<E^%9(%`eo-){bU7HMt8ZBa)jZ#{a2sE-kf?+DGd{l>2qCo;5}yo=+Jmc0
zpSxxlAk2$=WG=?}v8}jB`^cmM6RLju!Z7$Sc|@CmN1HBOMM$&G445OB%=$_+S9W8_
zS>RmASw{?c?d{7vJ|9mQEfJhn)at<)p{=nXgj{2c!*pa79nO_MgbYmRzEQZB{t=c7
zdf<xvd-Q!;3xxu8Bml&se3%-S^77qb&hBW!jvNU1?K-7<Tm+`)`6l1Mg+fVaq^~1F
z0qU(#U0b~}Fam;vK&<MQ^E?BOaUA?*(xw_)Nbf}5{ws-i6%e2p7<wTD;PhWtVC#Yf
zj>aw=QD$K0$`#QQbn!|l3&O^tWVsI>%xVLDx_O)V1ld1?2bva`S_Fs54NVkb=>J7a
zlm<k3GAPVAY1tFj$<V+^@2iR4lp`chFp#(+u*-_uOtZw1`@-9#B-|b}=>j3vq&y+X
zaHbz<eSto&1K2C(m(YTT%#nM5e6BHMM|=Dk*d;I~`g|Na0Ql}O0hX-#swWK)fGpjx
z`Bwp!$>+_!fdYZ#T_hdl(>~OqoO5;q-%%q)_Yp?AKMt9tPhq8B1=OGSM_$%4k%Fj;
zyTP3lzI^N3p!D=Z-gmZ}Yg{)oTz$qO=w3l~gcw^?-fpNz<LjIC2D}(b2wskFuqg#j
za;3U!Mr_VCO)qc9j|WM;_-tf@iGI;An?h%Nk8CTQ-R*_)O$gZwx7^^>7o1G59e-Y^
z`PRN*8c{mrdmInyDI2Q@Di<8L$P|)ug%f_iYZfYxyH|#Czyh6i!g@$ja+$pacV~Gp
zjpxiKrV?oIaUTQ{@oI@7a<IY~53^6+u8sHy9iMuELVY7Jh}WUu+B~R=Gt{A*Ch|p8
zV6eqe#%%-XI1~7XVn=6W!2AbynL3CR;WBr_64=7)D84NMcCdOW9UA@x5gmT?(KhAT
zwW#{{wp5p^&G#kJ55*Z|3)qqIh&A_7ZIo-7?*xEbduR11yz9fYIw0SN>95T_N%*qf
z9{}vmS@Iek4+kt5(6dy&`1TLGernG}plvB!LVk__P(tY0d_{);hS^Yf2i_fQdw3eu
zcbm$NhqI0*^}*6lifh{zvRdW?r5YYoi~a<cBJ2(dZDZMi+X`MxZJ(OYro@jWZ=W<Q
zIM9**Z4lAIc+_FC-|994$LyCTGF#>dvbECPz;zUK%peG^v}Cb_@fm*sNN?}440!|d
zE!=AI87bBd-y6=@lE^)iTNl1zOG)cPG-N!a(fP=$sL$4PZ%mTW>wA|q7*0)Cyv4g4
zn>jERlB@(>!13-+9$FblNb@T5#%Wq@H>VpxDi;5p<QMWDKwZ3Uvi;n1yhatj9CU5}
zga!5Wlsj~_+7Y}anwj+YlXZ7|HIDp?2tBgDb9n<4vgRUP@diIrsxmO+w;Rac+TU;0
ze<qZ=*ASHg8I*t2*)P|FO)>bsR_D6_t|wSwO!2~^ABU2UFQEVB7M_mV1+nFz@Bok|
z4k7_4wyE`@n6r0AnvXJ#05s~$-L)U&JlxoIaGAwn=V4{*`Iqw~NNuym{6*7?o>qkp
z{g(d7I0nf9B&ysU`hqJm0sH8Cr0nnwi8EE~CBV;pt)HCLcOK_{q9=wl_w!>-fpp@w
z56-X7Day=!^~vxm2=-JUF1j+st%;h&zhSzbX(Z2W<Wu!}2c*pENBX+^ugUlCI}9Nc
z?m3W!Vc_+ff`W<$covwqxMsj2OTmeiO1Ek<dx?E~e~O_;x5kIDm=6w3IJwhtE@84<
z^&fg+k@mrSH^5Y?i91iYV}kPx@fM8gV`7q4#ucEtc@Ka6pr`Q~sc+SZe6Sm=Vv$-8
zJr?~)4_faQh=Q@b<*x9^)8iMC@2E$><?+NNx$@x%b2WZnuqvN0sCXFrDCAw~wHM67
zhZItOZ_P2`?<w5Gt;|Yrw#=ursWMZLtYKeBmLVheauae_vl#rk)HRY>*z+5?iyeZ`
zllhk4J7_a_B-(zEm^-f%Bnt^B{#|nSj=sNu0h({vwVcApN#5;XnMGmZEz)=6xWufD
z28i<sVdWH&A*9g3G#I@MFhd$?ZSk741_#3d9m5if6qq5LR&!9fPEwK8V=C&YD0%n<
z0RH-J@U7+9fP7X$(CD2mZY1x7si;G^dEBj*=HSay!*AtkFgPWe0zLEgF%51G!@#t`
z5|9oql&N+C!0k`c@A~GOnQ*D^U*^~uBa{Hvk}(MHoFDhd)?Qzk8a~(g`a<p|JQLQ7
zA4(mvcM4_l?R(Ys*F=3J$(C_`<@X4zYz{5J86cKDpm*l0hFXD<Us~wWpvg67)}>dJ
z@tX2UmcSPp#ql117sU5~_aYZrRRlFSbF3A(<-gwtNE1W;y;;gnTT6&Zk%6H*SB)iJ
zocyiCVY0BB0p#f(A#Z5QU?=WBq(__)Z={Iix2gsohI)$)r3aAZSlVvz*m<2l;~}Dw
zvDyCuu3yKWG>3oxK!%+DY$SEO$$`l|L}ec39!&uMgB=mMPXif&O`#vO0rUqCn)3*@
z=D4Fmj{HYEhyi>%x-C)cM*)KnscD!!m5Z1)m0bc-t&oZ7D{ug~FkPVoDm1jxbGCzM
zVn5GN;i@w5$=sEBd$2Eo>mV^j$NFchdEii_<W8M{WV6ijH^&Jz$;L5e-rO(7(=A&o
zbJnu7zq5J8(5ShA{+tFz;}iM?yscmM3~+~s0z#ZOSV`)y(hMO!(>!SoBaGEYz|qyn
z283wLzLb3vfa?wQwr>KwTZDAAx9O_4ll$I*gk}@oO#n@*mQGRv5EvlO5|8<LiB=91
zrh9e_1PFE^N^y1c9LJLvfkQ$CxA*NnX<)X3)ZX6!7dIb4nmdtxN+;R4u{CmPrJ{ir
zzxr+4fqOhbh_Wf9*b<4Bfa~-_EiE8}`GHskJU*;Ar=a!~egs!4UROTbOVhvaX&s|+
zf+i`dL!NWel`n~Em4X67K(rfDPbWwa=fe*LuYd?PpbJ5aR7HD0$|A)roFRQwa5k95
zLT6_3%L?1%A!C9;1dj7F(;y3cZSisu00c`-7Z~FpfI<M!lW1fH8%p~H91-(Xn82vr
zmsNv$X|@pEqG70jfD-Y9RT~?XoxKdnB8j|*`pNKx<LEX&Ktk=3B|{QlfP{|eWdKz1
z-Y|s(4bE>9V=dC|M-hS`10%wM$tuybcfYajJ~Q;?^QO$~JW@;%>1_u6|G#mF7>bJ<
zpbfspHz5>Q{jFSVgAH#u0us3BN_jhGAS#e~48f$r{kjm`Y~Ton?I39JZoQ}e%-Y!<
zYj4{iMS=Bl)GG|jv=0)Jz8l5f=u_8jv?VR)!LK5F16Ob$d8UQDfCFc6zZ-E=yqEU_
zZ)*DlMDbV$jZaVT{+wz<wS7v1cO5T{vx4=OZ1aUZ{5&P#OfZE4SXlp@CuHH_J4*j>
z2@6CrR910b8T5-m(s{+MdIscAm>JgNJs(5l^&%k>eU<MNmOa*RyN!_N6Y6`-yW5WC
z5nf5+0T<B=PjCc?NFxSPyQhe|^t<HwIcKEqeJn+rQWD?Dcp~pWjbWeHeS$dX)L7Q?
zQ(eAui$P0LDp)*`mQP4;$Yz3++YnUMM1G&6H!K8U@C#!3boX8=YLYK`(BAQr2Ha|)
zlK9)ofA-5Aa5Z@NHOOP{GOiRNFf3h#c$vV8Uy;InZnnq~BM(m@5h5faV3kYeV}hSW
zoEC7N4eN7M^}W5bL%)aU{#z~l<$?}Br>MqxK%K;$y3BnA*z>90t9D%Ac(RhWsw4$j
zhnM26zVGzeBbQx3y+$xD9S34lZ*%DjKKUL1ezO;|_QU+k&$Spd+19nV5c<>ut{NYN
z#)z*Lk1nzh*0s1d^s4`WPOlj9;_8uo|1k-FtGc|TBZ=iCP?jt_sIau@1V7cbSwi1?
zz*+E#%+H1$EGBRBGYo<o%g$orQUI_U#I_`WWgEAE`qY<u&p`5+@l-e+VCTuR?ffW5
zjIrA~@DQVTe&B6lvmpDZKkoJ&iI<VDKd9PZ8N2QHyvGHPC7n{Dab2=+zu0Tf70&Ym
zVzSdzy6U0q)Q<rnOWuULmAQ=q^GN*@_#=S#ko6ShM4}BoH3drFIQ^${_GHly{S8b$
zn5=Ff!t>1iy*;mzrNx_c3G`4|n7_}m&8(dfKdWgIUi89oLpu=^9{A$D%D`aY4{)c_
z(O0aao+LYYwgAeX4Qv@1Q-Itd{_?r``!ic1D#cv<P^0t0?tvO-q2<SQ8fuIXdea#t
zgW`~!O8D!Jhl=Qux<5QqIB5Obq%Viu_uq$v^jZoOiBDEY0$6ml&k#TobLmo(4-t+E
zs7(vMM5@8l?>db4?29*zV=1kB@<gi&cVJY~XjN-4(8n3Nr4>KYpw9gv?ico|=OBkL
z&I3=T&b*(b>^!Rka;o0g=%mgacw9TbaNx8t1@QpsQ*|Y;3&pn~f%p`a>Yfh31?)HJ
zFd?-TDF<3m0XtB1K%>y#btUj=FMv4Kk99tv-o%%S^Rq7rue3*u{u2ejh*ipbbAx)x
z%s?Ouc~y<s7BFSeb!+~aACXn92k2#|jl0i@`(X4v!Enud;*&5X;5Pya3%E9;i@3?K
zF48Z*sE}Bnx(k8es{R1<8Tt1^ckD~=F?eZgv}ED29nK-ZmuGZ+ONu6eW|hMhBvIDj
z2IeI-Z#d)a90C_a+Grz>l*k}pUek7hXnaxuTPnDl<Yjs2TTI^lK83jB3aDt4%?E8p
zT}d>fX`fS4y$po$eCm3GKk`L#k>AbHL93Gvfjj&Na{j&W7rsXOXIFEw3uo|eqambh
z!FGLkh0#?ZJrZUfNGdf*2%Q4wgWs6Uw{{~an&sQwQmxaj52OJnu^O<qR7?ir^B_Se
zm|JgAQ76a3)<m=1=kCH1;0_^RH$e2iSW7csx+n!2PJ^n*zJbG(Qz7jRDv=xw1d=X9
z_jeMB<K6kywG0)v-0{V%H~uWm2}!gK5>Nm+me0Vgqkd#2*)}RVCnLl%#PPlNL{XtL
zv?~v%TmKF>0B#21Z`{nvy?_mP7AU&A3&ehF8GRkzH0r+_dsoe2@j!8tnRncD{C#@J
z+z5HH&tw>k4q$MgL=~T7xxAeWY~v4zQjx*@;#AO!Cf<-D%k~VtkMfvX;170h_cUNu
zJQDA#CLmb+MyyE&D?A&<E<jRyu%5$<$U%TN3G%G!FxCd_NfU6)=AdJEz?>}%9B<Dp
z1fXSkLzz%Y`RzA^kRH_sVNp)ODiMsDBP2%%`k$YvddrulAu#AcB*_%Oc{Nf5S<x_7
zfbh=&BY^7ri1U?dwV;Eb2LXI}ll2vs&g=>)t@YF}X6<!c+sxkD-SFk*tz*wTF*t%i
zNm!`(ARldr;WmLr-Dt>dtQ;nJWI#a&<x~h9L5*}!{bzr>Pa|868RC-nC=we3B_3?|
z#8q4;UMHCKx}mD{)%?1JXT#P&O})5)?B$8D;~>D{tq8HrzjaqVae@P2`th*d;1+T|
z1c;05YEBnsKG#oQl6NmYSHRsv^GieUkU}FL5PG84Bcoq-C$FS#>DgW>=*Lyn;__fu
zastyn-u@UtHmGX@E->pN#pVGnvFA&NX7~MsJljlufEAJ?RCZr(>keK>jUR@NGm0cA
zF<5iZG}1{=pw-??A4Aidr#2|Jr27X?mrXfJytqJXgo6H)SF>U<Q@4N+S++go9Eo0^
zYACvT5m&t*^*kSDz3a82w~Z*6Qo7(<6jV^f1=^N=yuD-qTU{TQoMW+E(Z>_t;LU}E
zxGv+p@o|S)31S1Bl`g5Eq{Y+hlA-nM=K^WY&v51D-mzslEJ@UGjCy)<_LDv?8Vb;+
z@uEdRO_+_<)B^P|pcM9&q>q@a*}7l>?aSgZG~sMA0ILtp?6zJjCjr6s#Ixm2BsUyC
z=?M(9z-X+U<vUCo{6{V<lluMXnz9?2wuDxyDXEGDPN)hGhI%24y~maQmHfhtLm&e)
zi6oG`D}*^iF&&o4u_?w1@~zsi9w%t)%B?Pexp`BjOmx1i0Qpc5lQxjqp^hZ!+sJ)5
z?*fbK9G2>@SZrMgk`HH@khi5m6oPo#zN1Ly1QMHV7e@pA$}meBP`@L@tQdyz`@Z?E
zn(&uiory->wq=cCK%Ur(@Ir<MP~ad$%=k*B+Jo<YfH0HlL1qOFL-^1B{gY?vKIBi9
z+G1QA&w&BsTW2GXeN4j<0x-*IyzuthyD}5+{imJl3&sN`4cpvHE5H%*Vo7vjf|~eP
z1knGrClMWJ&+JDB@GyW+>6Yh7BP7SmNO?{Q-L0(5wQTo&9_ic3!H&E?zZWq3m{~_)
zXg4@SEEGT&%|q}I4hz`%9^ME_%)os=L`dF3f76CNVLeyR8cbJW5IFZka;Gl{DxF8<
zc!NlYo*y@yYRe3iJ@^n}klBK#iiuROoAjz53KiVnP{3VR=nTOHS4jTKX~bWB2#tT9
zWjbfy<2T@M&4hWbU|1Ff6^0GI5c2J`^bKr2nDC`zAeeI1or3J9!;rPVu(kI|ps<Hh
zu3?-Q@^e9MNi$v(54cbxBs`eCD!K&kjyb@6YcoLl$6H8^i9(r-#R@0EM-?LGl4vi=
z$1fVk4_KAaR1L}9z>TNaXo}w+{i`Qb_0iI#)P*JL%A%Dp{{%z6JScj~rD+Lp^7I%$
z-ctLVR-^U(T;=pCRu4j{Huve=il#NrV8I~`aY5=qP;!T%4#MND+0->)n>`*(+>Ebm
zBqF^4bjAir#<fo0Fe7WtA5chC^P+wRh3x5B?Jz-qh>MiP`np5k6_}SmHA(ZPpV9VZ
z6F5AjJm_wk&6D<9qxru4YTiq#D`0aa?bDv0+(NGGK`{WuKd=gU+vGipQj#go{>hu1
zw`rjKF}@R+N&u=)B^)~>w4+mr9=(XP@}5756E#L#rHNrZU>x0mpKvxHzr=pgqg%l8
zGAdzdRn+%+vKaenN~f6VXp!t~<n7D=eQeuv!i-0C)O4u4HPbBpY`dRL8ZtxB`(%ch
z_;b*tO^K3Y3X@a^{1E0c^y9AS!}ypW3b>zE3&IOvWH+$jK+4%?f3`nDuWbTI9#+Y6
zj2Pp2)B=2X&|;iKgExv~uueT6J8tgd!T0$6&KV<gd1PJj1N^lQLonK1eHK#>W&#k<
zn8s8`5J<K>J?BGxP|g6;#^-1uc^a}t5ug>gMkV+Ax`4`t;#7$Kj&{iecssUjDK><a
z3Rn@``}{x!KBPS)_k6$aJPTM~93X7wcTJv|%>JbA`wO(<K3G7CwrcJ34LyLyq~+N|
zqMA>CAx5-Gh^#UeSgew_jZ}At)qSH6pr-bZ8}iAXzlv``257G7?}{w)LH4&RmEkNv
zVV~BvAp|p!^#_$P>+{0EMse(v=b+Oqu9FxXfKUq-uo-(j6{7t@|NkGoPOAra*ex*}
z`8R?@57g$hdsg)WEno06!yIK~U|RXNBIqj2L?8w*F(6qt_<?4zB_aRdK4`Kf=^dP_
zlw0FB-@3K3^M<_L$rqb`;Hr;*3LY@;^%FK=a_`3UmE2=ktR1Zb(oq?Qet5_S69qud
zQV(CiFr-WSsb`UWhDKv~H$!<FAn9W<{Kxp^Q6G+cH&xNOh%zu~DdQ-xeIO%$-O`#o
zOthjm2ze187$C9j3DkEYr0q%|#MK{aL70I=({{ev)pfx(vW1}As9KipD!eMi*jUXm
z&X6giR0)@H8-NjJ9kKngs4X#lMS%+{<_yeXZ&01r436Bbu|s>1^sD?mfB#ZEXJvmR
zcIwRe&q_$$fNzLLuBsalZ2{YCV<1#v6nys$(HmMX1dGGLMp^LJ)3{qHv)s*yd*~rr
zB~AWh;*pDaKZ5+;>UcqHhZM*n@_e}DbuWlxW8bELQRkY%iuw_*>`O|eAKE;cKqt`n
zdB#`+gHkt?6Hr#%$$%9KeuwyK$oWLK?H;?n2m4_Xb;Oe(Cs(>a-*8y=1#yDZ`v#^A
zFuG7yGo-sAaNNU5g2P(S;O0)ek6~%L9sz<>X&)?M)$rUD_-J(z*39@+2coY<IJy{+
zWd(J3kX-(tyJL6qH%%%9ScGtZlCFk%Pqv#LeTB>PO?JOmF{BN)QFeSII|w(X4%hZ6
zC68wL6FdRp^45$L5QfPip6na!8^Cuzn@Ea3G;2`R?5Umk8@)l54B1#A@e8D?=@^9F
zix3_Y&V5<?3E?1VN#$U;s6~%YQ|zFGx*kL7f%7?zu0lj)V~>MyPxnEk=CAoU0ls0C
z-sctEt$xM<$!vY%!>#8!B+AwEu!{Yi&siznFeMbDO%!lT_}y@Tldlvz|CgjQTUHgz
zqUaY90Vv(0qS(+Wy}S@~O5X_xd|h=PR`XO<#C@pDh|HVkD(t=1oMXg%r^GBUFeqeM
zuF)bMS?~d^FgO}*tbcjj3j`6m`)85OA1<)RaMeDot5IQ$pZEkma3Ez3^`vBA$A*|0
zkf29e%_xg-{|Slubof;ocRE^qxe#B}AZ8uRp`R!vVE2_%ihqjma$eu#7Te><y4vM2
zaR~$=ycN7w(3RIYtir}|ge|><?^9eI*oIBkNd_PhOY=R(gV>r0hmcxk?CiE5hQnfY
z+cnq?Nk6inEalSl^|WK8<Aw<F9I(rlMDCRxD#Dk`>Jhi?YjhPPvyZw`4&w?W)ZlY*
z&&P+vp>Uf!jTczc^ypr{pwt4%bwA*f<=>(g9EXpeKOkG3pWo}Cp1|uUwMjW17zL3n
zc<dcn%O9#TDxB>#A)2Xmga&}|*&X8a`NIe>vMOM(%%WdA#Tre12N}lBVjj~IErV|L
zYO)Ek;-l^yq!5o+qet%16kGu*tW-i+ZAM{5wddy*BzyQ6jGdX~)jNA%p6Q+TH0vFW
z7SRch#FMz{{51z+I@VtlLXg85gz*T9mH)YJ!*1?(L=SY($rcE-!{0NpNDnw>1Ro=*
z*~Z8`ZVw6Qb&PV%w*_h%F5o`HWt$<i^F*_inC*y{tNeY6(7opQ;S1%(PH)BefeH|k
zwcr#gX2`8#R3i*jkIXOn(?#zO-=83m+lg60J!d-$=*GKbyMmA3J(AS?txAYbORFHb
z!P~cc(<Uk1(wpk9AJ}pAtJ?R{@C(+AK9&*q?_ZJH3D^@|F>cza-S!T8nA(Kj`BFr;
zEyxR5D47a?-p&o8!ZH<AUQd(48BA6AJ8ee{W-h%^wF;}s>*tzyp9Sw*PXIrH*rdGY
zwM*3EByW0sJA;{MC^E+mfRgWQ?BE0!3vGJ)ju$Vit7h)wnY@JEvFtAIiExj>>V5#D
zus-$W#lCKZH@}zX^3G^n!e1Etr+5V9q9Dv1t}pun!I`w315)(bqI}>leD@l>_Q=Xs
zzOJJ}PQH}r6hY1igRHxic;G{P{pz`Z0=edOwPCbEocFjIV7MkDNEQqOjIPJ@u1UBw
zQVAGoHfcls?$&IQ<X8UgRw6_==qvgCX+;da6Dd0R`0F@4W(WXk?lk3tBusFQgbEk1
zBl&13>~D@=0T_N~uMF7Lasn@N9^as}Khh2o%npiK#;f_w#pF#mz}e}6`|gwM3MtGF
z=h4f~ryY;uu~s=hXbq2au5*opN;eH&Bk`HgIU&H!TU?edYkSjz*X6A_k0|#9R}>&i
z;t`uq!2o94Nb38DO)|TA)r2V`vYLlSWiP5gb=t#B1R^;tuXs(HoGwl~9)J8Ron7+N
zGx!Mf8G%k&-hzYth?GL0*Jw2d)_NX>Q+mliDoOXALG-0eb2;@ZV1oiw5<WJ<1FvMR
zu5Y*Tiq8hIB)`XK@7Pj5ra>dRck;iMJuyV&5mC*EB|XS=J7}~*7NUiGs<+`CRnZls
zshD#L$w|b5?~r7Lq2Be6vCcAFm$=n8Es#zDFr@n=vDMy~=K5S#ruAw>>1k)IO7U>Q
zMOX+>KDPay84ul?%XZv~R8zWrcj5f*xd)J)k6<^D*Tng4b}Mm71UREly@e(~^ybJ|
ztrUfw(eJ?{=s(wN3O+U=yTk5Y(ew>two2c>-1Iuf8Z|t!QGC3ZcBG&NjwH3ku(6pk
zZgqcr20+@#?H3wp##Eu{^Ot)HkdMoDgfS(h?%vIAJhV@7N`#?QK0800+Vd(K%<kE~
zj4Rrl>7q60@LC__yFl`0ebN6umt$PJl;j=BEYDl(nA?{={c3%V%tPLd+og1>%YN)+
z&ot#NMmS$oTk!3z&-3~ilOsLMmMkG(onEvf$aY`)zC7jQb^UF-&0?jmVZ>CeFm+{?
zv@pchb%)i2&wv9WjiQN;{CqvnM%>)l^m_FNlwRK8vJb`*m_Agg3S#W0dWAar^fl`S
zU&nEjt{wkL&<sL0Z_(pQrU>;&8RI7t_W~}w_24`nUcsol`HS8H>?r(2x*i(hHcSfW
z_V=s<Ai88wZ(^}BsqslmKG-%VE-*^uEyNte-RmANISn2Ok9$lbi!Kd~eTY{S|DH$K
zNU)r#wxWxg0}#87XT7KITD_wIIfT@!WA9zwwQ0CLCf|HSO*ryv0<QSU8t>Uw_xh7=
zUblmwYkwp5VKXnC;EUHc=m?B;cY)ej$LtQO=FYa_$_VYbX3wWzHnCB65tUGGHl%}?
zoEIu$V*tOY2P_w6QYJ=WOltpo0jeIzL&rGSm<1!m88Z^vJVWK4k$OcaSo%f&&kGkD
zhb#42Qy!@p+A-0#xaoXwqBfmoLby)S6XDI|8#&l}v^1O6Fhnn%XCOXzjulD8?bgtR
zE@dxlYF?at`lQ5{IPn+v&Ya;$&RrOr?t0xkor1k=cU0l3;HSoi%fpD*{A!2?<ybAd
z54!E@NjLPRBJ1WH3{I+70DYg%UvyZ*>t(1EV@X=^SD_~ZhHhv|<cOdU-HeacI8Tx`
zvq{v7$hN)qSU9P2U17W~jB+|so`U8WdS%gqfEsb6&~i3gl*X+e3>;qz@=dme+%zY)
z!_X(5SSPH~(Z>}R%i2HWb+3LL8L`;6W#PnS${4jCkB|8DiH^H7IGbz|th9Bk5IIa1
zfF#TQJ%H49c{Ih%A42#JNLI~0)y8bqQ$vQopRw;{*Z!wjq|^Vd&++Zv*wf+hidkz%
zBbm*{J6ygu7~Vjk4Pt`ujsP0W*8~aQQ~P-L{>W&rXStngWt#84szg95z34Lb;t$r_
zNqx~46=i`JF0-?HyMNBI^&9)SrE)xjvUqa<;Y28N`o`e*$#;+9z-%hfvg()RW+K(L
z#4u^`nf-|D{evh|N&+%?SCZudq3)euePH7r){x0&(-nKY+i}~6u|<1q?q3Sk9@JXj
zv7eV`bHw?)oOslJx8!tOL#Fj*S)>ztqq<M8cA)A26)b8-EbYWeaMp`^uEX)dO)-&;
zlKk3rU6tGtlCg*s<Wtz1&y*%S`zIS%kR3d@lUZP&Jc>1@Yr!)m*Wt=~Uo;EjXic6s
zfw?)O!J@~|DD6q=wLZWj@uv9VlWGiV0UcvOS=0ss@ZtJ?8Wk{3x8#?c3R6=)kYJZI
z{*s}<L5Lh5wLfyVMXrS-dbk-42m4z%?r%3@PJ<B#`IE4nF{oUQ%CF_xsme^K?NJE*
zawg6T`4zUx!>`yzYu~<<cXqPAzn|oUtNKC8qhG#H^>}+B!L4B#N%;EdF+W6NOieN-
z#T44dL`>jlpAz8sLnWloMENp#ahrBu-2eZvDNgoqu1~bbd@EQS^_s;Iv+K~w;I9|+
zfo>9C-cYgGo%HhXJ!t*Vo!mzbmsq~tHn8xG&-dZKeUIv#=a0}P-}kxX<0kGVuhSRO
zlCN29skXDqEOF{VS&T>H`&2%js~UFp9VYjvY3!r-sUgd&t(l?s$#jTiV!MC{nJbAH
z@!p|6v#;FbFYO1bbY6k<FDp4NzVe&&&8l+ufnn1E{H{OVtut;pm%wVf!6@jrjD0P-
z-T=wH&E<@P5j`ri@&G~ee7)5sao&6P<Q2I>bs^`40XG|O&3jdgsF%Ur!M5~wkInAx
zL5)}_Iu{fg2yHKkp47gvI($iWIz0n)f~#@NImF+*N2Oq6`^dwQ5iIl;zq9wU-7du-
ze#RcFsLd2<1ungJBFMM(^!{CIpSaaG0G$!N6XI77Tt)^PJDH3tY^&xCYiUYchhMor
zn5>w_#Vh*)%8K7;QDDjNA>9{wmZbRfM`!rFz_<?NRywR4I;PihZJTiTtHr*L9@GVo
zL;h_@hseG<Fx93d?)6~2rNLPOpFHWed&2U6zoa;=B3BmzAC-xN+kNmOklO3$072wN
zI#eJAbG`M<J06m!j@TvOyEULzzVoC~3{22p12l9ej4JLgg0=t%igc}?sK4zkj00nL
zAcGdaV9yo&6kmzJ9*^rI{?gP5kR`fNFHw1QcrghS`)TH^NDz`kOEj09K`YoEy_nyI
z`+c{=P3Ds}w>mzss2k*Y_>vFT^pkuac*ws6B&55xQ(9)>cU*vjD;Zh*6?u0Qiq^c|
zLpWD+?o#MhDlXRJdx)W2lt(U{G+em0=ht?_p#99HYDp;##pZeEQKfj_b;d&yp&r~F
z6}fs|Kx(YF$JHFnYTA0e=^;P74;?k<6?woh*)CO9x+7R}ZT<Pnx4>kb=;D$A6pGR`
zsMC1Q>AAF=-S8mhVqj=pL%QUI731K&GqO0AY2wqm;~#@Af1rFtT%EeCNvvr<muFc|
z{DRr7p{QJ34-1AL?!LTBdY#w$6dmCy_QO?b_oEY;e{>qf!Z}}=yYmRs-4kKNb?=p*
z9OSl7kh}+I)0jguoo)<D`ayAK&|p<wf(3~FH~jc2va8+auyiwN=@9Tv6*%&8cHFqk
zGyzg{TXBVklYg}@HhIA<UlGJHJwBxK_zJ5YIQY;}yQ2lej1gVJDTB%9Bo{fVLtgB_
zFCX5;Y8$|D@z+67tk9V<)o`&}j2Stvnka|!@1DC7b6}m~U6`U#o)O?WXEah5GXBqf
z{_fv<RM6!$2*IW_qBXS5^H+~f#r{rSb*NeBbdz=aq)lg_Qm{n9-4JJcr(3)SpzP38
zhnIbgB1O4(x@Ulg2Kz-Fraav0+H>r)AD~ozg1BvWqmKDGhZF<-k$JzN<ra~HP>UzP
z=%kl3mHS%ps$x+MaOIG6+>GGpF5j2_tngcZJj#Om;Jc;eCNlG&7Vq`Jp{Oj_b!$4l
zPaxu+h#_bE@8d`i>3p4c4E|6YhVQ`gjjz`qpT6fZ^?-I7m_0fL=kEfj=XAC2oGIQh
z@y^s7ZG45Rx^M)8lNH`WNhN0xjUz}poGn#%SWX{w-0k9d_nvjaK)2J7@58pV$^~<3
zuZeJlmI&uoM$Z16$h(geqK-FV?u_O#Z;uG{$%T^HN83^iTRtk_rUAxtZ3E`R(IFUa
zPtRSpEA(5&FK7o}xLNhHhBq6uBgc@>%;5*_Fa;^qZy#szK!=c0Z8!5os;5tVD5Zpd
z@W8@0zzC;bD=Y@IuPGWs)HT8|SPa;rw)QTBn{J}Gw{L&HwlOQ8#S9Op!x&!H>2ZmZ
znF28ySDA2sjZsD*_>wuLM%z=$@rtCB&Q4%{_3d+p^T^wHWov|I$L`(B?c@KfNQo+=
ziKXaWd$w>U&b=`_wi%K{kPG5gzAeUGUuam79tS=<0qY~49R6O!+Y3y}=NL$_Z<>Zg
z*qJB##QQB?m(v@-ga!1Y({iOd)K3CoQk&k<cJxl#x`CstlMlAdjx12_7;rq-^(!t1
z)AI_2wOC{3Q<)4Za$0bf=@%xhf9sl?!5xP49Mdc6toyP`@t~@s193ifjlIFg0iek~
z&yolWwY?-I$3~L-7_V`>z}9Ejs&@%4<Z654gA~3F8^5usXP@+>PM!GlK6{`2-u#}A
z_5&!GDMXOrkt{x`r$Ghe)5a9`UV9Ww34$jU$1$=F$H$}FG>I(_$vcg0(g@BzFMYco
zsKi$%difZW$@*U-^gQgeEd61(3gtO}-QkI{zMsuaUN}}forP~_{;rVQbvQHA$a{YG
zJ|_0d0Uwn}1xwq;mW|cC_^1U8ss<pBAY-r|JXn+ljWG#dve%*a-DEmD@s0n^$_@Dd
zd@NWS2>eH&CU<dPw)IfK{_`d7CC4n5DD>rT6uy-DEYIjDqsx>UhhTq|W&QKauRL3f
z*vo;D^-L<QH=0W++6emS2qq}v`FGe?pA<)rEp3?B1=Tn#<d@^dgc?}By<Z$|cPr?8
zMp~f{zJy*!NV~1s7fWbq>W{T;rVLOJD&3m*z^!Uu4*l9|^b%MaZ$5-wHWVklSEucX
zUHsKLfYHM0!f!Bs2_^)Re$GE5n7l_)o>lh>pa`qK&#yJxb*D?VUq@@%Ji8ju2s`)&
z2wX$c>g3ta7r9~#RlFxv+?LYe_DnwCWYLVGfkGq>4;&`n;1SsPKFY&5xu|FE@A9rk
z)2Z&Pmt$TTr2~$qf-<;hmi&<U!63e}Sba+5`vygy3*5=>35P(nHmY$CpSN{;iI=#z
zp5@Oiyk*IhC;IZ}kz+eQntizA?$c-J23$b@B=9AXdQICvA@e|iO`Zbjmnj!mlV0QY
zA?cyYuF2>6RE&(pXs^3MTb(X^@JP4a@4B=CS9sJuD$d^X30vfHZ(f&ky1S`2zcag9
zCf92n%VdTkEs`#v7%|7aOlJ!~G;KfWSg_}ZNQQS_sdLL-UKJg29S67Ed*9Dk7>@ao
zq4zLCE@_JaDW+#SvgLeb5{TX3^DlF4r5B5}vkev=tenKA0@bW;8x<tg=LzO<ElTNA
z<<Ul{?o-l8cf9$WSz$4c<}rr5cSOh!zo=G?#G>GP>h;WHvqjxfVm%cmHt#1Z^Ppbj
zljCJad?LXwPi%33Gn!ZJCTUO+G~TUudB!<css2ZQc=VmXj~Z@YZ8S-k>wb})@5dpR
z&!jQNsY_~xjsWAQ{a|C_>A=B0xjTl`jE5uc-W78oD4z4z@=kc@N#}y$4421g0)dpP
z6d9>k-p?!K6%%Xkv*(kj+zHN%4;kF59qQKTtPb=UuonVG&O6dlCMS`Ua(aFZCiYO!
zm#CJkr#o2;<~t@qFM_t{Dm<#m`kb2Y!Q)d8+9B{otvp4(x6|!4B^m4^+h~{RkN0CY
z07OeL`QxEOfe4^@vcwHCf6@>mqyU`4cioN!fsf3UbES<NeI2|?7~PcY>F$CF&;5R5
z&|xzISS+!cGA$SQbm>-ak|NN-wBq%BxF0Fhy|MVAn_F*j)MHmxTHHbWr5A{*vqTe(
zO#&i|<rr-43-N9D=IYz-=o2$Z5V^dA0c2jzj?y6cd&Rq3xl-jusSg3!m{-INIMkX~
zU0~%tVuV1`7wu}P>ZS?D;%+vCnm!5|@j@F-#DbH?-8abFBY_FkW%v4%wvF|<nJKZD
z)wkEP20CqkJM4r9VO>#>x@NcqK<>IQQiH9^)VET}J!DAPTh~#%TjK;A7D&cWP+M>1
zK9sV8dVwHk^^p-t;Q}9tJUq9rg4)sKZ=cWgnfw9t$~DQTrn(dG`v5Q23$6gx9DPZ)
zZkI_cTbl=*vwXUslK$#f^8W15FPX`+^F8mu;IT8g`Ps`k6XgCyYMo~Ih+0r4h#b;m
zF%J%4`d4@NKEJ87OE!qHpScy4yO!AZTkse|OVWQKy4**<7p1Mfc>4U!5EN_+qy!Wy
zGr#jackarmq)5Zh=y36aLr<Me#l8Pt>sMdqP^y5TbfI?HN{g*zt$cOO^D?TT{(hKF
zue?e`@Vnb|Bv9xWkfPFmGfoW!ckxf1@pD()y*s)b^H<ize7k?}smK_Ul1$Px;kD(*
zWsG6&Y2QQJf#N(%!~H8Ab#l+XlZn=)FU%L-m)rT)1u(8-PH55TiS__QP|a(AdsQm5
z!;n|IAG!RPYtd=qN-+oA|Nr@0&VXHDBUFSu{bj6+PY;^3+3MFB^)Nv_iEZTGu&Vh3
zXiOm(hxpn}2WLNj>ffu@jZk{5h8{QBRz-opRAYHcc3r(gl=03yIp6__y>qxe5a~-)
zdp&w-U>${E8N?J<uMa*7R!TI*j@^}mHM;8Xuyy^SPU#aMYX8|1X}wFg<N-YySUpbG
zvC&Mt<y9*D?HFJ24(moyiSk=?x&u+V;!G<f*bwb}cRPr&9PN?u7yS3+9HM898SF#;
z_2`eHf*&8wAK9e&?`H^#{%k>3)G*Vj&vdYW`0$YyPjzkBrPAjmW6y6Z%erF)%Z~9I
zEsgRPq&_*@Z?rw)r3ZGTGr0)v;U|7xrVE5B&%@{RktKq;y*}C@&?8!pYHj3sxki!P
zdHr?<#9_yC#s5yP9|-U52>!X*KJX60=oKU3<q8)0?k>NiW9yq=*hvSPzi+3Hnll#(
zI-3^_(^YamOg$K@P|ZAGroYt*Qf5hHez2@>ls$7xJ$#DFwz<yUg3Wg5gL*Bc-?!AM
zm>;m{VM_V$0&GH0zL0f-w8bs%&j^9S`LyTjGSD#nqXY621L9(!iRY`U^s-qvMNz_K
z9;ij0LL<MadpvzEFZtN9ZjwmVZ)auaDyk#1lDhCUToiGnZz9m!BtM`_Vfvi}^On(_
z#@M-E67V|t>n|4eke2A%m(h6ccsd)j(rWOfRCgfxNu#}~g5w#Vs~f&1SciOX&+Y0_
zxa1f$<Cs+?51zzDg1(;D=h!xJpPjiAeC@fB_%AaL1eu#}m$T#c<>w8qA)Im$3W5sg
zJA7B;f_)K)TW$_N|MR>wm6keW@wu~QQ|`LvUgC?yQ6{I|q4U_jt}<QVG#kzH%JbDP
zyq2yBoO|}@RtXDqz1i<x?%h+a_Dva*${Nx7ELU7;!7y`fzsu%X+Di;CyZiphQq-&%
zTqoY$@t9tm99DVRtVEx@saG0-vKuVhd&HOBACZ_52ET4-+%>2-jVB;6#OJUR4tp|q
z3iA0?vmmo<uiK1Cc9ju9a0WG~7jEAdz%&`vevdJ4cqef-D{Zx5!M*Q3;pdbA)-)a8
zTcHwFbdg+Xl*)C4q_McrAtv2Xs1C>Fmd^!i998XyTJt&XUq!Y-c<CIJ3U_K`8ayep
zjv32zxmA4q<C?^K^?ngAIAZ!yojJF`qTcV~@9v{h_z+yCG*D;jivM|a+C)v<gh}hA
zvEFDNpto*_GH$r?bIb;qM*LE^5)G?o_n0eI2M;FYRB$x{uH-@6`CNlG$!`Op)8NM4
zjYCsLaM_p>cKc)?G2Wc6Zz773;GkA@i%IjS(ygK$o4>rp#8L`7UI^}c63;D+cxaO)
zcbs}=MmQm%fA{2(_Sbg|A61dBmj5F)&@1ZWw&*`&-wcK)Y<woI_x7G+`3r;5;Sg98
zmTXe+yu1b{6IFY^vaaQPch!MlKr?QiUwZTUb8zz0+tfKpBD=~^0*&<Qr%C=W{-9x^
znq?xTn-lzkE8D;|JUWjFOsTznqPqJjWp4cdIAxptR>G#YdoYB#Tp!HA6F=7HeBN2|
z;oL|^gth45`1)yEC=pt0%prbMPQ>G7dD4y%%QMdm%YNz_Nm!tvkFRmTVjYLK$?}L1
z>8{IUzkG_ONsoocMMu~O-mLUH$!BN=qjyoFfhPBL{PvL78g^;za?gyqUX&y18<+PA
zVJ<}E6LakGr}tIX@~MQQS*Se=L}qM`Yb}q`aZ-5v_*$bozDH8G9>QHG&L`Y`!^_a@
zz~!-Hd%9d1Br1(E8mBq&6!x<-eu_^jv;D_!=SuQMjFj?t%TGvZP!yq~1?8jNM0S%;
zvWyOz6ON{gF$%~P&z^z8FaIa+F|i7alVW^Kfow+LZ_%OWGP96x9{12~yvN|`Y2PWz
z?kV|jTOrCzepGxLyL(1|)^<%<Y#uacU1jRAe=#md>^FbcJA?ibBcvz4X=$u?>_5~u
z`&X@vb1XK&5fcNf*Y5hQvrJ;lz7IVY%ygc8>Og0if&(YE;9}vX7ClXDS_V%OIbDg7
z_Ro0b<c+%l+_G9R7qOJZFOJ*`Ynkgi{&Ot{zVTnJZZI_89Yu(suN@RG-0pJiY^o(f
zFKhwHb%Y-MrrkdFC<F^tbNl3*vHD8|srEj8IJ0CKpheu?h8F`9ezet5Gr00=?OF|?
z2a1@o&TRNQ{-8A~$(WPTp_)EPFnK%yhke+{FgO#PYZ&ZeP#u-uKRoG*{Vd|8ySfd^
zRhVh%L#z$umGbQ~hm@l-ym5ofReTbBzg`XK5{@+yk~q;k`Y4AU>+*O!ujF_*Ub29!
zM-73zov?LxQNgIWSNHAn6H1xZzO>WD+5J88A}Ql`@9<>w@>`24#wRbr7d0er7nE+$
zV(|W+E+qRq3GyfhXN(!JsC;F_Q_#HzKRVx6cTg6$3~&N>E^ASgs#*4y_;P@u7gS6z
zqTwLbIxyNHqtS78s!8gUUrPP+?HlQ|Y}+9?tLU|?9pCBt>v<x+)XzQJHw=P&1~><(
z;R$9DMNsQc8awlILH(6eV)O#DTRVi#lKx%JKkGx2iu@J2-KIWC<A_A*Eqn>TO45hl
zE9E4so4@x|WSO5)DEh7TSa^9mPm1vtOf_e?><_A1Z(xA&WO06DJ}5)G5ZEWu_!2MX
zR->)^R7lG?2I_{qE&)NpVn<f5`QwJUceUime)|^LL@w`kx-dB8PgE#rfEDEoV0=dK
z7wsut*s;1srH#vgp_W9gv`2IW6xNZ1wj**;64$av(&wRyU{}sJ@PMg%#f#E~ns(|1
zfH;;``YjU8N847{d8-VR6=gp-_x8rzRYs}a3+?*Yr;2L!rdF)uzREk2CznAl%B(-n
zgu9<5oFRG;Ga6Ndbg%<~i=(e)g%p!Yf=4o*dv&}QmVN6F(wi&X0hx!tk_meuR`($~
zM@>xW3M(s{+Gs**#tk%}tvw_6htF!@zz`u)_N?ag*{$?pt20B!6nXs0_b+=$?~Nft
zpClcm&kw_ZYIikW&f52|nrYd?OCVD_SEB`&=IxC&J*w7Ujc!l2e*z!?Yd7ZrOY^HW
z@g~<EK4ML7{rlq8owq(4?a~aFs`;{~qEE%Mr$?=W$2tX@e`@Xx30B_}CEMRl!c6Y#
zksnYw8jH_zJcy%x3<uAr^T*}nk4@2Qk9OCckIgfAwiPn1o(Jy?p?6?Os4T0wz$xYR
zqm*ccL%+0m!kkRJ#Lr+MG*y6|HBZm4dU+8t311X_?2oUHpbd^Os2L4e?*~ckkhy+^
zf>fQBOdO6t?_1%8Pg9;KPvm6m$!Hed$72}nFcVk`EFqffSCUr*+|lUql>Yeb32nD%
zLW|YeexT$fsyuJvDv$-9JLh=~w<I;e@e^p<v%38AnETt^i-y$+c@|oPH&l}sNgI^5
zI4dq)^U*dS<Nrk6D*`BV9&+dGXhu&;rAs`%Nf-oTAqcp8XOY1k%S%*M)Jtbb6QHH@
zFc|fdJ*JE$0%TGS`%9z>!c%-<-15I)h^LwI11b8;vqvCM)JMao+%8dIEf)74$-c}j
z5=^rzX>wy<8Zn>yHU0KX^ATO{MBHqwQG5hxbsGHoPsnK1aV%WR?Bw4mZrGK@O%1<c
z<`Ae4a-!Mqg|_tM$IY&0K2Hv?wH&{7yH9;TdR*CHF?Hxji!-`hCC5@zyXS}fx)dIm
zVCn69%VhWCfx|4RTK301lVLA?fgDhuuEpu8f2^l|kC|WrVOd2JW4}B-ltvo{PyS1K
zzX3&z!fD+9@M7Vv%=7c*_3x}7F~#*y_nQai@4euxLuHD%mFaI1t!2}B2x8-2T>`1U
zUI?7!9odr(@VWIHau+Ee&gpOV>873=`$IxF?lTW{Zec5+l&8>}yJ(5x3U&Tx#H|!8
zeA~Jkjr~4yQp$u|v^AL&pEv@t-*a}S@9p_;w(YaS(>dxX2xsXxbj_8&fP_e_p0zuo
zQ>$)$=n?G6o_<I;os`Yl;-y#`P88sJC9U%UAC1gZU@7pSu0~>v%m~EjMG_ac@p!a*
zV)`Y&S*r92MZCJLEF(JlzBw@ip@}x8_(%L9Z^NloIkLUI(nO!6hMsPA^?6f{k3#&#
za;WDX^30Q5+xI<%`8aT?)kaMzK+kSamMU$$E~xZgT9-}LdRLgd@r;%aV7q7Fanb9B
zgYV%>xc~o45rB)n7aM+9&Q@H^NI4k+0Adb4pA&ze98Fepylk@tK^u1jr2021W(lyM
zDAOIz!D}DZ;Z2n5soA;ZZI6c*lb(;_7gUINhxa441NQZIF7OG!{;d13wt#o@)MKpn
znh``uJe6cd{t7VOO{sMUxV^XS^@gT1j?zP>wBXY3iu{=W@hUe!x9ci^t2xbn1mqic
zkj16+S^&&2?{yY0J-zmEihMk#c8_~+NZ+Wf#*$Ir)4VZn*73R=YgIbG_StQa$YD*5
zhw8S`3&6evzT^UYL^oT}Brm;79N1VJG}`UK8)K1wiBzSS#gE-H&AR}}7<Q7&zDt-p
z#?)l3xgH8QSrl0DUL{4G6|U|+1R_=q(fCtV0W3uLbp}?bGnty2!T|}&pOH0qGtt5N
zOBnC3DNzJ#UJZ$TRIB}&ND<KbX?j8C+zp(rkbNm|v%b%Y*4JgBuM)Wrs!zCoqlCD7
z`FlpN`C4_%^?e83?ZU^@^BK8>(tS7+RkWrr-s2*xwBzH$B4Y6e>^(0B<Z(=2zz-3n
z+KTK889*;QrCRb-l+NH=s(RzgbB4$h1$P;Ew6-f$Y`-px(E5wYB=<VoY%E(&2Ob5@
z@)NuS=Ea!Lt3&y+*ve3w<1A-gmk*j;NbzTqYTuvej2sNLx4mJat=sWwbmUwc_EJ^L
zy-y_e-ut^Fdb}56F_>JJa<XRU4mYJ8<IZoPB|8S+e2=qCv3H+#g?R0Ix}G1WjD5N8
zH9R$|-vRIV%>z-9oZ8_?DVu-N-bAF|66d5_j3b(SkD<(?{H+=1D(SA+I1s^f<BAFu
zBlypRcbN;I^-mnvtFuRN@}f+>2ix`Ay8V`qkOdcvDCUV~V6{05(f0^60x()T{E@~d
z3{m)fXUVpo7C>dXSY=$q63&6PxmkS@LG;^H7b=p+x0erNxa33L^F0j3M8&HzZwvN-
zGgieU*)|TWsiCh>q(1pASX+0yoeQ0c2dm9mU*Q|G`SI5D^TFqe3({L3Y_gvmw|w~s
z2%B<wr*O@1(U<9&k3AjO*N@s?Pdn*sn_RRXq94RKmSt1J$69Fy^VMk<(bZ|f&WYa0
zf833-8K5X`4;!_i@05nr8~w^P*zm|aJ?thm(I38~p@s-+z3BBrxEPVs&|&tDw`HUn
z_WgJxrOZoLLbkB%7AUL`MSe45Mv<+V@z0kesTdfvq(k9o((BU@m0VsV;l_Ldw7B}x
zgyGo6Z44R@v@Yo<u+9e7`!&eY^j45zl=E4U-S1>&bYMnYEgdzT;!CAhfLAFRk@fh(
zRr(SLUz7|e{~7;4Ol4Up*|`()1p3!v-Yj|UdwzA9JE81`<NnwHot7Uz_w)0_n|I<j
zmJMOQf>|mFNx0nS@i6MQn>^pLkD2*PtS&v|%vq)F9-`(`a()1GuqoTA2s7;%9O&K-
zsW7+VHgqDg4>4Bi<m<7|<SVo@^6T?3$o782*Z3D1DjMQOwafY^%xWg0k+LKnvl=B{
zOfn%%GB#fieqiV}D~c_vHsC@70$@!QjmOprY*6K6A0{ehsu;A(Ci(K?eTE!kAouj4
zOl@sH-`A6<4w`@ZeG(}aPc^<HjJn>-GM4r&wH-HLB_b!<>)5AmwXU8k>6UC?!#>Wo
zYXr$Xxhrb$=j>$u$kF=v?#KH1sM<57=Fj%53HtRzXE!FX0*l`i1L>`<o-WVfyz1i-
zdc2q1$k0ZFmfPGfL3H>#)PcTK<}cC;wN8jKmQ*p@#+cRl?LQ9c1KjS}Z-o|1sGrao
zgY}Aw5|mWWZ;Y-FIGDp-@7ue(fadsqL}}9rAJz!cS6yv_mD_sa;4Xb?nx-mv;iQJX
zva*BQH^X;jJBdZcakx@Al0xECY@K8EcUE$fSzs|nzu{8qkb?6%f4&(ufpI(D-1aEE
z$2d^g9m02g+IAS<o$w`>Sum&dDws<voSBHPWb-8aYWDR^9JY~Y(LzSn#;SAPH_fo_
z`5xLefn_|F%EpHQXGt-0H6}J&Z)BY%XptJAuJ{)fG`qM8-GNB&(>s^n`&TsAiDJ@`
za)w=1FAi9xfQ^iG^D-Qw*J^e9ir1q;sbB0++M$jWnK4!v)7Sc2cv<A0-YX?iGbapd
zzZbg{CdSI6ov!lUb#T82Q}1!-xA&=g5`#G*<gVIL=8OQS(zif^V6=SdRB7!qP4Wv1
z;DOL=EQ)W3^^yCuN0*Q4bX@jalJC+~L_GZkb%Bq9a<|xys8RUlPBA)^O$5e((}&R&
zVNFQI`Xfv7ul!(QPP{Lot4Yqk9e;PahQlfLIRDm?dQ7J(bC4F=4ovd4ep}bsJO))z
zU)?GgQd`v$+cLIKfb#9dqHLko^1D2iJ{dtN5Cp%&0`pVT<|DlpoOqYc!btI#=j*qn
z-}IKAgyvnIuE5URM4o*tZ#sYN)=}IuWTrh3?K>GD%<NW~eIH)@qZJ51KeuKP_AhH2
zg6%Z-Ut>I7^j&zYxVpAflM|3PY>yb2!f`6ylwj=}1vaxwXOiuZ<3I47nb<Qi;q*bb
zpi3lTN93eyWYy88!HLuw9@-4kY~T6)IIe7gs4GF1Q@&XgE=i1bs4m*YdcuD3km&k#
ztM}J+lT!1B{}^_22H`MK-hNg3>>JQ!z$6RW$q8d8V3U8YKNy?<^auzAwkzZK08Tzb
z1tzfZ-K{d0_a)0?l-q4Sh#$NIvhZOhT5GM9t_<+jjCZ<Em}fYINOpEqrc#x8N;Cf&
zJ}U=U1%w<Sqh3DfUCukV4xPlbS%g>$>jr3OCotQcT<`SJB``h(_S&~LNUY@)C<K66
z_c*ZpBvuDB`>oYKo-Co1{RAkR`kl(iy>!Qhn`j?;FS!m~X|4KNO?X{G><Nemm_~-j
z+hpcomz6y3S5QoJq70>NYrM-8|3JK`mmxbT;&A?AGg{P$IXBJPz^5%j=Dz>j54aCA
z>=%vQb3wNUr5Q#n6i}bC5-{6Nh=kBL#g;DPH@&EQ)4n#@SY6!2z>7;o0eb1`Lybq9
z`y68;!g1m0%Nr>Kx4O8!n0-Nhokiz9XWk!q#wr}R!B5o<Ih5<Y#l*1WSF6f0Gr3@R
z`btMxydS~UFA}1%q;4tuCk`J5R@_Ir!n0<^P3x=JK(G0A7!gRhmywnq&)IQ>srneg
zBM-PLcxfU_T^?6q9Bq@n<=9|&T;71)o^$4TDk4pP&f<?|tmnNuxH^Dirw3TVRLl)e
zr~wcJE}o1Me7OxH>d|=A_YPaYSC$3*!8%0<C=5g~2gjd=BA-o)p|=)6?f3g}d#gl0
z`&g~S;BA)MvoJ4L`t{6A#bV1Y&67?tHTdYTU>nSjiVxxIb!J_zQV<n-*GW^Kpd*{8
zjK)S9M^#mh4X`tFTPQ18mC}Ya)zDr!=Uo!x`7;J)P8uG0M>_bU025|oO7Qz~j}Hn9
zofT3t>uK_XrijXf-HNWZ(g{5r#=?eLd&Jd0?G`<zc*j)rW3P#>9NahJdpbw!W~SY7
z6pLhAR!C#zZ(oaAAG0Xo1!Tpd=yD3PGB23FIS)yOt5AcNE2r7?bC96#ANA>H%$+{Y
zT`qK|ifOXjOnc84u5+*{0}xE4hnev1-gD3OwIpa~Atq~8vG>pK_pP=yTp$NL@36aY
zJTR5Q_M5+>AT8Zl7UuG&-&RRm^B8}ZFyu|RCG765g*oxksUvm5cu#6q^`6}k7ap=!
z#?5*gi*X|-6in#WqCBVYR~qkJ*UJJ7DwuedQ<W1R8(rOl9PEDab5&r!te42LSaq;!
z(j$T1@<;~6F!oXhfXxrG<yI(#@=^Q~ej(|e^R0+yJOTb5aQGX*yw94*s5<om%8biG
zhJIit*)e0%@qotwgw%M;F(0l^Hr;&%{WP=;$EWMNh=<l&=-Y1K_h)^W4jgg~{KK1p
zdTf?+igf&V+rDKLM8L54pQSn%*Y964XH?64SL=e7&z&oe!Abj4ZY1x@t!vVBh^u%t
z0Ec<oAhjmdfdV-aIgGK=JP6(lwwx#Yk>Ksk0r}Dz?xlEN8#?zzd;isL0TP<Nha4PY
z=JU<Yelb&ubUmcawqUyw$kBKR)<`NT^&?)$@pIH|_V_(<@KVdk2q>S+S#0s+ue{Un
z(cA=w(s=2hnBhPp|ERm`Toqz{5$VMD1MW1A#{|rkd^Q}l!~Or?j@NfV$u%wVW$GJ~
zZ-bk;D;90awoPw(;i7d&C3Al~|6X?=LY8>>>M&$4Z&~hC8hhMj2QrO(d>oR)J0JP#
zDH8Yn0W2t?{+wGa4dh#FIqUhob9skzKYbCL_xI-3E<s22fo=ZvMOhrZUXkFvUC5Ub
zRbiajA>yz7E`prdS6*Oix0~4rAvvId79}$)Xlv}RlOcX2f%LrU(8!3L%=?atVqc+u
zsN7@aY~WGw*G!o3Lg?4bt?NOEpk;ZC5lYL?6couUzoqDMQ7HMF$KT#SWck?;XxMVK
zEuaqe?Y0ilB4Fu1SK;khY|pym)>+3gkPLr$S2S~_-3oAi`ScAluox6bdyS8TyyA;6
z9^E6lP<y<SxDlLc)G?#m<%D`FK-2aBEi`^Y$In0&p|v3s&>Q{mYRUOQ<9jui<>49?
zbys$$-<wd!>iprbdU#PHaeHoU!tg%|<uNHCwSDe(>-{e{i1SpKos&LIFLe{G4&>{a
zCJQ;RKrGiuI_ZVxpiUGduUJzpi`+TkpbnR@UO|<4FQ5E-e@^D#O3@JUPq_QrAn;k|
zGzh-P7_`LgrlnVre%KDLdYBfu?C{$6`(K&jBqtqgmiSO#wBPY0Jw}UBbK1Di@ez2k
z!nw7LR$H^&&O!wB&2heON2Yx2j>7NNnR=U?Tp@i9X|R38e12??4@O*{LrjQ(iNZV{
zqsN;s@I60{kM4(B)G<LuQRdAXZ0sjw89-woQfG;;uSXp&&-B6XY9qhc_vj8sR*q%f
z-tTr}+n=3FqwxDbMPxlW8<o$&evN|oju~O4E+HT)o9M2=`f}fbV!b~3?QYc2-b_Op
z%dcFqj?cG!&_bSvod#>7OFa~r7T>$bMA8V(yMu;FP@sx)aTZ}Iu<ok`XC42N&Y>ZD
z=ZNpNzN+2{eRy$wcbTUB<Za@<axG7^T<3$`V<X;!{?-*Y>Is3B*s|>?p`t*=s&;+y
zOUkyv_4d9NqC2MG0$;o8iHox~=ZOBFUB~-^6F-{Hz_RqMz%>ymO?hC<vm(rW_kGTq
ziLM4E8>(Q_N20HdW8{6^Pac~6N1^g{Q;9$8B&vhFnza1T<D9tXTXOd^qidHvPS;2?
z*q#}<P1OSbi1+<;bLREhWR4z=)s6h{RAh;ieC<VwfZDekf7+F}wYwIepGSsV3{Si+
z%pT(^t3J{9aqPHYG^*0_0aQ?u(b1#DNx^#qB}&h_LZ0ibh=NnT9N!;AU?Y@BM+^h)
zQNkTf9<p;jB3?ByCx+Nd#+m8XWg?GoT<>hi1>wB08ab>Rvqp$7eWVA!{SY>8BKh^O
zyP(mr94{*--+)%Ul8JEopRm)4(Bq4_7kM-{c-$A1qZPl7<Y~SXKZ-&DmmVM`QD>VT
z<L}Ds-uxj)9N(5mnX>9t#kJr6ezf?}1|D#hVSKBZKDJ}BX$*mRkek0*`?&EjSE^2X
zW76s6!hfwVO9Dbh{`y`#eh}U#XXjJ3#_%=F=`>Hl%V?wYGq{=?e9DP_>Qi&vpXPXU
z=Uk!}u`8B9Zq}cnB4riGc`1X?^s+~?b<pOdRQAls?PaFn*{i6MWu5OE&9VcUz~YD{
z5JTVL=I+bRbaO8|R3$tXck;m9Rf`X&TaNA6mtjJm+MM_)T89v%3hBA#qIHjMy*cL}
zxuYGY7%U&@-r}4;JLBBl9exmTF9ZlmMHsS_083Ic?S{~ya*5|pdnp7|BzN%GwQdAL
zW=iK7EIFT#YyWuWc+i3u3<0z>M4ZuIPDUC?c1xRfKSJj-qgw`Y4E7=YAQ@nVa%ITH
zf-%3YXM2*fH=kGgx0?VG9?0~YC>4-8&LROq?D;BGkMXiPx0Mud^OJmk+#3zqh+plv
z4iEf7l;V3(-!gpA&gX*pEQZs%6jia5Pn@~CENS*&%l9LeU7EqM7hAPM(<r1myvBxn
zqGV2^rgB=1?dIM4x9l#aVax}h5=R4xRpSISz@Pv%a$}s#jj8fyy8I84Xt6taI>K|$
z3%Od}Xa}xlZN|oVluzlCaP0D}jT)o;;y??%Zh9bn9^l&__Q4_?SZ8@z!Hb5w_7Yo%
zUCs_|=HAN;VUFudSt{`qMZ4{G?ztOK{?qBPg@{TIIO^)`XnT?iVgY)IGu3I%F9w5C
z2z`kJGa;E$jfk1TnLT?j@V4y65rdSU_<8)U`mjH@o+lxQaQ{w(PKTeVV~w&~+H?II
zLFFZ(XDssWu5WsgR9piKs$A;37Cil3cFHM9ckeUHCf^A*tkb4;%N@JCM90JZb+$Eq
z)i&jGo|WS=VeU}Ydvm)j;XVN*nidkg)+*O*9`Us_EdCK4-n!EaAQs;kPRhcV`Yfke
z3VQA2FXu+TBNV_&c%@Ynlfg6SFN{d2ZRLGhK2YwFqoms%R5B4%Rw3fd=Jqm?;{@pt
zplYBD_}d-Iw0iBYE`8nEJ<QQA7|NjEN|oO{soFTu2Po|n!VhnA-jj?;QD%coIC%*e
zx{v8gX#QnFV_o?=sme&CTe9s7(QThUxAgvw0g3C9$(?()n{@G`P$<Jvbcq}414^Oo
zKw!o5n2^-#g{TQcN{5@jeATmi-PP{qWi5Re&lu60M6GfMA*o8#8RFr|^*(7;*AD@#
z3n1c9RjDt!$|t=l@7qQ7|0wd0AKyS=#(OL2!;|R)T+V!dj*q8p5@@q^wt^?-j`24l
z4$X^jmy$VLc3nosf@$CEOMJd3*$#Xeojj()y^r77uZ|au6GlRs5uI<1;C<}|Y8fnL
z5@jBZ!W%&Y)J6TIa2NRR!`<<D@4YL|7k+(f?58wpaS|V4cw~yH8L0R;efMShdFQ2w
zoFuVnn23sRZQybE52Xb7YK`NMK~z8ZWez_08<c*kj#S9e!#0D5zR0u4Gy+Yfkyj@?
zc~dr~A*NmQ&;ydJdKj`zg>12`*+6<G@Kf2|!^rWS<8%hcQC|Dm?fPpNNZ+uGUi_C)
zv;dY3EeaT4Xlkg-$DmJ;J_IRx=hB1|M3?AuZblOi`povY33Rad+<RTHPQ>o{yItw?
z2fwoU>tE540W}`xHe{qzG5&q;j}!mc@6XZa#LfG|d7jC^)DH(Ypd>1;(MyQU)3(e`
zM{wCePR+&oafnr8_>%_Qt-5-#SYt23LR-&QV|v@EDSuh}R|NU1hfuw~2#@j**=9}l
zqPxh10Q<JLyuZ}ptRVdQOi$+>VQZ)H{hofEi%A~J-Ay3QZ;*G(`pQAaJ<+~&d-LUW
z`urHuXehh~t=>o|>35fnyYrAO42Y0yER2u%i;@8WrXLtWWDhC8M}I3|hPrhSo4=q0
zm7YSt<EK=Tb%RCh;s=bdKE?8~yiC%6i1x02c>;2(dKZeM%PIU-;Hwu(ssrOx5RTt8
zf&}~abvoGt6~r!OmqSSyS1vl`g8yaCRu<1lu5j5tx#58HbGY|vD>$L#b#RDZOmR9a
zK9a1enS0bLW!@O$?*^=nK9L8;rlQz$XMR8EOlhZQ<~_HVu7xm&m%Ub)j&OG%Um!k=
z96()g0+9Mlbu+NTZ=P0w{Msm{^rFL59VCKNo1gd`EpaTA<@fDW*Gcrpok%NhSGD=#
zf`qPCFOkEV(}*hBe&dulKVc@VA8hDZ(oUa?$UX!`$ikMv(;2Ne0AzHp6I2kbd+twl
zTYOyPgzNaa{~mYpPb1f*li@;kqkOO1-#xH+laFO}&Sl$G-Y8*0Wx+X&J08g%Jp8<4
zBWUkiUghsW39*HIJaXohS1IOOn}z82sJM&gn5uAuYX*b$RCtYF_Ivxj{Vu!Cho0*`
zm(-z94Xcxb9g!hA5D7|LwKJX%rox0D)vYWZ3OA+s)_OT?>C>OKw3LpR!`<ntj(^8}
z_D26e)j7LG5SPw=s;~CSno=L(p4P#+!d@f!f~i+nwZhawYE*jDgmkx9FU+&s)0fQ7
zowBPL{>cSe+EQFl%%}5-*cUr(a-FnFYZ<~9`gXhQr6+l-x#+!gRckvGEI(wMH>l7n
z_|b|2=(BXpSABK6P0{k6NgFfkslGPv$M#bq1Hqn&H^|F}Wt_)x(s`B?t_X;J<9H!Q
z8?Wc~tJTaAI%xJGE+lST_VTsPV$l7cpRm468PF~V0-;02A)$v;n|*bs7t#thBpjZY
z_~$@&5{Yr50%Vgx&{4u4|C-s`;rn8p4fp^5XqR>e{lg@9hxhl*BfRknJg~4$R$+ig
zTrUcr=e&(E;K%ztrKx7lY9a#PqqugZ&^HoYnJxVAr@lEj2EM;dIgi#gq9>hwo9SiH
z76M+50%;r1b>?rP8@1wBLbtN8Bb}h{a1ieSpJG+E$dKpdWy>flkT(NHSE)WN>&=H#
zFt<bDS#)MN&(T}C{es)t6;07lv)OaKc}~c#S>Grk9Xr+MECZt3d(EQ6TlXTS5#g#E
z9S9^#h^ihf)MZBYQ3-&eWrYoWL_&JkkmOVOu8GKsNQd-SNUX64n^r3E62&{l2YDo7
zSi8Uc4uRQ@J9sA=)zbxEjz$c7BE6okBqb&jD;jKccD;R<dx!LJJUv5Y^#M>n97>E=
zBTT3yN(2=~F)oMUjTxH~z94zUXrDCzin%4rg)0>9CiM@e0zbvfRvkv><`{GP{IX=%
zW0}jL1|sC=$K^m5jJ!^%!E4CD|Jl?-Xw78W2?EOX`@RN*p)FM5N?a%9&BHUFP7j?+
z8pu!N*-Ww=677Ti0cl1N5FNhV;@1Jvo{H9KG20zT53_G1b#I4pdduVkQwQ?(NuXZN
zUQzr(R33wj^a+>D?kzs3>9c<t-dhuCuuUx-UOL&V!QW@TO9x(Yt;}~S{_ZwK%wI%Q
z92y%=+y8QOCR?g%Srq*u#sEaXCW_RklmZ<Fg-ES{Quu!_i@(Yh*~&)ddl@&b!Z~}d
zH7EG^!F|9JP>p!QG67hsz6!@-`=`RXi`Vvnf7T~Yp1pIhzoN23d^WTAB5;Ro4=xj@
zw|va(GB#+h6PBxp*&7Pom2*eXEXte+Xxb+;n3@6S$;G|j@7!kbRLh*U{TJ=Py-MC^
z0FN;H_^C<hO_^v8`7qzdB{)R3rU;KOFs`D*?{C1_?`Rb<LyQC3Iu%1@9}vb%nKkVZ
zoZ}ZePKf*M3k~gsCZe;OL6jM2BJQT)u&F$+W916`4}<{<g#Ih~up0Qj@h;oizWJs!
zti{CM4X4*L*tc}@)2l1-yoTj&SA6#c&f>Ip1X<6@sTw6sKOp&yzbWHDl@?Ae1+iE~
zUoywt2XjrAoWGZT<u@%LZJQ{x15RIH?b`6)4vu!4SuVqOK8xR%^Q~#IMXoP|eNv5c
zM#+X2PK3jjGw+jm3;8n7JkRQ>zgElJzKlA$069iyXOceMQ4V}#Kz2@0j*W4bQEXoV
z21Itg`H}qs=tT%`CsK*aotJk!1xC(jaEsp^Y+i`w`(ZIxkSUn1Ix>zk3-1o={hfO%
z_NV6F`zm`3j&!I{?fYv`eEP0zs%QtG{`<m{3%zg-8fmN%du2ue=MdQ_hWms{aRYdY
ztv>dV^?ei1pAzj9IE2$a=Z^W<-!y59-~58%4gUlIEq{dFsX}m-*ntN3YVP*-X?&Yg
z*~O;nt2Y}2vd%$&XQ`1t4_UN&YoPJgr?GY;h?B1K(@f^wp-*sl{SE;wzCWayM+d`M
z@(oq@hF@UY6LivIpRXzio(mg!sNsi!awLL9DJv{cYxb^HcF?F<%5;rB(>JGhUkr2x
zf;oUa+kS&(5hRb}o0Ec+A&WAhK{|S_hc)rzFZvLVp20aL8B{i9ST5*7Ab#`O7v4|@
z%>44C;z-EEdVZbDe7vATVb9LE4^Pui^1f?AcfzmI9vQH9*QC|urRz6+KT#=O!)|w9
zlH*|w)>ty47-XTT;)*ig7oZN^J+4%wg}@%*o#}AzWiW9;6JoHE4>$9dQ7u+5w4c@F
zoBi4PrA=S<5V=vaV>m~~l6^1AJ3LW5-xU!Z?C)(M7{l~c+PBZp!f>`vaCux`<=Yyr
zcut@q<N3CUR#8G7RsJid>B#=hF?t+({&4+ap>Na0ZtV{rJ|rI$cmLcX<~GA*z)n$t
z#rEez((#x|I9yunOjm|U$!Lq#7@8vhI#|aEhfSeB`|J~&7Vkv-H59mmPP+GNaa{PD
z^w(|Z>$0ELdE5|}XRetDeOLS?55`_MalMgewJOwY0oLp+>0f;mzGwDDe#At$@Qq2m
zfo~R+`djB;To#j$>TwI?bGOmGGPivMIu%JMoZ+^tAGrFmu4QugS=b3%+hY~JWTX|B
zxwRu8yri#R>AFQ;H5Sdl(1L-obzk`F371U;=tEQ%?O|h*7rzINb1g60R?JcjYCROw
z(SBe;^Y}!0^DS$pvnNUD9$mqrM_;7r1-zvA*Fw<F-0z{ZWSEzWnFWN1mrP5R{#^a@
z{L@Z$@AvIq-aOH?jy5Rv4Vvx8Rd=*vRR$fJl0Lz(xT8E&ytBRCI^o4OLjCYNviav8
zCdq!!Hat5eloy5%J!sA3la0#+n`11G{)vTfq)Y{yktG(fRS9i5%^Bj;nfiM$Fn)SU
zALv3&ReNJq+|=b@2Y)3QYXdSfqd7rLqZ?;B)e<6bF3;Kvl@}WyZ)dHCLi>&*<30PP
z5TP7Im=`wEte~pUgcT(JJ#$~|&#`K39oF$>Y#!W=y3RKUZ&fB?SC~PI-&R5QXCG%)
zgRVZ>BdaK^RO0!!L76ajJuu(p_iLgLTYN=r?^BMgp0j!yb|H-o&U5bS8_rx3{oVu5
z71X2Rf4fm8`0wp@@AW-D7L=?ewjv%dIlSL6HnaOF;mr5LK)#(3vHoF8^OM-cb7YU4
zza~m>#thdyg!FZoXx5<hBiM%nUZv2g^Iv_s(~UIR-y2bD2^yc(`dGC`@}`0yWc<1A
z(?k1nedh4KyP`=a_84<w_q_agXRy|5qb8|DZR_4wKP%VDUvKS>E;KnDbfHtMe_<Y@
zXJ9KS1Hdjfj*Ul1*<TX7lzw*%aQC0PTXfhtHBngwTF>nMCv6*z`$TnUM{K@726;%@
z+x{sodRdFikzLCxkX-7#O#b`BcBAsKk!=VMFtG4==}wxq$I|ZBWt2qT-q|j+A_$y)
z^m|U?h^1;1o*UH3mRt1~;lZV~*b4V!*{9dXIW%>O;RCcq5*6h4_n9kR(#`TE-BjOZ
z?Ttf0zLZEI9-;lFIWC;_D%&VmKY6*lM`Zvl*Xq4@{XF=v=#I)YeHqsDwm;f;BV3a9
z0oBNeP4<l@IUVz9B<o&ZWt{8#xsgH3<gH;n35O4)!y1Zt%4$f5Ihly~K!4xdJcjMg
z38s${gS$*aix=;>Z#y2I*{#@hiyOFD-Xz8%d`-KV5i$(lrtS17l(#E6R40zy1TPEx
z;WeRtuByZ8VN)K-$6_NVhI<pG7m{13idv->Rk{ZjT2R_9D=|*?Z>mW&z{y8n(JhW=
zXlmu4$i-ph5*>yK7$m*%CZ8E6lMknx|3)HeuH!#U>kdc*Ix}7Yr}X{xYrE&Ou#!ym
z>TsR@+}2v#HPd02lO*+<VRL!GjCFsi=2U<hbf9lT3kepK%l+@R>p%A~q^to+ZkEf(
z8C~bM9p1)lh2h7t6d9|A(6?58znS5K+68+=-W`X?X{3^Zyr7OB;9mDPR1}AZZ_$QT
z<A!Z97ToQi@HSxdj0Ys4K3{A#J`3WN9m9?LTIy|l`vS*oTWc-#ooR*1r*7o$?5^Zp
zvgo`i@rMGT>48yN;;nWZozM3Ip~j&+9I8H&v<?~gIg84%V25A-LSaMtEl=rsWDojt
zqBm||wmWuxog~3PVk3-HYBzZ<fT~rnyLj(LNl(X-t>KbUL)J}O$)s)@_p!MFG`2^}
z!?3A|2Q5+=<VW=INMCQSPcQt$hyUKH`{05xL3}UR(g31YeV=5sZm4~lox9&!bbXYx
zdIyJ_wSO!VFw5_9Dw@6|ss1j9U-7h-JL<<rxvG4c>zRYm$@#hvlcFZNKa^+Tku$D;
zhaj9q@7ihAc5}RwX57wCfj*guP?>~KTx32>UzN-laM4{wWJ4xk8WvytIuGWtJ3rXm
zrw<Q`eou5^%DXkMG`T@w<kNQI)#znOX0ZAbMbg*A^thfrbGhoat~mCfcoA`Z`5Jy+
zAfsO3i?=8SjVGHnzmsS?Hk#SU{VX611Mj`VvBvxgY79(3z}(;8&8eQ(C#^lU*Uk{*
zvcEpSYJqDA&592zGt=kZJo|<A8@uf^9^t*9s-AmZyk<qrix%N`h+CI(L#NSQ12G}H
zxpA)8Z2Y=K%5AU8O;2B@0Bfe^8n7W0S7UCN$vzuPr+mM=_I`qM7=4aU&(-je0;IP;
z<h+g3Wl4GUZZDIu=#G13))AmB$V4}v?X%(4%ax)6M+FR#S>sGpyXzp5Ni#2+45VSt
ztn(mnU*WY}_k6?E%|zk;|4+8VBj7yj1hJ@l_wnq=G8XZOAk+4%nzIk&y2U&piE*A6
zlyN%dGyQhv9NkZ*Ldt8WG0uC@!96g|0;pg@o1TrqoEg`R#i@a2eytUT@Lv5}@^{?R
zsd=-p!Vg|HwE3j>G?vej_rqll>QU?ik2w4%{c{gXGd{)hnP1c}QIX!p%|`3CyFx<0
zy0L(NOwZ_OX5RA=@8*NQQg-}(dQ~ifqFQb)R2Pu%?H?~;C)ub5-JWdLzK=)#{3V5t
zE!Dcl7RJQ;N$gjEJRLmvE%2^EMn-rtHuhoRtL~B4x@&!P@DY7}o?V{VpJK)PG1lF!
zj<4^BT$<0pPS2i?CL+jQKU^n7?s}xpwxx*stWi6mMhw8NmBGC(=XUuyCv4e1^RWT)
z5M(a(ae}?GT8<*065e;Kx$Sn4=A5=(J@I%QHF)dzTb2KU{>h5h(_}(EsYw0Q&fQwI
zGW|u_(Hk3OuOHCQad#ixc^oI|3N&d;wKs*8dtA`J`~IC;X9l80!tOf!|0vA0Ib#X#
z9MV%A7rke|!JNk|KECqBxsTdAqsVzuujlZ&ru&{RleQ}~gQpX}G?QPZQm2QBM+`|0
z)`cpEk;8R-%RT)4hBW(r?dQ*Cu#@$E&ZAoVjx&O%h!zR2XzQ<gQR9zenYSH>6zpvE
z=@L>mykBMiAi&w2zXRQ(@b%65dJRRHe+L$92NnQJWaGTM^CmK}dqREIS(X=*Qv(H6
zN8{rk!~O{K1b}J_I-M0_Wr4n{wXn-Cd*V6$5pdqvq07-JgE62V@?#{rUA`_*qhN$|
zsb}GN&eVNP@GCDE**8jB`0an2T*J4X2spwKU9-UwVRV-!MYWRhQIlqv5A`x4aSjKn
z@c}IuXySR<J?~CDMe62#=kN5>LvMFUb=~MORsM2!^(&p?HGN;IuK)1eOWx9{x@e`L
z%yUQkx8G@Uy?uRVaGKOHLqs$kIsVsvv;AUD7J_AOo9Mkw7s39-nfxc0YK*oru%z1%
z-Ie3<OEf5}DAP-=pB%`YSBeADm=j655;s8yYl7aJj0=FcxPW(l&S2=;<@e4S(h$K6
zqr~h^r=t8ABVBhm-xpU>C}P;Ho((rt^+2(b*|F~7Q+O?5OHRyI_b{aI<XvPLs0T5>
zQQyB*YFGB1e|MkvFZ_|f!4|))nxZm$0u6*RT6D#?*NkX{Rc+;hH|N33jLWC)fC31A
zp&n=`TD?A-d;Q(>Y3ZZt06|RlsDHmb(0fRIo3wYow`RTC%k<<_5(LUX>b*NMI%{ey
z^A#tMWs4~B4Q?Q|x$g{Sm;Sgm?nNF8qgy*Lhz@5AHnTI58v1Xk6Ned@?floOGVkv5
zvkOE?UPr@$$BE(LLB%)q^e)<4ctPwXCD8MAeTehe@$2u~B#?VxhXQ7J-?r38QtoAX
zM+#_eSTMNkX67VIeu4$Xc#9lI{&DbZ8tIgedz1WvKQyS6<&Aw?-j|`7^!0ZF<b#qE
zYrCfI1yTiK#|vX*)7KKO$2tQD$$uNVSKohd5B6i)%s*T7^f~P<b~>`A5+a=V%KhCc
zrqWkUzQE;gH&mUL9~b3x(?6Nwm^Jfyy5DS_Wlm~>=qfSz+{FQ}3&D|?VB&zvi@9zI
zCyg*hKG*D1I~GxO@3B~JB<eP+e*3)gy@Rj#bocKodX4*_B~Ih$XmKfj5x#3eia6Xp
z=w+Zve8>L!=YCkHxsXs?#y4ffpn^O!C`#UVqHbCKwquXv@xlec%H4Nnl57aIopMUd
zhCOjto1>{b?k~HOn2%Ms0KMxc|MbQi838#N-wM*iAV$Mi;DR8H#!a?*nbs-PTCHyS
z$W?68l_@b!kp~(W?saiYewCn^K@fJp1?+J0EU~Ly%m#IceEG71<i;`AwF?dF8f)*`
z1_9Z=OMvrYdcmycZ;8f(EQ*_W42OeDw+I!7K6e|LcUo|{EcI7CC~v!4`6?lSX(DB8
zZ|`%O(s{B4Miho~P&{*yQ$UcJzbBEQo3MOJuF{zvM)Ym|GCHmi@qGJoX;4W}j^l-D
z#$Y!qScH|g1(`GA?CswVH4`oo%?O9vQ%zx43C@arwSy0Y%s{|28L~`$L4_OU!xa|R
zQ6k(v%btDPch<pa{iDBw^X@i2zFBZiOzz9)+~a=DZrysx<$Hn&dou0>P$J-1NRHR!
z2Q4SS^sLpOu}~2nAHP7gMm%?CfW3gUr^)6Q=;*yCn_78Dl~SrqI*(J!T&0xb0P+d2
ztZ%$t$^$`jy}dz0q>8^#6kKGxcSGKty(#1#ClC(p>hN>GUx&FiMvjrY9-K>yr1c#O
zrDNm$5Ehrw^kKD&)Q+q8IgYls(Bk|GqIgoYLzT&ZYTW13i2S>gXR30&(@%5sP(-U`
zd>R#o)-eVArB}fCj8V0gT9S^u{19wW<yF>{r%*&j;^Z0jeU_3bnxVg8;Hjzxe0&Tr
zKc~3eZNH}bU5X%jF-SUe8RM<2)DoCiW0oy}+k5>Ql9Rpp>kGXzV5O-@{Sh9?O492x
z^Uo@3pYregjR^bPVVBkTq>uft?|gz$)F66__^4m{B*AXU`MhSh$b^fUJRM@r>Wq^@
z7c(T-F<u=-<jX{{@VgL2_e_oT8|v8NzGC`C&3}|Wh9b6g#3eX7I1Krr8X9a?1EOFg
zW&g^_>s@f!`=CEi27`|kf{RWk)Khz`9|Lw!za)x)Qts$qwJh@K;P;{=;bu7UlNU*J
zna?%+5o~t#*VS*7`q1mgOeBiXn|_Aw7@jtQ&6Si(1J(%q^TRIrnYHA6u}hZd$O|IL
z+1CYzf$2P?-8Ka&gg!H+hvVULtP8z64i~JmkCkBC`t{&_8dn=NzecXn8&coB(JU&^
z?;)sa?5xOuJsS%S4yrCn$?ygD{^0}{f3m*K`k*1W$5U051qM%;Hx4V&2iH90?H9WM
z-u()YrBuIuXAAP>=6pYd$qPMo<#+Rjuc{zF1@gsHmFZAwwK3Ox27h7wXBOjwFTjI(
zb-9Nv(Q(PW6Use_JLmR;vNhoz9#p8-{dmgvxqoseuW1}_x{GQ)<H*SVR6Y2Cl3POf
z943`=Bfc|GZ^}~~Kt$;8<#~NSPagr+gO?Dz53H|s-}nl{LbmfM;);VTP|Nk3g^{@!
zS?25F&)396(LXe{+VzZfJYA~A8fB!Y>PC`G(mddkxEWRu^MOky!+poOyEwi`b}1F|
zYW1Wkh@Y9kmS!`m-5gK9i}333W#ZCm96$1TSH2@hSjs(M5RdivupfZqVxC{_yXyC4
z)!}hEw+QU|<m!hX>YQEBql;(EChe1cS*0{yLM&xAuY}_A<dDq>HEH7Cb{hGLg!>t`
z*V}w8op6IrN{h9&_Fu&WjOVF56Nggf_Ax>EpC!%*nc~=hnrAjy^YIPX^tS!hXJlb0
z^vlTzCQI%7c+Rs|j^F7j63w9MH?*4l&vW19H(C|Rqj49!$ft5;a*e9@mJ_%LR{wGy
z(ReKyO2R1wBg29<Tu#k86fA`KP9G-~{yN%*TvvX3uQsP!d_Xmn83s=+1;^i<+x_G^
zlySl(#%YdL=&2D(u2t@Eq%tw9#J}^i#gEJaoK>>B+eY))0q5v`F`KS2$B4+Y<2C$%
zFxdY74p5bnnbU1tzv@1Fd@ts{-gnoJ!cC^?ZPJ6ZT>}{pCtK3M{kg&=-9L*+tH+!=
z9spA=g>t8tXUL-F_lk5YmJz+vLagYu-H{WY^8|Uh_@LbOp#O6I^5}-3Bm|Vf_Ba3J
zyj1}KQE@Byz9Nw5tJXTdL}!phe*)P{kyZOSNFIJNo6feoXq`2|dMwHC#BO`bleuc1
zIrRcZEU;XZIalY-dOaLD8JqY{;?r5VyT-aLJ*AY5eH7CIXFJViAKB{$UIm!Pp6Ht7
zwjU>7+yOn?>yOsE>RTsE6*?!j;d~LXG?epY@UiVV{Pxu;973;B6)=QXC~g_4I){rn
z+yr|%W%<tv;lz9&my&q`KlnTCh9`5nfDMv@{kF~oNtBQ$8N^<1Zma9_)OM0V^{tJ|
zTy*Yw1cVaoh~E<=Y4f--4=Wd<6fa@o14zW9?eqG*Zbjhn44RP-Y5NUt3AlDn@wVYD
z2(<$LQH<$vc+^Y5cE_SSWH7~~=VxHxMz*}m?pn>xGiDuXaow{LQw85rcK58=KhU6x
zV>LX-c<TJ!|Nli(drBq@P@{K{QoW62`1oFQ3NGZVK%(2=Sy<4u4hDv@aCq6eZ{A^g
zJ;iTv#uL$dh?_?iq|XcmY#RMYNA~X#N^i>9FB(>Y{Ns88pEy2Rt9Q8F-<Gt|>Nosg
zw#->Ku2$Gg!k%wiNuhU)@7_OFpCPN}&nR<l|LL0FYi-0=*xNhtS-fG1W=BMfj-vjI
z4>I%|@oVpj!ln~xf?3W?eG!eXQ!MWsK@!D$KZ+{S!GZz@5LILft5Ip=Yxmc!s;WsA
z+C<m)qpcqba_^}Mg<vSI-oJCeiS9AjmO}a*3Vn4-^6Qo5F%THORt2YI)gobN^YfrT
z3>}iM$=FGTrBmgey|=K-*eCA}jLuGCh}#7_Pc4u?0&6a3p>U)tAMPA$ydcnoV(l#{
zTxIY>s9w>Ij3PaHXDbj_x4P;nf$_563~`4{*BMaa#j)>NNuF0KnmC~i+`#sg=YD#v
z(Nx}29r|S6`V~=ky(Z!lh@77!^0?}iFwO=Yb`qyD_e9$xKs#w;Cv*rI3y!_*qqSl+
z#I<iQ$RD05e)kg07AU@VvG+p*cl>$AF1TD!yt4MvkN*JZ?DOZ;zn=-NM^GWxFHEzD
zf8nm&y8ZBlLUR5Gd(r0Zgj)|R;k~oDOqDs~{JrK)0Do8!8H2mK)^Xax-H@&flsc!&
z@rRhdwEM!&F%j<j(|_9H@=|zxKm>;%#+>KoTH?wGTcu?r@L`Gj+8VqW(eDHmz=2^2
zN|OclOZ*^5tZ6vZ?&tiWDrywk>@(>c<{>~Q%ouUZh<GXccJ+u#;5hq_t>o`vYA7bT
z=7EeSU?`|R{q>_)haRxJwWPTfjIcu>VY*t%QrC&B?H>WKWd*ja=@}d5?FErld3gtY
zecsZ&o16~rkH?nFCvTmF$Jwa}G}dTl;tOE;gGey`&*sO>Bcos$yC!~$w+fG<d`rF_
z=A%(4AMsXt#m@JG{c^iIoL&})yT)@VV(14Cw8O8rFH^LsKnYJuJ#Eh!?abRDegx_)
zAD_ac1&JJ<(2HZb-TaY7f;BR${iUz9ykP6R|HX`5AC~JtMno30@Wc~64r0W5EA@ym
z!S6-OXIIn<?DAJFHct2UTa*Ym7R&d+HSV&1>B0V+%+~2*(Iitq3HQ|NpoVUnd(s8u
zWy9Xjr}ZLRbar|E&Ix`wUZ86n%))lp;FBy`Dg9P+hAOFW#ni302VAM$X$0Y&yMA>{
z$@3FhUVrZ{q<It}Z?blOH1Eq0e}h=Bf%|rq8mPuS_1ji+!G>Cg>4wre`>TPN71h$>
z$>lv+`L2^6;yZaW82eDSxWmsnAxAv#Q4xqS%e#}Nf~`71C>LH=zn=vLQHwv4`v*dG
z-g5`#d(Z%M%#=lAsqXc@oE0MsD=SED<izgzWOqHTh$R4xba_a{ExlMDt5lC8uU||s
z{{2srViO)Fd2G4V7#^JS`3614cZAl%GpqB6>gluGRK_K1BYW)k>h;pKIbwGi;6=vX
zkeisMnIFG>&xBK<06um^&x<jggrAk=b`t8!!(|_{-KWH#>g<T4+&QJhtEK%4mB?x$
zgOl*xh#FL0e)}9vjql~~)#HLQue-MR&SyC-;pN=rfM7nthh%&;6_}OjU7UC5hab;I
z>$0zEe4|77;f*~%mC<J|uKbRzua?&I@8oi?bi_IKOL)Xqk~d?MuFq@AUasT&L^ltz
zdQ|3RO{a<S1O?>xj-E_R?Za!gchV)fg`#(ST8B$^m0e1;?Q5(S=W18c+p7s5P4o8W
z3whcO5E}wXQUtj9A|1ZLseA)*wRuB7a9v8gEvs6IK&$0SHS(tzQ{&I;?i2~XUh@=O
zn{0bUA2SUMqCL@gry}@!{gGFE-mRWzcEQ4#zxH?;-*R+#hhTn+m+|pw$x<GhU=r`B
zO6&u&&CKnos>*4`$q(+xL}=a`p`pxoKyWLPbzZP|Y_O;(rDl&HS%zZw6ue&z0n-sV
zyB8de@%iK4x7RcNayuUU$@t?yn-PWQ)%Mb3kk(?NBt1yjI{>R5I}NCrW>xc@r;pKc
zpfYTFsObJpXYNdr?mF%OiKR^)j&Hd?xii7^#<&!vRx6$zg1qsu+5<2oMm^HY+-6`o
zI=!^N(iJ|J+V?JC?bQm76iDJYm)f^emtT8wgLH4N^&W<e;`C*dG<@~&-lwldjJ2JI
zD_?|YHz$@LG}sqVHJC$1Chc>7zpWY(=$AWzgQ!|?O)XzvXZp_1Thau@ye0vo3JXiV
zg>zz=Z}da862@d1t%M4bK=h@dcfQFU&MoPQ{fJiO0emqR<sGIPTRB#{1v*arw4X2X
ze-3H!Kq*cTF?S@0zB460rVXvDBv~<q$Sz4-6~8X7`l1f#k)iK4@nZH9#?%<`zn>tT
z=?_Bg7eKJ!>f`;Zf|8homXeX|4(rSlws-N3=TP<Z=19r)P>XwwI<_C;{Or#8YBj|*
zvzsP9(O^00xk}wG(+jBZf{}MmevaF=S4AXeG`g{(vU;i7dLz~cLwqe^xUA(nFK$tQ
z^fG)y1%KK5G<#r4Zfq~N4|jV@r_jJ+sPCS?Sa#SWW#IXt(%wk$yJumilg%ah9>`FG
zW6*sczzTSm_UMMg28q}SGd7ZPi|%G<G1@&baf>-l>tm4;F5d^i$EKfv+E{SWNWpZe
z;JTD?JF#j*x8Ealcxc#yRLE!>ii5|d?9ZexZlLeDd=5LqG>UyL${+N;5kxrQN)j74
zoe^G_D4kSF(bMnyX;0Cf<+fRJOsy+WjBnd3e2(Jfikpwz-k+HpfzEfKb$n&?;d|J@
zqr{45hLDw}r{ocp0#U;jJzt-tE2wa3PEvjXoB*G;uT{m)Ah=VD8h{pb>*i#7wY8^!
zj+Un#xaNX3add317#Yy3=N$*o=)E3r0X>T&_k6vv6304P#e9z;xKlT0d&;BE8_uX|
z^E=iN!cf(dE43ygU#D~a%;J|to4fVzIj0oRLAyP94^;bGEvs8^QU+Cm8@<3`CmEE-
zMc;MZ;IKa>2i5=j^t@>|_=pKGj*q6llO-IRM;b_Z9TIY_nC#aQc%eph`X1#wXNuef
z+=xL2lbPDS4Vj(GWVnh^#Vnxzo^*KE3v^pf@pawbU2<{>x>Hb}So+u0LwYN=@8SUZ
z<3YI<&ozVARj5D+DU9WwL-~1^`bKEWM1LL2@3R#jks_Q4p=B#k=psa#`O5hTpO8M$
z;qJ+D5pAz$Q*2W^#AN8Tyn)jCZUT?dCB$d(Nji3DBJ2;>A$Yk$3>p&qBq@Fdl^|Md
ztor~`Y<{S4{lwGTuhf%8tLfW<{_W>;!&JG)M|+U;;}|_EdT<nG?xOl$AqF}OOA=u^
zvgF{el>A$++Ra)%>ry?8%G>%DGl)c9jnfk`1XHSjwP?B3;Epf<D1Thx*eSpBG3IRg
z`@1hQ#G!D0ie9@fbD*#epZdXBPWoVY@Wv=RpO3n-zrJ?JlFR0&luyp^Ijm{UT;Xv(
zwAX{!uk<0>Egg!1SbEgp3#Lf-rx)PBxx)k|nWP5NPS?+DP^Id4{rKat9$E24j9=|i
z4%MKy5?Z#D6MpF9YGsm%)7PP-N2SDWo7(DBci#1l{@r1|<dyQ1z151K?9*9vlC97+
zz0#EZZ9KWwFENMDJ_u9=ap~9fvQ)iJgF$wRgl8<L(Kw<XJU;hBM_oSd&piC;QizmK
z<9qBZR_?_4{)015ksY#hAdYU8cvttdQZFr0F1=Q1&+YhBR&U~o!{Icli^iRP@`aU)
zvmnv0S8`5eed*QjL!?^zynf%fgk*}QdMg5By7{&Ew7!VVekdENJvR4usuMc3MmB<=
zk#Pi#J4yE$YdK_RwCH!ViSzn{OFNDGa@EwhWDN0v%N^RY&i<&&5oPdKaw=!<l^p9g
znFJ>#sUD3<I-7KT;rG2=mI!N%k_8dJQj*(eN1mK)yj>4^rbVBX+>6rf8X{t&%dMTE
z0BiJ+qOuYuS|uwECi!gTvbikX9>zxcEf9FX9hg%?I1_{s)bFmmAN6-_0?1jl=sg$D
zwv~>TKBWnenQdz{z&6FBF?Rxp;06eW%vg63I@#SeU&>MhhpaUG8BvhyXE3MY{glj_
zGVmY!Y*=#i?YMIX0M8{8_Q!i}b}zmuJ4{)6Uac6b+0MdyS~~ykzhA_bh!ysf(5Aw7
z>1nwC|691|u?Q^4uopVJoDuk?#C7RvPPL(Q6ZXZ^v2YYS77yVr`a3+J#HW&HpOU#_
zXuQkZ^M?>Ka!Obo8X>|WrebP$tE5D;uv6~<9r35}nJ&NyJkhCzuLo->X9w9`v#TaC
z6RzIPd?5OB-W%J`w=EXmxL^Bu<9nc47x|zepp+dhd{<7pBZt7oG=r4D^qmGEsv12?
zFKP*aog1XxbSXUK(KG*L#+XrK9j<O3L41LoPa|_1e=R;Y_<~<R)fHgv!-p0hujXgs
z2Cw-%p6-f{K(M)&S_G3(Pify7a(F}XxB3%b;CK}I+`YQ;5DOJgp_(*53draDw=$lc
z>n`>8gAI$M8KW9#_rX)!6-x2&kbGS}sJ#0@x%-M>ymLO~`=~~0<?R-_>+ItxsaYNO
zIjVqoZgP}MzzJ6Aiow_fz#MZk&j=MW>d)>JJh0Vuy3E`+hH5N*m%sDqyYoZ3%OHrG
zLaAY|V!nwix_pzwmaW!xmgW{@SAxko5UO3cDA|x*j`^;f<Xg1c5Vz+At>nB1_t!(I
z0_9RrCWHyg@?7exMjx(=^w`wZ2z^D<?$Vaq(tvd&<?NWY$uO}2Xz68n<#YlWw+M1`
zYS>d<13_`qroL>=Vqf3krc2;N9FMb_Cj4ZG?e=I=7ijL8P7j~?dY@S*iJN>1`flal
zPZ(?nRXo%@7i<8revx}{`;EfsaaJ=>)8vzdIP3hHUOxXRZ`(C`)tXebVj$G!{r3<p
zj^&soiKl7TpHd<~z5G4cj^8iKM>%aj>sESa0+t^YoX*frGt6i}d636RAxF;q)PXJt
zFHqMzgYDAQaQk=JjJ^dNhf>!QDk(bsB(v{{%B#<mt!kKwBbZBm!SXKm5xomQujPxS
zs*W05vdacm1cAfXPY1$Nch%x)gL2)K-HXUU>lEsXeX-1wfOoeFpAVl;lzXhp*OfWB
zZ*B;Y%$GFP-6a=!yZ#>UqDPLj$-gAVpRJd@pfgMXBQrHLxWBJMYzDIc3QXw#@;Ls)
zDu24}!j!*&0axP%rKJM|x`Q8i_h^KAi9`WNS0Sk4E7`D)N3;CUEJ*S_e?r>?;u$!p
zl#&nV5bcD{lhfbz_G5y}qMb!@u&F0~?s+JDdPsGrx&C<AiRgU&6%sp~z8U&7G`kWp
z`x|KHY{h1pQ^tMA4qKA)XBXq<>nz=wTDx4miV&0>t(hhLX3^<A8T$j<Sw4KxMin>F
zcbuc+S2~3Kpv@_lH2qqhv8(VY?!jN5f)G~q<VSBicpF&bOgZsB+{H^Mxg<uhlDm^p
zKnE-4__lz5InulQlS|2o`m%R=elG)Y05Gb+l72^C$K)c#`@8!4h5XQy+P%&SMU(=2
zV|+|`Sv)g5L~k862}o4}i3v~O#vw;QFs2(6I}V*`Z}Ewm(7v8de;i5s^472`O)UmS
z!S-h-S5{EY?e#<~?wj~N8@bN|%U2I_M|@sdkGpvb^OVY9i+QKQUxnA|>vMmipL+ga
zByv2$8Z~bHSUa|7+)O*Zo<-}9QD!!mk1sSd5QY@&_K6>oTbPAAFSGgz{20Gh=IH;N
z$yJWa+fyYonQrG3-lvB?#3kC769R(PGc-hl3DVCi>kzFhhwo;|@9sj9ir4*Kw{wzm
z5ZwJ-7)b&0y%8JaX+S$fy+d%XLgm1hX<xLLHKz?(Fy!j_%vo_BS_4^F5dRE1FY7Rl
zzjca>zmfg0K8w^>Z0+fK_yuKQ4v7P*nqeTwdV16JW7J*re&lCwUm=WyTZ_dnZ*4$o
zucs(G%f6SBBWDK2s)ydw8);a&wEL+kr%5++C7lyFagX4&Z8zE>jbnp=pHE%Rz3m*8
z@R}`DuZwR5oQL_8Jt0La#6O4Fcdg_vntkDx;VgDqGsxQO(}59>-Av<zwjW0(B~GEd
zT;r$(Mf<rr;<l{L3v)i!JGa~ifcK{T9`59B?**Xa3?xPr82V%>%Ibo&6gz9o#>21Q
zfpJt>D+gBKH~!?N>)i3HkjQIQ%Ya!t`mgyhP}{<1imwD0$sGFiS%XEEGSJWH>Bae`
zQ&i7LLLw8RJo5m`wr!giAZ312qS8x$y@5S)ovR5mvG)TvtoS<#A!4E*(bUyLvMKn3
z1Ca#R<(rR-N5nkXk#wHM^%xpI{RIEV<0|JuecCqlbOffM=sZ!eDG(bT99u}do!!e%
zgk`(|F(B0n9&(pxsZqg9jwpe?*4JPF$|-ypL=bLC3*W@S^Q|yGZen(^T;ykJJUsyU
z-GuZP2INAr{m=53!G5w4!a0Co^O#__2MS~q<;rt_A>MCH2jP=H3Br^-t{HcW6|$Lc
zs>VJq%#CW8?>^rjb~VEm%F5!0{l#q<P`rN*7Rr8@;aMv-UM``eN=`psgHRVO24RYJ
z?j)@3aoz2hdls)reSKYkilw_BAql6DUwVwjLr}2b?7JAJ;6|L$iv3+F=Wqiabr<o!
z@qNRUxggyAjJFZ6{|&W#f6j<(HM`+wh)v`w{L9)#IB~|ju7To0G%-F-6mPiur1ASW
zlG9Zx2d*fPdk>@c@4+2vc9(vh!XWYW7P7`BxL490l>KMs`<r+@B%DvXij4lz3S8fY
zC*q-4n8%6Wngv|`4wm4B2smB~n?7{4{5n2D0i$X`u!g1?>$lj@#|PTjnr@&ctk^C0
zxF!Nkt)KZk2*m=)@AKx>$jam8hD*&=Q`0ZlG+4_i*Yo_d`noAGWP;1)`T@<1sS<hz
z!~1PFG>5`52o3Zo<ylz+^^L(po$JewVyeef-&r^RVM!ihO0<K8Kx+f~nD(gq?RPU*
zkboi+m^YA^Ku-_ucd(BIZpprC_G-_(x0zUz8?W(0%`5H!awjepu58Q~X~Fj2n3W;z
z1cELgsQ4q%^3P4;!!IS{8`=Mkx8V>lr<_(FmJE;DK~rmcj(7a@^U`j8)r6eko+=MF
zvv>VX1rvEuFLb<Eo%4LKwhMIsy<1N<G(w?wGENggv>s9vTN@vQ)laPyUZ?XfY`+*}
z#ZQNoD5DqeU>I3A6QbIm13AYRCOd8CjE`KcLCE>_qIYD1Mb?Q*Law?<19o@E@KXWk
zeipHil~Jd66o`q>4_a`ZudK*kivya&S<SLr-5l*@sNU>pPgPDFD-Md|uZy(iuqT2a
zpjYNz-YJ$-Y{r#={`v51934RYg^w5)P~0kMx2r4tj>;BRq08r<u71X>e!$YhY~RQt
z5+BRB;5;ZLCfk-G_$%G`#s$XUjyquUCC*0^x#KW+KYbQp<&fX%;{5)EYi+$NZ+8vn
zg)RrDqhBh+y1taYPTbe@4)XOZJ(<U0w<@}=NRQ{$VfeB*9sMq{oMRRt4HO>l@v%AW
zXAFCS^yQr-2x!m_c3TtXCvkgGozJusylBdydT5XOLOu}CeugftQVVR%kEv~%mU4%$
z^mNr%!=A(AV_VG7=wjx3PQ9|`68jqb7WUi@@)PqA2x<V<;IxEyR!y*d8vpJmb$xk%
z46++_SVV!DPTm$J=W=j6x4)j3m*cG(4@{pA@0LW2x^&rVsQ)R0Es>Q#02w{1Yk;1!
zZ3^2?7{y6LHvQEN6+H3?KI7M+k{%`+JHz_ccfszrlcuBUfdg<8X@2%pp>rvzjhj7l
z5Ul`=kIJ(yH`&4+O6ab~_|Ykd#mWifFdR_{(~;QskF^bL%6m(u1j;D(m!``tEB<o`
z&NCWZSO55f90xO-T8iCSoN@^_2RVIVgr#<`W>+{-Mu~>PrzQ<%QLWQ*-k|%L>!F4m
z<1S2`r+WiyUwiz_GX=|GPGygq^22zz{;XJqd1b{&&M(~Yy7i^?G}Kc2GaOzI;0j>A
zN`$2I2LCPxo}zrC_sS%C{wym?E!)V;vtO|b&C8Y^pAn~B{L(c(raTB|a?J&HBC+#a
zg5#z=iKC!sr_<afGCGY00!e#De*7$aiEQG7xc(|@%Ra%TI|K`IU)<c46*CiQUghWQ
zX|EngO!epWHBHy;dF|DDzmMQc{)xO0e=sJkpU;cO;^x|x8sbg%npB-PRd@Dxxl>$c
zXwSLa<B_W${q`q*#FWFC!x`PB7n%VbwFc?U8-O>($<3DCL;M5xlm7K*ogQPkdrt2c
z$e~P;IprWBruk4AeLVZuCAa|SoQvgod4F~xb_i+i3LswW&Gy4l(Z1A#<<jE*|DQV1
zzIM%-&j64>0-pI(U4A*)KpxSZ-dgItDofJ$k!Y^UhduxHyXV2##T$XCU5Nf5Bs+Lt
ze&5H7WfTA)*+lXQKq(!6m*)`<%%@3KXQqHn_Achc6!=<bBV@>4<1v$@VAwnFoWT7k
ztj3%Oc9T?)zkvB9t*4&D^O>)Wk(ql{ZAE(@6^7ID9SQ-7Hfzwf&v&anPONmy!SG`R
zVLzznhs2n#BdF9ebuLHHMy`Ya`H;FH=dOj0Tc5u9QXJa)HJsGX2e{;yu-|P;**lN#
z2~|!hlDnu!%AIUqNr=I(o2Er$fK!f&jKmrUR4gd0!i1e00-G$4QDx~M4>bJ@(HLV}
zmtN>{RqnzjQQ=;RwtRR$W6TLTZE2!Jzm;1CW~i~?QAZuOuhYU7$yWO1N`eUQH+#u7
z5@b=pu{|cMWRSX#h|hV(ze#u@YMJN<+pfuH-Tzg{yZM+bOPomE>pAR02#(Z7@|fev
zo@8ckzgRM}P23(Dh5rC9&8y9#s@woW+wM3Yc1ZWUx<`%0_?Rfe<1?_mnGr!U)ION4
z^GmOn5z|6td`;irX{Nt(RQ}nEapS{vM8PI-zmrN6Y$&8XP3Dq?#&)ID&LksxNWr5G
z!JNZl$J(RlUW60(62<Y*=9g2H=7So)p#gw&R2AoBCpOXnnD4+oRf+y#cyLS2yE*tO
zkKXCf7B&E+75Ib;8P`Rro2EqM8iIwpM~ecm@CfMBQ1`|G^ihN}vbZI_f_!*?RB%KP
zB+*L{lQrzJEz$zohEcoWVuk4_LBkgwOW_h?q{N{p>t4@iDOjVO)d=XAc{z;&DwQhx
zJ&x7t(oR!nikx)REaQ<FGLcaml3qA)-xmRe;yrs?)%omV*&FVV2+wxRnT^s9aA^0z
zJNV+L)2;mc$RvQz83Y5D+kiH}>9XHMqgW)Wf59_r&EL0BPxl;dpXg3?@IG0XZTW7*
zOhSjaEDBCK;2--roJ3y^-50}3<3ZWc7`T|>_c;NDG`yDSQS<DJq3aX*aPdUSjJSVC
zpH4SP<2~#+AKTh6xdZ|6j+R{KU~}&-N+_8T3X(?sI!=PsgtqJEqR%NnJB6o(=FraZ
zr?Ap)4nqhzFtB7;P6tF_KW3C<ry9(D32B5`MRGf{$tUUThAVW|Pv}_mLKSpfAmOwk
z-N=8T(rXkoxOi#4WgqaXim~tf{QCjLbYxQ<yl>yTbd9YYp6S{v@ZZu~zJsVb8%XWx
zlgcS|v$L|iz<1-G^#OGLq!Z;|WwZ}$LrATE^R_a*Q?4Jn0!OZ%4f`&=slC8~9~GR2
zAIRY?mI=?4AfgM#Ff;}+^!XM!_vXm+R7vWQPAtQyHW}>m)qNkT8FgUVRIiFVQBd<?
zIZqFyAxIW^WBLacOfc%9dOyq|76!>Q)3N=dS?_ZK%)k{dNfYJ)$-GE95Vl)qJ7KDm
zFJ{=M@5Vs3uc{#MHX5BjGn9S)qV<kN9tDW5M~GoQo|}byB9d_Pt>dl8DL6LpYWUD5
z_t*TBAsZknIWM8x+S=dT3?NOu_KzXd9;lyQZB){NwRB6fuAm+rzO-Ey%Hcp?^@l*Y
zn6H6Y?{EF?;h=;J5&gl~g?CjnnRp5h>6ntRtqo6GQ115#$wc7)iBQ?(wLen%cIp<w
zn%qbEIR13P@Nbl|=|D-n*OcHz_vzs)BWU7;G~pxlv;>p<1`x)_ZF%q%EW?+Mfe`u5
zJwP_ey>2`Flr>a!6dNwd0@ls3^7i+i90(4poc&oAOuPf=@tPJ(Hn)%8t<4Zz&>+E5
zar90e=r6BO2NmYn_)R4a-PGQxePQ{R^cJ#sBS3+P3sM;YGk#=>q1d1gfsdZOe=n{L
zkFV7xb+CWx*34Db<-O$LdNSXvLbEC|m@t)oNMCF?vy$Q>7sf9?WKZF=!2*q@o0HpL
zLr(U(upkpVI4`{BBpGCM*%kLzpKU_nnrGI-kxmVE_mYJ7Z_N$(V0?R9*zYHR&>|P!
zA2iFaKN<6jFLOCJ9uAu0BNuo^fk_Zc*}YQmQOZx$+IvonBsq9mk)q^nL6kNGSP#rx
zw><5MqQp_|+=_ml2A5}yYza2i@h3>haa!s^TB^fc&<ZQ)ZRWbgx7JUI>T(c1(hZ!d
z9%E5ML#tX!ti4<CN}+mKtJ`IS(Q{xb2`#%9UGM$Jsi)J9-v<}Kyx(GX494AM(H-Cl
zPcIynb8{P*&3m6f`G1hUeE5D1tll5=n#qgvp}jYgX6!CFKCe;38yT!`=CuIV_bH0?
zUOsL5(B22?-rXeS9ljA+f2<W)6QfD-khNZ+_+9kaJfz2T$*;^KB*PAhxHO;_Dv>ie
zd~7^sdR_<ykoBNX)N;gifS7-CNFV-xL=b(H8F{a`{$7!u!{zehp>)Cng_B3FXIU(b
ziE=qWp7wgh*^HkJNd4lsb9{BD#w}cgXCWwzY9H90Z7QrmdaVDg1{*i_Ra|;U9|!XN
zqE8ID(KEXB%9eGsLtTOyF{o;{M<3cO`WIu~pNQa;JSSqY1}h{ZW0Hh;9hj8RzGLmo
zAZ$t<ZTb=3jdBBUPvh~8A!CQ3ceKCxb&2<ba33*Ry3q7+H7s^J;lHz0D~=nzYX^7C
zu&W+S2xs<>q~OE@B)<p4Tp-h=YBOD<ZZl-ez=ZQ}2#C*P(6tz0bPmav(@)D)Vg3FD
z35OCfz@0D)--&!na&I7)d-ftsf!{^`yToi;pq<vfKIEAv5BIM+>39x?2tDIxxLkLU
zvBOgJWc+UZo=Z96ARgKy+O9d>5&qR4;{GztVT$hZw?47IJAZ}AK5Zv})woa9e*z{u
zTI66fRV7qerCFZEVkscLcc>T``QO~*;~D<O4l<;>qLEsziN4);n(hnfe$P{~Erx9N
zD2g;J<X<wG9>*6&|CWq4>$-d_e4!j2+bM66DDb0Lw(CUB=Ub;^!K4BTPZ94?2;rk=
zvXzH^qO0rs5=E4M`$%D2h8<~2Yh<w<$bdaUfv>|SS^85zMCr8z1k@xhOU}hH!2L(A
zw4&#y;Vs*;8pE-s9{Tus(0BsX-${O1<YmL*MB%@)!4GqXk*-k$jDO=;ruGm9@umRP
zmd$PYg#J=WrG*ef`1|{LO!8qnnZ*5O2vrbi=HljWvZC%<joE67nq4`6iQrK2ydxr_
z#<1}TX`&KKOljVMV!9Jg%Ox3QtPma`G9Z5!Kd@{ryc5ETFMJSow$N&Gb}B0KJ4gLz
z={xgp;wG}WT#lA+#iNWHkGwF+!y;_;Dv}1k%*+}_{T1+fRkm|`+!d4}>YMyAru9xe
zs5~~$J4BL!RlY%<90MWi=2n`g-HGH>bKHrrXi83cz4Wl>7Flp7m66s8irWF)d06-D
zIhcQsPg3W%*PQf0^e}p0O_(5*TX(wD9kO55x*sf_j&AHPgMKHb$x0^u`UVhY;N8KK
zs#YyLfAWU(w!;}jF2nMN>QYzNlV-Q*T3jK&(-$D$Ov$wv6sF^M9<n_y>vF~8lrAhv
zJgghJbWRdIaRLdc>Vd+a;+QTh)$J=k)b}8fqQ*`al|Pqz(AkgCwQz^<%WxlG4M34+
zdHrhwMhrI@{x|!^fD;tgkl&f(Jm`;L%8@92evR#!bG-MpyaQA*JZy@*mk{?bPt@;%
z8kWMl=<!m0BSAs{THW?YI}L7YBh*L!Ixqu%k^=&hF2%@)&v0%0!aD5^hCJzaFAkDi
z=J$*A`Xc2yd^=*Q(~Y?x#68{brY_g<&b$DV7HY06`}~uF-M}7ya0|H)Ev1YE3-Dhd
zLEH4OgO^4g?;qe4vceRM6UUTn$BW+iN=|2UXl@ux9<`bd155u^@>#ymmjk73J~0al
zlZ5d>vOgFfbfhi|FZ%~aTXF8{;Fo6<8)O&e{H$&+!o}ZvzT3P3JHBRk9@rM*iJbY!
zIDZ{p@&`1OmFbJu&UO-!IjBQf(WfU*N;P612!!Y^0j^JOUg0r0g?8N?G#P39=k;_`
z{rB^^n?-MN39hxcD{hm|8~cs|g2zK`Y(v1$sZ+?7mU{H3$C9dH6t)$tHCa=l$u!@M
z{tTp^Vm|WeCJ(>Wo<U(x7W1aw?{d{koEb>G__?{~_u%40(;=LKo_Q4zddhF7Jb1!r
zQL#fqJNtt`TWi{DYPLSivn2MX)1y8(naJ*bZYL$U|Noa%!|=_9t_tagY=K_uJ$p;l
z?T6b%#5zdxxjEjlhnI=zr@W%W?%wmz`nrOYT2%@K1S41CBW?v`>GEbz$Q#}rd2S6C
z7BQB3ueS@5CL9an#n~FBo%K4>B1!^ORry|Z^-OtG?cH_Vz4<ks-lt6&jW;oU{Pceu
zo!7F0*cL^<$SOpFJd$&kpf45(f&>u|5kK*Uf9iSqwX6HylZ3t3nsW@i61h7oeiD#%
z;x&JhP7bh)Yd4o}0pO&&()O=b1G9qyldxUMM4?SDSbru@=P%ua?cNR4b9g;W=JguV
z6x|i7b6|AL=D|rUCqDdL^+j?n2XJRA4ROyXTcqTxLLND&fDN?0G2-!_){p5DfA}-G
zfuCdaM^CN2_#%`fjpwpsl?p(a8>mDLX^e*rq$o`5EAtGU_dZ^1vkyz3!b8`&I%{rg
zS6m?b5+F{v(GVQE^s-uGhMs@903!SL(FF+;(H(5c!_$8?<0ST(Aq3|LSz{oW%;C;{
zZh3z_HPUt?4}5?8Bh6nNB_vSltOz~g7dP1xzdMz2h}Mx8geQK<bA-@!up%F+wvTQ2
zYOp5h(CC#9bC$e4QI@hM*_(G%|4q`{CcYp;X1otXNXPfQyZP+p(urko9x!$zJMyNO
z`%i0Au8Oc2p}|yGtXbGgjq<0=>Zcf7nhVFy!kr$zCQ%Pzn(+yFJ+7hnh>=iKkKVjV
zOGg1?anU6Q&%^=#WBoS*W3?4er?1>(QWo`iDr6&i(#u)q5%p+Sk0=?iaB57rWcJdr
z#0l0TdsDr#I_etS#PhR5Ip;IRD9w{$Gt^f`;vDw`#J{jk?)-q-T4%-Y<dN=No9ku&
zF~cW}1gjq@S}3MwvY~|Wbya<a#Kx764s+0V+O3d^HP=3Z+qtvk2IuN9;g+igZ~pr|
z{S=Xgo24%J9l!Ay0Nhn+{rqef^wRBzm#xie@hVV1Bmf8382Ie<`*hmnq_FxX(kO)z
z>``{v!+M8@3Rl+m_58!Y1`FEjC&Xln_2I4Q45n~Fd4yRlCd<~XE9>mXg?>?A2g>uz
z-%J@m$ndIFIg-|kkbmrAez#*CG!2;;-q=Of!J4=>w@#H$r;FJU2!x@3_Y_GvUwASj
zNWU{Y$Y=&i@p>cznC1|7;nH&JR~27yzfD>o8C&)~E9H3W><hhjRV_E}flONMy5tVA
zs(A3!uS1{9=)Iv~co932FrwYTdOlCcRQh)B6?Le)+HU0nmusz0a<$}WT%9ARmevqI
z7K(-n+5L<+TE<&qz3*#Q8|{HAS%HF)^_ev=?M^CP1AhZF>sm4PQLveak8I=T^yg&p
z;Jd1){7Nx5!+~eHR}ZURQg4TGx&zjxMvzDc=OnG#zULzGDDdPgH8CFY_#aafNV!7H
z)K$V19tqEjq{I6lOvyIZqWoP_*q4TdB8o6IEzXyo-N1*xENorPV0blcd6LTSc`3~O
z^C048hk!_RpJ_)NCh4zIw!5rC;HTbt2;F_23E>nytIW{k4K;(ug?Z`oqg=@}y@NI9
z?rMZtue0M=>r3d4@)dU|qzDiMC<DwRWmZyO+jx`bVZKkKjUKG}6-T1^9+8eE&xX^R
z#Rog5<jzMW39_7+4AD&$9#{qI4VjEc<=3FG)xUJ!p695aS=?Ip%_Z%$5D&#*CGsps
zhhmpMb}vY9xIm41Q2$lqefK3bod$^Mogy#J`2i!nwZ|_O(*ethRjrv1vWr!NbNp5`
zS?PDZWy?pn-2h`-e}qlEYb3)Gp9+tM`n-c7=j3aWk)E+_VhaAfj_z44ttyr`{`{&4
zh)K3j>*BO1S*ATANuw#>-%;2<m9*f6$~p*fyP#BJyLxb>#Y-J@16t)>4qj@p6=wum
zZ#E<^?mqRU(u6O)`ho%mq6sw=og*b)Me=l9W>=(K67eHUip(q>A<!MpO0jmjG<?qi
znz2cfuhX?U-=*vn(u;oxNA%yrljyx#1P{Tj&q&t_Xb5~xrDNT1r1Q&ZP|v>GdCDbb
zrY3{Ji;u3j?v4R}y}pU7&6kYAUl$(Rg^n3WdALOTuh*i^So)5$3Bk=Su5y&+m0iJB
zL01pO%}4KbxveACvQ~T_j;etWc_X2i<fm9;%U<#rfYf3chxO^>qv?GiRIFjon+LS@
zR487q#Fm%5t3>xc5q2m?2H2WlI2@g*chV6aRn^>Ovks`0r6X%yUJdCZ4z3*b=hL}O
zz(lTGqIYxXvPb=VbiZ%C43X4va^EjaHLaUn<7*#B?Q4ySejCE!f?cQwDgPEb>xnTH
z3=-}RF73YYUCldV)v@e&?EhZPFjp!#Azypjwo`Mmuc}8~zD?aQa+Z9q1U+Ud?fZvr
zUEBuBzpI1Q?Lm)qa1lw4Mt_%Ny&fmZ>b}bnM_bT3#3~nIypF^yipwl%OLjZuxO+c1
zJQp5>1!^c3_X0RJo}~Z?c~ySc(cOj8Wp75?e3|DAqjdNQ_FKU8yDfiQ3@iV>Kn-7|
z?XiLZCp4ml1S49g%cH(0#0$;&(EE<Su}y|5MB!k_rr#5vD!sp721(y?-#MMcc%-#H
zTOT-mcIJEAn}^dr$k~1vCGf|%*BHLBw0+56H2T}+m=R4+T!j+`qe8$~*7ZX(HWL4{
z;dqa>$lqdSo8{SiO&IGgv<QbvdVSrvW!3j4Cu4`GSW?(+HCulppTs=E(b6jXoc*4Y
zkkcBP#rO*Gl8B1KnKc(x0@m}iU`TAYqw|Z4F86ee+&hbemiN;+?1;y(BrC~B?H_Gc
z>s>W942I&n#IqZorSEcIHc5H?PCroCmqUM7M6`N3)utc6S-m;MTRVc^ltlUW7XGa{
zjU4OIy~-fkCu29p=I`BMsfV3+1WC028PZ?3hI+4;B@>+)o^fmO)j51*&$WHsH(UJC
zGKeM~vQuz@sy7!|DcFLRw5c}cji6t8pFS^w)@)_p+Bx&CPwGWyoTAE*_d~BRyv^Yy
z+Zm*fZSN0I16(~|9HEHL7}5ry^<TsU-*`A*G%@(-2{G?p)#U&*UMzvW5vckyCW^{t
z_(GuMy=loUm^>|t-i8&{OGX9rCbaDF&d2=V-oM^O`0yc`KCv*3msqyk)bfmzFi&n8
z-p}E*anA`CD>J*x^Z9o@?2n*f8NcKG$$>4KKAfex9ZPff4iTPSf3bXg;gWm+!)4#?
z0Y?&}<`_OKQl9I3zkJf}ej#4lQ2|y?d%J=bP9ZD;{n(}{fe_`jiN`UIkkmx{a5`bU
zDWMcD4a3FN;o7wK8}B*|dQ>id!<cL0F(VD%5CgojuXM9aLAzXTqxT5nvzwyN;*Q4p
znfMc~KQXT8`6$kH^p?8;SfaFO))NpMFn(r7Wf;K1Hi1mWu~P^WyDcxFSNxgimhWx-
zJm2)rvxd*l4Pgf9qFONfx*((N`yyL+QTenP^ef~S_#U|u+nt=5%L6FjlobW}+r0q<
zLh9xfn({*&K9K$XqB%ggsZ)fX#dVhR>hGgp`g<y|Wl26@beYdJceRTa{a(K`@sN-D
z?dP245GIC~MObo6Kgr<`ijW!zNGbQHN@)niODeVsP;K5`QC968@EW1t*g00xvFQ`9
zzrh^P|N6e#N-B7{UO#NJTr2k37~HpYGtf`=U(sEhODiILduEZR((dwce0Z4Bik=-?
zZz*1;eAP}j7KkxffvJZR{PDrtltD@Z(42Y5KM`X`B<y*z%<St{?0UNdCtmB3cLaU9
zI$3%yj4dMj(_RUx6Q`QPWP@4YNwhHEu&F=bYjQY9hzOuzuZY%2#NI39vk#_QK{79<
zqH<*y^&$crz4>6f8~Cng6a=;Wx2!v92i?n_-1cuqG^Kz_q%I+epAA5kjOOmt2WGy#
z%_B8D&9}TjXT5(HFo=9yOuSnwsXyY5u5>DPJ|LNC%xK*E#+dB#@`sO7%Z68=e11#g
z7NQTdv#swWC>kTP$D{C(ieZfUA}i3BNeg*8Not%I0-nhmd#Lz(Hbtp_MMS!L-eW6@
z-zabFg%<<Y0+r;0!rK@roi~Z4Kze0cr&6SkSXP6_mCQ3c43}LzSQM>*U;-P26U4I-
z+>ZXkWYq^d)cMR3%sWMoG*N*%7i(yh4@vgy%{kl?_>j_4gC9<JafeB__h<ZVM(sLV
zqR4Vo0-YlS*XP%9mrs!QPL=SCa{Ql(>*e0xVK;n56pf)Zb>=XbG`_ihx|>Y%yw%Z@
zzuYDm0}K4|OgQe~{{Np--QA@QVXIdQbdkDmw%|t4H9j!(8q23GYITV@Nq|3N{m0^r
z8*Bk~?)K>x-L<O%!z|M#us0*aGE_qi`t7TD;>lD-2}Rk#N6oSW8(qxC6JCc2g2tP9
zSBmMl1oXA=Qw)qxF3EjP8uLRL6)9xgps;9AURVEjeY)!P@Kd@J{3U9Kz}^n0**hxr
zF5(kovKv#Dc&0CQfHm{_v?&1sId6)T770UC0Sk++=B!)idsF~&Ak+>wH!E<$+mZb}
zmhERvlQ<`i*t~}$pdx6Z(@^$)YBb^Ga$zt!%~RnBqj^s{``0x9FX#O%ZniX?C{=9C
zNH1IQP0zgQqci_CEIPn)QT&X>A^vSbm)&T|T60FKNvKU3!&b3QjL;~*HJ_NIB}pUR
z{D)^T$on8z?Fi*^XrlCVqAx<Tf1k^%lNQHow#RZt<4OEYbby?2ba#(G@2`SmUwr^z
z?*#rBw=@LrY%K3~&b|u@=a{h6o&DZ!-KPLGNXYYXWkrkr-q)5QR6E~4jphAx9I&l-
z#C0Vrb2pZR{2?Cx?nsm1O4dHJqHFO!KWJA6IgXUEjgRy_V%E2(fwgb;O(sE9F3-pH
zmTJ+5RbBKyoCO2fhiEF(w|x*>wukI*(tnoCKU(0X7W*Z5pDD(bjsLvneF`sTdeB>V
z354YSyAK-c^2N^^**AjX>}lRp^z|5)?_!~<cE<&T_v!CgWZTtAJ7Mi8_Azrs^gT00
z{yJA+hifn8_OQ<!MnbO`I+MxvUM~NN_hk{FCptUU-WhqZAg}`2A1N{{rqYh$-37|-
zC5bHZY(kf^y^PaFpMx+xpR{&vYu7?h2^rWue&I5F99QXRes)N#>dUeJRQJ8!qGG{5
z==)x2Z^hGUn4NP~<p^$bfX5OCTf~B0E)HjB#;J@2eyT9q*vE!EyA8W;%~QeAcvyGC
zzN8}z!$E{Y^x_ign#V-puYQY?jO+lZuWgvzs*t+TeNVL<0@NZF1IMG;@Z(kn<k0|^
zslOepM(hIbuqk3buZoHbdg%H>%3k3K$96fW+m~9}2ji$l{!1)SO<k}~<c^Ur+2Rdd
zy<>6ud|$-nI@T4B0#j*E%4k2p%y^)mgo~1$-~09FekWW3(9HMEa(nc28B8|4-Y{T(
z_p!NR_QFZZO+a<ZE!|u~&Tu?=g>v1!MZksQ%h!1D*~F4x%~^;qkF>&3FRBG^ubTv6
z;i^Ze-F~SAx}Ha7uaNRG{dSMtvq9|mpS+8euTFu`5Dj`;2r+X}-!L-gWRf%K6@<AA
zq)d_wL>3LNA%$?sC)%ei6AVJw2@A@Vn0_X+z>Wi7(y=YFpxTkt#oDpTiCPn94Npf+
z{f)R(Dg3us30A?jfmo;spJAL*#p)BK{PVzFE4OJ(Z|Zn+unY$_?dVpx?3xvL@DP5+
znT+{PzIb!Lm8qcJ?{AJ{oErcQ(7&}BLZN-H4!Y?y#k83Tum&1^yku{Odz=cRBn4%o
zqGsbKce1gyc-~Ie(kU*KXdlltf4NJDlWP!vU76F$aBZH3)G95jy~shzMq)w-aG0R8
zAd<&(D?A=H%*JXbQd_kEE~`^P%omQ7`{`F2e>bK)2Jh#oD^TQKi7ED^;r=O6x3MnJ
z<ek3$V~(zXHIIiTDLFu*ZYPRPf4Ca2zg+#TIKZJXs~i&ean?w@dG(n<WP5%xn)N+<
z?a(&mK+H7qUn7YhGufX)UuS5$XmxLV=_J6eRvI8Ae!L8JJd6dOd)`1YLk$z}cf0PI
zC!E`Zq|C_7=Z*T%2-_+lHf&Jnpw7HwzqI%7eGK5bXHZUiExG)#3r~MXIgDZtFBk*O
zM1804;#A(IcX<%+{XFOGefU_)muVinnvs)zv9brwK$OjvvjP9gRA-Jf78mEY$<k@o
z7ISp2KGs85Rt=A49Xq=aL8g2~qX6Am{3rDAh!W<weN&YEY+B6G4S-=10Sfyo2O26r
z&G*O7Lv|@LOAE+}2UCz~BiZ3@;bE?*pYvC2y@2T{o~cyt4!nDwpVb{w@(4OAA1v@u
zkiy5)$6J6^Jkmd_)+iQJjt~=OQh8A_q<6YRyYk5PBifHG-`;+^BEoAG$DfB^myQs2
z@+;H=-ZoBf*~r4D$0?Fpe0gW&r$A8;SE+?Vn@aStxkROQD5mL&@21&X=w>SLflti!
zHp{_n^gU6`m}Xx2#A;748LuGPyK{`z(~&%aj~W)rLeJOB_d(cS`lIPSanGD!bFRq7
z?(FEI7Y_OTUUNx+@XxU%msoClJfGw@JoC#@1<KFIl~O_+zEZB@ZTr}-8vR(tLKNe`
z(J9NbSdBcc2ntMl;oct!I<ZWj(AWXk)TU9N41N9qz<2EFU8*+Skz(3P+}pb!I+GCv
z`C`<qpYP!<hqGQTe%S5G9@?CimnW1|tlvgEK-EG;Xkhp)T~hNsd|wn{j<5A{__^6#
zU-#(sXpCp`1vNhfI9A^S_MAIP=T7MjjVJu=)bC^#tt=9(UMh{f=F2v(hM!K7husq5
zn;@hm+GJw=oIZgp9+P2{mFMISf2#<`*W*2`13WEGZ5!<)3IFOWAN%jJUj2+Tt|~;f
z>rO=#JeU1kz|r&4>-_P)CTJIw;%mfw0z21p8hYby7=bCvRK~AiG$S6${!9k3E!5a^
z3@@{Zo9~Sn##-)jYUJK$X&%ls&LtQ1jHBr?zLF!L1Q@KLQX3fZXaZXV&}^_i+_pB|
zPrxQ@RttsN$!$RgJ9RjwPx9@skSYx4&oA0#I^qVyUYYQqX8Ygep-s`0!NnlVs=0e^
zg>S)4xeI$C%n73etu~<ElA*6JR(@=474(R|;Ue}4`RN%xQC5^{`guM#?rva3q%yPS
z2Cn_PFl&oim{~qt4lHJ8DE?T*RnZWJCjoqvyF#~vWUcP$88B%sJkJkA4x?>uc$tiy
zLj)>N%&qGD`-!hdBKVhaGqc7yy`HBgd5_@+QLcoYrzXA??uQAGr0#6vO@is)+<#t@
zzdEi)#{2DubnEYK_OTCFX7c6031G8L-GFh9mGahB<@Z*8bq{tNe=|l<@CV_3?$^P=
z;zV&+gVjwI8@wYq{5B~?5lp2xu_9swHv05y3aS1ezuQCqy>`Kr1^V_T5b>w6()j@%
z8hq_@u*hBzJv4ZOBKKg?#nS`y^{I&8@f}#G*LZ0{%_>9Pw27k6j`H|utT7N~YhL{N
z92MH)MvFZD+O~29p&p^S+?`4op6*D1+v}o>ZIg*$hsnb$;!jd@(R=GFnpti!dkA#m
z`yt_9uY~_ut$=FGGk>JUs>hcJC_DN4>k>BE_*&9uk3Tw(;klf1qLVo{K8)EW?VPuN
zDvMIe5cVhS$C;6!2pjzK*`Ml|bA5amNTn8BQ{0xf^7^DbaeT*w@ymXcf=Efor2wy-
zUAa&+@(Nb{xl0pkxy0r5`@qhulpB8HK^ZV!Jxj#)%m@Loph{=cc`3PP;(7ZN-x*Op
zI#HSP!O=F|d{~YAt4{@~RXAsuPh^Yy?bYujF_V3oM+EK5WeFl~Pb~<ldrZ7I!z&f{
zaNw(_eCT>Wgda5qw_RFuI~Rmhbl!51;#kkH2yiC%rx*E^?hrnlEI#A6)GJ!?e)Ycs
z=`oU&NJNC~0^3FmX_l5#l0Vw!z)m5k5+LV=*_&<U^%piq+ahB+F!UYoWv`K$+>X$f
z2}80N&?fl+2dEYVq5-+Dir01~C7WTi>bJe?E9Ax$;Pv|~IgJ;7yL^PXvN;etpUf@5
z3c?C5#$-MlF|f_=SoYcQ+t*p6M(u7_`)II@J<b&EmO2_0I1gI_8;d3Na}eE8yrv|4
z1%~q&feNIsF5Q`uy}h$nb}94w`KPTF$OD~?&d5AcH25#XT{LkeE^q0hx<@kO*lgv!
zA%QuWjdFYrQ_Pv12V~)7U%9K2o0%K8hq(G|ATa2H=7jo_dyM+>XsgF(9rMW<fWrSI
zx@U(X?#l67SYmei;_cSU7yH&&mdr2452SQa!yu<BFsz@QTeMeRiT#I)py)R*084O_
zdn|yCmk;$e{pU&Np|i)O<#se)<DCaMl`^{|=)$xN4yFt?cDeVBW97!b1+~A&+zr~z
z+xYN_Qh7+F1!_l(X7n6R<5y;<Dw%y=_a2#b<dPnx&(>ov^Hr7u;(nN*fS#O7Fs(Ui
z<rUUxhx`A3UE9_b)4Ni9ZLyc;NVxnytZ}1%=!j|G_wkBdK7GIZ{G*>l{KxwB-O+nq
zUL4j9+f_5j@_w&_0;%>D0MQ4Hb)8)OPV52o%JCR9O8wX~I7Pba+_*o=w8R%{Jqq)6
zRaKF<zq@vZdGvu-r{c9!_QG*_X7zav?RxCjJMGz0d^@kdZ~(ZwG>92MCkwuhuQ4~)
zljJuXNgwe=*BM00mbmz2c6^({8N1tIe3#KUCe&wbRnJuD;MKx8@kQ3EmVuIp_U@gI
z$haGJ<Y$_{TQ-fjJ;q;1FLphRlTjhVk#Y84&ulYlF+mc&zCShu{#`%$=$XEY9&6w=
zeggpn|Ks&rIe@mACwDnIRj4~1r{T@@gzz0lEV`dN3`+7x2|l-xtd=6{r?O`)em&Y+
z&3xqVC3SWA;l5U?`eewk1;la8Dm2`IH^}#bjYwJcH!gYOm*jg3A{VobZw40JXFJ~+
zyN&B10G0=4JbSu4R_+VeofM(7rYN0730@W9{xl;xAWceKy+A+CP;+1i02O*y-o36*
zxx0eAVfl438#mdc-2gJCEp&*e^mAKAv-x}N2s_%3WowQ1E`f#hJqXUsZuCd$)<-NX
zel?e0;Q9?^XY#RcxVspECeN!2?-WA?c7_^)lJH!LJAU7uIkfqxRXH+tI=U)ZTv^|8
z?d2VU^m1FB=~J0>hC&A39TO-f`Zrdq@wVEgsJy8Mn;*FG%$(2mJmqN}R>_%CDx*IK
zw4P2g5$(PAwU(O)8H1)dB#{DqnkUrvSKZMjiP2fey00D<QOn=8OLn?+dTYR0G$Cb^
zbGbLQG@Ae?*B!>_U<aX*n4jC2oBjx64KCT_%-#-<&aOer)o;hv5749bItQqxO~-2T
zeq;C8_16w0%+(DO-bFk4XsM9`qG>7CZT`bR3er{CR(AH@Dvy29pYW#PJo0+~`fp9i
z@pKKWXMm8_FT@^_hjPT{%y%{oF}b<I@42g90oqo@g&EpTLR{tGN1z&gsOO<4r=G|5
z<p#Wf`Wg*j609RAD2xSv-*Ge$v(BGAJKsLc7)gn{golkNrZN2f$m$L1ZlA?0H5{>-
zhbofYFt^BVbv@pNPiIdC9YKnE9KaD4pl|#<FzRy=6HhLCg)F(i2wRz#2ONh9KboH@
z|9yO4Fa2gK&Ed10lJUMjd<{3(I3~HCH9j0(1^vaT%(9%A^2^yA;e}FiqBjtid+1!<
zO4LE+^T&?}&5I&oz2g|%XN!@ywJ~?`{Kk_6kgn}sQFIb9h_gX&3>v+xBD=sra_>X#
zE4J`sQQ`eE>!JD{_W5d0!g&3V;>WcW@X~wjn6iPS@G>(u;<=LR=czw8IFk|pJiPYX
zecP^EVtfnb!R>)OC@CzB+G_t2z64a=M%;&Y8N>3;@F&sgyS88h>`1?s508!h4&g-*
zn5N^;H1cQQBwxbQQda@`=;rICmBF``T+(?~DP`D>gH5W#xO{GZdHWb~s1cVKD}j|S
z^d+AvRh9zhAp8h2m_od+)*gj80?v86p3Q?W$LIq(^`+{~Hc@|Dzigfio4`)k_Wk62
zSC0~&_lKwBW>e+0>G5TZ9w|%78=RFM$hh8iV*GWRR-ew$D$Qoe=URCNo~&KO@=!hY
z!|<c*jKhGP%_6<|ET<F;Z=Z<H)$X<=$4@8ofPy#yTI*Bb~&kD)0A>l_kpz)W*3j
z(3YZbK)2Y=Tu)EK$l|x*<W=}`!~{XNl_8fxKXp5Qk9nW?!YAdKmXD!6pmcvd&WMZ9
z3l6^wOFr6b`PE222ww;BQ|wsvd>N9*WB+m=%id?((v<B*ahxmQ6S5x9v0`Y<<?}vk
z51dq8Mm=gMzvHmujLld-l~Tr2fx4ZnfpQxPii55xfW`)&<<O+Wc$SY>AQ;Ykw3K`G
zQHKsa<RM%%(*Dvu#9w()3v7^HJEoK0;qFvyHipM%e-q2-Lr+u!Mv9uo?R8=>lA7Mh
z61~qc)OK%xSl*5S**(QGhlt!W()}ZF)sulc+i~bfiFc`+=+53>lM{EdZ?ZZFa-*K&
z^aUe$&t1F<a&^31Bwej_{Vt8_Zns<{j<+D>5ln9}cHK|NglkQnzOEGQR@+rj3U$?*
zWqi26muV-~<kO(N7FWuH@bdD)q|<6^&q}^ejW?Gh>!xvkZ3b=c9_~U#Wv5xWc9#;)
z*g3QCRxc=`IP$79Z}Gl{8w!W)iOtlO-^tuxG1g|cjIj03KKgJ*@f{d?x4BhxmR_`R
zf38roFjC$G7Jo`N>KnuD?x%eB(19M=qw4PKTzI_l7t!9kTWIf1tG<nq@6VaJj}PQm
zycykaJJ#jz=ZPuWwbJ9GE-!Vk`KK|s$IT?^dN&6Pn$>5X^i~j3sA`NvZiWJ;8win-
z<V%p@>phXHbq55u+p6&l6vPGagSXwPG-TduZmxnGN>u1@FKo3S*3d`<PPblv9$uqw
zHGq$@_P2TdzK?75$OW`OS_{XNcUoir97gfaulV;bK6J+Kv;PFY=R+BQaT?eLBdG0I
z0mrd5VZP_vMR@%xkpZzD%zv=P_l4x4@OL7cwopIR@#euT2%UQWtH0E2*155t+xd(-
z;|K2ql3`!@^bVfP^_{HHgaeKMJD5C<Y08q=!S%&%V4lMCEM$ou3UNX-bKAf6Ng`kG
z7=+%H>SM7$_|^3<{%|BXV)<hhig5S)UW9|D=gCFVK{3LaLmp+~de4Da+2Yz-mKS%6
z)7#n^P-X-s7R1NNG~PuRAHN{0JmE`(TY_o#eIG?iv6XXnLo&<!bw|$6e;57;Z@MIi
z?d=2qRfnp?TfoH%WJ^q(c$g6xviKRyk1giWm$~b>yzU32s!yx*d7!O)xgN(f-kng>
zc8hCl?4#)c`<YJhLcTXa$(~g!HV3Vc&}G8agDj?`%Lo9gH`BRLl(&N=mf2@POz%6F
z7M@O_bp_<!E~mCw3>&hniBOkCZP+Nn`AJF(DBtcoMf&|^@Q+JY)fy+X!NoyMW(ISu
z;}M#(#vm|!tvRW^@U7x(5W1<l<yjgo>Fv0?f%9%EWCJ|o2e*V$N~2$cI@vmgLe09E
zh+slOd2qFL`&<&!sKW@nJfL9L;BllJwC5P^&3Nh%OXz}1e?7L1Pb2B;GU?&Hq`$w}
zw`1<mVS9(5sJ4_hcRoh6h_s$3M<Ey=0@E5J<wGCZ@8hygD4<<(9SQ}|@KBBmUh#7l
zqU+1IgDiMDssHLDJ}r-z$d=l|7jK`ZL5wqIVitXU@5Ba|qwXm-t50_2or-|>eYO`M
z_Ki-~oNLy^`OO8d7Ok<DDkhOx2SKmnPZ18bBjDl-7k6m{W^mK=zgthYqT!74c}tXW
zuPhygP+Kb<hCA==2E9O1;41C3>sNNk<cB-w%U!Qlha$x3WT>#f^9aS}D$zweiF8a7
z=gk3PRa-yKO%Fb7pSFkyrOJ-E(Qo2rTgi5=@Ji=t+tF1!i~|qP1yEgGZ7Aenq`ecJ
zz~*<4KK6;XQ=Oe7vPXT>?=?Tw#qS#M;J`*GA3|r^e}efueWoW@GYt;9Q7NaUbp*c-
z<LeN}mroOgQ94eA^!jllMi{RTE8f26_$mL6vdR*|8FkNEkNRu1&K>&cs(>pJCPVgG
zC8&kI)->C)-X;e(1s^ENK%!N$r1Bf_5nA!t{I#cuv!J?sd}Iux3bg$3r+@9Hx1k63
z_ZKGD0obbLKA+&%gZbA&$9t)-#!e-quN<WrK0?84-vAx{nAhBI%t6))mw*n|d-@Z$
zF^3h^fSIfOQL>9ym9ZMe&&zf`2;bLF3dFiE>yG3zRNm!b@KXAtqBiT3&3+x(^Zo-g
zR(@Ih8k=eT`1TM#PIvbg;=%N>c5z|G-X)M@)A@1d!>{f_=qjjPVdnAr$7OicW2Glb
zBMq=7_P^dQJEPq=36X0lZbYFc0Yb5TizOsJxjkn;wf6hH9hAFiS|-g>boLW43iGqp
zYCK@x_ofcg8!8AzIx*Thu4;mxiN`$X_t7Vj9c~v)W^WfM!)!JG9J`En?bBhpcqif!
zxR$aC#{N0G3$~noYj_*NNZDEMV-d7)BppuPMAVW0l}R$Beo5|GU-K9H`HYXawGE*`
zR~MIgoFvcF&z5-Wgv$*}v7OwPTVddsWW5E1(1=F@nah+d-SaU?Zp1l2PJL?J|NkdR
zQPWxSN0q2Y1i1WOdV+YBN8|T*@qLgM>Jxs<u}370J`vFpzZpciF<($k$oRqs#r`sh
zmzPRd<Hwy)!#5?}1wP-i-TR`hR{8}%uxEG4d#eZ8vYK6BwVAl6zN7Vz;|bOIhHQ>%
z20Pd-`y?oro@+3j+yfRv60(H*_j`X(weR#g|HwUSWi}Dh?rz^CO0ECVY?agwRYvI0
zcP+(0W=#HzH}VYjJ%rY~g3vZJ{MyAfD6Izx#=tHm<$|T)4$~+dj&&ji@$S}R@~6;o
zEh5dA9h3#9GSMXA;ch*q_|@i~S1afx+KX_$DB`gfN->KpJ3m$8H7*VzVIW{^EB?8^
z5Q@mGcj8e*2i4W{sXp?|J+TqFr^hyHnkL<yJasr9u8O{+PQ-Ui@7(alzNS66*X15=
z{`kf^{8SA9f+B14`8<vjIeu!JT!`e%wnxQ(Ei%T5v5T-!D83NoGq^LGy(w#>glj17
za3Q?HaT>GV_nr6mMfdzYKj{_7<(Ep9{o^W7htuFmZ}W*KKb{w!*+C&lPj^$hUOe(O
zXOw<dUGj|BMta{a!4omzf};<Z((d>?S5XOVOk!6t=uai~g`7vI9*M6AS&)A`pTqdP
zc(sE0%ib;c<nwIV*GN(2SZ&vE&ymJ%L4SBHfgd=c)Y?j|Jsv9Wa+4n><&`SxpjVBo
zPSAsRb1O;Qj5jxTOw4_PK<UX2M6S^lKe`9~#bHB&JJ*;LH1T>l5BKfmCvHfq*YD}`
zYd;@^sTe)-OhSCUfB{rqnj~T{kej9Q&QBPH8PDeiLNr@$Sb64vfE~~XdPz$=*bDIj
z7T`%<dGy`#*k{h`PWNC=4X(Gt+$TE`InyjUI_MI7?h&hJd&%+5b1$63#_06ncb<OD
zXgw$jD1}UuK81NgaI~TBp%4)UDz-*i47@aHp<(F&%7&(Je8l48Npv6cb=mn~WVPqY
zq_#(Hl#dDZx983F+;#N_#ozFxv(OPcf93rC_&#>XDXh@IUVJaV9Lcuj64S_$&_$hm
zK6nIw{{S?Btu=f`MVv)x&Ula`x8I{F`SbA1)UifCBdPXpClhyfaz1+R<8Kc#<A5Og
zTfheJ8TE9r9QChrcwQ)2$ha`^9>oqL6Tq~3q9;VX#M?%Yp>5hhg4v3@VDZl`+Lwd_
z&vZ%KB3Q{y2`-693eCC49_b3K?4#}{q4bdGY0)!-E7ss)bOnG5OHAq2D0%VK&fG&*
zGK_2lTGOeaJcc-A%^890aO(}<6twpDO9?EH8f`O7jct6IM{?Z2$&&o3o9Lq@5$3b{
z3TMiXxMZLO$@!TpHo%<Q(wE!u8cTL7{eeRSZprVivMuH&R+v$y2{bJ4_gzuqi+Wvp
z_i0rluxpN;4!3Z91cqh@%HzoCZ^o*&=Ae2cJK`8r+b7|)zoaJxaW+63uBf0{#a;cF
zJMCWmNTW?ot*JZ}=uzmcLGN87!>9{>=Q0DNBg8%O^9>O-Eu!gpU}*g=2vyaqTYRF=
zEnYVt#IW;pe|2*9BidL1UfvPCo!g4NCO(2b;H7V#3vdhhGljll!F?E?6C8(5nn}cR
zJ<5muVYw4t+8^#JQI9e^UQjkNm(&|$pRF>f$QpY6nLc-WTO=XndF9O3gK*sP@Z8H%
zS$1dpVt@7e!~PK2%|j9mRv6VZ+=$x~ex|rl-FU3f@lJKY;rUdd8NGc7xJsjKkM6B|
z#D0A=8oT3<yJ>qlHNgX165v=%`@)bN9!}1Tz&FQzeu|CoO>C(cbH;%i9!zq0b_PMw
z^lSVk7P`mvbv6n*r=9cTR?tgIBFz~(o3WqhPde@KPomM>K;HMl?x(Ni_E*LaySI0I
z0f<+eldLBsZYmE`7{8y9+~*`0IqhL;O@el%`?VA0n<U{h;!8^Y*z&0I&c*9|dMvZx
zpN0fy09K}dVaN~&Ra^bd5IJtg1LE%nQ*WdCWyL7Psd6D++V3tIrtd^QUcuejqr6jn
z)hnt?J?k;=LEKc_WpNLto6_bp{W5|qeoWeN*Jl@d^Wvrc4j<y?wL4P8g`G)%q4VO8
zCeKcnmQj0k6}x<8TI2n-T7$Og6{9v4oC1#}oLpj~Y#WnJdQ<Rs=4?Z)6l!BLkP@uB
z8)d1nPM1_qR<D%0g1#YYe7hd%?fzsJuVF~?SULCn;NJ(l)VTOTS)afM<P3Nl$xeDB
zAzHHvTqcH?VABk@V%8YBUUdWoyBe5-yZs6+XV0WDvo_#bHQHhh^Q&z~pbd`ua3FPZ
zY~uh=;XB{?aQR4-&Ht(cK9-W!HBgnUBn+f_=G;LmW!5!Nv#|b7Bgt(pA^xecQJlEg
z2(j*miJ)9=FFuo>t&7|hSFqpqI~9qK(*x9mdD6qP<96|HE%4mG`r`Y0I@QOJKpOi5
zyJ;v~j>3CqH9F=_OLDzU4A3?Vo0JHTG)SV{H2kO!#T<ULe0y!Bpup05fJk+zbI+za
znoH9+ra<#gEv`rO;0vRoaOx;8C6yTL173EqT)8u&`B%K3*4J^b16=l-vO&cK?l<Wt
zPjP-kyO5Uk*rn;|@bPcJvT*V+x2)EFS?nT(bZ6CcG<9uWM|HG}9cm|w_Dfo=p2w!2
z$EvSB3b347rX1@2sJrJQKwol+LlshQcfdQo&kG7&tHzDJ;Yth%WoHP=?@PJ&e14mf
ztl>4JoMYghzB=Br-OhXR2rf@DyB6Z<JED(lqcVC=_x>B7Y%h(N1HIpsupYqYd6NNV
zXB{tQ?f}u}aXPLakO^7f_iB7Zv-h@?KW-JZ!eN@<{f8&g9+^+M{5;_awbYL!+Nb%a
zHB=zy?)O;iD^a3z19r7AIC+oNPA>M(QXUWy*qX4f<Q<)G!3=;zV0ZL`iv2AIX#N!U
zn?n{%`D+*6TH~E=-IQJadMrY5J|LVF6z7ht0~8PiKwQ=&EDP)zm-*qM*5S=?pO7Xc
zYxzE7&O3UaG{lC}J5r%oGKDAZ`!#O0Q9uTNlAj+ya#n1V?Q!$IAod2YD-dBaNVt#c
zH-?a}0<SsID(UH1{20pddw*%eyL`SX#%dyKBAu7B62I}W=`<m1F(=<18XHH_uR86Q
z<~=<Gk9w2*;mXQXX(H__`_ET-glD{2D6IQ2eGV!drkFZar9i6t-;)IAytkfL{0y$c
zfi5iM%Ma;d2M3OSas|R^eldUi!3rLAt<C$zy~Zk3R83sk8lCMMzWnKDj7Dh57mgFq
z>D=`@i>&`mC#*)IF~v4-3WLY+nhnJ?VO&%nkuuMsBeq^lQPlWg2CTC2D*rMm_kIKU
z<$Y9ZFG=512h~l?RE0*eGx>oDqGn;Tk>#|Bz9;WfYQ9MuW3?F8bUE#Q5GhyCk{FY`
zlIr;-AC<n;Kn~{b?z9TtYyScpaYfl{MhPX*4@V+b6tBuDwm+aMtrOcRkTYR-Ii4ca
zU(X;8gI+XBWT(ZNr@E=0kGJpd0n}DglF?gOhnD+Ux9#@)Is}ZzZ32~^&QOu`tfn+;
z)%iV~`cRTND2=bSer8Xq1iZzCW5UmY?1EMiL`-h2>z*=!N7tgObdWqsWpN0JaK~ei
zho(U=(4OTr1ofA%6yT|Fl+EI3oJV&C^2{iqd+I33``F(qad`~CG&K(+iq~50HpyU5
zw>6%VEp#UU*fszR1zd8Th)1WRysCZ{Qltfo6d%Lo)ZTMbAhiv+DRR4Z@$;Z|*WM}H
za6YgPML(pIMqAUp9+1al`{lH&CdH*MrL=l65H3ST3$Q`)_r~7*TTKC&)848_12h<Y
zviI~UXfyYgNhj-bRi=im?q`^2JG;Fe<_p(;tNr+<joXXnF5|A7BFHRp_5CnqE~?uB
zy3KQ=6-VttJ?6n>vhtZ7)kDqT0ttyx2R6v0DISL(A_6j3%J;9-rqTy#(zV<L#SJNv
zN4E4+;YL>&EAdj-!q)5@ngA9OK)PcQ9O2ts)z13(V|_LcF9qel<mtgN)ckQen3pSD
zQhV|sFJVHba9#I{r;p>o#@xzO{@U-a;GM@h(A8WHnR&E#UM9}uai+n><lIAV(Uxe2
zqp)v=1J2sldHVUBTdXM8&_5mNWG5%~X@5)~)=yF~r^s1!+Uev?f*+#E0HL0q>qjP2
z>AM<|o4_b49hLeV-y{t<*itzfbFd+OSlK6Yd7%|&P!;DujbU%e_lW!d|CMKKosVx?
z)bEGcOX~XklsN>|hNu>A!{TLj)yH>*PjQXzy(iX_Z@V^zVe8G81F<OEE!LAdlJ7Lb
z3gewy@sm153n^E(&u3H5Re~tjX7s37<D_)mi`J%Dw@4=vtkh7cyQM&t7GfbJXTWk?
z4j{R&jmhz17E&_~AK-6J$z#!LX4x4w_0eDXnf|P%IlUDr@FO}EuN)(O9_Kv(g*jM^
z2Kj;T%X_abLUI<`70>Re1V_NG+bpDmaM<dxIG3dI&7Ok)*xmy@vedggO*=1Dw|&ih
zcCrilyhD8?hbRzokFRkGWQV0=?p!}kL!fPjg~_x)hNWb$4-J}0XMGZwGX$h~LIB}c
zzhc8X`i7D)C^&lE8PK7wh{!`nQ+Zgi-{kZjdpSX4n^=hO*&iGEsq}(bXz?>#)q8to
zR{2*cYlrj}E-l@`>P$O_`JjGO&KD}dwmtJ`M==7|i7IGe=cm<8Gw2KTbGz^i;lt~Q
zN$v7Bk@C6Jv!5rQ3v3fDz9ud3f8{~BgUG$T)tJ_{hqZcHM1EsO$fdJCTJmYIUv^<=
z^Ia5Q<RB4R7+5_gctwck<h$D2aiftA)U;`A<H(GFFOGoBJLUntuo@HnK=pdo-P<RJ
zaY^#RoVC8bryem-2|?I@OYEu?Z~sogBaJ`S+6=Da&Ju?;a*EGI_P9KsE*a3@D%kW%
zfFmDC2pInoz-3JI?y=rReTk#M&0Tw*Bb%u%j<KUTn!-3S+2YYE<Wu)WXyY~<uvyr(
z?3bMHz*;2S!0w5YU5XnPjZ5Ow-SlEnqu70pBpKBwG^mV|`(QI?S5>FbG(@_FFk~*w
z%ZRf7aJ5i6i@+s1;ync#YIgZxDXQO?PF>X-@S!uUADs}B8vF_MM{17;>yoD0yKL@`
z`uk1ZUfsIe?r=vDg=2Ye#if-ym8w4p$Cu=lUSiq$R&-f=Fm3tr6zu~$d^(@8hX5q7
z_=}0w3n9{-{ks0Rn2fb^XHwP=mkYWDm{dM;YF*5HZJuj&Rm>wYM7$z*AJGK2oYRSC
zgPled>dfm52sJs!Pbj@E-|sGLE`j1g^kI@*MOrT823@<%9<G<1Zbal%@ov`bZn!^u
zreMU8P~G4+AGCF&yo@U3gNdB$XXN-xhFw(|v|Dm_BV!8=%E;Xjvf#4&ia47xeCa^1
zq{kw;w{vKDokTpM80~BY>!V<X9!Sqy4x8S0L(3^+1P;qF$}rtw(Ux0giPa~m+uuo(
zB8|qFNus-z4o`!mfrDddRo*a|zze@xo)UZa0>&ge#BIslwP@JKiuS&gTJ-Xt>z9?2
zPSEyi)|n!FfWfJiqNki5WBN&J&^&-uvQ<z0!5+N(n}L)@&E*1;k18xr-fCy6^}<u!
z>%c*jz4W`E7sTi!O#q4%0T9v0dS03sBf1nSnTVSlefMcNjoCRzIU#$!2&_6g8+Ytu
zUJ(rQnqmd?9YY1i6b>EBhxpl+F(JYEdVe!PQ}_-=^oXytVw{t=w&hwDm9Rd&Bk%N*
zr`4ji`*d%&wd`K``q++9Ug|oMdY9zzK9&0z0fV1QsOeeTGYv<s<L}9fV7J3te%&Qe
zG$Hs82o=|{`@_F>m*AsZgR<Z}mXn?Og!v5rYW8E{qL>MOAmLxzqsYVGm8hYvNZlQ~
zr1$;IiP7tM_`p;^|6o;3HuhR_`@`Wa?&gl=*IjftHHu|Rnr%-&#TD!-egf}Y-sed9
zLd^6AI+rm%%)qp`8<U=RMoo5%u4t9;(R=3fRIcpD9rCX&krM4fcrtA_lA+iD$Uil_
zQ!tHC%X1*AqDZ5@y^AtS^fkce2{q5iT)CbfPW*{_E}-cq^Z4#CT%Td$^I)u?b$DEi
z&?w=#eg&ULgnW2}ko>+T)`y@Vbq;(iXr5f}`_Qn0Tz;#%6i5r=vmK%5P`my9KK_7n
z!J`>jaE2M71p4$?66&q_O%LNce_@u6J;C}Cp)x}nnph>=3_8Bj{h5~w@LN*6LvuM;
zx%AX%&)ZuO;j>=kZD+ed`EG7k+_>LZj?BHmoRb{WO=~Pw1bBqK>{F(j9f|C-{*GRg
zoCY}HnC=vN9`2Y|zJIky)yfY~&{XyyR-5w5nu=(x$$y|_T~e^3KhB<T6C*pkuJcAH
zc=(VinLb+)9T-X{M)huaNeq);r`|S$RMWg>+EtChu(@3hB<`Y=)U@#W)W`Gqv9Xak
zc+PFH`dW-XK?J#r_^P9LJIU7QKD>{<;}W`1h~16l&uy98lBqpct{9miqfWO=Nz|<9
zOwU%<FT;@zvckU1G9|T;OD?Avrq=Q)%B;F~B9MJV{WKMgEVxIQaN!<_cju3VO+FV^
z&sq9)567Z)4iN=Byi^VsBKPbx08i(_*`UDUhkGQtFeOKQPW!k4&=a&|Ij$!f_x-R>
z=Of{0CMQ?~QE1xXi<kg@g!FKSfE`CA?5C^CUg}tMx%a<Oa?Jzn3d{adqvMWt)+S7k
zo1=TH25pByk&|&-O-*2zJBVja7p+AZoo>9MvA4{t4=k8}!>69Bbot~A1ZD=AgQjpS
zuw8qTQW8TScuX=~1iy$1cqRR8^seVZr!hNO6<uzJ+J4)3I+fnD!g|gJ`Vh`;U~Xgo
zLq&Wp{Y4&pVZ?>Ggn?GvoSXd8%ibI}<@Z8c(MzkUA@1<^x+16V1FKL<fdawcmnI-l
z>lQEgJmIPD5vD!fQaz7&ps^2wA-BFv(}DDAZO_ewHIn0(eqH+%zMtFj-1`l}C2IzF
zTZ=fLKC!H=&2rCq&kXQn!Ad~{_E}6x^dTq;E|c!EnTjVPK#yOD#`9CP%%>d|@_UbY
zmQPLduiJNau-}AQqz5Fm)+0qhkmA1b=V-^*eQR<I#75k5nBoX**yL63=PmC+!F;as
zO@KaaR3(z@SqhQv#QU)Ct-9e}%K|*+@xbyR)Iz7{34wNHgqf{-2ru-v9@qqo>@YkB
z(H(e<TrwLmas1Z~+_v9RjBb=X&CJ_MeTQMp=d*%bjj4b6n$FBBnV7lQ+p&{Nakl1P
z{VU@7!iM4De7|F<gR%1Q!n0UyA%W|sl0s-!gF*Z2Azq=2i=r!wS@(A1rVk5ZQ%>?&
z-kxjMuPmT)-$b^ypG52nWxl@0{pHX_8v#nY*VYN`LTn5Q$^dvQY_pX>d@-B7mF!JK
zO?qLESb9-h<t0Pcue4j5{0+DY%kmT1wXTkzQCAP4u;J;|Sfo`Jy$a-~$MYgl$nMUw
zZM~QYB#Bs~tsIPsiiqZ^y98xhmM?Yd*Ri=?-n@1Hy5+!RP2YHU;rEJTp`Cju!e-ha
zDf<5WqFpxyJDkRerFC1x-|dyFjdw9ky!YeJ$v*`U#F)Pui-vj*3xa!?!+VV1z^-+s
zYpQ<lNgthjq2+bLx)ah0cOyhGd|}1)&Ugg(yP!vAa8!~g1#w<zg`VaGYG?g)*Q<P`
zFh3rCeNSFBj)^7P`};F&b?w}w)^y<Zq)}JqssQkgCs6$&KIX>v?M-^3;VeD<(<$<n
zt9u1RfPT=vZf(_3I7!j_uy=_2o`2$6%uc6^gh4lY8sw?FdK_vQ*%?o3x>G+s3s<4&
z#U&`MeYz~_{(~Ym5^v6=etitueM+3%s&khiw%IzsWN$wZ8h!t1!F0OorCh5DQX3Z{
zO}D&yN~3c~=`mJz!)^YQ-V^N(^8p+uz8B#b90F0$9?n#Y540ybf$7R`6nys172wy{
zTf~QP>JKch&_7@+&<(g*O?>}h^}S32Sa)9{k-wCOFWP)lQ3l*A()#=J(2aQ+u0*|S
z^abnkY*bmUzfMpW3FdRe(LpxcUp_yK&(a#zUlG@f2KGdH*N!4(c4$c5GSpuG{KL_i
zEvc$yQS^(5KpK%pP+AcY5QG<kMnM{Br1c|jHD6RSE9&7^#XWV-iA)prUTe-Vw9n)*
z9OdM5)ddU(<J*%mjs`NusrC~JvOsk$T=Q|c(WvCJqDlI?>vN^>Q*LPLUgpoYsjj4r
z<26n4bw`Eh;*L+>LNX)2gP-%!CG(u;l&!_pWDKQkGFlsq^LJ!d3Tl$=SRYOKz~m&X
z(9F~0;w}x@bYe<xHKU7odG~|iAqlv(W3zhQ@(v$IIjt$sF)8tKA3SJu9x&`lc=vdG
zbrG!-9Rz%18>gNR$BZ85)2e-tybi9^NBB|}y>#kTC_b?}DKBNZ5_XD(e43YeRI`$4
zDvz^<X<e|Q;i&Z8o+G>|0M1GuNE9wAUa)ch{|EKp-@DXBeFH$8FPpc^SC$V0RdJ=4
zs*M!kcc28G+oXL^bbtmwj|~KxTIK9RqT#rY<G~YBNi+NuI+^QC(Cu!4{C)(-a~8_V
zBw{7AYFfjl0`Gv%ZcifDJdxVM+d+JI=F<<JGz|o}HIcdDsF^X&=LVxM;jH+a29ypl
z^$F{UP>|I2(YQYi_U)p6R3&5EV$Z-!Q_bCod2prsr&S*j-}}{|$H4&sj}!C-(fzGu
zVR3zaUn2*AAcW%w4E5z)YaY$jFb;!o(c0S%(Hd2u60|_ePG>KNcOmQfkI6Z+vVtXr
zYvSdebcFV_xURc4e`|D*I#=C(7_J}qef-<s^qZeszwgjMMYpl!ZS$u5s#ZvS926KH
z&re0Z`N-(qsr#)$VL|Y*8QsVroZt_i_x41jg>+$nbUQ=n@i|^K7oL|<IfC_5(`NJn
z)ajQnhpX1qackrfpa#WRM67XmQp2b8oqdF2#o*}KO?qbmyLS(#EB8TYLIM<fys8dX
zk=SO3U*P+xC|lBs!L@;ZeaO*^(!kq68+K(gyllBdjDG4}AzJ)f<h^Xx{5~j(O0ORi
z>K?AIwCYc;vfd54T)Hdm?$5W!*QFf0bR6P@P|D0D09h^l3_{whD~Hnj-c4u}-}W8l
z1fmYO^ZTCFr@ak)eyk2Gn^QCJFUIbw;Y)Ep+^>|RZ`h?jAIewkud6-n-cvz3u$X)q
zJWL!|H1LIB09Qb!53+{!WL?|aq#6uSdn8lKG{bcib^6WU0p`+}wxZM7sN~nj4{s?n
zrU4t42s3}LN9Y}QfuP|eyJTM(2#GR39}~t0*psHZ-6tJPqPreN`uv-%JA_-~VLw>Z
zx^NtT(8Tcr>`vryRHTEW7)DPbia)2%{E5;E(TmvNNhTmCzlGJIJ(hWqksJkh#a0>L
z>-%I>LkfXZ!POZ-JhpBH?fzi!1%Bh{!F1oZM6FUJM^5(y0hzyU^o}Kx8J9Tw!coae
zgOuq#KEHRg>`{QBRMKV!A|GW#T3-hLUD)__c(?Kc(jS7|=vOnWZ2B4I@0?Ak@NIz$
z+Rx4jwV@1Dlb3(eD%Pq=N*dMqD{w?i7PkpL>j2Dni6j72DNMv&BF74n*fpFeu^aYc
zd57S=IoxDQMU_95q+<73;@kRme@&f<d$hGztbSA_1kFDw>Orw1&o4E5v5VDq9yvy}
z=Gy){1!MGWBKm!P<}jk%6MUC%FAZwrccEC7bdmz*{z>&^mHnqP4LY&dksk*7=_kr3
zT@ds*yut=xPo-RHwdUi?F|xQ154OpUAm!~BCvuD@7AQqu@kb54-+WWguV3pMYg2b`
zTyAWus>o<y)>kVhM6EyDmm;3S!4O?ottfjJ4`_~GulOrR$LH$)o%ByRhaNl;KY}tn
zO#v3*$Td&mDKC{^Wm2ot@@ybb?Jw$LaQ<%cue;Hn1R$t7R}?ya#Ny-2y?1hE(fP2?
zS^y2^MVt;7Ne@mMZT^txy5xF(M634CRdTLH!FCj)mJzg@kR<PSx0F9`#--)<fsh+0
z;R>$cweA-g9%-KgSn?D!C)AD_?;pinSjamos`oNJ8yU%yT-78KV1R^x8gQlds{T3d
zPcHLahMWNfpW4*E)zWVv;Lf2#c7Fo%`o8V1Vlz(CGLh`WxNz>EU9Nu7C}OGVd~BW~
zsJg6fn%Q(*N-BdXw%MA?r>jlI))qS<mlvH>bb%koSj~B&Jq7{<BA6VD3b0)ZlQoNZ
z%dx<==yN*dx1ikZMK^{215@~zM@YXlgd<O*@X{Cra}+GYO0Nd~vtK4GU6X28&Xh5>
zpf8+M=vvVE!g}Ikg7UZ%dFjn38*yen+*>s+vMC}_vFzO+VHeoAn<#$Zjx)m%zH;FD
zdyN@v5msUsJQJ!{lgc+S&DO<l-yW)MUpZA!JpHNgU)2n!JDDbK&5o$<gD-`9x;(>o
zwg14~x2sE4`h`nP^PGB9C}o4F3`phHQ0@om@I2k?ZRKtO)<tbqorE`AL>S29$v7bo
z-n|_LwKCO7o1EQu7oj@1h-!k0XAnpCi+sx~6nqz-Gi7s526>x3KO~d;^$mwa7i%^A
zGM0ZwwZ}~^IHY=GKzH`<2l&$^#!>W|o^U7>=G##l%0<W&6@(vSD4yH_28tikxG8!g
z$@~ppE$p~$-)GM?HN$2YdRV@5Amwk~fcF=&3eo)YmR$qlKdADix5J?}yHP|Jzb|0*
zy4mP*zHEQm=KEGZ&Nza*L~n|nAiwY}ZqizBrk#hHkY%z=pMZSq52x_LW2aXE#6ef8
zatwF8mNOmc4KOd9%Hoh_iz(l(cPA0b{Acv4*+HyZsx3y|9D5QTyFQi=xwf@meMin#
zJV}Ji=cfZdk{8_f_N=avVEOL_yv&3PeZl%^JjB@Ne)3%*txeuA7?7XX<=ni%V^ZKs
zx&eA?)|TNs$)5b)JJ1_8fzI@Mxs=)SAq_`Z+%({tv~!YKN%O=@!9E{s#Jlwq?Iq_G
z00bA2X8b&2llX&>HMTz5^Q<Bcb?`Afjr5w6qK!Q?+$tiR)&9`hV{j6s_n~-&aqg&7
zzr8ha)N3&{ALU7-e0bBc88uzlT3K{KAe--wwGibVVo;6UZ(}&vPdPGF#aEB5xG>II
zTYfq&xj!TTOJQkDz;Tk?a8C)4Mr_H-g~tT=2-vDREHXdNL?j`{tr&I8stbOPxf6k3
z%!-{Pn6Uea`y)n~up9RnH{nm%l^+OvIr%BPchv(jw|k5&YBfEB-?ptw9R*kG4r^T$
zinpJn(OtMlrmUuA6z3^WgKAw=^wUYI&XPPK{4E)(Ze*Rw-U=e_^aIE|B6On=%_YU9
zMtR*1zgc<cUo@%(bYSNKY?b~bNG=mw{CR#*DFIGI;-vSz3+F0cg@%`Q<NmPP>0L<!
z6sV~r{cUOON%YN+R{HJ#F`yz>iZ|TJ$JTIQi*^nzFo5e`lb?xuet7#G2N_-bem}3g
ziEqZk8o*TCvn(Q|{QjDXkrc+PGhdXwLuJX6emfN`tJEjNl>lv5qzVex#2fK_IJ?hY
z`9!i)l7_zwrlYH;ya3B{T~c<()@z0e-}e4vjUI;bBb{s2nB9x9(>%;Xn(xjrDGm__
zIMM~P^R1n2DwA0U8B3<L`HU~8#lHBCA1LH{K{|XE2U-O*@wdX-{<3Ft!^aHP>?yFn
z<c~PB+VO)#&+@~M(lz7fGru^EdWvF2|4^NE+{n-C(ceU==cabylxqGm%AIiR^m@T?
ze^7xu_A7E@m7l=wD(<JCI8XylpBaJkVwy9PdY20^NF@&W%fSxBueErnF!Z{^#5!_B
zGL+;U*-&sZDEM2r`nr<6V+pBWp~eq#Um))##~umi0C5L@k>!_@9CSTvnGty*bQf|Q
zL?Zum3?W>4!(Js9DQspi<vw&lnrqab&h6Wx<5Y<vFK7#0w-I0vJuiL`m+%#lbXWVM
z@q9m|3EK3ZEXR967A(&rSM81WSqJIECXMs^=s*O>LNxX|b2rT7%O`Fng$Nj5csCCG
z@r~4KGRH#NR|e9&xK;3dw?fA<5)_$fr{>8_Kl*Gh2P5Iho*BSkz1`7AP1CR=?nhl#
z3`sxIGuc+L0?+0Ny+C%zQZQU@Z<H0!8oRT61?9q{o+7M0Wc@sw?<@6q(){cGu>f4D
z?bA}o)BZHdZ~+$mr%|7qKJB21WSaOZjQqZ;zs7607q88-Wv4@ncF&^pW?T3)1ii(b
z#r!lm+U41Q85;Ta_A(c@Cze-OgOs21<(nSAXGNrzV-D1%*0qbI8YH6GZDWV~GDsh3
zD%#r4HK~h%@K0fP;aw6Hub!*}3zW10CKYB;=&a3Tb->Uu$LVc%1e?wdvA0u0hmDbg
zUyjZTD(TqWXs-0N%@(Z@yy6ezfHXX22cRm!+3264zkZ(7NVM)v7Ou%$qt1LN4}%pz
zIY-PPeLBGr^}Fn6VXm8QHj`_BoS-?Ve-lD9N^nmfu2dPRD!XWJP3S;=j!ZlySScgR
zCDKnSgVTkCkx<r4otcM{RG_YmU?3yX3sWA$dU0O$IIrJM2$5?`j@z|duym+s9Vv*r
zOA>ci=wkiDv^Wk`T<uz?MF<br8&Hw>KqMx})Unle68_};@qUY`uHrNl=Vfg|1Z4Bw
zOn19ectGO+f;2Vm|Nm;3=C)Jl&o_FB+r3qB3XM7f5W!J8giit`*z@i@!t=q1!$PSC
z?jk+H(+W)675iv+v$%`g$~%mR!^eGMe~bnNi^BO2)2KZTO>|s3v7T`bPU6r$9#Yaw
z^;iqg{ShA<)cYE=XyWAg*+|}GcHO%@Yc}hVvXphl`lO_3TN#o<ot)k2I_swUBh^+|
zg^82vOcn5KiuMN$<UsPZiLcD0o8Pz00EL}jH|D14BI_(RS&704mkg93R(R+$u{1C7
z<(u0W-L9*msFl|2Jn@>3HiMfzBt@=$=eH>r$VDXH(!-H!d3Z0c_SxA-vlbo*JcC55
zd8@0w>0vMV-+_Vyy_Dq37d~i#p)TGTS(W`AVm=<0yYv|j9@p4ZxEjFPW<MY?)cUc%
zLwx8v;&6m$bpjWy8!iA4S?skY!_RB+5a&XscLai!MIP;PU(BA2o?mzqMWK`>*kA2r
z_{hT-(|EiFL<>rj`Ag47PG~~wX)i&i6<V>{K6;$-PD|Fk<A-x>3r`o$E~-_hx#KX+
zyjA<tuyzxliK$<I7O9EOdTV{JgTHG<H$UyJQ>8KY9INVTWR-n>jtKJ>N(P5hZvIWB
zsLpP$Uv=VHtNaS~@mXLzKS}HQcuAzBSesu1EFtj9c)aIp^OOcvi+)0>tMcn`mBN`y
ziZR6x*2KsBC3+1v%nWFxZgbf<po0_#FXP+%OfIJN(96Ly^T)?I*Zsz!*P5H27J};g
z4)RYxJ`ap$t_L<VV~0PgyTbx`;P?ZF6S--_Spf@0w$@z1h=*7D``C=N$_^FLny)?R
z=Ff{_K3^71c8Kbk&qHj-AUvKE`!k#Ra<P}x=Bug1OyI{7{8NjaC@W&l@ky^n8b)~I
z`we@J_XNgT+LCs8oIszI2cs@;wrP;4t(<_1XN$$?P^9uGzdReEVtFgk2X=S<VuHc{
z$S!fh_YU=OEa;cAkpmnyp6|8zR1-JQ;khboYj?!mJEu87TQiP%CpVh-I)e=zdptZ^
zX15MMNd=pn`(i<YewvZvgF7wXb96|r)o$=Q;|PF>k`xV%e9e9SzSOto6j|2p)AnWa
z*bYGLQz39-bTs>F-hmOCsB(ZtPW!p8n7=2pN3Y~bHf)d&K+tth2j6V;O<j_q%MXoT
z^xLeR)`RlRk?EOLc7(NC^B~<WmvSQri~og17{z{YHgqPsPap+T0h**A_FnQ8AYxQK
zc%+Y2DQ;z8#-62(SxS0OeY338XKWAO;=bh%Y7td5_e`37b=>o7pSU}Kq5YAiEoOhg
z$_wj3Up{2yFzu_?E1quCaeBV@5LnIFEgUoG(Hq<u#w8=jx%#3q>pq$LHZ$d`Gh&Wx
z%WHUe@pr(1E^gr3hw@pQ?V(cAacy6vdeZ>TJbsfSAL<~IUw&`yXg>~atBsrW-k3L*
zUq}{S4F`C2>QkYiY(Ymz|CsAakyvfMo}22)Eurw30JZ!R-U$|h(-ZK1l{i{#6$eK0
zO}rx;gSb>pEDO7_X^h%BQ3qrH9!dt+s_<kJmCB4{O+>W}XYVUz?>Q$TS@A+rwl$9y
z?Ol?hGtR^yuM|O=E>^^Lw8g=3!#DBQ%f4r5>shW#{Z?m=dGk8)oDx{>i7-D{AO0q4
zBLAb@&-&<$Z&!(Bg)XB8orjz_d#5=Mt;<9cLsF(G7TRCE2JLem+?Z9DE7Rf13web4
z_akYtqrdzJSSHLZ)r~fl-Gy{NT|;#Pn5|}<NT-J_n#zm4tmCyJ{duQw=^crj_GQj3
zU{yXs{Fk<SdOlg+)-6N8SGpU^YIm6VQkMt%La=#J)mY11Z)Qj5A@HC3rMWoZoM){T
z@0qGpG3ZckwJJ4DlIn=x4ppoJaMqsdlPrB1ig=~NQ4h~7peQfsF4a4EdbSmNc79Z`
zMO-z;t5Mw3+E+j4>M>gLm||YNJsfDzg*Qo~CHRNxG;<_2-XFH_C-R~nZT`pMyZpw5
z=_PE#q~DQS0V7ZCluq8gxh4GSFNw?V`|0S8EYt2nZaoH>_ORz>It=&9U(^gVrsmcn
z-&5Ga(v^?{!+PIH>EjtsJ2b5~3e6$h>^%X6tzUuEA346GgMG0~hb%G_$g=Rq3f%Hj
zp&~E1?@waLyhn#Xcfg#zh?OqcKhkBE=lDkQxVoV_aY=uP<B@_fqf~eO8b)9gI5W1;
zxt-NLl6Z0jxD;qt`=Zs2?X$0SeN{`kHRt-XCj~FxPG6+&0+CAF^d7Wlbm*C*7J-mb
z@1BsMOeK8-^2z{toJWXJJ&LCFYK!egFB`x)>1Ba6D>e^y2y^gcUHdaKU^D`icz#b%
znp=?_zX&TDS>n>TZ(ce+qv*3YeK@Jx?PU99s=BYKp9<=IV2hUPDw}W6bZazs0bZ!w
z10vF0`*#$6iVx==Qyw5M10bbO;XV#|8j4Lac;Cli_ladCN-ibc$h6gXL$n<?EAv-(
zUq{zDX7Q1}MgYoKY4kYAKkBqUig#jt=LPk>u~AQIB>143a&n1NShK?G;kQgt-FsN)
zr#^)tHxea}TF;yF9wPelI4ZW{u()Hyv@*h46$`qABY89J_qNcxBS>f3eZIaaC)kIl
zk-nGiJBO*vsx*W~F{nI3H3!<?@p+8YVCPt~sFnc=7c|Arj&|Hq0o=66<;`XQqNzGK
zIxOy58~zoGzd$k^>GCRUaF{&7HoD96q*YyVsvTF)0omi~=whAEZDCit&3#|@-z!Jb
ze3nE>os*_75vt#CE~mN)#(p5Qe=c(ex@wU|or<%_$sQnSb_b8@{lhlyAi;jU5M`XY
zsg`n=?$FH^i7VR-)wpua&ZvQNmxS5VV6(b9Vmzp4fxnN==Q$lDaks~hehW(|sVqR=
zn(ZF2W-cf*3_<U^$dTnvq-R8;bEo&uUN^1{Kf}Ut=gDICORa~cfT6fcNB`0q#q_#Q
ze!M&P4a*uk=aFbr!%2qMSCN5_+?riyA8Bl;xA;470CLU|!Sxu6d)D5>(9J$?tHh45
zm8-woEKY(X%SB#q?fS#c{mgRG5X&dQ%}bH?^u}@))$X?MzI@GpS5&r|kGj~iD=Isu
z=NJu6SuM`iJDugyLd<Ym<KzIja0I<0B%+e?<O8?B;nz8Ke_ClIpQ`T{ql1;F8l!wa
zI#PNfoRIcM^PT?U8c8Wb1Lp72X73m)P$2l7>kFL<Hmx7Y1;7tw`5v+>{yU9&-#C|A
zCvu06e_vilIsPJubji)$Q@>>{Jx2TG)h}upMaH?nSZxl$;h26{a}~=3r_JU=j|GC4
z{uk-cua*FNsH}%n4Y!wC1ASxA!aA<&mWGzkI9lw5UwWn1FaXASsSs#TlcToe;zNH0
z$nM!BCYH(o7h)QIPr82rg?qOgiU^c>P82-q#_zpp-tAZt7HGBMX>ZFfbP6>}b%o=}
zXp5m4!O@67bHaWU1w+sb1y8vHv%O?C`96dnvUmmBG(Bv67$aqvL?!pW6G!g`@Exo(
z-9t!x=eFvtSAA&|&fSUM%xw#<y)+@6qj?ovsds30+Jn~x06;$4{jdNT#LaD3Q8m*x
zj^b%(3~&3~tB1k7I;vhrF8%JU^CjwRhXY`SporZZ#pdd~3Z)C49AC!mOW&PH>&|zo
z`bZG+K+!MCs&2eG9`WL@FO|Y23@5xi>b(AQb+cVmu{W@0p>^IB&=K4Tca%=Ir)Ra7
zh2<7Qd?oMGtMp%kUi0z?mc5($H*tA(DZa{%YV37z=9T=XKJN&J4OlA4IIS+mb%9>}
zi(vH~i{cib@RIgVm(J$(M;Sm5#$6~aAvO12>jjo_%DPDj5&Twx&(C|LXr~)!4r%CR
zxA#Yt*e;mAW%#5b)d-Hzm7e+R>4p5Q94&wW7+2{JoM5+E@$lI~gO_|AK@kdtTOr3u
zg~y!1ZBHioFy1hQp=;hAQeU5+hxc*sIBs@f&YrSkOhb5%#7}1DA_RC8?dhnJD`}hJ
zuHCfbm~hLC;RU32du(D3OLKW9$m)o1S>lUVDEH`@lI?=4l;@bwdtHc%bA8?)OwrFi
zv)(d^G~f>K59~X59bP664EC8SHL@^s_jVlon=`0fC$Po3!AK+BiG=W-7P38}IFRR`
z@92A)K}ZC_;8XUN`SK<ok=bbv^z+Du0yH6@vQFtj$fdjamb#n%T<gJOy)H~IoJwFY
z9Rc_Mf4|0SdCXSsrFJ_zdSCI=@Ia6Jni9Q7@RPyW)uEl~u_4HCK0H5?QJ$>)wBNuY
zN6{uY#YObSWIgQDbJb~d_`Eu3ch(Mh2p9KO3j4sm0q(HN+$`T^{nP6~gE({40m%sD
z7W!kJJNphRe$e3o@6(n?xKnQL*)<-Wa0)#2LOcYHEt>|v9d*03t%>!2a}d88%0!RZ
zV^2HnV8<s3$~JA@2Y0l{8(Bx8^YcY#`jaef6??$U{q)NR;@RJ)jNOVu1gJho@CDxS
z!ih~JpuQ~yv^EtJo|W1(wA#MxuyA-Z<!s|=Yc1Pr)bL<RBc~zcX~`h5it#V|GKK1;
zbrgmESus@3)ak3NjE7W;tklzvR+F%eE}y2n^Ot=r<+oywXDG;NQQPQh5WT_pXR?>q
zluL`L$j#DkEP)N84x=Y~=8EBmQJM`{R)7}jY->-w5b9ld#&l@Ep7hjaw%vo7x~!2!
z?hpSgW^o}*{m$vazkgc0m#)-{0BBj5-{#)fkKhP%4f}}ONLs%0S-S1qMZY`K?ZH>H
z-Tz3)PSxuLj-Q=x3rvR@Ty<*X2{=|ZeL>&iC4F<d956H?lMZ(8*`R?Xq}-~ZrI~26
z@B7xeue$~zL<}4tm_G^Ok!M!;X;AgnC*yO;+T-m_rPafKPM|HY!+j4@Km)+b<|kB5
zOWbD?tSC4H$v7U*Uo=s_Hg_tgPudzc5qY^{BUS0+pHW;T`NY52owe*eRh`5p^FPbL
zFuR&W5uUVX2DTUl&CA$blZyipEj>Pja|RQj;MJMclq_}hfxWV)M@VXkG2SYl0u}MY
zue9v*Z$lGqZ4g%l0O%kwxykh=nM~TU5GIIH!hobu>pZ*Ef%>|UhXgsg*PQ08Eel(2
z6C3jaYZTbeYM>w*rPJFS*=~^vb(`F-YnK*-xqER$*btC%cg>M^BeOL=2$JZ4sBs3x
zU^5c`Zb`m<6M5mS%M!d+U>A52Fq^CRpgeHQ$US%4@6BJ_Mb``ok?&rqW%cf=3TALH
zn{L$DaQT;Rp8H2@ee$g^)vu9d6v36=JcSF3!TIqAGcH!6GtE~ii1x1~mp~{z*b)0#
zJ{+^yi^qJzXMV|E>Fe~w8Oi4}L{azTu%POvGQYWe&>lIn@W)-LzI$vQssQYOS(J0U
z5_l)wO}t<zXm&~Pm9}eDHk~-^0}=?@ilYmphX=M=Bhltq`;(Z+qLe5jVmRpbc@*M$
zL#e8P52wO?Y6@*cH2O8#Sl#n;TpglMh|~Xf-lth-ur*&FXx9VQ>4OU^M{){mP1~|}
zSwE}BVdeys&=lR>H&}<1V&OVJo6Pd#^BRQr{1v`f-Fp|bN^cW$zJI4Do)CTvzjuH4
ziNu$q`1~?t-T=hv^iuTmJ0jJ9QoJ-9J}BA24|7OV9bs-o7#(|Oi`h6{-`^Y@VSJfo
zZi1H4ZzVB7=IOh)>N5ZaufgkE6?24(_P}!#5^SF6PV@eKZA-a*qyiA}^HUSPpRD~M
z_y%jyE=Ru@P!G$UQeVDM5N~DeDQn_`%Z*IEqAz<xv5VisS+(6VqPy^4%w8>UO4+l#
z7!-)zC~mIf!6gKSC+xTHx<3~@rl=k8^R_EQJHq3t*~7&4)z-d~tp0XR_51I6{zx$q
zT49EM5_a7&)p-<kIi#P*xE^}@=m1$Sks(}0e1H2o_gfEPjNFTaDEV>+dcQcm-|oI#
zbS&_l+AOLT6mNJhjBb!&lI6dz#T`p%Jgd9<Y3`?#RguT)>j$tHouaVT^|S7g0eW4s
z-8CL=fT|TxynPsPo_Ewq_M^QSBS-$ghNplv;bZB;+Mu;?+YKW7)pX%;+_wp^f-lXZ
zH7O)AB1L}h{#=hmP3}J=h6t#r7B}JX5hfI@Me6<wU)S6hv;A~qOX-=vgf+rVdn$lf
zKb>s%6yBL-{%Rxqkp?W9r)F6j39}+H{g5!!y7Z#BxB1j$yHVMH2UERQ(aEgKOBWxc
zbLUQ#PhL;n!{g((Lwl)gwZe5deY}7si5?(`U&Z5qo^AwoJL88&-BM2iW0CpxBY}%S
z5)H}D7w>IZ7uB1dTU0(yKhT;G0$QKxEpbN7o~tjGNzd1|%&6*g=XVuX3zzq{S2EvQ
zvwd&c^(!}CeZ2n=YCg?o_MqmJ7{xPB)dEBlS?Ej&<TEz6W=7*jj2WRcie85exrCR@
z>PXO<uW&!KANWws;4ZqktKMdYKV0EaWxv~(`AV9_6mD@_ocH`)cI9v*EKy78s_{!g
z6-C}YL)0kPqu*GVwvj*pD@xnhD8UvciC5s)?M}*`2!_yrX+tAZ3E=(abU0%A|I*Uf
zxh!FM3FIomH4rIB*5hw8VWVbV6Za4CYn6h9?R1@Xeg4LPG}i1I&dKA42`&(TG&I7$
zs2vAS{bi_{4YEmXT}>)p^qW<-V6J2F)rRLb;4>>Uu=c8iOJP3q=hZK-sa5X~)wz2>
zE9q1ty+GD0Eg#>IPaG>Vg*2`iA?)Cwbc24>^+k-VbPga$aHJaiPxp=2lKMJEeYK>d
zY%-kEVohhho$`E?5?2#{QZ<ZZ&WBZ%O!olD^lcSQm}G3}jn3|`cnVWoJW%U@x<I=K
z?`OheEp(Vk#-s9>#%=NzUuY!OXm^oqeY}*lUva`%>@J4_grzG9ajo+^<)nU{xsS^E
z(7;_Pk)yetk@ijrjB~hN*gksdO^hh$Nr`TOGe4Lh%o-TxvNsH9*Olw(tL{84<bURC
zpm}~1zl!aw+<a5h+;E?~ZvYM4y1|-K$NizRj8GI3JA`&2Z7!~~Zxxcdrj>r4f#nzl
zNL9X(y$#zReOlv;6D;kgpVPxj5^hIz7~JgUZu#QBmdKV~ujzI*Tvg-IHlsU47ZOkm
zV-7H|M*pN#ONLA(bdcG>Z^mqSM&&vEKIIuR1f`gu>Ro*~L`{(W%f`KX_LuAFbU48F
z_&L$_3!Ggd5HFNYC*%q88!>MTH8JLsm5IZxNAQEE@TcD>{iwfKUMB-%61`RCN9p&|
zsq-Z9OD(L{;dAIW4l3J7W9?A3o2x}1kJmM0fO~z()r(M9Kjgkh;C?^WXRn7-X46qq
z0`>=Jg=(4g>tTf|#*g!+TYO#zKr>to(oSu*l+RJ!-$58BsA%>tvw+m!eCovcN+`O~
zEP_~nq}6B+&s&$YvG9k~vf|?PyPNG5<(E(s(^i|V2z;`~kJ{e%0Id!p;P>yF<*x3O
z4S>L3TM-uTM_&B~@F^yofMX3i90#=>7)JZ<+MH>OFNU9ubw)}s>aTb~1yZow5A|5w
zKABk|_~12J%zFyf3x5e-d6z!TJwgpCL1PydqW86^1cRC$#nivYbL0E-V+<LC`l8@5
z3oIcNQ7i(hcSy{$cdwe?9k`wB%GftXqm$w}ZY<IynOSqAk~EEtg4S~{jU3CN^IYM^
zexSo(7lB3aN~id6`dDp{5!>V1E=l)2sKXPJIUcSdMpr_bz2KfS1Z{FnDNUha-tF%u
zNS$74Pv%}#EB^Vwk%}RRcw=o84_BOA7KKlVgQI>95O%+Issu0Ka)S`waC;Ff477lQ
zslOoPbqR{E6TNNtodoON0n=2cXn5a{Vt-zao!Dbf5xLHNd=D{Oy`VLcd*`4zwW7an
zc8}BKT}b4x`U+tWmB>ma>w2-iA>-|pAX)h1gC>rge@7iGZ<2ArVT%hMwq_j9m>{l(
zTi?^C{~40QXeyZ8$Kwy}xXMUV!gH#*xoqU``|-y6_g3d)y;4YP#aHDcI-@fcw6&!H
z+(xKp(ySm)J4ae}sJC1Z$HZ&{ed<-y_vZe|CMQ%EPiL_2mx9Y_NK1v4C?;sEY1TNE
zHfX2?JF&U|R5|{4ED(KB*gqTY%-PtRsMUeg^fj*+#5=ikq4*QS$I$1N9AH95`$~6B
z^*{>BP<_LRHH|UEfz6NSR~WJ|C6RWMCQtVJ9Eax#T#(S`52VO%Qh&0D9Wj;+iZpL`
zzEy$YZHL|+`u8(G-X?<`$`>x46{KAc=CP6eN}b}XQ}*m8?A|cl-``~<`P5;Cr&TZ}
z)H^2pc17rMcxblVX3b_3ddFIMYv>Fxzq?8!o?mR)-qzdSoqV*PEV;d(`iH+?>$XjI
zJm0agzrLX&ji8l-vqKRF@Z<g0=RquHAWYOX^7k}v)bl{a^v*Fl!MzP7?*ISU?QNQS
zte@Cm11u4Slg@0OTE}v%sftAI$d%H}4TQ;3rUuj?#hQDy`Cv=T)(}N}n5(-<2Vpsw
zUoyX8vbMibFW0+b*?TMTknY;Fnd}1*4bkpJyZjzCK8aymuU@+6N&WTq$^ymkJ?$f0
z0TvP*bZG07Ai-T=-Xn>ZfN=ky1{(6weKIv624^FS2L_IFR_ZHvD|aw_Lvpp^M}FED
zX*i|y{CW9btpxY(&X?%6iDxJNwS%n<PJ>nsw+ua)D0Y-Ti0bCc!Rbdx9}K}+^RsuS
z0|E@ONTKN#<Zk?-9pan*CAxv|efjf*=!<GGh$?2pSF>6oK3?jyl~R}E^2>=xXW&@z
zu()h^G^=e8kj8^&Qt~Juzq&P$r~Ex4E6!4xIedysLJGG8U%PORZ~8~UI$MI%X1c&>
z{n?+*ZMk0qY;qRva&ot7-s9K2SMsPUsv_29sBg~oaClj`qFkhT;t-a51lD4lDM1Mg
z-}*j@+jKWPrZ~_`qK~KV#P0+2HMH_a<cazCNdU5auINqdJ>s+kA_jJ*6R_Pw($;p9
zo6&2h<tTqC%=@g0WK@9>Pr++{FB_ju3yYjQ-JlVz>h)HCQGEvJk8r{L1qCD1yTcnl
zbH$7Un7obsL&1Rghuw%~JT!Qaa>BgQ>QgUOELJ}S)&v)#+Ez+jS)aR{<H>;l;(218
zd-Co&L6*~oc~O>d%Z_by?J4Wi@6y-Ud&Xg$dH92pcHC|9CM@R?r|i=sa3r=44IbmV
zGuvDtu48-~T_#D{WpRFceJl??Lw-9y_icADh^6&tGobDE?g8fj8>D6xiff8dJa>OU
zN%ogS0wxS(?Y%GOB-Xo|_~uPe$(KP&$!f@^e0ei40#ES7LK2fm$|{ZhrmTBRYhS1c
z#upSlI69*GFLISN?`9z4%4BtfR!Iu`ioU#{eo&mY9QVQZa>5K}*W8l(cVHgfMHckq
z>3rGkoKXM668InSAr!Cj_Iv}#06<(+UA4BpUT8<O2f!g5wC7ufU5Em;UD6zjO-pl;
zHom#Gy!qCB01yND)onNrP5C>Swk0c-e@Mf%Zu}2E5B)tx@ZBb~=j@h}c}XNsZoUNC
z-Zgjk0yWHI`2|XMDo(!*{f2%kpOr9eZ5r=zv3k-69)pr!^2BZ>V9ggL0XPG2op_PY
z#6xFqEi6ZqX1z=TrtR=>NN9KHyohVoIZ;hH)tjzKrRxoKOXBnSUf`&0pAa9SsD+{*
zU4Kcil|h905zw59-l2-y0Uu+!*TC7c5m@;w^0Is+Iq28tn|Ii=QmM`GJF4y4dgqa+
zNZH5^c=ELjcgeE4?^x12Ym5#^9s#xW=4&x#zeyhb9uH)IPwMf7mYi^7zzOeL&$^=2
z^y%|sc05d(NMbEL#g+FU9Rlac17S`~hjTX0b&Yq>W=zmlZqThO3Rxy$VerVBG60ve
zzPnJr67o5l8-p~WI%mO3ss<Z^Y;S1=O7c0d!J_5&Q<7W>ZF&sEU_I0`spc84?ieGO
z$1P`G7(+jNIeU^_{~k4RZw$w)^6TiWpyb3}Fw#!lo$H+9FlSETGhQ}5E?m*4PU2zp
z;XyNV(sv4Qpgo7#!tbNL`Y`H9Z-vpe;wKD6U0npq11^U*0#wgO`%X6P`f>QL(j>QJ
z-PJQ?Lg^q!-_K8|_#U017gG>Sa@ZY<5-Fg&LHslfAtcMam>_ZI0Ewx0Oo<cpT+#k3
zJFi(!(J?{xY{!LsebOmt5wFt6I39k<wTlV*5itm_MwC`3dPIpv_&N+RWwrkL670*V
ze3W42{(fD`eWRkkm@hnut#G=tW7VmjSH?+FO0(|!d_Q*8=Al2tKXJ)0>8BCWBbfHD
zxu7DPN5=~Qgts`p<$kcfCj}`XlgcNB!aoUI<le0Qxs^AJg`Rc!mJVKp{di&D!3uJI
zC6PX0A=^5B-H*0@j&>}UeE>bVO0lfv;41sjKL2b%*Dq*g7YWATJqnW+#Uh=ZzB@qa
zjobFwoxy$G+5wiWQ`}13=PvNaGjg?Wa*#1$a*u29hLe!m6Ya@?ugr_tTHel?etmad
zuE_5dDO<C@=jWccM|7ie4Qknext_3Y5um53pfv#j9kS~$s5zG~sOtrk+DqtuK`1N5
z+6~NN(e%9k>e3RSJsltUc|DvUMoV`;ow;~BuccI0`wY^d^6;Vv^inhaO3Bp4M5obL
zXgs}w6SZ<6m?_47Ed#}urOMlcyp`S$cy!c~h(Bb>Mh|rAU@P>2(-2%cNM!bL)9-2x
z{sdASJc7Vm)8jN;>((t0ED0^>`1cv(`FnoM%4fJdhD*|`ZVVuK=@^%@Jv!kT?Xi&{
z*kM3N=Rv*6gwk66Q4#%spWu^slAefnjEEig2uwb5&S<gSwe@9;kq@v*-oQ!WoRapr
zI5fo&p!^5ucMRiMYTuomWYEWLv9O%)<=Go>y}u8Y-o0L#Z?%eEonM%N<%jP#o|4b8
zxB{Cq<E3GJcHKf8<N=)uWFulk(U5k!CeYZbxfC2scfc+Z_9LTTVXR)8gK%YnJsCX3
z8^1%%i@INSa}#f$WDw)%B3yOj3xk8$%BlY&FXW;qqk{EB_xl1s)o-Vj7=$(HUS{i?
z!BGQl!vkj1T4vS~r{;9J<q!Y8&C0QsA&0-sT}pJv>*un^4-y@B*;(4%zWF{hYH+jH
zo@R<GNlU-|W!N<@I@K?Mm|Y5z{M!N`s3OG5?+Ksgm=*gU+s7R1$6=Ep9DK!u_qokO
zL!jLL@%V4|_)OjXA;$O#1Bsx!ec=$c7{B>G2g{gS)7jbkhv`4I76y%SyW$j!v3=!)
z4}WLLWeq+Et?mCh@@h;R1oBe{(cb^4BM$}wH*$`w^^sr7EJr)pE{TV2JCE}p8JY~u
z=^nkB*>HYCdSo>AHP+Y`$S;v%)g(pt#kHv1x3XJf3*Ko5n${Ehzb~6+tsb7}`I<JT
zX!;<w><$3(2ZuWrJ!l5y{Vm~6uk+c*LuE=ZDm^^M<a#RR$04dv8-{NBeG^jNiC`Tk
zj`R5Ka5j#T#DyVkac-~eO8n{fuw^>sPexFl$?{WB9(YG`!x;FB4hd2Y9BJHOHorvY
zPrISw9D~dr*@thZ$J=0Br0aQ~uQz*zdazxSdun#!bKB-D4#(XyT(C_4xFm}%VjPl(
zJa`7qvP;Q%fO++BQqYJhMV=|lgt?W@Hymze|B=$yb_uMnD)nRbib2|4Y_}2C>S-!7
z$}|`^DThsM%4A+->Pi*pr2vN;U+WMH>8Hjmhm;wXM;rQt`MaH9CHaBs{0K;xTj+>K
z#r(5WFgB?V$uiiDfoq{Q$oNVBb_-8Dyq#{&yjvx_|B)j|)BaAMpNpB<x9{7~zv!gA
z7~Cpc#Xk(6<UAkAzX8mvPD&tjK07k45BM$0!-<~iY8Qa`PWAPS8fFkV2NHlH#wGe%
zG7cr!h-;Ad%j2g4_=pVeaw){z_=X^Ude3ENZjI0VF7zD07(VI{ve=|3TK6G(AJ$6)
zocBl{fDnG{&q<CXXX3F#A-W2^Yt=rWpssas;64k>=ar)Hbn|@?79^>2w+Lrg)-srx
zgv!J#nitqQ!mX6Q4o<b`iu-H%i0eBhE)LQ0w9p0*jVzz;=eToWi`o@VGxY|F4a?))
ze4v2R!FU&vWnJDtqRDR#Y?kg_?$<#hdG7JPJeNI&a<yEqurXfXsl=oq;#4n7+M86M
zO&mJB*xbnAgOaZ>UKpdCGaN1|_v(|}(IrpWg~iYFYWB}M)ap#h?O%O0wNrm)j`C(V
zhxjIna>^f$7lzUQOjk$B^2N}A<J$K28=Sp~Td_M=NalMUx7Yz9@r*qmMYWKUF(R2&
z6Z1mb?7S!*RySZIK1alKoZ=B`?^HQ@eK^*8zzj?sSv^X?`_?Oydn=j0>k(Y~^H0bz
zbGy415>vV^$@N*QK(Q%_`OO~T%uOGt?q3T8FK^00l3*iwKkvc4J)doIbrpRs)4~N)
z0O1Q)5o1K#6`ZhA2Jt)J2Y~B@CSebQ6n!RzaNBJ@c`vn}Ieb}^RQK#rO=Z;g<M6BM
zWBLeegjSKiG0HN`TGeu$-NM-+QvlS{qCyo+t7bAMFFIt|u$pBG=k!~+?!xAJVU+_k
zl8^DJ3jv4c`l7#i00+FI9g!T1HnDV(VS3WyGj&%<<|ut||NpOuV?c?3>CxBvU*7!y
zkh?MOIB+$hKy)cso{&;B7%pEBSwT9?h!d5(+H`svC`k1#w5;CT>bo|@_rY3yAd8Jv
zK8xW!g;MlZKEk^`v$EJ39ng-wEWV-UP%#Ka9{*S%YX99Z;hml>3W9b9EL#uc(b?~v
z_a(IIO(s#j%Bc4K?4S4FbOaV;Id0CRN~*ulgdPGACZ7zFU?IggDv5csP%}Hrg_66i
z!j_QLD?YUFqHxxLsI8mGD`uO&O^+QD`H!D94A3zf#N*cocWxIrm*fK#TeJR@-}E`0
zd~~EOrU9u%d;E6$>zDg2Y4*I#AOol2Z-)pjf|Y>uOqLpe)Fw=?Rq1H)eQ7CaQhQP~
z-atka*>gC)zYI?{$BCPt$@6NN9%tmME|Pqv=%~~W`EnIWgl7$c-hdU4V9>CRLr!7u
zIwo-c*?6>yf^wpPscJsm-GrK*-~Z5RP#!FQ=ou}Z8}LF`^`#u)UizI5_+_23sC#@2
zU&<1-eH4#-|9AKx-wtU`e&X;Xeh)~)ypuq;Cc%fUY-l4m>&{r<_IIL+BSANr%6n&Z
zhr0vVX=C9Hd-{9oiLWbsWL8GWG1F3+MJjnWC)hy~#CCl6W~Q40n?(tRY_gtNQVO!#
z_tkj7p(}_KDujcB36?H4af+oW!&o9}Vn*!P&=^TM1U7>{?uS-66&}>3>OOdod`10n
zGqnf#YRHGw^|N!&wCBUBybhYl$Iw_lP?0mdd*!c(XPPAxKR?XJyuO>kg?JrfKvMqv
zPUw#-KrbOMWl_E|He=-gnpUpFp+zh{D1H~Itg8{Mrt6%I*?5{z+BvQRA$lj~M&zgd
zrG`9rOT~)>^)9-EJtu*mcO<g)hI;{_M-Q3QU8-t*TKT&9`|_&)ti;3UI_c0OF;aG;
z9d`$ma?dyqqW3qp(w&FX)()Y0KR$^rz3eLC9F6q*`-V*;UQ8T~(IwwGfgv6et0YGd
zYEe!GR-@UMyF=F(kiO=Q|1)5>42z?TwH*E}4%c&UYUNf^Mu9J56d#(MzAE~F5n@ID
zp`M3l%(TiDo2nCfM17wa5yi<cKSYnZmux#v?<srY9*&S4?^Hxu>><B{BG3m=>CwF1
zDp0s~n%AivG5bB2y~<tY;T5yWEztC+$;z+XvS7btMdZt!tVCH{*3O}m6N4W_?63<C
z^-<QkN4?(n#`m_HkiY{jxlCWY&;n?7yg=@29N-df3d^|dLk(VmG&|MbOBK66c!@43
z>lk&;lur?1EJV>hzWtq?Ty$-v>2^bION!>DFb(|1V$7y{QIM3*B3g)W1*VQcuYD@<
z;W|@u%&2NWzmmusIy>Y-b{Tgk2N)oe&c?6qbKXXwe-Z7p8=;5s*_qe(kd{`i4Cg6^
zjnEgoz0pBBT4XyV)if(=ce~S%-~3Ja)i)u8<C8jWy?OTAwkMTW`%S)I3MZXeIwDCE
zUl6$;<=O1xqY+7wbq3w>W5n=s>O|{!fDTeh9|bWMYy8nz<AE*kHv^$PDeqM#b^g!m
z$CCkm-ne`&Du7R9q6g&mq%t(snw7wt{w?zN+XUpaJU(*tFuV+ic9V(h?aLx(ym}wR
zW0UKl_^!PSF1uV|Omn*(rC2#r#EqYnuYcDkuB~s?SfN<-<y+w+9((X@9tNO8&NpB+
zq!PI>tfU<uEhYTCc&;Cet7qVJ@jmE~9t3rKw&ja+_<{=D5_aI9HuHYP!NwxRiKP4#
zdntOUMP1`#O1;36TZnb`e9uPEbtj^E`8qV+t-I54B!msV!5xFMEpw>v7v8LtpWQ8Z
zd3;f$HWh_Q!uTpHCAP5cDN5O^4qs8zAE}@HZT2&@3!MzIjNR48jGc!C#5R}JpBJ1E
zkR!VnXI=o6TO4;#o-f>k@3tv<ge6Zq+6(im+@8Hf+Y#IAJuuq(;9r3Pi7oz*A1dot
z4#`9qP$RIrcBgLcq6co=G8<4Vx>PpjKCeJ(Ji&~eb>toC<l1}FH^uvEC3E-49$<*E
za(YbYMJ(M_ZeBs#FU*^opSgc3ZinvjxbgaN56tXxGXB=)IMzODz+7LqJuA!Z`G<M(
zHG6h|0a*Q;zbFNL_i2#@G{~?I0`lfU=bdRN3{1dN0Rr1KyZ+`a{N}+JG96^0&(f;X
zm4tB3z^uD&`mxqNR}nO|jjiHdIBWx5qD)SEE@)G5ZkQSe_9s^p@yJY-RD$_SHF}{7
zN{5f}dEQB{`k24qnceCb1d(yL4W4vy7h;vZ5b;*FWHm^cN`@1tUmnRkc>(Z>ZHkOS
z4&%8yi5T3hsD`?cu*QZ}xu(X#BQ1NE$!^Z2{#52JdFGBv6*8Cf(#;X~zIc=fiQRY|
z>-lWoku86#jkkMjqQ87|2%?MBp1Lz8X%_(NF3KDelpTODJ^8DO$_MJSI1g+$6?hUK
z_LwE5h~`#g@Ek^;&cAB(zL<7$Zpswdn23yT<utkIm5-|RG=2{6(KB)22TeDJ4skko
zuSKuJuS8z!>7I?7zEjA-I@IncJ10?QD&19Q0>ihOThJ<J!wMbZjUTe`vzLow!ZSwx
z=f^sGp8&zx*}Br)#M9DBroPl+m;&`TSN3}_crZPaXL}uz{P?RrCTL-=ufpyCaI(o~
zapbEPN0Id1s=F$Lgg}rWr}ZI?-|@#Nbp&!G>g|~()N8}XHPAmW{;@5mC+LRtjWxh?
z?%yZ{xn}q`^53QK@aDtd%>!wp>rsix#@~A!EBlyGY7G9&=ylF1IJ|KzK#(tN&S9jb
z2_C8+;`%+=i(Af`UL4;3aN_6UyhX9#92-w-+kJgK1%wie>zUUEKYMVYs(cKnm=A44
z<5#$(8PrXi6W>#tU2Skj6d6Z#aO%8NZyg+zxl{2bA->nezxal--Smt0X3p>8Jznm1
zPTf*;=C?rWRZ-aL_YCm`JQ5gC9J9wz84igOA)IzV!O$A4?BKP3U3~J+Xm{?Uw=T@7
zSXv`8ioHjs>H!jl;CyE{45}bJ+dHdnc{T?<5e8#<DBQUN&cF6fj!r&co5ySn&P>wU
z4=A|FayqJunCxLx;tnp#NW%_UAxu^rJ~j&^^EA!yY6?yg#n%EJ+0uIKq%DA#a~gfj
zrjMApm0^ih<nUrm4_2@>Uy*=;eM;0{^Rgak>}Y^Sxf<$M;lOFKU~dJg`oW8KjYp}e
zo-`(z39&a!gn5<lMI*u`1b{@ky;l;u++vRVcsQ(><D>Q_Tb}>2Te`iwPYy=VAH4^?
z%TRWkF$BzyxDy>`3FspZ4=zHhucUf?fnzbnT}x-`43kIMaQF9p{%iN0ceQ|D^03yU
zY_bTteeKz#uzJrz9~-B+MbGg%VCr>UN-cXdx3{ZYNb^`&%WmMZnf8cImYJdq;*Z}d
z6EogaB#T}O!b&j;0ua#@;x^nl9!HG)F05gHCwIf`R|bX#V8~Ck?rZ%0rp5}}#C)3W
z6twF@8}Ht=c<uQjzV>>v&xlpHZs^xO`4s?KuN2CehKDgl!Sqo}r%3({FHY2N=i)5y
zxjXA}w;9F|o6C5~cSw|p5kfXOh<*nGYr$#y^p>V;Qhz9@5Qvsp4@1DY?*F6c%$60!
zwkY~VM9>NHNGnJuJ@`VP(g_Mmqw<@#so$x29x9^lji{>3JPLcSHRl*j3G(B~5e2KV
zUpLwn0z|ppeHkrBQ<4m=9(yfycD6nM*Yo<6gjJvg^S-{)>}6p*y^x0N9DctK%YWjt
zt&NW%<jU`??W5a$Cl{G#)#j-ft>dS4aF-Td{T&bi<?AE6t-tFe?>4@1&eqXDo$zL3
zRRT4DcSBCjej&MT@y598prp#V>u8$}4@8c9kX$HHJ{#0;V7&d*+W?iC`Q*@GJcwlP
zKADPte&6=%qex#zSsL@R%9WbHWh57lJ4En@@6QlTw*3Y%Bwk<c1xv0+ZQ=v;T8RyR
zV60~&QE$%DO%TI<c5Rq3S!Ly~EE~O;PqJ5kmipkHTP?K!Az{N2=x6gwhk&!^GLx+7
z18z6#`}OJLE9c%IbwEcF5!!c|-ue=34O|VGmxJSz#`Tm`rziQky?7&Ga#zq8h%ug#
zUg%*Q2akUGQsQfFF89;T!GL6=Ke1TlkcwheVV|sPLA&_(`n+7(bvzfWEpw_kt4GE#
znB<QI`g_Nlid;e;QTLx}H%t0$MQ13Yq^hYY-&1&S-DCmnAxb5mZL{0?qZS;>x|X7z
zqG4HCG*FPyw!0x+t!bQq`~QEoc(}7;@oG-oyJSn6;|{wusj-{j*k1zaUu<>mwOmSB
zHCa*Z_C~L}pvl~hM|#x5*MRGC|7HDe$*(%lU;LV({XgnUn(OxC-ZvYYFsGPeTIB7B
zCzCdzhk27<l!PnoZ$zPg+EJzz(Q%UKZhH@)QSD7}%ktpv&E%IKgz(&)es&Wa$w;c4
zdm3JX1?#Cm3;a)Oc3b<=&J7SN`}vV|=&6Zz5ZR`%8ufYq^D@b@A7}=lG}DawWSWr}
zM%0I}ReLv^Xp{bin)EEndK7Xmd>-!~xgSBEIevWWY~SbBr#@#L564yhq6Dg>#BDZ=
z>^(2$+Xp;H-Jj5@>A&YVG5r9=ypM!9uqo}-YNwb?G=X-^!EMuDKdclP>oGbk*H^wU
zUGAG8uf21aT@!2e(?L03Tf9S((Vp#hpH$a!MPcp|W$*NQi8xBnn{tX5uP%V6JO<Wn
zyP)8jfG$z-JyAYgX3=>D1(XbX?KwZcs|_hTm*E7&VYT3QRYiDv+_$rT%EL7G5iQt2
zb4Ni+Wu`Mfzq~BpT*{Q%PjIfYjrzG$G4tKvBAKU^{!|kNBR!)uiwgM_-%!*K2oJvV
z{@{rc=PumK7oV3=eqzt>gbmWZBI`%=4FLB`(d;)7<xs!COAHa)^9$eN<!4#?Y<o^G
z$vOXtXj#7>d074KB<HT?w~sV81miGrrd2ZiA(^&#*Po0V1qc;<3LVWHJ=<t9be9a(
zF7Nx_bnK7QLy3XCL%ZWOT-!niZS-^WPpp&t`5eyA?AkuUgK_2kOI;J=9SeuE5c~e(
z9`_)mFuV42A&lJ;yiK8`B>$?hn3Q0y5?W4aoPK+<NB`jJE!tH)Kf@}{PZyTt5AFu%
zd2>D;yE<Z_>H?$i9%xeyEC>_!)sPG@j)o_{7t{h)T%%@Q-nx%lsO`R7IB@={_?-qX
z@v6E`Fc_lw`qsU7frccM1V{!LGyFptQJt@4mV4tL6c+xa7Brq0k?BRe=VF_ihK5;u
z7eou`opSZVEBoj#k*}TRV(?*nzub3ki;C&?rvJXzA$5G9=so$douqG&LGspG_LEqW
z`7O2dC|-&ovcAOhy21VnGj)X|s!l+>vs0-cXh2q8%^eUi2OVKc9dBX~tn%};XOm?!
z_ZXy1b9806_M|=MU>sa3tZ-WVG&F^RJ-Gq|DRTgxeJX{w$Ey^^0z`Qd6(w~Xe2^P2
z*%&>D)+%Hz%g>OlB<lUyy`v8UjuM4r?XrF^GmY|t&2Wr}?D(f(iwW5{Ixi3;Hg0_9
zuyp+0wcC(t(cb}o+%${M`d_EXAha7Y|1g7=IQ{Z(ug#cq&t8F_hN8|FL+~{|si8z<
zpOl3{46*l=lBy2Su`C!I?YINNEz4VLiLjTHlZNOEoX+;P-4cWJm<=2>B-xHb#`l+1
zi`B9bE{Mao4yjXdSzd@6oL<M@n{DOK+n#&5LF1@-npfW!FJA-s_gsI;$!wg6iiZ-e
zE!^X9#s574*`vQsz!ou&Asb6id|kk|V`((ZT^F?yGuuCZ2jo3F$1iGgN}&lZF1EkC
ziBLm4D*!+eFViV7h>vl(c*J`#QNFfyQTs9vhGc<f$mS(DU(@by&cq#$2-Tm9^W}K}
z4<13waB`oEZ%PbMlTmo4*bQwCP?wpvTncss!BC@L9u_B?XVJb}FRR)M4v>laeI{KG
zSH|QTn*T<oKydUYbz)!i=y7Lo=Xmt}HvmaDOSEJS)v%kh%B9KlqWmrtLqz6IU40pO
z5cM)LhM%X(;w)BtzR2hE0gLWStCHA0i7~Lh0l13_^EiD|!`nI8s-YIW*QC>>Pq>X8
zUXsg=>h+~+cy0LBWgcl^moz~Sl)nm2$#?hM?D&xr;c?%z2S2)vk%C5(4qWDajox=>
zEX9C#rg{}7Wq%i|WS(f}d3#N|`HX-$cb41vzIRILVt*;^Bo$YGf6znVa_?Zl0v>mb
zg7X{-=C1Z@3Mq3vvUg|jlR5=>NLFND-fl^}?hZXNXrvl0F@QysPmJ<*Xh=-bwSfys
zwM8kI>QR_%9?2HVXhxbPcA!+gUWao4CmR!<+x7yFyB^Pe>jT!DpWXr0Y`aF|j`jN|
zO<dCzyyYN0{r+AfX2;fIKb{!~xM$Zcz*v_#?sGmWbYkC;7}gim%aXTQg~F+yo*2%O
z=Du&rY}k+JTuAG08jN6Z@wEsl^r*7|Xp#L5(ao>wSr@{8ouA%wAIGoT@t~B_tVSqY
zBOing<cq?`HhP-md{WI%LfWi0T_fsZVna{W!SmdmgqM=PEKDwmOTdpFzObwKy6eH3
zu}Zx=J<LIJACIJnd~4Yk8$Zcd(v1gOxJMPqO37_#MDG`ohS22r(|NohlD2__(va$D
zTKfJIua|_>_6S%Dx`=Q2b8Pw_`*2H5`5hs6XYiOsOGmnXHTd?vFPW^T4_%cEIE#;l
z*vRNKx}?NDexDfjomKN#z)+g=4sQpg8^AL}oEZ`0HgOMD&@Q->DCe&NVfNC$jf54X
z>-oBHviRifpv{BJyT46y>W_SKfw4wd@ydH1@wz6OO)(1HDE!@Nnd~WT_FcrFvuKjd
z=RO#puVg>;xH22^n-TX}ri;i7z4*$y!N(iu0akkhPf>Z5sw?}AuKXUin)rGL)y^Ar
z=Bi_KwC~}k=8yVSSzkBIQS=v0XaRZUG*~5(Y#=PW(b~~l<#zwlhM=n5j;#xi6bj7B
zJU9bhCw$~zMX#=Ssw2@F**DE2A4lzYh6y@G)(<f?$-3;GmW!X(V%Aj$eum*)uL|al
z+>9u3d&QddE@QR5?Xsh+cKT4p5KBxR<Cs=W2S4UZv=_GxxQRyj=m=p!b%!#_I&^XO
zo4%p@1uE2%Y7%a*BNHA+XTM%b**#MZPwKDcoBQ&2!&Nedqro0BQ+I=Yg_WEO&TR1F
zFj|c86WqrArbE5_BaL}Zzsk_}TV{s=AGGIHHk{l3Y=rnqG0?{j>3F+07%7+;EBs)%
zFay2>_uYBV2Sg|H`!0TI8#<mBamr4IyF}us9qmN}B3t|By{*Ltk#Zr)t%-kK_(4?c
z>lq#Tw?K`DL-5Wx(C4ReO+{rJT?!^tg^kW?x{~zA@_UlPujND@*&QyqnI;&Ac7U~L
z=*(g+PRy$o;9<P?d-~A!&xNRoviMf24SM{0A<u-pOc`MGKa&Ltizu&;aAk90D215a
zvBxXtIoHahPJ(BH#ddhpwgwySL%C_U_XPRj;et6p`Ch!~o@ptfKH2T2BqKIGyI48&
zAc<)K7kAFB$Zn$Z_^Cg9#0{!u{m)sZ=+6^lXMS_PXG;2;=M+|$n-T<I&{z>+M~|Pt
z#dlLF;%}d^zoEN)f2VB7o<?@A0Y3eOrr8!hjQ6P*9C71=vwy`YpqWI!?s)1aVyuk$
zuDF4%*1!1X!<80cnfhZaJDO!Ulu2$d+2>}eN&AYu`3K|=#rm=hODkt`Z8GoA2t_Lv
zLB7)-2)n@O5>;*|e;;GKC~CWh#X1XLXCY^yUwCqf_rpzvCw%{;Y*odWg|%K0Xp#Y{
zEig(UP27u3v<J#@H(3Xmd7?$pvX9~Tq4Si9@(38cMMlnHPT5_D*W`siy65zBr0wGz
zHpESQPtzyHPn-JQnc$>!^@uLC?*#rARl*-#?#Rb94$^e|K92iy<z4d3Qa-65zjx9j
z(zf85xdMKeM!4Hukm7HjQSEBiY1=AJF9Q`_9rhN>@KuW61c)aL$)3`7|FmRv8!F=Y
zW*|UjOi%et4i!MB5}_&12eNn%nh6jss+5QmIGm*Aq`%+}lk38q`}CFiKLLd^=V-JQ
zsL_^jp1STpup05?9?N4L_?Y_c^1ub8_sw0X;dI-aUt3zVz2lPXir&*C$x>`34hoAR
zZ~qoc#Pdn^#7aEYL6pA<!0Uk1xqjD?gH7-$f74;YhJBGD{O^VY^vTYKYZrmY_f6L?
zJI9r(Qaj@Ha{K<r1>K<e@#(d3<Di^WpY*-v<5*$Vl8SYaWwvdpk@ouY3xM<=m~I?U
z7wk1<jv0^MF;>*CYGqK3tB$7d3eL9_MgV8z+bsiI$YvkQc07Dj$Bqp<MRn_-Dgve9
z6E&9UhI+G(2-a26s0L5O7$iS1jx1}t0Ca4hHwd~fOd;tb)Z?TtpKs-vVl4f|Y2U9j
z@B*8~c5^p`JM*{y|1Sj8@8<yty^0T6i_eB*caeT1ni6B+X)CV6sz6t+YYwL+45f0?
zPOPRE#hne0D|tdeTBXq&urYp9)+|~d_+-jV?YGZne0~euE@%$y!VV;auk|sk4?Bqz
z(J&^0uNYvQZz0EOu7Www7WKuvT-@+}&Mmu<Den`+Bf}KvkF?}*M!l?fITbXD46^np
z$N?05G^TK>!h-KiCb?3-0S2wPN0+bcKBA*m=L^B~ul&8UZw_#M&mAHZ>CU&zkN>R1
z8&n-cj@3mSkvM;7{%h|Hs_*Sfb#2eT<{Hk1zR<@Yd>o*`d^B^#Gw<c|>~LDhpbfDm
zGpcouMQMgX2hw(SSRe&pu7@M^fY=$jzt~ve*X|z`r#8bOXSYdjkV!|&zSgVVM*Dd&
zLgiY6-~q7<7IydNh3;^LQtXo!9Ut%=u=?15Ix5m#a51gw0-jqiQOEO<w~)on_o)tg
z623O7{XGThS}{9$Naca`x7*2&FVzH1#3^@N_(2m=lw8aPFAv1HZ<yQ6`=6~GnDgm(
zbQAYltJH6OLI%<PkWr*}(i0pKh(_hxV!zwnw4+1BD^I%CJJpZ$qC|f^%;j~fSgSp$
zbmk5-xqSU&)qebUSE?Cw#f1;Tap+pZQN0V_O-tEWlu7egmfeq)F)8!YFUf2-ME6Ei
z?ju7I!F!z7%WdJCVK+3TDTnP5eAmN=v4W0ebu}v6?D9pAMfqZEI7gXtSy9WqS}9nT
ze#qJGoRh#Qb?OYVLi^fPpGvqBif{;uBN2CoGiZZa<d_ch=bCD1xL)gbyN@h+GN9%{
zX23!oLGksyT3N(FhVE2OZRWJXGKF!nzA3aTrmR@VDj**3qrQvP9t6)!Dh!sWn{S-g
zZhFx0(6}$?{S!1;K3B{~MSw&k)GMEZwh@>2YkPmKEpzkQIqvOmzDq3D<XIDV-5Nh5
zP1U}xGNblqm^+=n8BcgJCjKhw{5K{J1PYxwnx667cG=sYeugXC&;fhQ&Z4<RSK|43
z^^d~#o1mzFBh6^m$>S$%phZ&qwc<@^cIV@tlCadw<Z$$K`AVPH7d}I-&cA+_Lk7d@
z?)w^UNX5^@blF{~+qt|IzWU*sB)N`+AWn>#p#}`w9c`0b!b0SUgrX2JJ*VIK6O)uA
z{;_`dAWpmGgGtv8+uTLz*VM3o_YggtQPn%MX|Iq%T~~hDohl3SpW9kd%#pmU!X8cL
zSMh%PT6@O5HpzFZgJ-yBrZAh3LC8LYes?_`+Iyi<MMmF1OJqN124Ib6K@secyesfz
zB|CktwbRRaL5%1t8FQdi^NTmo{hn>wI^M2!`Ab^pHDV-tlg1*Rr$hMMlV6d+P_Z7-
z^ZG3@6ksa#HHT#`-&oHqN(UQ4)t?fi&x~StMSiZW!L1WDAkeZMc9+=ezUb=x$?1dl
zT!g&;$RxU=gC`8rXVy@xAn6p}(&+32>2v30Oa!lZOz{V>XNAWpMdq}Ot2kSqB>OhY
zON*|#Y)EH*=Yd?lrl^f=BTxqMo93Qnm(P#ScsBVNn(RWTOy+AH)jh|%>Rexs_k#Wz
zr&jXo0kfIiG8zRDvhgz)L!u29?M(2=^}0}>betCt@t*l}5aUzOpaQ-Y!6XiJn;;EU
zKY#Rr+_i9Jo~w5sR5|UsHW{-OxM=j9n43v(G}${n+U65R&?4U6CCBxV~<IPOne
z7^ewNm}?6joNqazLS_Q6pDp@S{$WPyw;%&IhtLfd@nlze0I5xjq7dg8m=2GsE=_^9
zv-Z28CNkgL8qUzDdRV8EGTg@p#Y;%9Hnb2+bnne;aZRzYtdz5vSjsJD$2$?lUR`R?
zKOCs8iW#*07sva~49YT$!|l7S`O9j3Sn>AQye?k`#D9gut#rpunWfZxaZ_8qdOLZA
z4&Xsf#k$SYF<(04L3o8m)fb!-5hkQd$lPoCs=LG;k1*0>?M9CT=GpF+x2&-{aS5B?
zye7}Q1Wt747=(xf<lQ`B0T4+PBLSq1E6`^rGv|#*15>!9$WliVS+MQSuDL=iIHV1Q
zb;rxoA-T5P)}x$Q@HZJwtM8-m;D5)>{x58>@7_hc$#9D0aG@g`%`5Kvoi}o^ke$;9
z(3BG=kV78d0+G)+52x37E&@}Vs|C6$JaNguiJ8<ZRP)g%(Iv<bj8$MCqt5&MRpb*x
z)QdR`Z~N3TiA+#q_lA^N8NDNm2dpYo-Q$LFAQwt}#1Y*2J0A@Y{mxe;XZ@uOl<r3f
zFCwO*v`voJHq)XXY8BMBe_KTGe4c+w0(M?(z4)k}z&<&Z9#R@tIf>(gCf+Jc!G@*(
z+}|Wp+|rw*vU0cb0_Jwwz4+u{zSd_Xbym=Lw~d(-U1yOo&@zG)F-hE-cE3NWOVvrY
zM~N5FD(zDH$|foZIby=V&mksz&y(<!P1Of<){;qPhhqIT#-=5w@Emn7ud9B3vK74U
z;zo6Sj#C_d_nt}a)#b_&-^p|m(dgPoq;~c2JBc8n&-kuZvJ3R%su07$++P;D9v1$2
ze`$<;x$22jXkXpAAey%Q#BB$lNU!G6W`*XXQ0614<ZyfJIWOl7Bx-}JY#}JwwYM<w
zEDd_JY?~p>UF|%0LoL*Dk7~C{{SQ$%&IsPF9p!posn;B%;b6a9%I+ld_rnj&fC~6O
zj2-L-K~{#<+NHeh6k&e}+L$B>Zgqj;EZ75}jo4RRhgI1o;#%x9$niRD1b6BXi_vA@
z?n~Q=_J=aK<0Wb%FI%$klj$PL!q11X-`Q}Vq+46BHzZ@m-}qFep+o1yz9|}THB{nM
z6tNie@tt1E;~v0{%UPTm6zKLJA**S6qS{?nYX@X_r-PJUU)2dyoH^TlLd_2?SYCyG
z@ZEI7(WazzVb$$ufHwB+al-Y*x)UrQ_4-le^#Rmo^mc~kR;7f%y}_lQ6}L&|9ycN*
zkIfEMS`A@U+s^{F#{H5IsmXt}JmI`}^c@x`35Q}Yr52_+jZf=-?fn$PRqsVahG@H<
z+hM(g;ql$(bF0x!Wb<Y~qN<2%(+~c%fq=is$XdW^8u85@H}!bC=DJ!69J>odTeS|a
zMRNe7IcIZV`mZMWQ)j>?0Q?Nq!FsVf$9_*}H>j`<Bf48x-_z|q%8XF|qSd-X3Z=+S
zaNUN;rK8kV#~~5N`Vo}cxqM>3>fak(*|p4bd03xowxQqoQ+Ag1{!OqJ#Rmf0gHHm8
zzEjiccMO781SB}n=+rd^|0iRVkM%}0kiNn)Fw==L`=4Q&Hon}SH~IUwt?$F5<3iYo
zV+fTZYYtlePHz5O&&TOVe)BukAh3P>#p_YW0ViFrc0@F{o~_Ov28~AJ`W$Ot+{hyW
z+il29I)29+9@8`KHM~IZ!=xK;4#l~JiRNbjP!E4dDVhVk<?d`}pWFVLNaDq}{os_k
z@Hl8Qq<~=(cFFxDe#+{8|9BXg`SC=4mvPMjy|BSHIdgN>4f1e_eusqf-SLKe3K7bP
z>>sv@YV;cmJOG}=IN2e{q{%0(wQhPdR_iJF<WC1%eDjnldT%M)S$C;9J@g^y@%SLV
zEZ7v_c5h*6Vpab5jB!)Ka*@<yrE}D?LnzF9L_j9uJY)L3jAR+F%mMyan8ZnuoA(3y
z^ExNC;#v%&TC+k@r=xj+n77>?!@>5L1eQWvj`@|6pU3&zJ8_;T1I7Jl@RsjxKzywH
z^?QW&32B#$$1{hT!yRm>Dvk$yGc0<Il+h=ESnk~*<D36J-m-K=A?;pL*ydvQ#<ka~
z-!D5|i{o+z8J2+clRwVlHNvv<jr&!4v5v@%?H9d?wc^@!<00LS47BIBH*iz>_t^yZ
z93B4zDsnHDubd6yh&t-Z`%%8rQzRa~L-B3=LlIJD%p6!8mpaLqTjRnwh%Jxj#X3^*
zdiGP5*sl)lHgII_S406pA1?Uet6if6bdGpC*cs-_vllDtDa2*;kw$n&Ij3NDBr$lf
zEh?I-9GTrmVeQv65+Nm%uO(29#deBuY7ZbvXr3dUw9_Ni`jE!y@`8iiqV4)cYIofA
zw=?Pzq_Y<3e$qKvQ}(j`7hrWO_~sLARKs|EF$5gmzcMoI_6V-y&s>DoHYT#a@4s#H
zy2#Y~`}_te*mZ9VrV8-zUIe5O@a;b86mU&ywjw4wrq4{!j<z%U2S{kYkU6*9&gRbe
zCE@=6KT9Ml6ndkMCp$sqa~Q1q&aa9C=Hxv%Hx0|phmuS#akusR;Kj1v?|4S@c^{ow
za>%v^cyox)h_qrO`*dX;!~{}@_zFF^!YDscL22Pzr=LCl93Fa=UtZ?v@%rQNXbSPR
z!(9<H%#S+yK@$P9o)tY9;(119{(Xz~+7qnb@oK$x@ko~Oasp*I*?r#o56<JiU#KWz
zuY^lfeD@<*J2sS>pKJ{r+}u(`XiA0u&eucRZDA_zal^Q0zT>jA@6My?e)iRkxnCZ!
z{~9&Hk2*1y+vI|aG3Ivcy7Qq<={T1NzZ8>N4s+QF(SvX=*+isCMucbKoRcurS^>`3
zjl`C_>q7?&)o{0Z@(>>}l$i6`qdk0V*ux^QJd;efA-_}Am))Nx<5Y)e<2avtfmNMY
zA0gs-h+cejKnI>~nr^=drCTE7OLw>7bl!;Nbi6&al7LUXM8-U5dZ#<TfTjiplQqT;
zVYNSL6?*o+@iWkXUXU+rM?P}-UQb(Q`C;UVGN$veGxqW>*vvq0lsBP1FjExXnj0lN
zR+|SO{7-ckTyIhKl4|A?4mPpm=uGk1_d3hn*8v<@1<PQl8*9H`(BxY+W8=++Iu>y4
z*7x74AvR+6R^i@$Rrq+VEYm<~tR&k7b8$t$?@6Sy)oI3XJ9fMreUg0s>KBBpL>GQZ
zSZZqu&e&=GwvfTX4nGkW@5!;k?f}w4zWWRfdDy<)_5Rb?`E6;NkWxZ+U_V=vvv<7i
zswy!LtiKvf@N}KT#b*3>eFz6fpw5&fuK>?#Yf0U<9|)$F5G2{p8jn}KHYOQVd?rfE
zkUPnzvD~b@llKmVeV;g`-|PgJN_AJ;uG&4MLq4-kik9MfqDkpkF7*r*Z_#taA$Y<-
zdJ7FiVRyiaet@1D{ZiXehpp?r9(@<gl0Bs3m;3b)4jkbLLbs9FhoW~iocP^2+T;Oo
z(Z@X_SIi)f0TM5D{YHZDwQYt_oqLcRjC7!KwU5+r;Sku5E51a_Pc#1n#A3fUX{`VS
zX|9GYs1k-5^?k;rh8E#m<vv#LhRsrZUJ8zi+WB6)CxDB(%lTm-x45czr*V$mIo#F*
za9)+HT&7<SnG|g%kCy<(R$AdSfJZ2^1KB32o4qL5E<@yvDZan){E~{=PW;kapAaCN
zKF=ec-pC2A9>QMb1J{FeZ-H^ddFFT{5})Q|HG{+33a5jDbW*xW(e5#d1~!qyRf>U{
zlfD%bC?|`C6eM{mSdbT*=J$Q%Zp?sObirNv_DAvZsq>da#JfX6J199%ly$G|Q$gKu
zNB%y+mi#O+H_yL~N0^%4lXeb$$xQ2F@GA%|y*rc>9L~SwjvrU~4i~Xx4(A9H&V|UX
z#mD8|iQF1&>6+CGFACv<>8zvP^={^+`gqz2Sf<m6!jqQ@(e^VqZ&xe0eIHkcWt-gP
ztUdp}-;c^PhVNRBg;TwgdHzR=Y}?;^*jpJ5ZU@G6c^Qg$P-<&?gLc~?;&wCNY*`8z
z8zcFVUJlU_UzxlSX(nKRB7seVOGAftGM04KRDoCW!V7g6AIxXy*%V;89P^=>I3Zl1
z?l029PdbIG%{$oV77fsW@KqADWiy6ycWZllRhI*Ru*eOQ)3bO|>qN|a6!IvM2=nDh
z^<nkQ^3$s<VRt)w=saOizhMA@ZfSkfUa!+(Z?ka8@+^sT=gcrjR^IO#SI=q{okcjT
zIpV}iPP~3B!?Cy0f3JLgvo$xqhfjviP<<*9{X+EIeM|9%N?l3y&@+KA{=v*qou;N-
z1YtfrNkk^EI3^G^qpIDBljQx}G!DUMkB<B#_<_Li89I*GyY8ijmCO9z!VA(wkCTO2
z%f0$CcY7NfR=&r!VXbNNW3hX=E$0L$i5nl?=F5KA?dJI-;#62ah}-UaV5;Ohs^Jgf
zmz5~7Zs78LSKa8JY`&s#hjhrrei7zbYJ&n=tsL@>3@^+*xse^%=FMe=ubxq3)FXT4
zj4zQkzwiC^ki?M?&WA^u%+F(U%8mOTnOVE{<Ni1IeX4YKCaf6)X!V46q0RQ_PK3Td
zUA5?Y4xIGQxxA!V8V}x+5bJV(sfDY<R2&S{!A9mRgp_d4xV+!a&+zaxl6K9@p#bJb
zcqp2?wDvb-*q=}mYi4o4yIHt@BNAVy`_2BQJ7lhpnQ$!H=uq6&qfDvMaK3U)1*Sf5
zZ^SMOF4b}uPD@X2&$ta%GSX0S7T}OUa#y3GW*yDPnN$P47*XD#qCIikn;-FAbI<Qt
zRUSvXuC|{3OKav1;|{XCO|><e6xg>%!80QCv^Vo&RtIh@%^P(JutL`A6qcwR82JW<
z?{vi3ca=k-lRM|y@AC7XH}nvx7h56Qy3uF;e3FU7dH6{d<}o$RBZlv@_=P`Az?bge
zBfkevnn4g_vVL<jEA1(@acn%n=<~H6_$~b!^z!M_Pxva1Q9XL8mq94(hx<GHR&V@*
zuNW(~VRGc40yX1$VeW5su^tYEFIJSx<D37<%iLA%^PD~t{P(h**&}_GRG9OrH`!07
z*K!{1Yp25h2ZO{p?NVB!N8|XWKo8}p{@0&1%s@AP;L;;{s5%XYkUWm~>qOspmn+lV
zvUe4b5Bg&`p%phN;cmbE@C%E8rF=~iJ{8-5JCX2sbz}LHsQ9Q|3G=vgVOBl*jx3(x
zLxID+)*?-%j>*=Ws;d)gUIDzjSD~8G4u=Ot{?4rAun$tLJO;4UAN=H#xS4+c=84%N
zn}cKnXu;3+6W(fr$q{QLDE4w)q~!}!?;Ry15WE&%XM;~143}l<=jg2z+w9#5iP$Z7
z5pJRhht+51ou~u`rmuaiOC_k!eoO((wYX*{5E@61%>kir|GO9R33k)<2=6I9U5Iab
zW6G;_e$zj$`(6$e*2N!-n!+1SE+Du<`io)}eR=O)<{&ysT8QYT>+132QdqQt27@y$
zakQ5r7!|TZT4vXiCB&=lJvPJ#%zebEe$*aU`tc9=s|Qz%BX+6Bj9HJ(SgQ>1sz3Mx
zKgRpWu08uoIIa$y@#4y@%`A9q`JVkGKkZ}_f_qr_Y(5T`fnFY36`t+FOoBBY`3p#j
z2aWuy?s@_hxSpu#s9aMWSA^n9hX{s|urA)qfkGw-%s=mx&T+}>i;#x+kb|*GAZC%j
zZ_M=ce}2EaGYr4q0}z>|GjXo&4Dztv=8(S|zi3~Nb@e7GbJ$Kv8K|Ojwd!M>RwXb;
zVEDct&;$b2z%_ku7U6i(yI&|7zF@yg_qIIO0Gu?Tzw}BMAnTQnr%SScE?uFcD}PCr
zAl+1LpeKqB4!=XCg9_f;CQw@|&-+8(>#6K&{5~}oU<d{N2sXJ(m-_BktrjV`8>Nj5
zXKRe>Vd48+58oa8;n1*gUd&I3k?D<kWfm&_C<rLS1w8Jyz1y;ab9w+Ged4Wf{4z1y
zo<OWAwnudmWa=q1<LTb(W$qEVYa!A-?5g9G6O6uQSPkW+;}T<x;qk@GFP}NNs?4k~
z2mJT6tK>SbAHns?MFv<iY`)^>`_h$XGIfYmcJL1&R+1u-HU**Q5(7mqtP8yO=*wgN
zao~!5YrF;k&o8>`CnGVg7#6)JEGl1x8EZ_+?uoH~!%(#Mt-y~v^u0L()4ZGaDX>!K
zuseNTPX!1+eEkc?w{K}mpruDYA2+%DVW8Ke8bRUec<C?RkNE&VtjsJq<*Z==OlyP=
zxf%tT`b0plhG$C<1MHjrCT8Es$7A;S`kcqEn3D&31gJYb)_wGTSz8Xb=9(=`vo9Tt
z<C|tjyusN41{s~#d|zD&y!GCNKO0X%yS^(#+|<rS>FV=-40-+Ar(c@4kV*Ol(YF@t
zy7eBaDk_7#Y2?b&?@Psrh+kavC(SF}bMo4n-&HRTKo{<XO8|qy*j)IVbW@q#k0@0h
zFV<OK`J>-XP{&~nJn9$+G0<EV`H3q}%#N$pFIud4tuLf{%DAk|f7mBn1ToF9Q^_$b
zV07N=sb>y<(vzp#_+FQH9?@!>Sg{jUBI?#tg}!H_0bi5#gc4m|<$!zw?b1Y-4hWeu
zSiTF^3AAqjJ+{kF&wOK+grd(N(Tx})BH@QH%Wkb+_!0kLo*M8LKpzf;D;XIAW)qG#
zG(%7L*_~Hc7THq@;m5?B2^J@@^I`ptq@U9zQLZQEP72kUek_IfM!$#fxBvgYFRnx$
zUs2w{GZ;LpZP=~Mh2F{d#%_Cj3)jn!Tf>`qQJ~K$?_Yl|iPvH#caHWsi?)Vm;NB*6
zah)x@ap4<k`P_*gSZ>qCF=Tm?C{9Y)^n?-uOIpScs($?B@kyj`N80xS&h8eeRY1yR
zYudC1S*2~}^L%;j=07T5H0MwlkEDd-)J^?Jb1Vi-CI{d0Fu+9ioL;~-m$^ef@iIOD
zPI=77lA(UP>k1eZQqX<+Wxe^Gxb6wiEM<N|roAII`*Flf>XW~1`VrCfZQ6V^Zib^E
znY;FV&{gA(i)gpJ)k!^0%=@yf^b2$9{)Rq|K4`}xFEp|+Ct1x0=v)t)ogsUbvJqxb
zTSlP;g1~0h#L^DLSK$X7UZWHo$iDej-13@%I+VX30c?%(*Y|iEjbQ^lw<r<Xf{!gb
zR1_+tIQYJ|`An3%j-(@Bw}*N?jj+T`6n-Bkkztb=o+oX%so}$J*gFp_#n+}ux+r_b
zJ_&a>vvF?MBWs?76(QGElFe_F;DZAfHRtF!+EZwsaYv?xjq-Wj9sTqdj`XuQr8I6x
zx`t+$!R~R$ymr6!3<K!X(AazbweAP}K@-#k47EuOK{ukAVp4Did+xX&Itl4ri~9ys
zo0?K7GnHH;rR-?@CI0?=)4;v}_KSG|-8-28d`Q<vYSdR%bHz?;ehqW*^QV@YDFHL!
z>8{*^GAi@Ox0~7IM(}Up^z1IjTZaw#PyZnKh6e0vYUJsVFd9lj8!ndEyQCkZ8np%w
zHl-4rF`)K?fU}+>blmR-Xsp+SM`?trbFcS%gP7GM^bSk8tY|BwzEy8!BChA=BFNwV
zEZ)jJieiGYVTlbEr^HhjK%V>`$t3)RU#m@+nuR7fF~@AbZtoAUD5DG2;7e1Z+I;~~
zbWxfI6&6<Ik6V7(kkHdThJ%HwzVd>E8yI)E#B=)?PNur>yR9(dLw$PQ@RWH_Pr>S#
zi`GV8dSDUc|KX~0$;mVQVblRMd<#P;%Du3&`V>(69EbK6zuj*}QI9tx&00;Gg?Yi(
zY2CDGAzkxwpBI`zI#HnL7b=+tzPma{w+Mxl1enG?re}WyBljC$6#bIu<W+*|dOKAG
zNXX<#A*I^AQsbiBuric>H5Gok#fQ?WX&3w@tb0WO#j!XX4%LVOLxED{OVAG)eh7*s
zy`W@H*4?K9o8wjijiVSBp}C)4DIbsY&F<(6NjJmg@iSEhxaP-=%ZCdI3mFc+3K
z_wFVybIXHi84UH{Do?>LIE6iM%Cq-tfp?uH839`yuk_t(`L>o_-N$7LWdUfAssQ02
zlI)%AcxY)8Yfk>oI*-SZOeoN4u0+$3y6K&xBU0YK$TKbf_EFnB3um9=kK=4U<t%dw
zx`-v7i1EZ9u9(c5_mV=-zAzs5LDekyjSZ}t-r3>#?XQfUts_y??>#Uvub!YG`HQ~x
zQ8|#$-7f>fcC0PQ1~=l)Z(zhZt+&(9t@N0lLv(h>g>EhnVNLwSCT5DZgAw@QNZH8O
zm9fk#NCz;9-29QlRuPWp!8qLO=G|LNnOh++s)@qFsz#$ksSwQTe)G$#_&#PcLqG6`
zU4N>@!F*^iy6j~FG$7f8lW{Z#WlHj)XmU?~996hX3&KufwKXp|?m6eMVF}oTyM~=z
z_}N)c+`q&@U24)N7x6mPui^_ohT@A?S2UvH_6PKlXvJ!N^)yq9Ff+1r=Rmts`FQ%#
z*ZS=E%_Jd$7td2)%Mt1M%)(~OB|mnalu`424|{Xn11XW=!@{w$X`L|U^Qh$7T~eid
ziZka*+rAI}QWe&lC&54g%=P8nhsKf7z{Yq~Hbg#9O9<n}qxf}-qw#<w9p-z64Iuba
zP_YWNRTUHmFRdnM>qEK6VcnlUrY-5_&}$nh5wC56E&VxU462PPoYe8lv8XhYD!IK}
zB`(icocX;S*F}qne@hy_ggvC$kCXn*oF~7pWnIb}&0jxFs0^j8Ki`mD{jh=LoSKl4
z)Vc4Dq;dACj&ssu;EoS^BYG7|S~28Me~hBt2W-WTJG6e^l}#00rk>2DdV*d^rAaVx
z2d%mY*K_R}?FVtsf>0evaQ*dJ`!B#z0%PyaUN-mG!M)GL{zAM-(tcUJ4Zdlf<rE8W
zA36>|MGeRy@MJ(SLyy1LG`iLWDk7@gJ-h-q@!3eg9&0(Ynb;N8r#;4M__0LEs;<*+
zcRsXEYh<+RINlf|qhe#{f0oOZa5dkusq3Rd?o{eh&qVN(8(v(4R!;lNQfbnWAbyR}
z>zt%}_HgXashJobT-R<xsh+JtMP48u?l4@dL6pc--z67Q{H5|mE7P1lqL*m`U#tc1
zhxa<xzI{52xZa%_J-hhPD}K!HP%C?%f62}MB_)4!XAD%>r+Y&lAVqV*egcvAENAvu
zxx?eRN^wTYEOzGc<}Jk6cmHD9&72yCj|eb)Y0q_-VPp;XR_xpS_4RlJ1!wLpqn~9v
znQAh25oEhdqPN>s-X!1EK!Use_BnoT59D=nQM_(|hxISc%RaANxa>wrbu6fJ64Jmm
zyEN^z7}q<Rg&bfI3LS=%vF8Lt=iGr&pRXQ*WBRk$f_VYy(mwerMtxJ;^}8;7ukThf
zkLZ^4WWBa9p5MLQVddDbdU}rjIonNLwx`4KfEW^|UQWx~s(wgMmN&(CyvCdX0=K1c
z4Y)lh?)Y0;g?b(J3evJe?-=OyDTko(0Q;<;7x2AMwQmbnM>}fMqwiNxd+TfIV!73_
z-+TeNa|prGWu{=AW)k~%ecOASeOexf9ZAghEB~lAjvDAP=6&X5#Z<g|BS@Y##a(8l
zKcbP3i<2%=;NxLgSok=C*EZQ6GkP3PDSlb}CBLHkche0@iUf!#j}b8?gD^<;`}$36
zJglAvX9wrF`m7JM_e}0=OHM{hz07><u{#_Py2;FT%nF>$W3-tw#ksu&G1i(|1QQ2t
zMQBdyi=d-}Td|&eEmVkF?!}H{)$bK%R#NbGe!FH@C^oMTNIpEp_mRS&Un)sro+y_6
zo@adC@58;Um3%wova;_P(ZCs!EQN~$Ip>c%9YAMVvLE8YlI{OO7L_~?pTrinP7=$e
zXF4tCdRWE0i4Ua_$yOjM96#`p{W%r4&pC@!C>B1Q1%T&YYo}%#)JKHfIMAf{HX4<e
zEK)sk&p5K#=F`ZBzD_YnH@u5?QbrK^S}pTpWEqN^Ln^B1@7tk*fe+}3NIwknCs5h!
z`k966lB~3()^0d<yIQpMZ21(@eeVe&-v=ej@(&;-I<ck{&(^}Tbdtir0gtY&uy^D9
zh4klo7N0KlxiZK-$v6lbHxb=4>j-GMe^-Y0(nK0<DymnM+@lrGW04<HXbv``rk)n2
zf9$Q_&!cdx`I{4jKW$0WxXG;6{=jRTdn8Sj1b1zGGed;s!xI~pC$%Qjd(VQNGM9E0
zkY<Y-hCYu!c=f=Z_x9<qf_}5VQC=1~WwC~VzWJT&jwDS0hEYVWdQ~tGpvhWHm6sTU
zU#z~R?Z<`Z)mjb4AD`XbwBzEq|5~r?jmGcp1cniLDMbBwSK-0K25X~J>l3}_;}b$h
zEyombJb#PUKS+xI`suTjW!45k;TO=y;T?*f2Dzk{LKmPQsoHSR<t4-HZ6pKRaIk4J
z7=q<}w4l4pE1`(DE;eWo*o-RRh<mZ;HVX<TfL2ip2YzQn=7a}8R0magC$^vM(qjF{
z3cC7PI&S@xJi<l@An?(7{uR9Kd3({UOOiJZ)P$mKMbBQYcJ5Ei2xRH%J)o46f04M1
z{i7eXmU_27s^bqS<S2As@;B~U9@0VvI#@kZr*&sSFL57l-=)yMlWRZt^CVA48u^81
zT3k=hW_OV&nqtr0J<aySa^Jv9;-!%bl*ipASgZFM7iQ5{^1XcW2x#FnH}N-joP`A(
zERNo7#OIwyz3QYu+LxiLHMGy88tleJytQGb^y+E9cL6-T<a4^bq_mk|R3)7hTMw5d
z`o{NY$uu;n_K%6ot8;+z-Y=T!`Q6Sj-M;+2tDgzR3yQsyexX>H)z2KJnOYrYJG)i~
zb}K*R-*?COC{2^x{74;x_^iG>jLA8m{AQUHvs<@g^}Ee+K<xIH^Ma3}mU@mT22}`T
zv(uj5gAn2>-y&orDWvxRs@a?CNBN?p>LA|ok+O~PhWr0N#z8bP?PpB>&vVZ5A1p_V
zhYKam$_UkkOx=Trq+$=m4AL)1>(+c5M%A6C)$=Sgovv(^+LNb>6kityH!b3D>Xh$c
zJ)QuInjMn)MFx}2!^8c|Xf}C|`XsYd4T5b~;KNr8^(41qF-(Cj?u~Xk@q4S0YcjJb
z6^rJ{fSlba26z939kX(^3;C%}{uzxIoamZLyuf=Ie4^jB>C*hTGbX<!vHWTv_&rIn
zN_`&VyR<*>@ik}FV^<T;0gz+lie1d*bhV^UdhM1jO)GxA=9u2YdfRfDNgSPneauUy
z=@s@uT@}346T4#!SNwP^;;{|y3G(5?<3cAZ9jr6TL^ts*xz^3;>n7!o<L3ts<@X}f
z`+z}TzB$Q30<XMx&g32!gX_mC`K8v6_dB(cC^as(AY6SB{Y~=NR=c^xBGQ?z!u>5g
z5wKjW3rsHJbbP%Y2q94}#I$SylGDq^a@&f;E6D(nGTv_z9ugeOd)SJLJLxi9lglN?
zK=W3lM=wmaRl8;Q?<;e5AIXKU_O}TjwL`ykI)mUXwlohDH{TuA<U5EmS5J64)9tT^
z3)(Hod%Kx^Iqr&rHN=4x&*E?bw!n7Sfw=FE=a?}u0L7D~huG)+a&^+=1`_XQqVw0=
z9zdDj6Fc^j9iwUKJ(_E2y^p(_cNV(c&iyinVdt{mTVUKtot#mHi$bI$camx}=hx-M
z?q=nkuyW^kYz~**tzHoQ5F6fq_gw+aM5%CfM-#tO<-WY1K)0!I0N$v=*N48wds{lp
z{2Wd8kY7>wK?;?#M1Ir`H*yaiVRVv}{u?)Vv-{)MtdL!<t|Js8rUT2!LJm2gICHrX
z8(rL_z5aL-Y_<!TC!0pw%eWkdw8uWmVapW_3KXWD^_I0I-``2QviR6c(agjL8%$@E
zN`q7v!EkZ`R3Z?hpHA6y^6UdRpzN5iAA*Yfl0Qg@>?h3dV!`AV=Q~5JfqME%z4p|(
z5zJX8I5^6Q^%72G-->?XDwGAQou3Ey6VZ_1B~NoVg*&BPU*aU(wI72fy8m!2Pm#?V
z=7p(258W+GALoYx))Yv=9{;V98rgR2J{jZjl-W3Rl;pT)^-Ktpd*Ccs3xKLzbj(#W
zk*5|+_vUwXV(o#8<&tP;j+edzbxj*Cx5;NJXfk_$wO54#C?f67kHLTGo<Wd=rYAq|
z`p2^E8u4>l?q*7^1TUB*`GcYbd-_F`c6ozlR3>{`rtgOD;Zv19K7rc%bwk`$z2&RK
zql?{<!2=CHSVg^W#WA&~3+KK3DYz5(0szeOMiE=9dwY@8d@rvc!Uim;{%1+Q_$
zM-3{k*73v7J5M3+R<J2weld0K2jn_<hO1)q`;Roa<C_>4TB>bRSz&JMI%_h=czgIr
z?(2rk*lX9oCozEDXeJ52q`12KG9qJ8Irg{<vs>Mgw(Bu?uZQKcFmQg0fHm?gG8|SC
zR1kj~Y`3%g(Pg>lP$~P&xS<wz!M=f6xsQb_32DAno2evAa(lG#?La??HGV<ZzZElb
z^(N0dYO^;g9eou*AX=72&8?Noax^>7>ek;!8%v{pU9=2FQU$HhtNAr>YL9p7i1XVq
z#(YkfFlvc>1ohV`=?+z5nDWsKzsx#~NaP)QsBR>cX5ZTE+wa;zWb*)-M@<r^Ea=7=
zyGytKiEQ=M6iuAjCprJno2YU0bn9QmrjA@-3goB+&qa%d_c|F|+Rn?4?r$A7<$_>_
z`E90Oi(3#c(T;fz(WMVN96NE1Vjb?de;wSe>V#UsiLTxq?iA9YXy+z%*?Hss^+{&Y
zkwskjctC>+M+ru1Pa%_Y(GLiZ%;Ig6zDQ4#6wo_v7M0bNsR{407z?%(C;6Hpb#*Du
z#iKZ8{*>cd5tqhqZJ3H6`Td+b_?-c|zLkOJR(COioopg3Ld)Jc7Or1W@Gp4b2p#oO
zs_6%Lh$?|RWT@U)Jxik%Ti6rDSP%pH6Ch}BPp2sm!lmUywIY9df;dbo{yq<cyKuFC
z3?mYx_uKLMG6G3%Kk=tM8ri*L_M~ys!$u7Jz--MRdk~D@H`#CRt3xOf#Z3;ZM%+EJ
z%4;DST9rH4qz299_zH!#krHSKt^1Jt**^hrG=b(!vNpm1wHP)OrA3U&FgkkG0-gDY
zR+5kLX}v!*S%JCS8FRmO|GPM%P5X>z3;qrc-E#p_yH^e3na4*VI31V=NMV7Xx;R+~
zrTUE#CH5IXT>WRxNDZOaJ^qro&ZMQ(1CIyd8x=ETyNQsMkWdBGPXKf0pWi`ag9YXK
z+a0Y6D!fR$h4z9YvJE(y@^`wSc&5);&;7anlNU(auPXxoJhZdS<CD}du${T_o4;sP
zkoRHw(R%<Z7Ds;X!8P!8Ln;o2{Jh#<aKp$6CG8WcYj;EQ7Ze=@<LvFO<DFwgEq&>`
zt7==GT$scc7HakIIfb6(PiXaeSYdLf5JZ$jP;<j1W+DV!>BJA+bH6ny6#;1avAw|h
z04Az>;Zdo*QsaGhrzYJ40Cbm-XI<vvACHAwNQs=CjXIl5_VasT`L;VWm!zd|+@0hX
z1?m+bR`ZpPOwhEMc+a+B-mQzI*9yBSl_wB}2)`=7e6Nd~Gxxb3-tvk#MiK|gc=tgB
z#E)LVaTW#%^R8hue#$>}vNz_!qH{P+;bX`HJp}%)!F8+R(!IVw7;yL7oxbXoZU>;5
zL5-^|@M`Yu-;8oF%Jx87Hu~LZ#l-%@g(o}3TTaY0>6XkH%J%t4`J2tu<rArL19*!z
zcTL1sm8$nB{?weImTec}MX)<??w~yL#9J97_U>Eu(*8KHqR-rfQ)PbxluW=oP!ZUG
zk_1{n5<IuV_oB|s9M?DX%C5{|ltVb0@&`a0pS`3<o>Xv0{r!S%e#G~b<9G$0Ek6)j
zouE$+nW-*d@zN%E*P|RuFCR?4q{^Dy>GoL@m64=kTe_igaZLfOq6w9WrKHrlwrzKY
z=SvuWYZ&=01ZiLGzg9E+J+?GTJMat_N6=3vo@G#@I1P>f1H74^K>m%LC!*adlVI+@
zUbkLOz}@lC)+D`qPh6VKa960Kk^H=TR5WiU;rdP`i5r4aDRefUPXe)ga;M;B)?QD)
zOUiUxv-^mT=YHqzmro2pm`Po)#{)(9`mnjD>3yNJ0_L?<(ENy5eh>)V_4}9Y0MP1H
zKYZ^C7SEn@jzC&rybXpWDhxh3`(co&bNiR0b6a*!O{4G?sX`K)!;shuViR$q5QHFt
zAg*-v=3;uxKIp3MTC3LTKXZofd*3mhXXTppb0@o%2<35`56~Ol>1WlsTg-ESyb9(>
zelSYm6cz!+UFb2NTH|XBu$Sytd^IZu`JJ{gShVC~MSwKomZ&5JYF6Qf0a{tx@9;t2
zgnJJG6qH&_AuIZ8`XNnwz}KYRy<<KlqK`ZNPIqhxqeIRwaENGUCAsp5joLreqT=?G
zw`q3t57&+M7CIR)tVpBE@($nA3dr)~8<5p<^7`-YwV=IrdtaBPh8<w@u7(HbqWm~G
ze_hQkS1j@t9!c*y-xzqF*k7ruT8+$Vs>vO!2Cp2)fU_%W8WXbL*kD-P1K7Ss1O!d$
zHkr%Mjr1C}u662#aP#b11co`}+dk)^Lnz~+z(R7*Kd?=E(=`&~K^d7lz9fC(9Z9nC
zX5N3D+j&T2%y_ZvsMiN)PcLqdmTOkx=}YuR;kLT%wt-wnjDnIMc+|uT6o&Hh^A{wT
zoQO-Wp?)8M>R(S@?iW4;%kf<!_<9PcoUKJk$-Xb>s4Do*ioqezz*KTM2uZP(y&13S
zo1)NR2aP}Z*k<uq?e3P#M0R4G&#M^E#Qg&%Bow?Rdl_UmDBS&HbeZ(*Kw-0U6sgXB
zm;3^{*DV($Pk`}MXEMvQ!wnD@E9OqQ`MGF2`iykAb<s>F4Qat6?u2z~_OAgzE~Q|&
zXlOm8(=b?@owL!}+!+fBFE06akyp>`tM|M)O%LC=r;5byaK~0@wFOxibnGiV=oH%o
z2Y}@<C_Vj}*7IS12!LOF%Kj$E!efWTCd9C|35mu%p@)NYqBYE+-GKYamz%lIx6q75
z_YQFpYMTsK%G4&*LZyQWaHkGT-VN9sqKRDvUIGYGoqoQzaoHEUD-(Z83ie6vJqEN8
zytf~_kbdkpM0f0-#EMVWYSZOqT_~%%Y@M+5OFG<uT{u%{j%+KswC@wUrwl=xt~#`f
zgLkcpyFOxmI#vA{_y2zazJ)z5`dndd_Y^jtM1-kb1+kYC^Pra3A$|8rO%$h3*j7>s
zM8~f6pvxe5@T3*ZCG2GQ-h@MXL}!NZtX`=Ua=LXc<~mfg!vSU6nQJA<ZQNWBbz|-3
zBU`^c0Lb?yXODujlTZfpuJQFyJ+&OpvAt+A>iR+q6*%=BkpypvQc?!A$vrTZj9^2+
zdrV%_VZsT`?!>E~0L3lENSTp%L!oh6lU-MFWnG>Q_1xOz&P9{Z#`DDe!PnX{0ORU3
z;GiT|&xbH*n#R6E?;6#?VV?%b5bbA-y>}sIwk-Vbv6C>0(bKz4#Z6VrjiXBYJgsn8
zn|x5T@?39R5Tl#G9)Jp1U3PSQ;+#7r+t;V9KAX2{ofaa=UCVqrG+Mr$`gt)smoCW*
zeVG01{a_&@ZDHSfgzszmi@CVEPtO}+WcCzo_rvDE?G_F=pExt6Vu<Oe!>46myCd3U
zIkPODdoy{={0C}cz1Kv@tBt1g#=>`f+hpq6?DkL+Z~Kd_&cVZK_b-Eh#z;I_6#MI*
zn(j`A$6Y+kE@w;VNxqX!`=(s`W%;ymmUW7Y#u;BM?e{`7VXwR4`<74$@7G`~=ubwY
z#@-dSJRk`CxGI*uk56EH_UQw3;+eH>;eD65TpmT=_Ysd*Y8)S?f#-POmUfd2zFvvP
z6UOu5F$tGxmx--(dtMfF!HV8mC{I@<U6||xAxYfuEcxLD&-_Ca<a++lY<@$oT6?lQ
zl84A4Yhmm>cjP6#PEW*`%L>LZ@k%BKxJMWegJY*##x<(l1Et0I|F>6!#PG}CX<{5G
zzC<1KJ^ZBaRPnmB5{+aFaQ0_ntLxdcY>t%r_m3dtm(Ja6U^9ycrmUjUW0_XxU3rIM
zthBMpc;M3E3;Yt><iU|+_d!5k;pv+62B#~z=VO<bHRt`V!GS<bY2#udu4y9u+8f0o
zWVGX`__1Uamzd3qHVF~o?{8{~uMazn2Cd?#Fv%|ls-nUev?HxhgjXHplLZjEamANC
zy;>V1<x#FRI6b{$&pWjqjg4>_15x+dogtqRPY8Tzer9~nPnn|O-yzduT~S=}ZkCG=
z&Gaif&I1%!_`KUr$AviYE{=3VJh}LswpM(zYEbRwsy0vdM4qAxp5-xi$ga+<l1N=p
zeqTPzRolHz+tXE>V~N=T2UX`f-rs#EI7mhRfT!}JbGy>}C4Fp8;y%!FMX{vGFsE@O
zZuuGuR3}bUgp&&*JRn9^ByCPyo}S?Sx;QWwl3p^ueNg_0U(UFfY06T;^21tt@q23;
zPW7vH*?GWWbBnS&*8Hc7K?rIv_%0cqiqN`=oEggBK!sNA@)LGt4b@dAtZ`0$-#D26
z0!9#kEWvJR_s|bbJvZ_X=523tq8I-)O(5ztHrw%qN!<Hiq%<1;Xh-YtSWfPa&@_*L
z1$?giq#Lzv0iKKT$(h@oRs6kIZs&?5WHUl#v@#YVG)<>(?WxLQ7ewr__xsUPY;frB
zUUn1HAKk$I^bJQ3#LEVYy^O)RIXR@#`C1D<kc`_@3=rKY{Ldn&-vZF-Dq~NJ62X7u
zwM~f(tov51>Ui9u$vA>mk=3PrKI|Z|8`GScKX0>>ZS7l%Ch0Uy05PrPL4m`a^vm(?
zYM3y?cYBxgU&knSzdTX(Rd=XgUk79RSv@Qi24Xz>%_<_lfHovk^nG8!HM%P_AbqxX
zneO2|=)<Kk2`5_W;&e1*zzxS@L`5Z>a3yz$28o|1*$0Sk_K(*?bsFt#?AMq`&Pjhr
zZFZVD)*ivezYW<o?xgj$>{vRMKK_@8-A=ZM1rkNK>^4Kz;?s*W2kZUY#B1t)O!P5R
zOT7*<o5f5Wo3V*OmHfDr5Pb*UU+{g5OH8lh1QLZPJn<cAzf*b;g;L%?p$|G1!nNTW
zWI3q|g`hRD_d8I_uQjc_W#=+Uy3Y`B(&c_PcNIp>Qy;&_!eG>+OG3o7;`R7wzWi^x
zzxM5^IU?V_j(eJ|=BKIa9830hAyua9{;O7l;B^_v05PGF#4K{-%9*cCG2V+2se#u4
zNYI8uh=g{e?~U$DC-v7diBZqok;Ap<Evxrziq!9!i=4gt{+3j;@Z9ZzkeGQwlU;f!
zAyiycvGP8uY5^sV4+{cX?17nwzHx5fA)?Q|VmFrYCfho{tJeOMa(P(og{J)of$vMd
zOCug1xF~v>IPa!)Ctff&ErYE#wZen7COik_x!G|uuIS$6j!1^tm*3gxCb{+s`>V{H
z%yj$5AxssufGZDE@Y|Tjwk7pq%3RK*LdVMu5?u4+oF{#hQcKw^?zUi{8@Yze$c~J~
z(h6+tse)HhZi`59vAe9AOKnID_VmH-35v1&G<@nK_HXKHs_;XtZ<pG026amo6TR*H
zA?1&)HJ%_$a-=62K4<-g<c6z+c%zKFWbM@n;(;aauyaqIBe8F9-ovCH?tq9}sb$Z`
zWS{P%z1zvP@EOFN?-vw?UT=5tW(*R&sa!A`<Z)VW$v8NxEY3XIwFC`#H@Z@Q+Q`oM
zmCr@6X}K&x!U=(LjXf}32|3su+t=qKCHt53hGui%Mt?WOJK~oP=ZozKe*Qq1s=MKI
zPf7sU_&dux-WyF*&HA)ZSPf;W=Y`J7*PEBQ536{yT#Heb6YNi{lD9PArWf8q(&mh>
zf%cXMf7_fudI<>fvf@W@DdAbd(2g}_tW62IQ-bSsq8~es?a%lL(ek4=E~1J%G%GIW
z_{LgX*{Z3EcIz0eWl-G&!ENytH{It2`x@hJb&Kje(YzK@4EN`h-rB%K&-mf%6y1L1
zLpZ74P5!Q)p-bQeN=NyN;rLIKCq$fxx5v$Y%BGU9LNulr*)FJ|6>r=ek=Gq1ln{XY
zE~vhfjc{-JUEx;utp8kk0K?k&-HFB3ZeB<s5!cMCitW0T2FiI}x$s6<c^o8xCG0gF
z#Yx}EqHZ}fwGK4ulk{!E<}fgA?-E%lVW1VqVjV3H%y3#pIj83QB6i=8Bvqkegspa~
zs^u}HOlJSQ51*b1I}?XxUpl@y@s!f$tA|(=Rf^T=tfk9^-Q*;jgv;{t7}Ue;J$^40
z>HEliKyk9k`69Mel*^H*qtq|Hr62Bx@<m9-{`RU-=6Ad2ZY#GGF24{xkv-rU_u#-b
z`yBZ0YTZA7g>8Szw~Ak+pH-de14tjn4f`|9SJJdgboIH%57-2Of7`pqA$}cj&wHi1
zgLtAi_9xZhzOD$76r&Vor`-B-ocrnxC&7A;#O!NkTdIA}A%i2~lO(h$%HNky+L5sw
zolDQvx2Udi7emEm3{!a5(qAiNpy*OJ!*LoL1m9a}Vy^4HN_ZYP^liU0VSn+6Tn{af
z1KKi#fFLAFkR4C=i-_zVBGlq(t5xiheqV&n^t3}J-{~)+{ww=~e7i`3@sVKBR265D
zSxu7OpV_VxgMx{ndYw+cQJ)DzG!tXJ2*G?ccb{|ZJW$8d1Iq^jh>mtn_dEs3ePUs|
zPC=0xwC3e_b958W*|~&Ie3x8+t2|%U#(XpP&O9jcJYHDiSw(j6>sBtu7(hN8uH7wi
zDPFA$vPJ9qE3lRCXds~|`MD0awE5t0Ssk^;Tdx-xb7q8+PDe#OkilJL_t8p7e|>I7
z4u8q}pt0K%2YyigK&T5`X=Y0A!sz|QSU2|-;iyZ|?s_emaU*YdD{>qy9C}&WcJB47
zUC$gjfVv8>xf}@7?IHbK!nN#z=1Gt*%1#22V8~Be5U4#4%ZSPtHfeA+USVID0m+yv
zCz>Gq!MH9rGbzun7jF~J?dl0_f3w*V(oax7AM{*8oN{Q6g>u%pY-pUdv4i~)KX9C}
z?epMG2ovr02~jKD_nnc?7$D#AX>V0n+^;e%Ys9X2AvYi`+tm`1$P8TNHN3vd-`c@h
zX8awQ(e0ADwgL9aliVvr4c^BVZko(%vrQe>0Ny{%SUU<LZd2>^lA`6+3cgohPys1H
zh1HAx0L2F-M<+Sxx17cVK8e0oPn-Pij>ZRBb~hCCmmlg$&lCSDhY916heWlnAK$i@
zh`b?3POH`$3kA!4tm{_flO7HwO4?0*B*~|Hy@L6aMR&Z7)ei?Ng&(AzyT7J{R@|o_
zqC6T2VX1cwGi*GkT#1@P{6gCi3J}SHu4vBfkNrg-%d=I5te@kS(q#JED!;?l^b_>I
zzx@Bdmb(AF#Z3B;z{S6yt0*<h08OZC1YTYrg@3s{(WPSEU*Ftu<|q0*oTEOezU<}R
zs;2kO2#W9Xv5Pw1N#Za+h>nN_Ow%#!FpWEFh?Qls$g?svsg*||W9g;(0W?UzyYrL(
zEbhnMy#rh&E>l=Za~Po13`1(X1)*C1zw3a_Y4Z5Ehex94(^&z(Q(ZTppRc%@Gx5S%
z^oQ<=qQek-4(gv7Ath52-4~$N)gJiwR^c8z5xWf%tMB@dGjbI$mzK0&m+Qe-Q7WVy
zI?T!TaXQn7ZYb=H2dw=K!Mzk%Wc=hNVwzVilHibBAC|p~dxb7+Aq{NND)%O-xV05K
zOg~_Ugm6^I-A+tx*K77jU4yrl2MqvU3OJ1ZF2kZ90)V`pkMk|Nm&W-wB`oTWSb|Ox
zfDhV9dXLnFdxeJ&EhJ=a_?76DMM*&081vTW4V@j*v~arB>Pf7w-;0N^@B0Mp{65r(
z4?o-M?qPc&54XT<^i1-#BR1yU?@>RjufrLTre-eqA5+9eXv!q+YNV>ow_TcMO<lOV
zI63Umz|eg~_+io+duIR=uU{W^oMta??M*(SMFoyNEL5HET}HaqPsXOaT5=0c<fd(F
z8y;IC=5itQm55#5r{DX=@%gL_F*|$Vyb+-tA^l08emz4H26ycbTWoa=YRAu;qLv*r
z4gUR{x!TGDDBO5ppCJAX7S?C2t_m{drn`M8ygk!s{~;(qkha3ml9JogPpq_enx7K5
zL%*5Ykb`rvZk5fvB9VSD>H?`(b0**{y$x4g^Mh+E1zs>-_IR8$B}ek~YvneY@6bdW
zk}8^JGMJ%T4fdqZed_%!nP>UDCy)-?@3*YjzPtJLxIR$}!QiSmL;HXP44i&1TxRi(
z)>QBFJ=>9Wf^O+C$CeudvB66FsJOMWRC!vrc{*#f75hM^>BZnxWim(1j6Y3tD!0wf
z2^$0FM|{$G6cu#+``}5>d+z6jpN=a!ol<U^)5W)=<doU$?aqmx2eYZL6szg=WQ&-8
zR1g7zp+~R3vp8g?{yn|pX#rvp!L`$H@QILpG1b7UNymJ4J9r;N&03i6uL1KeTS@pi
zo3om~B$N8-xx^{!k7?<5X~7F_$}McA(4_39v)Z?=&3eUU#>M+_CUvSPr{5Foy$#7+
z0)7Aal29W+Udpy>$BOpjfb|f+>(C4hnVQZ}W+-In>VS;9er*>-*&VX3FqM+O(cW0M
zf1>It$SiIl%6<B5x1K#)msgy2U$G8%{U@TkswXeT8zI+^d7C%S-oD9srO(rHTit<Q
z_n$)oIHmO*$e*ycSYYDrQU=~o?h!@Z(Ea7IAkq%H$@WBi^n`BuGz;w)!pQD)IZmo0
z3b$`653YJ_(#~*F42QmOpB7gdyxs;tF{fw}^YaUZzWQj*_Ab2L?m0zQB+fi)=#$0x
zC?9G!J2GKZ({>(C$Ndj5*zw9d@9Bc9fnVdwapWz5{?d1wG8j|);u4NP-s}2qY)>d~
zI}~p%ZJR_QpAMJT^Ofi9o!a}$V=JAnkHf<*2<S6Sgud*W*d3&4%h@fcubvYWcA^lM
zqg_$&+s(?SEj`m!y)Q-G>x2nI(#ilM_y-GVa42A~Pg2~zzQwMmg>;abr#|S(mVNj0
zN`C8ye;elYDz8z4LhG8xTo$HSwQ}@x>MrLLrOcW>P4VMw$CJy=^nR4+<A?t$i*3~s
z%5f`8#8N|SN_9~h7-~2tH--zM^0P1gjDwqClVo<&3kw!}yQcPei;so?n90v?pqRD(
z<V}v@O$Xa$QMMZvdVQv^qc>yxSKz349RW|YlW}WvRR*!^eds)>|4!9!%uWsW_)!7z
zvGuf1*)K_f&3UEMAp5Y~i$1ut1<M4(Q+!YtRo*=|>Q0s)qx$Xw?1AtK3+s#uj%Y`N
zatFJF_H;ZU8ZQgoymeP5=Ng_3%;RxIeyySq?oUXeT|baU?GdV>zj`s2>-owvs_AxY
zjpGetk@J)bd(@duLw^c|&=u7hSYQmY-GdP51T;(KJ*r~S(y)X15ja`!1{!v+ZQ94%
zP;bk)!|EN>GLMh|#6cwWr*w>VOl*O7AKIIAOXN3J##&`>Z$X~!?*}pB`=agw#cf_M
zI)EIR{wBno_C7!wAL>W(WABbmzi+y=ul(b4-N(Y?N8_yKFm>C2T>s37<9kXT$F%N#
zjC!ei`Wo7=(wISIwQ!&9EzcZ;eIQOC=rua*9%vn2goz)Sxa?nzBLOH2XJkzpDW?vL
z1t|9ETu#ng96-?=cs8isr`wq^!YI%lt)zF0t{(Ttd2h7F3F4cijq>NjUNZA&&wKN8
zq%Tk?-6QFEgb1^EzJdc;w)Q;Krtf@Y{j#qeZePszHPX*A?mQQB#5AQ#M4XK1Yvs_8
zq`ET%#9!@o)^vi<4)<#*oi$2rzpHakTgN?F?A{#>&ljE1++7vztvqmfJmgTQLNi8v
zAkf`#uWyRe{XiWKj_&=Ii~4ej#>`?ZSfS4N*2x!$S^dl%&Q(+Kk4(DW5T>x|S;58s
zX}*A&eSKzOzXV;ey;V$p#AFelv*L4OuCPB)4;MYt+5?e4#5FMO;CQ|!&sJj(_4|Ei
z5Mu%3?!mwmuI-2BX_k-^9$uS>JPo5a3jht~1a?!qmoOVkpE9Ex%}`5n7JFa^rJeG(
zNUNgj_JV)Tmm45sgy0&E3KX6^<y@5MUR^IF`rXIVS4cV$*(~&HN-n3(*k|Jw7^2H_
zW!;;F+U9Z0>H7)5xliQ>e*L{+yxM+!#1@0{T4&!;ee4zo#>vTPo*%63X<CmC47vN(
zLF)Q@gY24AORhaj*Am`3cl!|G!*~*G#vizw!=9hkWR7m-UAEV<z>fHsJweOvvUU_>
zaPfc%Ki~SxA;Y|1S{|_47dBj~?Xh&~#}_!*NVVx9<BA<dJi9)<6sMKLy9pa?i@W$_
zUng7B=T(k_9+eqAae5Au(`U%NUT!dGo6KigUcC8?0E|k@&jIFQKN+cC@X0|u5QR~s
zdUo*YuVWTR63pK6LVG0__A>-lL3^io9suWg>?C?N@7itTSHqeGY<$1eK|#abSj6vn
zl-zU11hQC^I1<ku-Do%83D2~6gND913}acg$E!m;UA7^2{vF~84kAhER?5d@JH(o~
zL=T&JOa)}2&hFit@9-Bb)Nqo18@91uFD_<G++ob*oMyX#Z;{X^&o`fvVc3;_ZA-di
z`c2Rm;W1s6@P2U-lJ^oUD6JfpXW}6Hv^pp$X~mccziH0DY~t^M4Z~~i;c1z?h;*8y
z^JXZ!g~7E4#i`^eaN}L0Y7Op0E}?bhom30Q1$LIM$NjB%pIkL{H^MxA@8+i~yj5IP
zB}fjrUZ2z|f6JEscXE>}>8kTjq8uN84UhG+tTe|xvhE3LjlhJ4(mP}BSD&ocHF`SK
z3&_yUfvz&*;sfoWGv%|c3bhqf4pFva7EjNXX4pJ6Ad;lB0VUIw$a^$8rbWG>(G@Y;
z8NWgWqsk7hT*2ED8JL5&TX+TAl72g0L-Ui)U>_c`AQ$?8HCD@op5iCUlu>>PbIrj4
zIi>Y$BJU}uBc;cWrQgqL02`0P7dW@m_Tie2==hY^%!aqa)hBsfLls8Q`sUtFRl`#c
zShY(+E~CeTI(Yfey}bw|5(ipoMb@4>l{`<MvU*SJ^(B#e{yyC!11z=^p=x|}aYi`w
zfMU!l=#bB{P<?$0{aO6}KPp4?u|pAs9a6)9W2qB|z3yZ@UKz9rsv9)QPxQXw?~yaF
z0$*a0Pa|wUt+~lpg;iK237M4i<mq@+ghM;POMjx%{IjA6&^#>9rH_vvTpQzt0^YaG
zY0v;3PdCfr9dEDF-4|dwZ$CzMQh-PahNA6mZjvnej(m-5BYh6UyPw)$w>h{opprCB
zU)D=`ne5s6ngiC$MO`DxM4FvW2VifWQ8pv2E*?{AWnZXvu1y|lAW^K0*pg{~KNRSx
zVJ5YZr6A%;CoJvz{M<L;RIx6wUUo3oGfgr!eG-YnK5^#zsvp4)3AyvG-aTF?rR(lH
zAy~^bVbJSv%KO-ZpDD>Yf9;Q#W{<xFXoIk0$=H0?^zcE3tcq5RvM2S1R;8iZmbm1>
zQI`_&JG`R(;<Lwa96Viu(7``EPSw_sGKC_t&q4%FYV<qLfCp{v<?WC%eieEf?*IQL
zrvY}bi{k?;9C;uq)Z-x`h0Ui#%8;sQcL@V$oMKcxCTO%W<^Ap?rGd{bA5_5)KaTo!
zQ;e<(gx8ZNCMMV2HO4y`KPDo_=X_NKfZ&ipkY3NvdCWH9{xiQ_liR}c{M?j-#BC&%
z!APoBwM#VwWWpKHpQ~!)4SmeyJ0rK&;dHr_?|i>r2p>Y*bMObGy*y%skmi$Y;ge9h
zZP0tWSvxO1E|QbTL-TEbgNZQFc}Kjxkyes*$K`!lc4bm?sN%7gOF&@~!J7VKM~fev
z!o5`o%^#uez<)e1yT$CwAiE!xk!30p{xcD1A8JW%U`5#Z)EK^zF`iYM(r{Hov5*%+
zK7F0FpMHouHKpLDdw=}Yp39H`d_*~(pP63mhfl8FnS5AGdHJep^DMWTJobm-ow0d&
z!j%3^`Rjc(E~~QrUep=DsH1;Hab6kV(y{5fPwUs4>4YbaL&!Dd#+l*03U!3%^LuPL
zKc6}?c)bnRHYl0q|DF!N!R$T<Yxwz}4@IUWRf9+Z{4_*9#?5j0+w^;11e?t1gL%%=
z3trHtEma`7tna;kQ!MK_8wl94J@d`(fIpWUx4UEZ&LwwL^w$^*)PrPjhjyLLn9TK~
zdcPn=aTxO5OM{K#7BG^#`yQ(b_mP5BKSMt8H(8Idl>x_QDTwpWnPD)6=wylwh%wqf
zL%DN~2Ai;EF}vjaAbf~I!@;Ni*pu*lY|V9XYllGN;03qNhhx;TQM(ddG?~_!HjIVE
zx)!;SMB5kBb|RADUuh`a1!sfebA&@&SgP9Va-A4rUdm16Rkd^dakLYXq-$5rz$xQO
z=W}AnWzyr#k9v|&u$4l*->kJApEW!Ffdr_YAzrSZV$?~<Na!&cDxnwXSA@OLt!XCo
z5Wf{dp$pp=nQSILtvp|F|2W&oj`n=VSL2-Kw!7a|r%xI@(>Dg@`e{jz1H90*g0oKQ
z-FDQ@1nuXJ69#&(MmDCc^`!wmqjK&V%p!7Vr*0#TZL(_8Xp3*(jqTmwJvg#BpAJh*
ze0O7Wgh}~w1*ASMJ()}VGvb}6-T4;TC4jWD9v~B}fVUJ8p}~7=5Jv0lgyhoto-^?{
z7i47t{=EnlN~b;E?M?KdlkbRx;-GW-(o(I-qe8Ulvk%x81a`m#mZ3JYCJxV|e`nVQ
zwh#OxH61+5eDwB9e-408*#w~onnCF>J+3<P0@^S%d68yP7QD79IeyFCdZDjV(aO~2
z%>KSd!jQ||W+A(rEwb?PZ#vMI-uKOQ^J~oo@8F+_Lm_3#)t~F?^-1M2N0*R33%aNR
zmP-h~Cp@McQ8#ji)uMTw2u!kPtM!^LWN5eYz1X78x$c_gb5W9E&wSRqj}mAD6YArm
zRioF7d9fOM^T587^0OOWgkywKD1G;D1MzI9cwUdEBWrJ0eQVC{GdjjHB|1hAMwG<e
z2^7g3EHp8%m*qz_gteID*TYr7;1avZ-?i^wVu(&vK)K(0A|Fm?smLfV>I~ZTuABP-
zrG(CdXy=QU3gTn{0!$>b&>BBy2|<dp_3?8us+1$93jU`Y-^Q<2o#U!{m7r9}fhw_=
zjI*?&=p@VMH^YTlbOLIJb6k{B_w1hU%4*xs@hoA)wGL0LSuZ21PB>XfdO<o_=alUy
z^3(hw;K7rh>`|M3%qLujZ%7TsC64YTf7PD3=bEQe`#c|A#ZTB6T@K#f^>Ie|wf!4E
zfsi>w1xMlccBjeyd&UAmFu+y1dsmF?sTyX~_yRRfxLq0Lqtr<wzns)!UKf6>>Bf_L
zxL8?UncO|8v541D6D&gf&pn%TSEP3_@NWFKw)s<^9JnyVBYU1MnG-+|ryi@zfOuF>
z;xu;4t^9FT0Y_K^t3{4T=GB6HpD<a~U`1xNd(Y)PVcgCJF4l9qTLSEzK+CeI#dsOJ
z@c|LS3$esAra3Aqvin?kjm@6UYb%lU@@xAKKkU{uaiTLm9q1q`EnFD^54~-!spUP<
zhvY2=m*+b?=U;9o2*l60odnVNj-;FO)hZta>JffGah5x!#&R^UB<C}Dy?!~Xp$$Ff
z6uoC3BjWTEw|a)w_KWToBRIc(j;CHBEUz5@8x}ucjmHFY`;b8Ey#>C6BWw9?X-7&&
zM!yHqg(`1JpKdicw@>S*DY3b)Zg%fyp83<Ju|pU*OGonP|AcR*^hxC^*Cc3#8(jB0
zT?Ied(vda}-`4ylZg86J%<a6NUPd`*^ooa*s`Uf^N>=OjI_5|ZPB76;LNLPI@b>N=
zu)ImF$d?`(G3Fl8psAp3E|G6$;j;8zTi1g!NYW294sbI46W&ELzEPQJ3C24o$Z=Ae
z^t4{ouD#;;)mcVlNZH!<=?&%E_?L%(S#l1AF!Ny=(B-eqg&G||?YheZPq<R8&v|V9
z^yW0mX<wL*_vAxvDV3RT&L%MTAQsG|An3PFRnUa2eUh)RDrQsb8U;&GJY4bJA7AQK
zYBy1U8Bd*@4+>2U>$$BdX^nZnIa9n?&c&%0na3`$0zCnA3h^>0^yVH;Y6H=om#6ab
zWLtq0ql|KY=<Rq1@phiYn}0gLPphg~sdy&t)<=pXUd*V~ck;MMzY<g~P<Olr9jlK$
zpI9|<L3!C*vpxhi#3Y_tkBOuYy%>xh5Fj+0G5;AyeIV*D`TcWh^OQ;N$C9qI`PA49
ztjOg(uIES3gHVR&9EO8uq;&k!-^nlpHSLLp@Dex=vVmlI?^08-iKdx8&;0k7JdN{q
z<?hGoqkuL8e996*APYa;mS-ug%#Ul@%UZ&`7vS!GyJ#&uf8vjy=Hx)h@X?*^zF(&e
zDKdZ4yz5?u--q+2c6V8adE6AK2!5i!)#+uM1|>m%aaU_V^zs>atW_cyPh{(IimML?
z303_gHr=})(7}2sckmBi>^-W{rsn&PyLl1=7hcuq)9&5#PhC04l&|4wKRuk&S*YqG
zCuS$Vl9@62r04Z3V|r`(<TZl$8J0GaJlagf^rLVN`@8kMG{BPrwRL+mVC&HA=nwLj
z>-Z#xKqoX1qVPQ<$k3^tW|lx61h+EIdt0y<nZKK%%9$IY>;5I@fvHLZUcICqE3VM_
zcf<|h?JvnLTzSsAu{&6SIw10XQcCF6s{`j)sG|3fyN~fedge3E7`_+i#D&^cAku^*
zkQ$|fX-BOvt;(&9ta}L<bCL>I=&;Z@`Oe?mCldn9^a}HAzO{(+`21aN+9Uk3d21BA
zhJCX6M>8G{NDGY3Q4#)8VP32Djr-Q0^hNO3Tb+sIy|%|b-Cxg8L9v2nMv8gA$%_4c
z1^M`V_7ctXO{+#$-E00M3iE0oOVAB7_T{MC^~b3B<Kbpf_i?ygL7!6?4!;afPUkM!
zUQ1R#LN{4Tqwq044xi-Ck(0@shVq`2EW1wi=5UO8s3AwV!NN>^c4&H}^7y&RqSf)s
zc+JRsaUMT>xn92~>^pF-Lr|ZAHFwPf9fOuMC0<1Kqv5{k^3ayXW?8JvyP*Prixd%2
z4e0Pdk|)ED%hZE0U8*E8$0N;n?Gc6e1yHyXKxW?*H;?lVT*rg6Pv0eKczg+;kEvz1
zz1-bfj)Hd>4#gV^K)Vmy50BwU8b{)(?s@)Qb8=7DhvdPm_a>!K$%DN5ZAQ-v#@P;i
z-ianOk--_ix>_y+3QRZ4VCM%P<LkdNul1|OLnO{W3<zRTSHA6C4DCm#ViWeYj=BQw
z@E*@@<EXSh)4lNQi>~kd`3N%O>gES!><S2@I)Y|Di1$vz^KI<C=Y5BXR412(=pD^h
z_<b|C$LC<ratAO}evf<h_1gOBK$}LIk}&1Co@eP_Mut5#yRPut0`$&+2{hF#=sdCk
zJY_u`rsSTAX*B{FbO5sHQ%Gm9PqRvSTJ@AS9xSP3^P>TiJV2H=c@*F4_uuaD32cIm
zG(u^)RK@~Sw@=jH2)>R}GyQNjo`%(o1#E1t50`wQdDqig=*Y{5ck=4t5A(~xU2u-W
z9pHjOBjaII>Y-DqMadp1Yk+h8b;m;m+P^pJoL<yV(!HaKyAY}qzXY@G+v%doX^)A+
z<5_h00>9gN`$WxIDv1y5mFJT*(X^RL^`pFAi+j$h9PKkN#0xy^*o4n-SljOKAQM?o
z%d%lYNvpMsYTTOG1X#RlY7Zk03mE3<OnPIJ?Zxm?eC%e4$LXHq{{NpnCkj#6KWkV9
zEu!JF2QvFkf?->9RNv3KM2%U0YV+wmt8h1{@8UC!Aqj~AVcGKVs-O2LR{_R6ueH7l
zj<Ndry;$ROxj=ZK>_f^}maANahsOce<9*+f-{I<f_N3a~UFRoc<7-5Fvk1<*KY)~P
zSx8R1YK6!)?dm5Y%U_M+wog#jw0F>d!fqBfdG|(MO8Jq8Cv*EHCjR}15T1_bUxS#>
zuX{H)S>+S5b;tf2&<tGU)8~O!QGmf?lHxQ+s>KD7oGnKsKeYqK@RXvS(w3Ri-F4|F
z`>HlPjv!sPFVDAKg_baWjQAwUWm~d($386O0wt8{&k^AT#Db!qoDa-*kAU!F)~kHG
zaSX!b{q0v=?-T~Rg<IFIQofV6GspK%5f59a-ab+>eaPeOYV0+bFYy$B9P6?Byx4op
z9dK<_7tL&vVjU2{{5xhA6u#jY$Gq8Tniw=$$GA8>Ps``=o}6XJ-KEA9!&~=DV(R-+
zzz-|mDIh}1lC|ZS9BC9o2IZg?K5TH}g-HCbzJK!S@kQ>r0_L?K+4lgtZ9JmadGvBV
zp9;&+XypMFDF&#HbWMJ3nxk&E^D*}aPX)wVeO>bT&R8$~3`;YGG1f^XAbAKUHVHCm
zpB`nci~vH>Pgm$>Q^8i<$LEtyvS}otr2ZNQET`T5crbjo?Hc}fx8yM%i%;T&kGi?*
zyPfl32X4BVzpL<;O9&Vwnv1)h2G5guPgi=?+~=ex&e_VYF4iv6%s!&{4W3~{v8QRc
z-{q+`^ZAH~_wOdWj=g-m@=~ds3;fAxh?F3q+RtqrlehWK9Ukrr(K`xfwz8AWoE5l~
zZ(|PaXN6!%bgjTM-4?=czhDi33s4&tfgS^5D?-fC0kD;b0qk?_7Wcy<;k1}5752$s
z{Jwa>&`D9)&$70QuV?#N<igMC@jp3<`Tdd$`+SWleLZS~%i^BBd;VDa-ZLL>5wn3P
zbpur3fW7{f@Nu?`w63h~%#D<g9L%66R(-EZCFkXsic&9rv|iS;#)3$6&hqvA%+|0R
zO5yjlk?HrIepR)rrHz1EDciSr>a@WeQ#5k|?Ieadu<yLRR9*dymjhTMD*q)PM;k@S
z-u?6Qj1P9TQl@?&*Q`EArUCrq54LKhw+WH8P$kB{oK3oosT_InN8Lk35Ub!Y;!IZ*
zfql5jTh!Q}mK&Q#NS83X_LglhySof1869l5ZmYc%k$Cw#)bZF_zvMPBL$Q<Yc$;NS
zxO3I_-prIN0VnXFD_ajJmdt!Qb|6fRq#nVyIv=*0YP%23%PsPWvFq{H^UT~q8^Tif
ze0Qr<3)*1bRXTqUnIM0i_SBa_GUroJVZBOWO9gueNP+pt5c-2Tcyx>2aFFT7gHA(0
zq+Z5>iD?FJ+~XHrw_Py$>;g1;8-!~;d_EVBx><|tJ5xUZB@#Z5H3lg2LB(#Y_h}Z;
zU)=o@p9{@<z7?1nY7O%JZr8$-G=;M@FA)_|-mKfgJ&HUwR&4+k-dvS0g1CpFB0Bfo
z$J4S#jLb(~jXPAa4*J<Wc@^oGWcGU>7M3}VR921tb}++wpprO6ve%gWG)mG-mjZ*a
zLBUC)A!naLwfBnLlBM}7pbFa*@=ZX=xV3!yreD7|W3PTh0{L^VvVL#pv|{kWQhlM9
zN4qwa?8Oi7Z?PyRXSl@9Zd)z7-;eqUDq_(DYt*xB`on7=)jx~x@l$38@0iEwFZl?)
z<IW0_R)zZ!1$_+$m8~!Q@h-Wnlk|akAoOpZej>a|aV7~8Uh@s(p$Z4OpCgQ4QW#(#
zl6UkJ=QSRcYKh3@3FP0t<L{Ahj#x^^!W=@s<hAZ4Y2_GPPx32&WRd6*^Ys9C4-S|^
zICv`OvG*Ia30>h*<>lQVq>8`(tI-giO<(zaC^%-i3~*KjcAJ|VEYfeH*@K3T4iR|t
zAzM>>STWD`8j0TQ4-DlLU0~+J-|Rz0n4h#!W4635)%z3TLChW>x_d^SH$)?nCjjw|
z)6<4g%hm3T6bob;;JX47`BymWbqjw9Nte1zDcGwtHu<YI!`L(21R9$gl;qxiu4q#{
zw6JJmWJn%OmwUVZ&g&=JwRTh<>#>x~#gq4vBk3?9{_|S>R2MJF^`+gLl^BnwYp!Om
zjXi)3Zco?T{sjhRC#7;DUQ6scg!P~X{u0rK1@6q$HI|Ftg?I>zvtDSPgmB;0A!Cbx
za<(8prG)+87cA=*Aq9C)WA`-r`7hR8yPT|d;@)lzMiB3*+h;e4;&t#H&X0}#A}v-u
z8lVnguMc6sk>|}uN#LVicXE)@;Mk2mhpKf9mC1wHA@h3Mzb`$TFuT^DPX`f>j!WRp
zS4>6JS7H;depUkkGtD3;j#8lo>i+oDf_ZHeL<Rte*%is)0Himcjz?gwU$~yWq`kCJ
zMl7-t|LVu*<%5K>%c>0QhywU}*e6|whqP2;rTHMFEXcF&QTLxEiZv}mY-s8Hw%1fa
z=knbcw;34@&FR5bsE--KK6LQz*sXcA`}y_|6Ly94@BY#drhlCL`bnAf)qvG$XfNX#
zRr~1Pv#VwR#px3?8NcrQtlllHao|Vv^Wc=d;bd8US-uHqay%i$SO}(9`Dw#EwmQ(q
zF!k8to+;HXp{yejb%*eCxC^_=2)`pMI96p^C#%Ks`6y|pr=a_7;0HUTA&DcAQJ<}(
z-09gvAXO&7nTv^GLXM(@SiuAiVll#}D%*Fv`yIm54G;MHocLQtiBH=);`$H%G}`bR
zg^Ku<?!Rj!l8@#bPB;X=8%=(9KvHe%!eh>amQGI<KXGemvpDA^OdZbvQ}7^LxBRlT
z>aYPg(^Qo(rvRGej27t%#Z~S@Z+KKbJXSVs$}-J6bEwMd++9NTncFj+g+k8qr(H9~
z)HuJc$hfzf^;rk3T69A-e(JlLzZmaw+xH4%=}*ZVG*}Mb_gAE5=5@IK7%WvxT|9Y{
z;CRdvUlLwwfc8>!mp_@A-`G&{*k3L@ug;h_0d-Yr;)dhBCYxRbht7R$>QpUUr-Sja
z(&!7CO!7W+pN4_4yG?}xAc%u`sR2MWh4VAW(L}q`HcM;6{(1niU$Vt9;HEuSh5g|g
zeQ8(Iwu??6Ses!VewA<R9Yu=M5ukSjsp_UKKh+Hyn^Fw;8F#K<a@MAFvgbTD8>@I(
z`2kb57l=uEy4#W8&3;2!NXIXMk8u{Z+4E<=g_7NeBoVo{q;g)r+r{5pumX6<`5s3J
zPWGU)L&PxXH|?i;;C5m;Jw*as9Ed=jO4gvA^i6FuWFslRJ-Mc(e$nwv^8?q&-KlS_
z$7&R!vz$TuxC>o-aFuk^&zIdOU7F)KUs{>HeFHzlWmEc{`oB5*^@rVEeU}MbGH9>S
zo8a#MfF}oU4K|S>{i5|aY))U5Hz05iSEsfc<rqx%O9_5IOWZKNYp+$4?_bv>HlTAc
z!U;3Da--u}p$^oa?NH@T$MM`Y0k#Ebs!2Dgy%NjuoO4I$cIOq(Ku8}u_U0thup2)Y
zx8_dOsqIPdGwziKk?6i$HrtTfH$d?8PjR(yVLC$bOq;yv{HsV4g|U5{2;5t7aLC_x
z-*qXkdA9YYPFb(mxL#o&U3ezjae_5*rV|D?9s4r3GpIBHW!c{YU*}cz_6UR@BAhc~
z@y!C606z*-f4TkME?L$fcXa1~2)<e2*RO$OBQ$I8>jr%KWZtH8@IK#PgncA>LBd<(
z79#*}43xm)61zNZZb<C+jeyw&uA2Q@MtGpzXUD_`4s6>U(Shc<{o%mD<TCw=?PV0|
z&y_L?Iu4`gpP!SP;`K@0PDilvE~UvIlU5?-l7HOJ&F2<FOfi@0zJacN|IF+v11y*X
zx~jojXS5$Vh=4Yt4sNd%{KxCAhS-Vv{5`AqEz|frDNEDtK3dYc_gLXwUA&9*4KxA6
zHoV7r3~JBs@->5KAehE=Ri8H(5@~H$*Yf89ibZ<LTVJjx%W2=Kv<@Bv7vRZMp$*Ff
zBgu@C25^7UXU~!9(@-7nlp+XF&M|ORFF2Y5?nT{`*`Jf47rq-Cq!apwBo(f2XK(ad
zvGZHy8gc$XLI^dyJ7?FyJP^wr_E>1dLWyFkDZe9e{Ur#cxs87{x2tb<bQw)<bp|3r
z-AnC9&LZ_RfZhFL_@=Z+k+cuPzUnw7W7lWXS}&@j5!uB3|G${dd^|8c8zi`0%3L)3
z5JIBPb9i3nGx~Ux@&pEadr}AKM9+`!moY`&-5%pz8mWR7Vm`A@CpQ@mLX9oMPzzAe
zXDg-a3e5!C`7RHb;Sk@?7!=~v725Glq~4K>=>QT8`nPowVB&UZ{V2bP=b`_d%J`$L
zN2)zMVq&hZV_*vwIE;Kmc8=1}gKzD^FA1Iz0YRMP;j_3Q+$mqA)&tUa&7UEsn^d_@
z`ZEK;QK$CR$sF5*k@5QVX}P)dO&SP(s%U@eE_|pc=bLLo0Drj<@vGWLgp^dFe(afb
zoMo{3IZV!|rf=RgIkEYuKZT1JX9F{m;t-S&PC1ekwRFeVhu2tjc3ln0xt(73XmrsD
zo`Io4K)b^AuKawgK!5X06Df(oFj1c11Y(@#!k`=6=bbJxscSas<<ByaAmi{WJbZhG
zrA`+Cr>=R$_)X-i>D4qGtYnpO8reE5LI-Q#qv+rNyeRb5e-@(jF7EWvOTO<U-s=bC
zUAFL<-+zLj{$Mk9QDEitp!+?LyH{C`A;gZcQOyy|-13p}6k0rJ$y05WBHCwZc(b<o
z*L3?-nITrnNs=1&(1TL@hW=rPNIgd3wY!sXZY^v<?CXg8{&1^WSsZIT4wuu&OC?*O
z03;yd{WU7(AK@m*S-rd;mh4NfKMBEF&9}wk!o%~d>pg3Hc0O+Q8E-2dl8I-iQqob*
zA>Z<LrfJVXyxz#cOaOJ6<^2=hg`_a21p6YyqhB7`d>^(r07u&Yb~_(6vyv|5;dW=F
zYYLE|jMj1Ke+)MXngzNbRZwqDFSG$e^ZAVmz^ge4^$EP0pxlv<b(9F&2ROGrfGkrb
z%-v4mGiw_|R`KtF&L)QyT6|*Q+P$M`O;J1xr0%*aC07kk3_fz+A9{=r7IR9~=b%o*
z=%@;gfm^n}E)VogyGE84F|O!KeSXne?BwwEwpHs`(=6d+9>dhs<G#Ot=B2ha+mRra
z`+axkx6C~xYNR$+(|cbEW9jc$#L37K*JSt9?!Sh#eq?R6E40~CWeE`6NvP>n`r{ZB
z2oFS6G3@<Nx@J#)sSNo9z;R(LS7L4J5He&4^`xp{;w@J6h1psU+EJ~*pJ7UG#azJH
z$dPe$#g7oGki%EJsNwBOIHwvXC+*0jcByQqT$oHKD_>X3B1Y=5J6*0Ab8_`gz130s
z=Ml@OmH<JE8e3x>NUlSG`c1pXjywyZEET)q;a+gNFVeUke#xQPFZYKitwMS=Ph;J&
zMgu>z&evam_rL_3|8j9TwOMyN1vfZeK-{dFwbz0Nl$-t>?o+$JvdPT{DWi?8+jhhp
z=ZxzPy=`w%`6Ay<JR&|n+<pxBtCjh?T<nT_y8fnL1Qh!F56Wmq^|K;t)m>iWm^r`x
z_^U`|2E4%{tosc7DN0t6Ebl&D7MN1vVtMzp)`Nx^Q)qSXWO|CCG<yC?%w2$-QaX4x
zdd}+-e2q`cLxB^;h;VVz_KH^zTAT%YdFF@j!aj)XRVmhB`Yc(@@WK;>)$QWgvO$^!
zn+KxebywJN%wns=u6u?sb;D3XB8DppU8pS~Y>$ZNsD@FRA^NURbb@8gIQsHf)56Bk
zHIK<MJ%*YT_GzX1Vk3EX=K9~!pbnqQW?$t;t=906WDX!7QMi$8jr-1HIh5jz^RRNl
zWGCUjosxmFnVx~k=l1=v%Ph$51AaxvhxSg)sDK%8<39Mh;HSgC0tc1#=`@OYQ^ek5
zI76uL`BFEChKn5)1s)8?0c<10jkk<B!q}^dmZCez$Mcx30#x5ZE^}u#)Mp&Y_%HHk
z^Qo;oa<`K%=WFyhF&m=|2bHWZd!$UZ{U=O_@08zS{*p#FC*VIpF?|p8aI{RSe_0=%
zyd?I1gj4ES57n+5x<(-8*KV0c;NC^_u6m?AJT$(z?mXAdvcgxD(In+zesy)j$op6^
zULiY%@1P_eRsgUZ`!cD5?eCCzI8uxM_YEM^AgEw%8r>4KAppSSS-AR}=f|`ZDgE{X
zB<V;{{u|4Gc9-qWBz9$OyjE!!H6xZ;p{Ghl6JgFg8sD|Y_6pUv8_<06+<w2_u_fhS
zrCsp3AE=i@?^q3}dpb0C>{0`M+u-K#EZ+~Hl*c-OxB7A*@r{P-x6Z|H(4!p20&~*f
zUTXTHU-I+S^>u{b-pJlOglwb2oHSGlnfT_#y>qA;rxY}0^?E21Z5F?EbTNLv=@dve
z1&0f6JxZHP@VDy&n?}wkRjWu)C{eM8#vc+nZsLk_7W0j;KG@zz-Vs&TmYV7m4o51{
zb&8SbY~fDx(E^sF{c(H2l(XkJkEc)^#fw>W;sH1FA4>5hPj>FthT0ip?MlQTTNtM2
zz~4Ew9hLQl<AeHkDtbx!Gsx~ChC`E2BG+OFgv-Qo{T2;nsqUuC2t)Dq{2?(E8>XoV
z4F=RmlYnOx5S7*i&fhN<rJLhH0hWXb!XYcZ_>p@wPD$Vfuh4FGng#P^BT-VZ8Ki#K
z;^ocgE*{w4bH)_;*Q$wb+K*OQ=1f9SB%Q@y-!CN4;Ka${%TIWr1?wuyf=;|%to|Wm
z{FlQff|d#u$4Nix`Fl$YBiHuZennIMM@6@DbUTduPjnO`s;d%Xk1IZuI}BhBKp|@C
z!Q8_<G;;QNwdM<Z+(9r;m>U2n_Qh#H@O$^Ed!57U5OI%}FQCj>m#Y2d=jaGjthGlU
z03E^qQFLZY3SwCl{URfn!AF!q8C7Op3`S8IWl;Fn9_mkOXY^Y~S65`F!oBD0y%v^>
z$cyUn#2nM<qaChOWB+D)`?jhiJ8b~asr8tNS0VVySVYUy(vPmSKyE1Nvh@AXWqC~Q
z@yS2^NPyN_mEo9;>oCKlN+<=Gec8O)AK=oB5*umtc}YU97;P|%&QOQ%=Z?kMGg_FB
zAEfi}OIB~<9+wzm8t}-(wEA}KVU6Ov#3wzRaTN`{k>;Y)NsVa;dnTiff<br>r;|I?
zyVsKu^stt8^IRcKS;z150YJ-RDmyfxr<XmW2!bdLq}YKWSsNrr#W%XXZL=LS%kmm2
zI}yjy=CA6BK>INP=aba=>Es&2)0~6E|6VWxK^%Y2E()`u;_;jhkn}vC_XBilj032T
z6!NA)@A@l}tiG+~0_e^sjmH333mbihx?3b>Xn=X9Q6jYdBBx2yr(4`HRh4&+CE4BQ
zMti0`x2ri+aX{plR|RD=M;xKOMeFBBb4{LtxCa-k%e4H)E%MWszHDhaqJ0K#ah0e2
zJ&yT|d0ieYwc_Q&3){9!w%d#{kf*ue8yY^u?@Nh~;Fa}0?QQP&BVLg7p8VLB>F}8k
zYP^~zG?<L%r@Y9)e$&B~@n5pFCA^b(SRQnB<eI{1pQ78WrQ1y%LO?ak*W>muRB-N#
zi(&$nJd0i7KnjxO`zwMPPHgMH_AT{jSE%~?kvwO?h^kNA_}N1$nMq>JOld!t?}wxx
z@-QzSTT1Vz9`mX-9pBp(nbdKIwmTE&9=$HWTC_)448sR*$gj@x_>1cM->>OPEghNs
zQ9Ms_DBSP?I8XNBR|%v;{45JntR?+vQj6X%xtM34CiUTwd+P=Cyc^Nm_q_SMy~v%*
zr-4mHRBnubUERuyb2YgS-lg<2v=J<?qJ7Y|9Nr*?O>KaNSuU{f@?VXXUhk^?Vyg<D
zeQ`PM?cdeh8GKgKKi0>9<xALFCBYf`%=C0A_-yqM96kXMe|-;61m|vr`JAt@#D%u}
zt+GkdJ=x}woO;~1Q_kobXz`o(ByUrf&2Y{eZslLkFkNH~y|DtPkWmr6e+I~F`@B#$
zaO?4iI3zL~De)nYm6I{)tU$>k3vILV@t9zFcnC|stgDUc)!mToP6I^q>_viRY4d);
zy~f#L%^=a(lgq3(rS3%sxgu~P4<JFII+^3*Bij2yu<D3gCe*Y6g?f~VLzh_ud+8<m
zoT@=2+*<&by1`-h?yAa%lkhc;PWok~qzNfEe+8f7YNW{Fd-{GDz)1+7XX|WhX6d#y
z!d@Z6KKA1NC@RC($Dr9uAr_YIDf34E?hwF0lx-FpUZrOci*fL~idv^x;4Ym{vH_zY
zGQ`yLLdxf|VI@i><3osY{>zxEYp|y_Uy+Zm>9AdS!X)fxlR_AB7FJXxt8Jc*-}SG(
zR|+#W2;eCP`12ln_4doYkC6*zZzzNHk=t!iMDz{JjQuABJy|N^q*KR3(7mA^NOMJI
z@z0xIQUVt|5kjJ)#1;4d|NN<}D(_r`3pB-Br|!MCepM-2V{7MholFWMwm>|bH<L5x
z@KgEVkC8>*48D?q9g|w;BQ4xlTFRenc5UuD)CCq{y5`eGuyWkfYri1cq=4)7dzB{m
zkeCOW^uyNFqSE6|8FeGc%^hv&t{U$9gr9x!rNy7@@oh`8J6dxa!lu})(1uTszWS>6
zw=x)YXUYlV)wU0H8H^_To`(MVd%2-BGEif@#|=$~sfFqv)!xi)$-;2ZIWFMF9tnOO
zi_hws8W_@V78|6kC%DJ?yA{U!xDb_(w}sD|kK{^ehfBWmnGrfn;P;GSWoV*~t6>c1
zl#sd~^ygw*lW3^V#gJwbtnjmI@IPTER%44Q{-}mwFMvF*Wyf;dm`<1BHhVJ{Gw*65
z@VZx~tFdD55foZUgR=1o!M<UaIm4<po=}++S38fIFj+V62LGf2_V<8SD!-jodUtfy
zk94+No#Wh;cC+PNmwqupQy9WO<HY0y++c0h)aCN_?w$PT?%R!2k3b<nLA%eIdr#dt
z(z)O7Edc%HofLA>Uhcog;a#||yT@RedHhhY(EJ_x@`grBm%4~k$={>zdImjf>MB^E
zPv=ETgHO<k$yf^1ZP+O(D1pN6$7mjVqrw`Ag$opZ)^SwS74t_+p^w8!F_cQ`%)+-V
z=M?GUZPKp(dH*N|=@%@T`%$TbI`*E~z0rQH{pQiNmQ&Aqgd#C2+AcGRAC7$`(`qah
zOxtJr6JNYz2}%x9(q~oHNxJ=*fW`Te=`C*$6_@1A?T?RaKJh!;^Rw2UbZ0jkvA0+_
z8mZ=~C`%>DuX13j9pIEN6zxy<w@q`uuMdJ4?p^xr{YIem33zMA!rU~jW0K`>6xn<o
z4VJSr73Vn7uKS8HgokqC=#yKf&O?4)<YA~MK06H|>pz^YIZTg>;r&v56i!v>mEiqA
zGycR7ns1*X?XzFPCpRe9U~8r<lb#OCXHpy;v-s>3w$W$LP1l%M2WEib^OIxYE?bF2
z9=)Z~acgpYW_Hw*8nPgNPF6XWu-4MYWW1vMShKC5jFE7#cE@#p{Xt&*ICQ^_RfYVd
zj1n6pw7NDab-ilNI>!`(zU&At#vN^$g5ZWF&>p2eng?3Iq{m=DhncXV_)R4}k08f?
z28cCdcO<FQfFlCM_roh>5-Km9XnuKq9}$+6-3rTnm=jZf43vnrq<3xfX?7p>7&|V~
zYh}xus$4%?nBSNF;WV&MwgLAL@LI`i*tCPbdOPo=zg?%(WKby|u(YxwRn^*vDg!h6
zru__qPTc;Izim-qor!I;&eP*JqdK)^(H-?~g}(q7lq>baxr}B1zDN8}og~AkG85%y
zMYMz*U&IUD&1WR7O3st`Pw2u@Cm8fhvl3C<_zh`kL$Klzh&!Cr7q{=WrAHuRd4Eq|
z{$*>RAOs_E2r9?4msh+Vuw#6b8EjSC4dK70AfY2c2O?b_fCOVj@T!<*TWY2OX>HfA
z=z@`h-mq*08HbPG#Qi-c7jB{)?qwrj_Ha(p;$qkMvnwIGeNUt7U-<LU<)rT~p_^Tt
zp@~KFq_IV-61;kuyj`mIPY$&h>8yY<hMztbKmqmHWtbh1)^3mD^fLpNJOW-NiLd2}
zP51nw1j7v-@o)(s$$XzYc}Aw);q0Wbx=d}a4LCKewf)`&SFE+q6{m-IqN_wlsrf`Y
zLnyc^lcN_H&cLpKV00=;s!PAa(|y~5pUUj#$>|fAD$?aHQf`S0&r3gk3B9E8wZ^i>
zI*kxwAGGA)J@^o#Re$Lh@O{*zp>Iw$S)j95{PU??=v&G<-~QeEt%q_oZX?AsuJ3ft
ze6OxguC>mS?q?n22gVz~%3ux&aqgdP$Ran`9`<Jd+T!##K>;Rx5zxW=q}qxp30}Vf
zMWTSePT{WrW0*USir>e0&(D_gu)FXioW~drk1B#`>HPHY^V?xl;cWWthFR=IRYF0h
zsXiZ6R){^JfZ;ph;n3Vrqze(!ZRm&@{oa57l+rm7(P4jV*N^o}YF+srVpLS4DC6ZX
zf-%Z^DB>~K>DwzzeW2)OKr*)Qo?kyfIE|Fa&Nt=<+x-ha_YyrH@85FfJW~HWgD34y
zLZ8k8H){rK2P1!VNmCW5?z=xynQ<J3E52)vC&<iG$e5knyp9(c5!pYc2+mDYxVF8i
zwx2UfYWz0}Pw}ChuU5;76@iQ*%GK=`*QxJoj;z(T`WwEh5sI(%8Gt4H_c5Ntsq^y=
zXXXIwCf6%hR`$P3lAa6_P_h8Jvlkf``=z0tu3kRjW>#uB5`1$P8EMnsykHs`r+1!P
z^Hj~Wjf5OQC2E{*hA3$q-TrRF^No$gUcH^h)j;dsIajJV0j6LaKPwYU77%p}18X4@
zr9v;scav4|mjb7Go17GOd(6X~Pb~h}@I$!38iePBCsRYcZwBST_cpgtL8sUA>&U|d
z{WB;8!e=JTZa3NO>DpBi&$mR^mFMG=IXlPfyMkdw_)S<Je!lc9iMLLw7;u#*3$jl*
zlJcYys$FDdUW^9el#F#C@Y-6Y+VkmG+?zbn`7=5TyN+6lb`&4nhm?tu(i5eO<?^D7
zulA(1<6~Pdm|^J2!!GbGsb@T_l7WD*<7X=SeUAj|=PE@HchnA1B^Fpwi!bsw^%|EV
zp>y$w>3cl98|U}Mn&igPR|J>l_TwN7sd2S!ek%<tr^fS{%5{`k4HnVhjdy+fc&Tz$
z!0#_@sKbl>8|_<elfK~80-oB;vVGCcAICU0(M<^>7d7hbH*n-EeJ;fKVac+q=aa0}
zMm#>QKOO(VUP-Amp1eIwfc&xNywTP=@4fVnyu}a^h65*LEu^`d0M_cyGTR@9PDFRp
z;9xW}BoR2#Mh)YOYsy^Cj3Ygcad%VgXBDB4P^Cr0^9r8_HjW`CFN`pc@!A-hyQlIr
zhSxR9cU~_4I+tE2cPsAf84h+-<H(rArRrb>%D4M^v*&)Cu1ieyWlqwBz#j60-adP0
z(t(?ks}?`zm}Wr;eJ*cm(?EIjgNf`-5RM?i<2h&I_?u8$I5bjDQN1eOKo$XAZGIPo
ziNo^iPI{pXpMsy*yB*FmWIth-FK$?DTQBt-$JY7uQNPU({&+h;wp~dep&)Jz=7NwY
z$PAX(+W8ViQ5UO^`PYsoJ4=3Wv8a-v{%TATjm*jo;?8LA(*Z3ILHY|RDDPCN{Hb26
zyYzS^yPc$=-o2hSOMC7iciYP{8|%DExgQ&*$vtwOd_AmaA?KIJXzb8}5!CUl1kWxT
z)HA01S_lWK_53*6@fae+&?0o-qnw~!AEo+klO1fi(QPYYHLHu}Y~TDRQsS}Q6!WQ)
zJWFP8-z(Wf&oejP>>>zEem<Za^}_$q<94i%qzTa<rtj^FlhTB#Mb0EEM_<IS7SVV@
z9|@R8h2tpp^eSm|H4YcwLOz{*O|qxYwzK1(>XE%fi<#z9z7xKFew6MXeG`dInUQL0
zAN<Fs*9V|J6&Zb6@09c#u^@E70vyvqMg{4Hcc55XE_?Qkv*1A{CiRwEUVW?mb-b~-
z|Kwfz?E24hP{|8(_B$iRT@bAgKdioV(I}a-?1=35(RW#cL6F*-<t?}=ry|o5gdL66
z5KD_Y-?}TXa1L$Ns`~T}%~9?Y<Q`SJP){3~oo2)Y<>)6?@~!5mpdWfb=FYSadHL4n
z$k0zQaxCh*w3>UG*m#cNzHg|!2;Ja*k-)avL*z%OuYs6gBDTR#y<bLqyO`1CcnJ(r
z8O8oNpCawonmf!)HoPx4mPVl0`dD>}r?Rc%h~(hkrAAPqR+jwz87i3tAJBo43y^|a
zLp&!z$ks}cZXeXm6(Kh=Z{Pt^HlzoeOiHH5Iose~#QA&=T|E^QZ!--{`?%`#bZmj+
z1X@r=7z#t54_w`#Y`@A1xQR0fgZ#1gHRX6bCYAy_$oczPzl)c!W8#3-ST#xawZVC6
zQW1tvs4uj;4a%C2X!12Wuj2=~#i>*(09Xw+An%&jokb=23V7S`)P&@2mXj6;?8w9M
zgN@2&14osxv+M!!?WfI2)#H}zBx}IloC%*_apj#ak27^Z=X9NL?Qv4nNwB$Z=Piq|
z(wu26)q3OK1yVQ7Ul$9z9KU(Z&#&GQz#U~J^Ptc7jHgp%T!Fl=0V4;^?q1+rrQPhW
zKjHrWUqRg#2GcHbvD(YVgb!T(+`HtDa;qj4yl&cc!H14M?=4_%3YT(^XM?e^*A@}W
z<et$p0!5b-9jP`Ru)6#(EKv!VJZH#gve2?|>dEQC<6QTAJrSy&&Wp(S2a$cx>FSm9
ztHt0>nV`LS0YCXns`p$nCi7x&64mw|++&k;OiU8#$^1aumrnmC<N}HL<F{yY-lzg|
zIp(tF^Umd1A1{6k$_1_Fpo-1!i#xQDD53e2_cyUeT{;NHx=w+H+3>ZYVwtU_3A!@K
zTmhOKFHYaZWp%v_{_wsKWz9Yl9p@Tkl`rDc{M;K{J`0eK1K+(vt5+r+*fsZrx#Di&
zDJn1)T6iLLJBf2O@bX}BvnM_xm_(K1d6(TI<Uz|jCW5UBvz~u%JLrSfgv^M2N7z8|
zcDqbT&ll(+P5&s+R`5Iab`pV?4%Pdp>>~+EyXty&neOr+)yV8zO|4gJmk(|*6RI~5
zJC<*M`YsT%`fE^xi38sU>WRZ1XL>Rf=AIIjH<;=8LqKu<+7PN?w^n3`AAh?DXDyPr
z32@8_+8{_Xe5qDm#JnE%Q2{o;_t2`Zw+QIiOpoWZ-@W7B+V)QQ87<1{FW8o2WWvAe
z>XkUJz<5>MAA>ZvJ25csbRhHPqk<1Yd_EXBp!Pk*^4DrYAr`KT&_p27%W%to{-_6o
ze)eSO++~N50C9Ax2vduMeaBf$a8>T)2aR>r;1M*^RL_TEw<S*oQ5s)i?RI0)R@Td{
z*3q?_x1hGJ$J3f?nv*Tl%W-WIG0@e&hs@PjkCJ6lBu0Pru-$>T7Y_6$gU$V5rA;EJ
z_v`rUy*CbY-vFaR_Yv?c!`0YSRGR!n>-2|5A{eY2Uf0)eS@q`Q_&&_^&Pw2eCW_Y^
z61eeeyBoosf$UChehmCUe+!!Ud+FNTzqR44aS20bkHkMQ!>;BUpO8xvd*CSowkHK0
z20y*97US9w@r!)>9)q;|(F6RzaRy|%Ki=c^3w^`Na?0Goce)m+xUPA^Ki=~vaj@8A
zbJc#_F~2P^aFp%@U%S@MVT_!13wrKun{mHzz&-8RLwI@%d#aoFpKlys8Z@u^5pbmd
zd`z}&&B!}h^^5Cb>A4%5u=)sPU)+mcQm8T0n=uIbgD2iB`SY_z1(X&9N0E7S6ioZJ
zA$kTr`Kff?>+UEW^0v>_)T7pRsG#%My|d}Fe=#4-F3aXGi+>-+c)G-0$a&F}*avs)
zxlgA_!5i2?P$AEU;&2G1+M@6Vj|VqNihRmOFEEX2O#7?5n@(|-<G`0a3EjFfN{9I=
z=0wn%EDMgeAf(Whc*87PuU$scLacDFw(?4!9!B>L>W$@b3#Mfa)Z7J^WApGVxu^Mc
zxzI>0`q!D^#8qR8y+}EJ!j*J!DcgHZEw@nchgze9TL!VbG#s{(&0!?DbpdrW){OSb
z>Zn{;A{7qT2LS9$%y^^0v@RSTvaH^B#7kZFr~At8X;=tR6}{$ABXvH>cj3A>eJ*V7
z^UX-_B{A*Y=^Nvlt}PT@ry?_p7!0>J0vCjj{S7WxWbH_5*UE=30Z_L+c=~6%`K@v|
zRA_pvX_qXvHf!|q)yB%EbABh2HU3E9dU*zr1VM7#5RH8iy-ft{>T-}KQ*3@M5yg&k
z7<YZAKX%%X+N9Fs-EdLnC{pI?ypn2sbEOEa^9~1Q<}|;8SsuoVLf?+zTRfiapsK|e
z4Y{6yMK-|)SrG3tG5ReeflQ_XUFIL+Fg7S9xn$$6HkxkSDe+wgw(WBICPNaM#hKf^
zuJP{xHXv#B1EnJ_?oEf;icR@6-|w8uaT$0J48d2mV<pTUD3N2E-(js+M;^4J^YnFZ
zhxvj=0$Rs;c^YHCaV7GZ>q^z1;D}-TO)<kaOk)mL3GeJH=~(ZfsIyzl7YdpAhX44}
zcoh8|Dy^n3=<f4Jw#$Cv&LP|f_HFe+on+t1%*!}Qz1T1NHk8z9=$C+;BT1kKd{3S&
z$oG7rhWz~*Ua0GxI5IlqVYBq*5gzk;FDSXkla)G_$`vG*P{2w(gTr`jw=8nP=f=R%
z33x4rn`GPl+6$+S&G!65dnm!OYg2}E3hNx<1a?T8TlE&Xc5@;rkx4or4@iluchbkK
zlZlm&m7^S>ceNMO**;yTg+6|qMn*pE0V%lrV23SFzT8z;g|AJ2`s1#eN2EllCeIas
zLBzQ{Y0~_aa%vN|o${t7=Ad4;`ZITA%8=Spg<6X3Wg*ZFtCWYs%a7<i6TnsO-5m1d
zH`m3ym<7ly?IOs{^9v>*&76S<{r$A(mq9hBof@zBh41o}xnR&`!&aE;$9?Z4om(GQ
zv8$Eq3k}zRocH<sO=N0|ynWKiWS$WHv7>){LCP+xewF)Z{19yudnPn?&+b)Xj!jLj
zwj+{c!-ln3ZjkSEL;n)7&pOQHZ!O>)6z;dy-zgOQ$=hC8Cj7e!sKcQ&@6Yz<oy6@0
z5F=a>g1Oxy?z5y*dU`0I$FVqy?c>Nz&&y=-LIKO6?*;UmU(d65hO=Vet)-CSbh#hP
z@)hBi1)`atm)5E$G=!FvLpC2RH6Ow)c@h+-1iVIEahDtEi!uJb<tB&V>!9czkjo{$
znu}NFgnoQFQ<4p6XPUo?riMU(2SGW<PHfosoe+cv(TL%b>;Z6W8eKO($>r{!*7$&@
z=7jn2e&q{EPrx4c=Ej!<SqarrUL9sjRhdF|UvY~!HkHUgYoFWh<pytYKvJp2e3_lJ
zuO67NzoJ63|Mj0A2WJb&HrJs!Uh%`=8rF6nT4b3WHZE8fehd<js1nd#JPa)J`f1*s
zJkS}>^w9;-hwqAH;H#o$Hz}7+0poGI!6AS8Xb*Y@#7?#`1bG=Hl~+^t9Z9V@PBIEm
zAVPfzT;MClqHh>cOV5Kto%<7PbnEDSgCwxTgZd8oj?RCLFNgUtVwbm&Y<tcU+f7??
z&LrNgBwF}hJCQM)vQzUPI!Uy^o{><#ZhUt^U9%rLyZLII|KM_eU`3oA-cgsOCCM9$
zdRizjP@i#bT&Cmt7DFzH+A?XU%TL3RR;@n9jv|*`wdv$}jef~@L03XVs@3sqPsIFp
zxMVJ5m!mMd%l?I@b1I|4Oodur4X<doYY#f~x_J6rK&JD-i^XCn*6qxHY0|IN`G$88
z>$<$&Ahov57R`P4CFZ2KLd~JQI2LU-)9ZdjrzJpOL$V##>m4Y4ij(ip%|{f|h?N(n
znEdIi`fRJU+T90tl$<v~BPWU;;|8?3)9n@xbj%R!ht1AwB?{~Qm8Vndx>|U6&9_56
z`i?sgBn#T;fb?Z%7dA+4#sKy0oHgoMWq;F}W&Jv-&%#2!DE!ew4{pp!c<K+W4uPwl
z_2BS&ff^XZ{`rxMpZRfyK!Cf-qvh5PqY5Wf3OKs3=sc1R0WgQgI$&1wdPPjJ<FZ(<
zZkDg>FcSW>23fC<6?1&Vr^k@qylOqfsrjsO99eGettHZ*<lIA?1?wn*B^Q4q&i__B
zlhfw4{3tDVH0$|VmqEpnn~^<ndj|&o$k%;CUUtr&Y0mDv5P8odu=47?^f7wU*$=2k
zNuA(exgfGn1Fsm#iUW>8xa}Vdapi;JQ%%BrIRWFSy9*j%;f1juvq>Di+YyT>(%&+E
zbU_I@QCd#}pw=z6kKck|(yw76AbQ{RxM02rA=l~$E$(Ba5Cu3SET|=EmpyBk>=$j1
z5FP#dW_)<hF31PnTWL_1>qm~W;mY)Hq#nB&SQTQo&F&){M6^Yi50iYKJsE{gqTTX}
z4-=Pqt-BWa70Eq3`|8kbXBlG-h(9pMhY><((Hi-LHMbwjo4Tv4RMZYD>qgBRW8sT_
z15;1J@VQ+&LuYjUT4F*C@lSp#@7FBcd7)Zgr1iTR{B^T}rWnsKEfVl6R1{XtdzODo
zB-urJMDxnFA!(y+o5p;0q)HU0kYzHO<wjs1cA!e-nfU5~zD$1&vY-n_ZFjhKgX*<?
zROswRJAzKL2p<jcO5LCLP)F))-Laf^iZB0s5DmABA>@74Z|x>Fc2T)?0H`#Oh#Fa5
zM&umT_F2nJ#uF|~b+Hs{N^~B@9e0hxaoZr01gxRlQ6p8O8s*HRD=zQ#CE>_^xke-V
z<o$@~UBt%TV$1@)V2C3|{Uv|4jnh$pKk4A0NM!^@@W4Q$9kBmUViNcN|1ql;B)C;~
zWzzSIUSDcAmY8F;$Cc|;pu?BIb0v-lN+uxNvZvY%G_X_Au=Gf<u*PK0rcg;c_qi|i
z&o|&nj^2H!`~yH;9zP7og3RU@V>~xteE19ZKITi8uYfpBYo-+c*u#K<nh{0MZ~v0w
zKJpCcz_}5u0h7zgDW6$&8Kp+OKOR$_Ob2d&|KTjlrSrxhl`;}WdN5C{P@S&@tJAl^
zovhp@;zeoGs~z47^(7KqUem$oANuS#Nci{=U>pVUE`RRZMOU}OSvw7Q1z$^ddOA{P
zXU(1f3uk98i1BW&5`||;AxEYEN-s-Yd}z`Lz4L)+Mh(dmoDaShZ`cRqH}O?;?r<9N
zG}&Jqw8H908U}X2WC?F$>R~biMWIpT><>-xIvNQyN#^fVge}qMiKQLBp|B;u-31QS
z%DZ1SO_dy7DESoIj+fopzHLs=S!FOk>a``or{&OgFm08<FntMdf?>0k+Yq1l=7TC3
z&SECoqTIOWB}4vgsXd;T_`(zE$6VhG8!Na1l=gW2g$<q5Od7tekvU_$`TodJixDw)
zuYxd<-pRA$Ej=>*>F`_2;*r=yasdq;rErxmZ;NW~o9jD0@B0l1u2H^++4$RN<?*Y4
z+`?lT3+j9+%oMYt^h+X}IH8Gci*%fQb^BVaa|E|7*+$3aBcgI$<hn3O$$VE)30UIW
z%^S$?nnX9ByPBM(FB96dEi%yX^6&)hn*Lt8b_-=m-D!a#Sma%wxFBsQv1egFm7pCZ
z!qX(JyBXZ|X|57CSuMt%ec<(c`WK{}YDVZlp{7L!H|EYT#*N41>ULw;kM9~x@(hki
zzwBetdmoHoRzjYs2<MV}c7ArR`z0GdmFF@G)h|b1s{`BVVNTy!hTVE6!j1<!K`--u
zrp?bQDTR99=R2r&PDx(Q2^bj1BZ?)S(L-IgIaX&?`<YwE2BMn|iTzGQKoPE2Ew=-}
z$>?UC-rNjauFjv=J5am>Zege5d{_K40+}|<Jbn+w+Z)*9#<g!hQcaL{S-_hZWD2%g
z&*J13I$U5ynI@rM8=<9-on_7J&KinYDbNbt@3V!u!w34h{}5CYI_~{KsK!I~0$}bZ
z3gVZd;I6Njs!#IKygP$03nYlBotpm*gBpH_g|HK*%Em+LHf}Wa74JI;y9yi%>wf!4
zQjwKy2A=wL7w&bJ``(&;XaNHR?P>^G`*`@d8!joS7aY#w5)Ca^pHIaE==YPDgr6m;
zCI8C<@ytR1`6+?c>+!io6AlveT~KIuG;L8Uiig3KPPZ>5pe>8>%pw-F+)@WEXS5c_
zzD_8MeZixNeE`td0Soa|R~az!(GJPq%IpHmK+f`;ZS2)M;kFJj)$_XmviW#Fj%c@}
zRRf>qO8)M9(cYa&P-Q4kcOec9{3+({xRLVQ>14DCV?D=x$=y?jy2s0Kv<hC|qc2=v
zK+dX8hc~}F-zSEyTP!C-de~dHEP{b+NS^}F{fZma5Jvr-(UI`>pCr8?VXl8kircP;
zIlKW%Z}--{xpjo@we@N%##ODA6;vaY@XbZ6$Z+=?Im>hHjun1;yG<}{y#|Ps7(K7O
zP*a&Ej{^+?i~d)z66tZjTlLq(T*ERi|5Tg75iE&;vDCN`H!^)GIOM4VPlT#rYEIgv
zy%XF%Mn~mOy?zC7^<X3uas7lmGww{UPvD;yI2+fe)e4p<@DF-|NX5DYzb=ZN+nX=+
z%uLSY4Zk#k4Fu}v4^7?k?xC_!8Qc!Sv5AAA8z#k8<T|sC+=Da*Do3dx12szt^;I}u
zJJP-2nw3ZRKM)^rYhGhp24ucHonyT|mJ6|!8UJPJCB43Ok3(#;^t6`;xbWnPLJrnh
zch@##!fq?QPez<)!FBLFdusJ9FAkq!(+D2c?auGu>oNQLuDZVI444^=>-Zs%JtqHD
zFXwRDM@Ey_?M1~b&Z`+fO+M2tS@8F0E`G@!)-6dJtp_BRGQVGM<D5uMa#|nq^Zd{u
zZ@qm`2}s)KOSV5De0rR819;uLu6g@&N)wR=m#J<z+nIpn5FvlYU5sj~C0I?&Fb&wV
zw-A#|<!7Go4O$w8aGM8HoxZB2BT)A|r`2FovVg+}Sb*QRFv7}iX{~W6C(p~m@gCc>
za@&p;G@=EqqA{A=6_rH$9^sg(ad8a256WY_rV$@QQ<>fns($}&^L~?e#OJa_<=*7E
za6aX-c+PfhvJZISyQ8P;DnTuY!&x)kDg0XEM<)r%L@==3ZiezAk99F)dxlH*lmMdm
zoq43?kSf&B8uTpD=V>zCpL{-^{k`xh^9`ZdZKFdv$o)I>8Sm;YM%z_#qA5EZ?;r`0
zNAPYXqze)MJJ>LO?rZ+`C1-RAxC0@wUKreCD1`L;DAnOf25J4;UY7B+w_d2sH9zJ4
z#Gx<;07Hu6b?ZrX{DWoeU($a6$mxwb)u{>MO<l-0$fk%8hw%@wEA&}a)RAox#jH%1
zd{ysP|2tiM+oX?h3<$F|7i>)Nd@Ahe-ORjD_ncgI4WT@CS9b&*#Jc<3#dpp99fKGg
zZjl~*$S!d!_m|Q1Qx1wKqH)XVR1YsFtxbSE^|?BHb4{`k^UfN*#!zEhAL%WAQfV55
zAnJVEYP`(9@Ao<`+@z7@1CXfj;>lcyTpVhU7c@sd6TcO?pi~AR(2!2pcAx~9CY3OV
zoz=F5%I8N<{B+)PG9k&=XPPRN?)2#eE+9o7xAg`n&r8^UUg9@bM=T+~>{5Qc^De&a
zR4&Oc8GecPK?;pc<Q5c_3ah;{NytCVmvRF-?J7}Xlm8eBE;54po>0%7_o&gYhlLT(
zF6KPF<Q?;IS$d}Yq<6mE?wtPOaz}$_fr&f40-5UC?V*1}p-wLs=?4Tz!W+AOc<q>z
z+YLO=wbSm-vf+%R#~0U1Pa2;ImitGyjRSYhw8$Y|7r*W?o4A$hShGAvoaG&F=5TDr
zkd=`29I5B-o!;Mxu2usOO-H=IELOXVnYM=#Y?=621{7Y}6&&mR2yBdO^(pzxop<xw
zVn^JHjD-$e%t&?4+lYbepbO>w&@ZQwMG|RnTKRSXT+<oAgA1>LYiNMh05VQcB&Z+(
zQ0j;C&a5Agr@spkwly7m-tifQV;T*S^-Aw=yluT&;#n|xw=>$;8d|7vi67N~S+f+o
z<!d5PeP0Mt%Fh`2;KbJK9E*6SpY-Jl#N6@-=6EJYLraR9$K%R_Um-2r{T$v|n+3pT
zpNppw%agS>*gcVl2{a2pj(+QNsVI<J<U-F|igfww+7FZeHM<AV26A=+q}x001o8<Z
zrD$=U@wwDf(SPdwMLafNG@jqaV4AN+ZnK2~@a5=%5Q8$A>~26G==@U&&!SeT9esR;
z_X5HC?RTOGzGSS^YRvc0v$c!$z@U4#<BNNSXLQ~`yh71$0<IXs1My^j;k3{`$+6W>
zrMttGfp}E#0b(p|-#-9mfjE07X^Zre;^IhVbqc3r8b2RSddp_vh;+RTwCLY+pHuGq
z77M%LV$Y3yp_=VuwJ#Qt-{G|4XIbAN!~mFY!onG2+j9ZMvB{|?|9Mi#m%VTfzpyZ^
zVC+OwyRHb1bfZ%n3^9jWK6~@Sd=$!0Qq78V6}&MDd$6t-LXH84P{!_<vlfl6pNYt^
z=w{jXf=!eE90iYh9kFKW3;%HcefuG*ZULJh_3^-qM`b=V&Ya1c)lnQgv929nX&2P1
zkO%atwLGy?PV4ScJv&*Eo8lo-hy~u&_aGr6`O_8Md}G`+zwJ`1Vhl^LiTa)A=4L%D
zC7E8N!~71rkLxKUo#5zo>`iZdrjwK_;c}Vl=P^RVu17E4D>K@^zA3ru%@hw&DecxF
zyAEX*98PlBwt+&c<?a*C%HO`}q|g<+D$2b(EF_MZXR$rg$t1QnTy5iJ#Lt84X~ND*
zb#T*Qb#M3-_7Xn+1Bad;I{#a7TYA=BA8)5SnqvKuBAwDzwvwje<=}_!a$^D@8)^G;
z@|TB91Kcw!_^Xvq^b*R!$~NJ=`&+lEd;09$TO?@oxw(8bmVd?M)0g?hr+`~0>@-x`
z6MG@P_}I+jtVQ7k;<|#2`Ba6G={6qc(b=E5&x>q>Q#5){81M{{>m_!7tiuh;Vm+^}
zFE1-|%&}g-p(dNxy1p+@+t$&`M$scDJ|u!d*eT3phWr2j^S(Duv#i}VBuBT;cYnun
z5(;Z+KKW_!><?))?@*0H?ui!Z@ZJva_K?h*-3<@yGj?1W?{BBe)ha$7p&j+_&&AHP
zC%oGiucgw36|s6hoI`UvSW&RDsp=iVYM*NPi|!=PFM2CJ0BMVU?Fblt9J=w!+io-U
zJ*AZTJED&~PEPXjJ;-Jm(zFq2jxD#Y1Ddm|o*J4z8pJ|{d+F9x=C?p~^WZuGs^!dh
zGl}2ke(RY8oMkAfF~2G-TUz@{=2wG3f$C>tiM}FiWzG-#-uRaXL*_=3R^g9KRPI%B
z8s)RxGqX7RjM&(44Xh*eaie6zvd2lU)2JSfqTCyNe4!b~YhHz|Ys`YY;2Ghx7+xMZ
z*E=)|?nS8%Z#4bFbqy1)XHC#DqPsZ*{$yh+V-()ElkFxj55M0d-90V)7dOBsXyhp8
z6dzvWr&_#*4+oE2yxxQ6%?5qV7w~LIb$q|3$&tBFpD+4BR(H)+CJH#~4u+ElU@6$X
zH*4XaQDrDICnwJ?-sv*@%M<r0HZbG{BbK}0^)r!a`3T8T+p7?zSvTs^ts#8qG!Z1i
zxvcUfOi_49=4nFTCc)H`>cIGL-cMnbPSudacNGe4mt_dkn0vBPBfx+py5J|Ny6=(i
zVYvB-BGOPmCHRpz4{BE9bT%b=J~R@Gs8)1>JqX;`8;Bz4kG^}baJq$?cR%E>-`y!r
zzQFsds4cB)t;&xBzO|UO9$al{9Z{f#=9d`9Zrr43R_w2#g8XkhJ=oi!x^af_DP>%4
zlrpXER`v~J0kIgD&(%|o{LZ%J3pP<j%miBjtc`I}fC!KI-(xRKz6v=|_<1`Q+A!50
zoD3Jm3MNH(KaV7KBP`maH!C0Tt^UZ~L(U4%7)J8}@!237rxVuc2lf_t@#p%gX#a>-
zlk-*I@yLsj_}UI3>}K=!Y#tDT2#AV4iC%akHhNsXLUbQ@0F*93Gk+mX8a%Gq`?Y&W
z;|$#b%LF<7VKn~e8ZW?<Ykv;})RtI(=^tLElkb+RgO6>&8G;KBytI1lqur!U5c!Th
z0Nz6VWe1*q^<3|9hWK85#0|qXsaos4FG2#(q)7hbl*9&&Pl`mAXRIvOA4!^V1U~t(
zl#p|B07xV9x4<fhj%j54a)zrCvlq-o%-nlv^;0|)4#R>4OnvM2TjbA%X=CS*ZgyzK
z-xH#~Kf(+NVuOTKSaiCB=VfM3@(*-4r>cmrwTiA(h_pt5j0O^j7#x6J`ywB}=+&d1
zw&$Y^4^QtlF~jR3d^<9#B<_B2Z1rcBui5DfZYKlAryr*{$F90g9O1>ifUzyUJ3LE~
zOPXGoGyQdc?iLoYg#hDVK6a(*UCs@WEb0sD_>caeHhe+k!5P={ZJj*pdP29Fj()Zq
zV~|+GTz5#GU@#8IDu1UJXozt*9P{(ZRXXyVeWo{ADL)=hS5#PvY*OZB-#|;)qkFR4
zq&2wAkZkH)x=K`FlZQ{$rm@$%H<??GJKu7$3;XGfda4e5v|+l=4MOC~d+lw$gb$>)
z&PfyY_Z_CANtqw~owuNHrr264vIX-hU$|IX=W{eCDLOmkQe(%$CkNyzVQu$`%wV&c
z;%VDKLTq=BH_F?{)0o8Tr5Zmx|JsB*V0}@X6zJ~!4wP_1^!3Kr!12RNG~SSQ0d2xg
zd|M26Jz%Pv{qCQZHsy;X5ey^qO%?M}_l@{6AAN~-+Z0J#xFN)AwLD-m3EcgiNR#B_
zgLPYJA*}L{YGk(IsK>Of^}XUdRMEQipcOzz(wWl_Nh-=G2eYRirz0-@rIhTPc9%T)
z6xscfA1ZU(GDD53{QN-Ji`to<+J7xn)D@O0w^8BuIa*JyNsD0hdHCTl4<V(8Xk}}$
z05QsPDGaxdkIOMf-e0Is`RSXTFrQk2E|zOv!&O6E%CY1+<xV0cNUbxH!HUY|*t3ZG
zz7Sl2eo{y2vcI23=Gj5WvDWqABSF(EyNl^D!h0!!6Z3v(l!=Ipw`pkmP0<O+i=89E
zu<Had90at|_2Kpi%R3@z>~@F7JY05n6Lt0XcUPvL>--MxpCNLx*Dm@PXBOuU1RXZd
zUUAALndVq>yQ`Vw_#tuhu?uU*rKgD`Q0?|}*&i@qCJBI#r(CQ#+916E&L||b$L8$p
z`}>C35&bl?_m^p9CoYIfH4~S|45A5I-eBEwS*w{e^0M5u#BC7ZSt{S%Q~IvLy;0t7
zSFyST^UY=2p_-b5qnP`CsJ<a%y*`Ef)bP%o)o*%rJtI)t<;JGx_MM%Lua!RvpVz61
zj?dw~%eCKZWnXTGQy_$d)J2+3{cc}_Kad^|Rb!%0@rqn~FA5Ll7oV*peC_1-qQ<8s
zeODJ`M9U`*^P^4q0N1s$e$|r%xX{JyYn;W>0{&8HYQ=FqNj=NyeDq|1(h5&~Z4o*e
zkXMs*9=t4R=H=JY4kh~84)GlA($XKheFX5TBFgQXC3;MDCgkLNKWLLd?m@18Qg25z
zZ(Jt);b^-~0B;iR9xcL@me9YgyfKum%V$9ygp#`*?xvjH8Fs(Jicj>P`@8*})+5!O
zv1bXt_|%j;L|(L7S)@mwSD)|ifT!1Vmu_E1{E>9z>j!Z^?7+4n&o|k=o+6gR+zKDI
z&_Tq8Ti;(-!!-eedFMIpP7HeA#-7774llgm_slL}FUi47UG3q9MrvFK+BU*d`fSw6
z!jJ3R4jXfK7=38E&)?^>iyHD(7lUvTiGXvSRf(l;bX-%?3w;Gvabw3vsHRg_1C6=3
z7kTlL1?B+n4U=R|+vgd*zSi;^9UeFK>{_S<LE)EW=i~FLZFfFe9h{8&ENWjK`4nCO
z4NEA>;;D(=y}DKEaYgu$4o{YLy1u|K>ZedggB$ox;~4>uduy*rY;Slb?IC3sF)0F^
z=@ubT*Ox)+RAYan*dkT*-yske;&Dle-#F;H)Oby?9BaN6fiDM4!zA#+Eec6xc)@+W
zjqDz(Z#fQ6yKdH&7XhqlK)S-O2af5}g#p&kBT>Z~_!SmCe8wUGG4SIYu{uoazB5nn
z%cm~+*XgXKA-)qQal<{FZrS_QU4-&`JPYZaW(d;!`F*loA4gO)VMZGuw(HcMi?&{1
zK{<1eP-CY0TZ++^Sbj|QNQuq9&D5?(>-^g1oCiuL%{NM5Xe3Kzs(5bki#{bxz5}!Q
zaJ8P~RYHfPf~VJvqJ=d9nH;SBv1div5x9|hfbLqI^%61ZQ)Yp+I2~>1YU8ERj8N5|
z8i4Xs^CRF;-|$LJ2!8J#8|A>^t_1smpuH0AL4_exnS%JErULzxyPkm?95bnoGk*5D
zy(9M;#@MGHcbaYel=rYh!f!@Q0Y{M2b$xM%wwE9ueSoHmNyE5-WkQGerS`8`fnS}p
zIB7GaSzxW?6-h?GuyZu@8g0#pAL=IDYh?cw4^4>W$Ws$3Xnc2*QGBog=(_YIzAb%~
z*^06z%A1iS{Om^qc2`eOU2BH=?zS2s_W7b+?PE-cM3m8}0>@89naNmruL!bSM5yII
z&;zA~S(EljO^V7#G0f|jFpizyeBo0s3g+x^Bl3>(j@SmE23wBqodS_S!^@=ZzcqLj
zcQE48D3388Lf{Cr<!VS{Ro6bEsvc2lIhtpOc}zij7>v5mOWjH!MSUf?x{-;bQAGEX
z;+!Mkz%BM|f)})Rc^?I$F7h6>8jy1K=dZAPj{48F!XuI}*98;VHZES^P;|U<p7m=*
zp2K5_LQ$En;J|C>$L!ILW;N>2(%YVJsNntO&wxBXu~B{p9QJ|KfWu}J68TrxZp1x%
z^*dqlPdbaO#icT&*OZ7$<I1^mnUDlZMNYCnz16x(aek7Sq|B8N>zhJT#dg*Swe>TV
z^#c(|4KjPV)cAC%*t%H-Naj~VJ65UATY9sptfK5>r~j(w)A2Qr*AI77o6rc_rM+MI
zm5U=t(SjGcgGj7B2}`}?;Q!x9h=$kLj-LorDDkhib^rWJmeZjz9%dwuzf8U<P_D{m
zxI0{!tAdoVo`qObAUH&w_wUo*sdp@zA931>kJcx@Q^GyVQ-}ToR{N`VX>1^G?)sa5
zOyOpLVuUvmL|t8mw+B%BvY9bOo#11A9H^M&*vArmhI%K+7^}JcndqjaJ_L*N($0q6
zYs_y`Z<_x7c72pEPxfHA#hMh|@%Wbaxc~ptyLa!2-6s$V*q+zj4v%YS<dHH->V!J@
zUC_Vc$8<YOx7(nhH>Opn9fW~cTqZtLSih!?&!J;Uff5<IXHEy_a>b)a^C(;`OYk(4
z>_L~a#P%yL!i1>Dzv3zg{g36HiTt`%`FW4wS-IwHe0N<;T}uwIPkO(g=OeBm53&JY
zvC5&m2q)v)8}^2g$%2w=dErc0x%NBC#+)2%44^UT-1koREzYW$PPu!`=R+l5SV#g(
zLg+u_O#+t=8ulf=8zkJ?GrLsBH*y~f^+r2<Bg+q{Ppk|$C2<8b;>vpjTsN-k59c7*
zi1Xw1RL_nEww%m37j>|QU?1-Yrx!v>Fr(#{#etUuS9%ts(z49&rb2zucfHHE;}Mq&
zIGEn|_PGS_+4(ASKwfK<5wp(gLF&w-ptjwJ|C2<#C0sI)BeWKWe!F1_NJP$``}+FL
znX5qJj)NfW>A-V#V3h)zUU$A)J;>CqpUj2m&I6Mp`<%T!S-X#3f5^NO)sfHCuK_xZ
z;bxq`kIKyM8a)*aHx<%>@vhlJjT!<%@+r`LV}yb{vGY@xsVXHOJh7f9f42JKT^{S7
z?!V`p%r)73;%S_wUgIDV`1XWz5q&`=8p%e(VYd%9Urt=>7WkjvwRv81c*G&@6CaNF
zQC@h5yv{p?soy^gr0*m5@Z*&@rb<NKN;_ejXqx$>N^vKmv|GLR@C8TYp>Q?r!OZnM
zK>c|eEb=Vb$ELy@>QPJ⪻Q;WPWebjt)*HfA>5#nzTQp(nb3L2e!iBk>22uzJ_xZ
z++L%@o!L#v4!^<K(hTCKxS`ooY=z<hBB5fxm!^sNCg-NrlJ)g~5s|~!u)Mjj{WJ(#
zH$zA5FPilBt_qSYl3s&67H?1>^bYOZfksEmjsp|XSke(#kEtIEzrr#)^DOA8)K9ZK
z?K4?pb^@^cbA>B!EAQL^W<IP|y+zMj(t5Ckmb`NT=7gJGqi8?kZ2r1wH9QLL?`a#C
z_GcZ>$-HV_bUiA;$e{jU14l6)OnZFyZw+powz@CD!1{|ECEAb5t{MuxW%4X9l8W>7
zT0c{hz$$atdgHZ9&tqjHLw9zOGrAp{KzI~Vu-vlZ^}z+SkxP`TH{=Mk-QSizDww3a
z9e)GD*`W}mZ;%97N2m>=sG$|mhNUGQ_Hi-f)0AP`b4rf^Aob_t<6G}FUMbB_%%2d$
z-SggEAuXr!s)Nt<*8RB5<Y}2FjA%MMdm@<(=*RvZo*1JAbKkn`gcnNlLE4-)TYHKv
z`P(T!R0@brzB)wchwI3&r__WM+!uy14}V&4niU0xl;X=AE>?a}6&U5X-+<f8O#i&g
zEqi--Cy4Rm9v_8o<J^-s-%qOX4&&rlch=kI7L`cmhdQ&IKfb^lGdp&T7;MiO3w>c*
z{#ieSedP1LiHZ{y1VRh~;^pjl=rtOvNn=tjqB#FNcPcs`eSC%kG>~^NUxEx`f&RN+
z$uk_G=Hd{wj7l}j7d9&1k4B1NKPZ#^e$T~w0kG`LSvU|E(5<~4#s~X*j+E=gn13uF
zfY@#b+Yi*QFo722@{|yy4l1hxSkK#?&Lweqz1Tj8h2ss>Dq{DW?AE#X5BSqxBX;Sl
zn?KMJ*92lbBroypN7-}+;Yz6wpEi?EZaREX0`s-<kRtyitNo~D*QEogB7er{_2W}}
zs}28JUa<gfPUp8B%;~4%M}A+pJvQ1+R+odsaZQZZOHOJ}`L{BNJ?-bEJ5y;J+9CVv
zmW639eRKn5@_|IwMoW&3#uGGhAXEs;9U5}gkHSUFK1PUkK0`*vo<CFBuLAiym1`$;
zBo+?sI_k;Y#lIaTZ0KL1im8Y(Ai?yLPq_02Nqt$NV_jE+^FTW2#phloEx)zTR*2Jr
zZ7beU=x;isoF7iKf@-k$8y#YeClYbev*G*ejn?z}b3Dvd6L1>I0Xn7q7(}(7;+OcP
z8JkhG{{2MfyVv-~ZvP9P&eZ}f`GFc_%UpK@k02kMeMO;G&3BTJVLtcPV=B+@BR{Je
zRUD})*`&KuhX>UmciWFx<NY~2gyN0If?r+{Wn60S>+9g+<i?21t^oN}q7ziK>u&@j
zeN59pN}H@v+0R2ce%5W$aHdDGuh2?rV;eeM@4U6~o)Z~rJFdj_&&n+IxG6{ly2?R&
z4v~;RKl&XFQ0Tykbo`bS7d|Z4n?uK`_?r~w@e|9d(v!TZV|W-RQ8^*e)M-r;N%$y~
z2U_i@C)3Z58i8U$0&ksl?D}%JJpLjx4)W<9$U$P=jl!4gh*f@M`_g_-@Dx+)e(BF`
z^@#+z$Yh(Vzi2IrXD8^H&!PtiA6%m;_?M>hT3S_0qv#V+MUZqUqM`&*$u|^HK>^9(
zaZiWm==optMc1jWI$`gBE3EZ>bB^(f)#a&%lHMH89|=;h+&#R9**qP8<Q_UY*T=GH
zPe%Pq>96HQLyVi^x?fRACd6Sxk!jcJ+QNhT{t7`gvRNQMH{{%pw>cvg`jiRoN!j|X
z_xBd%%$GQRhTr4iN=%6WRa%Sv%T#j_yIv2*Q>-s%{zCn3M*Cp*TgN%O^orzl@Vs4+
zS%_X`%-?bYee}hn9@QM&O+VTrB|WgmAM^-wkozj4sqnX#gi5x{9i?M%gEIgT0SrmE
z@-{rDhGwR5{Lbq30aql<j%iFX``1OM4WoIik7<W3R)V6sN9jYAifw1LF&G%%Q9iX-
zc1)K|GLGmbmg)ITMI83pg7u0Ff!wHf1TyEPJXJ%!Y>m7w4+|tzeQpB0Lta&MWU@Q^
zgrX(`#_{dKB3a~z$;Nf|(i0gGxe4@KnYPD0?plSP3wsX6;VS_h_B}S&8$Kwiz;IM=
zNj1(+U^21aaU|q}pZ;EPQ{4>>+(qn83FgW$A0jn(iO$DY&iuS@+#_t4ywy&pCiMW>
zK#W+FUO{#hA2;RckUJY!ToVPn85ok?T_KcjO}%XGga6&IzQF{heq^Qj$5f}=u;VI$
zLw51(X~*y>C@wfBHO+UaT$#r=gi~PGLm|_7zpu!is$Ijd!fFCjHgEPOk2%eXdk$Iw
z1?woxdyAX@CL$~Jo1w%+UEnChsy<rtULJD2`-U(aY<MJ0+Ztn(R}+BS?8f(D1fBVX
zk8QGB>lcn8w;-mvh7oHQBnKiKgovlL7gGTO^tif1Xd1Mf?dJKK|M;4uWvf?sK7%sr
ze4?aZi_ZC}-d_i{ey<1rKBb>`i2ZB3(mN+uF1P5`h_S_lQ9{*uxVC516G5A;O%p6x
z_c}Dcgf}f9sA5JMl*2Cp+5R^<4eM^__Wr~yJ2N*t-&F(}X-=)(zqNM`j|WW83;IF}
z7{ZKTDks>+)NQ-;v~&`xj#h}`xV{svg2CEM?81CZ!X+qe5kP}4<RHe)TIYGLmDkr0
zg5%96K6fKc;_rB%H8`_Beb%7)(I`K+NiCxSg`2Fe70C}f4N_nA0lS2M`1m2Z`1?!>
zE0VT8`oS6ys#Y&yg~q<V?iqGF0;av^tS|DuHv;1q_>ENQJ?ggxM9t%{OSi<~wHKRr
zE6{|o{<C(~?-;?R>Xac&LR81kKd0?>XIp!H#S;~;-}jz!RU9}`49M=;T}Nb7g1GY`
zA<2OvXMU_aS<i~QO}xnyziXf7Zl$tQGM-tVza37AFe4)nywlTFw>(Zm>+K3!=Q!gr
z;Hj+pT8T(CDn5}(u4r+tVj$sKRH%OJ3KZz|W5Byi{d5<GY#!B}{ck$#`Kh2(kvu@e
zX?uuEee|bqa>~6oc8_ouU*I&BSm|Z+h9h8wzE(y!fO|nsaNVZlZfL{bTVshNYGuF-
z4dT*qTsnum!!Q?*AXNqtsBb6$OG?Bdk>4CK;lu633=HrYW6E>DfNbg7RXz9oyzdWO
z!9-9sdLveaGe!D}xNJmo4ukz8{+v#+1xoDw37E7#Cb%=7Pqxr3lz+etKpjr8eW6i(
zx=b}c4PnGu+WB_*#RMJ#+2dCz=48=kRU^6SQ7=hk4&hj2#q-eWq8lWjMx^a=k2}Lx
z$wzL#?V(6+FL<FK4$i^PqKc*n)*@iU!b1C?)n#`gYf_Re$@fG~d3s2xjS^Il!8umk
zkc<U8ee~$-oH8l?w#GtTt|&f}VY|na9oP%v9R}_j(__}g4$!g`mCNd*^jc~l5($Lg
zwGfQCa3y@%!?x<LsnwBkdPd0d&My+0UH4(7^t=C(6!ypSA2763uPPU^rv$LF6yuj;
zuj}Xm9HPcYCxv5-uK<Jl|3CW(q(MLy=)~%{M5nN+LWx8OSk6M@h}JuQ2(FJHP;;{m
zwy?x_a4zmOuezciDeBGj#EsuRqScTsyR59q(CRFm`C|<&>I5dQA6_C#-SwxBJEBW>
zP#ED0YW`ckz3y{K?`bxF{OG|8F8U%VHw44dCSOg&2(lZQ?@+g?Px3C>mIv;L%-hht
z05hC3e7XDg1JP~2kf=tqF-xv4HGAk%c5_1Vh;dF>6G<*2#C5a6!2A;lhew%rvCH+n
zru4{n{}PUu;(Q7&uF6fj!V<a7wva_&tO<+{{<%Qkc)7BNvH;9$LhEn#p6$i++CqSn
z@VGG#7LtM`qRJu;_s_$6mr!N*<@9@gMQsX)@40!L2LDigihjnVV@7XUz}D!v?#^OR
z=jQSC(>L>5?QbwwB7z%C-FtGx*T^P8ozYl1pxB6&+W=3(A^(gLwccMRPg0s<wWL6C
z`DddcxvyL&Kr-I-W)Mb*1_;iTRI0le<2m$YR`RqM^o?L%7c>}AAJ-@8vdI3y-0#|q
zSFD#an(c4D{Gbt>Vx3y@6Q_cl8%>?YGlVs1A5%;Y`q3r}dce0L3_s^MU*wnG1lgw)
zg4(vcoxd&MOen4=<2Ue0Id%S<cvFj^)pyPg$|4|<H3J<c&mp{QUc!^Sk#_=LkhJM|
zoIvp7Vbr=EUzF*=!Pxy|((9jP(AOj2znf~tu4Um?=3;N0CR$>y1l>r|EU^H}YOC+Y
z!vKxb6_^a_HTUeda?K+gzwtFTqv@(ucM)+9P%isHO$zIJ>k!b(POb<G`3k99f@Z(*
zAP&uaVP?`36wJZCz-UR#N!-#~HeJQvp?{kt_REu1#P$&unA~x%i`d%taDF8OLf#-p
zbk^0tkH>%(Q68=DTfNV5`9bXYluVCM|M9mwsi@JT8Yx}0s+8*cy%0Z@fd&SZ_^}8k
zj0i3@+1xzB!rdiTBPCYy+IqC<l?|oTjOXGt#be(LH8aUtBJDnn{VTp;L@(1P7x32J
zb@CmWGS_tZ=@3o)9Ll!83#_m~kT@ZDh2=RqB(!ir;N&UQcfRua8(BQpx93;V`@D<m
z`>{N=kK<Y1q~fGY)aOc|zcE*wSTu@=%#Yd<?)lEv=3aUrUGe)NZT>imNbK}<H}ahB
zjFo?iwdicai~hVP?!ig$kt&k%8Ih`LZXCEX0?Ax+zKa_9pb<bt6ejCv%;jr$Qucky
z4mf9x$sMK>8k4{9sougjWW+G5V~`;HK-UhySL!*=b1cKyKF9vFZfV@#-r#;c3x=w@
zvK0QxeyM_E;&OZlwj96>N5e2rZo|Ob-(t(B+*_|M=qq4Z(Chi6^&M1G=q?r=VEf(J
zVOIy)&G{%1+Jm?@&*aNMDlI#@$2G#^O`t28<MI6dh1yu0F%2T0fCWZ~w;zlx?w+7)
zdFI&CI1s7y<CSmJCpB)a+JQgd28Ro=u8<0_^dWXAN_N-C{sGkVAuB58aH6ii2UJ;^
zG;5|z_(bCT^ck<yn@Zcy-7ios>f4Hwim2=R`EtSj+}A)2OX9Tb9%16N1-2P(Srw1(
zuXswih}_kgAl#X8G4JYIXC+*&cfZ`Xa=L5^Tl(W0M0sAC!!TX6#yD^LRLmpb{`h(v
zC-;o0CESXnGe+c8CFIG+)WH)KBVCX3ea%=;h|(E(({PaO*}#IWq7sDrWL@Yt*R9N8
z`b%ILRx?ptvY@NpGxt;9?ii!ka;ju$Qag_&<{Z`Q$c9flzq0pU+^&?C26vpa%;^_1
znpt3$?z{QT$2_F8!}kj++V*XF8})ZVCQ77`@TXQ@Niy!~=uh_IZb~6`*8x`>T>ELv
zCWYeujXrTQrHyyI2g4csKj`0?pL=z<k8;|M@{P4G@Fva{b-gcB%mb_W$d&3qn|c^s
z*5Ys1$N20*d>t02%im{ad$eHj8#p!oLdZImstQb`ae)%~jtj0x_|qSV8m6ZZ$5o@m
zedqH%rxAX@;MN56Zm}(eN4=A6-ePNR*Pls@1~JR;I=zv*D*Zr7NX@q+!}{*A<{SZB
zV_a(vO{q#38`NLdeEz)`k2p7KmQ%E)$60IxPm4w;Syj}^FL=se!gL8l$&twIPJV!~
zi_nMCyRUw?atGtd6C6Dr!>hEc_-F};C{H4@1YYjk24qKT$B`V+SAmn`Hku*^{=&y}
zMn+4`3+X#rg=vaW+cJGA&yss%K%BD65vQrse4QU%dAYU{zebMm>W)o9-~o#&7%2aH
z1?!5HQTNKQvU)zQ9e<G`{+-I-zFpqt{63Ca4}FbO8L!v%^Xue3^r@wnFAGaMF`@4O
zPyWiQ-)DHPH7GQy4)h6eMdXfsL9ltl_80FSm0IY-rt{rU{+#RuSNlj)CyC^Idfs5Z
ztd}F(j4xCz0sV)!43+lzl*zWIzS^cXdDylu!F6?2eGN$!n>&zt0wr$jqx`H-{t}$W
z966Ok&6HK2{Gjg36`uYbj{7=19Qq@*eO_;jNN7S-S_URuX8OEdX7ZM))GEH(#p&2I
z19OilcOFuSi&*m#c<l`;RkssYQt_KPfe--5?T|%&M;;t4Kabzb-t)ntvF41uO%?%i
z^&d2rcGMTCt87n)*H(<qeQ~<%Z8mR!C*21_WhFt`U8j?lq|4Lz3F(6Y5yY;<=ap(N
zj|I2A!&6YN&J7vpkXl!n!q%o8lwNfn_Jv90bkyh5Vvrva!)8YaTI$GRNd29zuaBm5
z`?h`hEerOYWai0|$$JgozDZi-_M6qI*E2%%n9HumAPR~wz+R53Aby{WeYhYmc2SIV
z<4%Co`yge#@Ads5#J3iRrZc&5@NT@<#?Gh31M=lK{Q)d0_XYu8bJj^C=HljrX~kuU
zAyYczT?Sh4_Yk6B|IEW2wWS1LvtJ-`LV)yQh^6_yh;ve8`%}{BvRGQD@ySZU44bNu
z?p%*iv7j-;>2?UVWqP!xLQ1l9LCNGjYqe6x?U8pt(XFQVrVKdJ<_k}x>LXQfhxn8}
z69%3s3~@QF)V|D~Nlz-y0S~uR3Jkkmc0x4$j{5B(UZ~qg<9$y}U^<{+n#rcK_3S>@
z<0}G#K(G<|BsL!))@bbGBsB&!JBz_C9z|f?5bRgaze))9)iDa#uI_?~Yi#J|WcwO_
zfM@#%-Gw~>p(Cq-YHjm%TheR<&gJS{)BX(!<IqqlM0tjV>1~3Zn>#w3`0izS?^It9
zUoVXdavj&yRk}ueSq*7(*I!N3c>x?anQIOo)31Wb7UjfkuM$cPI4wVSV>qL9@#?^O
zB8x70bg*cPmyX8ecc6%5A4(;Vy%xH@9~9uvvu*6$y-O*6S**a|?3v<o;ZxeV@`zEw
zwM)so5b(Umkj$WpyN?v4ZjI$ygoCsEYg1Rg`VS70pAcE4izL`+9zjTYE_0^?PZF6o
zEeg%cE{iU0Y{Y1528K9)^w(A6UKr|)Q*}UAWy1{t!?KIm0AZ)-pU*IS-!NkNPxoNL
zh)1kp8t#upblOIlqe}c^)V<;W(beB+mQb5xaJ`pLsqF@69CUT8rq6d<Y$%|H?+2z|
zn@bxU-x<^++^mp8G=tcJSBdV@?0mLPVJhzTg!rapm5oGmM=bPMKn)U5WmLKERnzW5
zgF9b{LeS8o$5%AmFei@g`6d534gZ}7GIR7Zy3dw~uGT&yU^cc3G3DHnA9Uu?C*A`i
z*XSw+<`W$;MBc__*tv=MHmTtG$oaV%Pp=CQ&dHrW(Ix_HK8l(!8U&moU%#>-)}1zp
z>`3bgBpn%o7WDb`aKFd8gyd4;ya(n>#j%|sSxcg{YbbI2AfU%x8UIm7<Q{*^_d26m
zNmE92H8m3*%XdEMMC`n-QxiHnD{~%A!;ZT%cXfpYiTbuHuqdx7)4Ez|Dk(#|LZOA9
zZM-Mm`P>-~DA|<0Y~{m=Zh=Oj%*x3u-p+#<>(%R9s-p;A0KLLMv*gb2JCurye#=kh
zNAl7C>_P~Y9%#&<HWrOP7XxBkY!0L_heT&@j=~A2Pc?HPks~)x2P++lm?HjWE+<$J
zZx!JHxzA{#TU6{S7yJ*-$mx#TRjpj`@mBGw@EhAsjdiz!OQih3b|e7Sj;$Uztcp+9
zXLYKj{<J$@<?;>K+p}ea_d8LU7ZXuemsuTH8uzrsv5}+Nq<fl1{&_TKl+R8Rd&B+z
zU!RbUP}Q;6PSZ$G>#KA10A!Z^;(IoRJ+I@A&)cAoogtE@TRdfhC3*sg%pz9f6zQ|5
zI<NRzBjO}9aCld+17-!wHY#??E~m${JR;j@HAoXCqHbmNlyUr!-m0`arML9HHExF}
zR;mx<4Y*N-opj&oi2FcUn|UpbPn%){L;c`36~FBxB!)aXK^FeiA~XtR>igvsk*2}K
zArIOaU4$<PKJ-~k6oq|g%lv#V+zNZ@`2cO@Iwm{twS=qfq8#odljz+lq&-*MbJw_F
zIlj__=r~XOj2+>4i4q)!PEF|A3zpHy|1TLoUDoFJL)?Ngl5zp&_HZ-%iUgS8@}LpT
zcRH>`0||Maj-WnUS)C#jx6}K3CQlcoe|j@FJpZzJ8>*XPcJ>~7%)>f9hkEloLsQHw
z?a44CvA_PHHK;|d3m<E04sAX>?yAzitjq7$8E>k5Sqbx`f+WE(<mw)B0b;V#AfW-o
z&EvK4nCU>$aLa?gsfD(laHqi|65@*ey9}!DWcL%F;tXsF>LScw&r(fKiF?X_z4MP0
zA}zeY5~S7!6r^=^=jNQa2#iT!ylmDy--5OONhcZy7O^Bd(b8pLFE{$6L=kMBF$z%1
zHF2G*D4Xck?TVM}QOK4rDPtog+L8upEjybZ?ib?=GrAb*X=i}|SP;lM)B0IYC+p#P
zaU?iFrJQYFp{l^yV-GE>)YtgEer;Uc&eG4gVWs+rw#zyyR&tK<zJ0#w52%0v-e7Ql
zoPfJMA!?W39=B%J<{O(35&X0*-v{|_>6D7E&&_?3wJl6H*}idndG5!TfoNtBp&qhh
z3WHs4uA5lP^xTTo6g<O9T<u5BFW)q*vwU(g4#JF$|LXG@2EM970Q@apPl0V3d4(t?
ziHO*aU(V|*!8`$vOp`7y=FXpwX(YIJ@`MrCU-k&K)+`*;&!Q}Af!S5FMl-AI5WOK*
zyZP3K)3Kayh-GY%T|B=UaE6ba1hVOmn~#dnXL~N-orLAK7rtkhb5FvRFSQTwXkzGg
zvA&40x7^wCRD)QGJ|qn?#1ii|Mc!v#uWg3_ea-zoW%K~j_qjy<=MtTcljyelthXf{
z=5+yjzmp#A-|tFUh8UvPs^#~OG>xn^P<7B^!ec)Lv|t}-|I>ceGY>kk{vqtjwj}Mn
zuCsihrB@~D_B`&xRlnVY0DA?}bOETXbAOkT&pS%62lORyXapd$J$PTmrfw8-efxje
z838BTN*;~8bbtCTxfCF0^m#%)Wp{sO5nP`6`17GWs1useelOCJ5qY%A{=6uYnq6*o
z@wL~)KH2+>Y>``TcS3;05mUZ$>3h;&Y6cu7+%po|1S556c=JPx-eG2X1DcA%NvH7-
z8`o%mSkgWzamnqUTk_{ml;qCwu1}1JZv9&ba2Vi5OFeLB<#(qjzXsZ6Ax!xTn1{VT
zLi8r=5=#fa=BXT0G_(hUr%_-B?~5}Ckwe^HS&*%Q7tBjw`|0<9Y7!&mCrfnAnpzgy
z9s9f9EroC&;BuMI79LQAjfIx3pMv?e;j->$VnIDlx12g`a-f-Tun?WpYruHD?C-&r
z&O^3^aFJp{`U)c~DLspW<D=NqBJ(&tIU~3oXnPs;rc+O_lJ4g|z-uy`yRd)c^cqBO
zhR<)w6w9m4L`6L1hoDa&;VBNMQaNQq!hg!6+Z+8g+vx<QD~+@@@puB<4sWQ|%%EoQ
zMq_12oKjRFy)VDjW|w6ohL+w$w?;N&3W%RtY=&hTn@lAX0Az!X3wtdcZQ>`kNpbW$
z@0LZs4BD0NbGzinJiAA=dgbH21UB;x-jYW<DoAhy%yrQv?hv_Ow#jY^I%Va1p~Cw8
z2t!={cffMpv8mF%`gmC{p_l($3H?yRH&Ew?a2IytF%>s&<OkubFeC<WP>-Ki6f`^Z
zl$9+!sAbG>9IH~}l*ReOLv6Hv=9JcSN+~W*;(>dw5<bNfI~QSFarX;f%klITYUG+H
zsQr?9_rND56|UFs_kphe_4~dSCJ1g1ow9CrEX;0rAavKNT$J)uTjuEyr}MwFT)z80
z2A;pD48%ebd)Q}~Lry4rQD9zOBF#Tyl8T+>)a+*Q@*{VrD`oldu=|*Gncq5tm_&T|
zQLTTKX({R%)z9<JzfpHx9e~<<c$nGv_Xu^13|>*;H|$9)5v<?=d~YT;AHs>*cq>vd
z5gY7O7U8DS&tpy4$vYKS6+x<0c!|+Ci})8V*9^F%>FX{Y2Br5HL#nS_zrVz-Ie##}
z$~buvKMM}Ngpov4YPXZHJwrH)l?nbKpDp+B{CeRI=SHJv=I}NId7V!fV?N){9)?|p
z2uB#^cvI{$^QV?4!~AZ9`bo|3c0Xbahlh{XPN7|fqZp6kcgl7QTyx_0Cq7AB9gZKa
z{N<H1YBz=-Zk0ytclEtBX(HJc@2&4a#`Jmn7vR@*I(E5%awEbZT6Vu%SNJkN_`Esz
zz_UV!nmvJoCH*WF%l@nk?{1egV3S)!iY;tNy45>xPqSx=&xa4s1_zb9BN%_MRkGj)
zykEEE;AY~hsN+T0yO{>?oB8Wn8mXe=?`r9>vCeOm?ACL}__RABTD1#c>#fM))i>_V
z8Q<6wE9>LBwy!ETD^5sp2;DCCg8@#E$a}8{PkafiAvUA-50hw5ahWl6#PXX9L(uP-
zxkR#>`$+!q;P&<6mzLt!gUDd~O$;r>%t_^JE((Q2{5dzRBf4bb+HK%cI0Mh(9o_!>
zlNE5=a=?cEYRgN$rP%y0y9oqJhEn*Ujc$XNVvN(ueJf??$K_jT(|*^?hPjZ8XR*iZ
zffFl+z1uTUimv^&GgJUEt6jl!Xk*h4Zf)0jvn0C3E+la2f>;ri^ve_AYj;S;FVfS}
z+$HcSxo8B6!gGUwsJ`V#<EKm+I9-7d%44_!=a0-S#DyQbf|@69Ti?Xq%m%_t9ISDC
zoL;q@P<y@}aC!<Cy^LYP(?63COR>zXI6Q{pu1Rq$Kz6>uT;RycN%G{96ALMjU)^Ep
z`O4_#exJ{ye7XZdJ%#J%spK{Q5Xso`j-J_i@PVE6`Ht8Qs0WxD#td*xZdwtfxFDU0
zeboJKPYm~F?-DxmHoF^49KlB`J8_Vsq`v?0tUU;v_w`P7`v>bHY^Ew0GG35uaXRE=
zr|&D7#rYmo=IzJ5*4*l_J2UkTdA}W!X~Nc~$5!DV&keu#)e$Jfq;&I`aX%f)f)oGQ
zC-(5n2oSxzhktUR!mWQ@_4TI2(9@xPNo{%-jced;`oWz)w{7Cb=XN?5+nJ^xOZ@fx
z5#Kuge%Vn^P1jiegBHbd$1Q87-Q~e1p&}vYT^WWZ&WGp4A^pg>IC5$~Q{$m)RIkSG
zJ8>wIBOAy2^G6p<+7_*n0;UJf=Ga-BPcfrkjTEqK-hb?epl0dogt%WP2X;#?LXq^5
zx?+yG%_mZmjrX%2WcG`uxZvG!U{Nqh9k%OzAJJQN-;tR>%<rt9C8UDDJ{?dZ2Hy|w
z(>M|PAj{dY)3#i@t@=_FK27Xic`uSnX9!Gd1ZCve`tpstg}@K*`h0b_>L(B$k=3Oz
z38L~5O@`_P(X3PT=MlGWx!GuY5y%kC13}=sUZXG+nihL2MbRr|jb(_doA0{u1`ihS
z-dvOG+_~)z$DfyR_^)@`Q*2AfkHlD3yq5YwB!3axbJmv9X4(*jzvsm#oQpv_rR)sP
zaq}N%vMsd;rNUPy6|R48RPjyI?w<UtcH)ri4d@O<x1?!WqvNR*r1hOm>4rpQIgDml
z(#E63sIZ~y$HMM3M8;15{oRF5Q!mpo=Qw9o&LhwIP}r<si~%02+!J1XkIu3>g&|LW
zcQpp}Xd5#HbG&@k3>kTlPpU?9He>L6U>><UZ>>i!d2_iitbm4ooxDnJ=2{*r-_@c!
zXEi~1;`0K7OM*Y!Pi}{u+qd#mq**%WFoPjB;-7q{5AVhq@j6}!PyGTHo;}5g`<gr)
z6O*5Oc6LUdrdvDM9-<v;@+j!-5e&IrJ)f{pjOvARcena>RiDYPzN+3{I~3<Veu+yD
z4;S7iC>E|C<$*#&;!=C)w*%hlyXx2=z-27nPahdI@68V}WvOj~k6mztOvi3$cG2hk
z#_jL2O;sZ)wMt%=!$b0z^Nh*UDwUsJu}TF39!JgH(v0r7|Nq<d>N6NR#}?=80hS6s
z{*Cx~@DE-BvHtz0L390GtYIq8vxW;0POL5xOiI$b242DVi|oV&U3#C9g|s-PAlHzO
zF&r^E(6l~%0O{U(lkGJEE>Q;I_Pi$@d)R<1arNLPypguZjoWt_Z|s)s-StnUfcX>y
zoMrpk0qN=V(c`V%V#Nprn*yXUb#V<+jkqUmmu&u;`bgaAd)XczwiumW*e^~X581&Z
z{K%wCvJt0^YFMAnA0I4-e)y8?W9(31ue`^Jy`O!9qAnQ6I?nl`KPq9|jeK$l{9uQJ
zGItK{)cVRx60DuQ-PJqt@dZHI{`s61yz}#k&5q29KtI2%@zMMYnk<beimE<R7A2xc
zqxSaog18!}$8J|FXmp8RmeWC8?oDvReNN_BD4@Z#1)xT)cwReYY+R;qb^I{P*O=eG
z>mv2H94>{5efzv<6#P3pSycu920JcetBkxM9RvAgvndJ3)S}*mh5%U#l(-z*zTbll
zxi|C+rX!R`<-P1hhKiCfwEJX_%zlQ!WC?iB+f>IW+&DkNH7kJ!m1;ti-W*@_styXA
z$J|wGbbc-;B2i&hA1R|qb9%l>^WK99ZaBxo7yA@cqz^fpA@`nP-|*h2{de*k<?_Dv
z;LX4hHmlU&SC0o?V#8hkL^s0#sJxf+>VD7)bNZO>hc>$Ckp%NS*>f+=DI__#VA1WD
z#)ZEhs{Urxs-axkTVrGc)U`iHXgU$L=Xd)V#~a3GJWOfF$Im3?pRwf9;PYB7qlzxQ
z&YU&d`KM`GZRuAakBdwWALsq#9rx|PicsaEN|MHbg#Z7IVI&x4P>C|~h+#$cP3PTR
zO8Q(?>(AlnLO>#PMH0JW`0=)kV4y*~8|T?VoYZ4-X_<>Kn!&i(4%zw<va83njC5ov
z{;|au9=;QJyMi;O{YF`8`xA5zx_H(Qn@P@RYH5*6n#TpgD)j}kB)WXtA<e$WYQ00C
zR~LzUo=0=%XcnqE&0BReZeS3a5;6Q=;9s$9I+oi#L<xJfE)V_%jJhMYKWmdx-#;OV
z^an_VV_HJa?!U!O4$G+gQ@vg<6PwpXW$L0mH5QPuXCnX6CeG{HKD8SqmFW06jqf7V
z21t(4(*~hmkm^ShSj2wAe){r58YsR9`kDE_pb>J<iN0_p<UK#U(ye%6ei_;M^b1g$
z-bNhr{DtQRs)xInGOvxEt<stf&mITKG+F9>lDk0>Vb>6MvH{Vi=SKPW!N@ORIYngC
zeiw{7x4F@&qodYorYHJBK|ce4x5pUm#kijx_(Yujoz3IBBy~3KqRw^U?ygYC@m`B}
z@d+F%$x5<fzP$C9bbD1enTZLhz1<5CjyuF|78JXz^~AH!-Dj<DE~eVg{%i`WxZzHS
z(EK_%4@b_vZnG)(F#$nVucgeQG`$3V6m*hJZ!ga~j>>tY%nMeuFGNP8%c%zG%9`}k
z>)FJ)BlG2@za4D;4X9l%{BEC|4q(*g^SqlRSjuKz7{ru)^1IL>2%X5Tc2#epO5g!#
z7PMpGCPh*jJDl!>7TnCZ#a=*(Bm@jjr24$I<7wBn*!9)bWZ(BJ<PyP)V+;R8+WG5;
zyN&tWUv8(1E&KZp=xc?@ji=-_#}JvDS8OO-?#;jEzP%3Ki%a&SyO%$jx)g^G^Rnqf
z+vxUHZ;+47u2o&``!n>;8Qej`$A_@&{|xQxVFrKsLlEyJk%rG)W-)tVZP`n4EqEgJ
zCDkzbG;+0+=}G4mlr!tC*!e^5BkNe%w<1i>^4&zPrG^si+Cs}m?R%VQ$K+|BlHeUH
zEntLW_|^KE<B!pNx%`UmG58#PeQ`UygTFvHz!|-dUc)PPPnO7xsXB<*lq$5?g921a
zX;m3+E1#le9NU!HnbqM-9ghY*EPO*!l>~v%E|mgVd+k3%TL<+1><0)HI~PGf`_liF
zfGFO=I;{APeDH^)YrA^2^Sv%#dE!%)MSZFs)xm-*`XD8^tX754QR84yWBnTgJidKm
z{!vKCejaiWH@FJHN6(!5UAiMIv<-9Z>kUCWpl9EG^l^>vY|&surTedMe>r9$52a#D
zRQ=EsX|J=8F7dW;n%b(9Jog)jRo%X1hg_xG;*gZ1Wq+s9;>9)P@!o(yyQ{0*AfMVd
zo^BP@b$jD_-|fHa%VVEp(4bK!Bu}GLIyZ54O<?o;0n?O<U=v|VM^6hlJH)fec)}xh
z{_>7hiecQ=mbqPP;L1L-!;Ouj4bd!uyZun?uP{{3kBeS{{!*G~TXBs?S1WrP7xWbd
zU~79tcA=5m@>Q#-3lfH6CZ4~;BmaJr&g#7|h{f#45AG@Zr6fp@?BO%r84LrPTdOcI
zJwc#^i!W%c9(Icl)Yfdw6rWW_zDn{iAgfq;Ms>lY)>`ZI58Y`xZ)}#TyV@j`2TVl<
z=jX0d?LBx_=LcPX+*lunq77(h$2!@UYE8KvfBsKht+rE=#=XL+r0lD@FZf9v98V%u
z&KEu;CK@1b_7zt<`~$0`N*3qwn9~3&ntqc~7Hyx|{AJkqL0#9H4Ba!az3a*1BG{jH
zkQ5)dV8;lH8cX;0g{-GoC9|D(jYRT%e*4i>xMvG!hB&K$9tXj-#G%!%FUX^#K9shN
zb(H!~DW}cN((mLZmG+e$JzjYNaghnXyLr65cQ~T#KQYpXG{!jxt^V{@(VVZY{jN_v
zhuyx0E3-FL(_lRiz8oGRR{_9mE{`+zdZhH?A^*@5vCg-{ID|9JyUP{biYu+Cg3^+T
zl1!!Q1vC91@F1?gPvqZz4-2=yF}G*sLI7eaRr}Xov=tuqfFbl#xaxYGR!hjNhp_wJ
z-QE5r75&w_wqg2xThzlDY)ZO+Z{FZ$8GK*?&fC^EJUofqTb|ek4FT~LU6p0zm8VAy
z6~BgpT>g2C0Mt7siTkuh6}ZGU_o!t~;qOd4_MTVYnHY~&yuOFLfA-E^BhUG3xom{&
ziP_`k9X0gUA8gMUAeCpoNW69SgWgj&HJG_Y9Of<tCyb05i?D6pcechmb+ziy>wXUJ
zV(2I0B^B;Ny`8=khZ>2>?Si^uw5w;ETNh9(jx6Oz&2J>K?jlQnfD5h{pStZHapR{D
z$~onacXi_;YzH8WLIS3+`9<#<n*(qVncaS|UWY2otNaOQ0K*__KQf2m&hM~Sz;Nzr
z55%)n6VP80N<g2WJ)3uY(dF<q{*HWur6!4V@NEZZi+po-_T%?^meyA+qWMSqe3_&B
zO>*9AE-}P-PA)iFxOyK&#Q5Lf25osUiSoii<aNsOgA)4K`gl*CTpE$LhU&tIpl)X|
zP9akbUrWf@#lhJgw@(&X$xDmz-gBT5Y8Y#Me%DkWgI};`o%q>B_NCUf-I5f&L*s-9
zWkTg9>SgfiOa3kH-2E9CQZJxP0Fu@{)6OrwHKzIi(7A0s(|vlOcLtgrk}+@SfS%ja
zFTp`))B6I@Jv3n^W6+7ftR%JoL+V}Adif}C1_TGoDs_ibWf@uZ$?s8npy&CQu)h?-
zQH=LLy?i<z9YY;<DE#_w??GOi(yI>S!QImhZ`TkxAO1EP?GIWSJksHjbQxJSn>WcG
z{TafwIdz_3vKUVajBE7=CDIQ7hLaApZ=)YC66|Jukj9^tRHJo*<zt`bdA}caeq9|7
zzoErfvUi)3UxtgUQH%hlE92we#NrUx8f^W;$`78S26EJ?jrQKHEgk0D{|0=#-Mt`(
za?KoshYc0fR<-s!zcDS3R%5>7+3iI;u3H#bYCUTZ_EBk*ch=#PkdMKUuW@RLo6PhA
zy-9cb9h;{T_B0zKGo<R(O3vD-I)omjDaZY$repxxEFbBCxQpBsodij}W0)LJaAKrO
z4aC)z&u7!k&KAMwv?e_?2Ii7Xm2Q!ma+`W>$<6WASZkKP@r3xXPWE}T?LG}}(_%+g
z<ZqkT(;G8rbn9i<%$ty$p}BBhP{1W08n?q|(=EwEMXzz|d39CLk}n{$Iz2I1=G)mv
z>fhn_TM;yP3{9gyXmP|04)1><7Qcli@Ip)b<L(p1%>9?&)-L|;!c_cNi1=y2?%)o~
zy!1-&N-_eL#2x+i_J<kI29N!$$Z{r-AYA>Zz~%MD-hs|aDYqA{&rUno&hP!is2&mU
zS8z_7KZ!Za5UbPsJmnhtk#xGAvX3$D|Nn7b=J~AAeaYynh_<i|c~S{|BDGtJ=JM&-
zV0$FecYUn2^ZVHg<Q${=);;Q~%rtd{v!kRFI&4J<e3q|U#Fyu-3yu812#=7?$HUtq
zMjKb!OOfD=5N>z;N8UDFyr;$K&b2Un?~>D>^2S)7kGDvrw^Q4C2vUQU*_AIFi03#X
zWaWuwNG=1n^KCCCqe!nLugu5sS{^PRHEn;(RTb}d)+3$i+{?lj02x?_c6cGS=I2@x
z`^#`+RQk0?HuT~qv_}^oVZp)aM3$xfh7W_uxAPRt#13KOI}T#jP3yVjkTfFx)^6s4
zPQ<IO{kqi=wLP2q*{EQwW!Jq((%Q$|;WkMkSn!WPyqk!<bqM-6c4oh|f|Pc*p3Cw^
zI-~aFCI)L?+x*q*c&a#Q?QKvowe8+OkUgmr>sJhI!^SHyggXMqL&zpfabZqh_Qlze
z#5{}d^i;-m_3t7%!k`d>0h0EvCesTVIHQxV>hYYHKgNHq<4r>P_d&QJ@W{<1ho=RH
z#F)oTJB7bBF-<J}D*DknSK|-~X#jxmxPU?%V1rJw9Ht8*-!3mWj_;RF5Ro&UpP0hX
z%#To$A(pMA19J6?Joz2;OZUO1ZC`VyK^ixfYLk9_De?VkF*N=_)Wd58{x1-VmgOP6
z7UQOsVd@I~(c96x-hOq=yT=(NGk#?noUV`6mAguP<xd(Qo+skPp6SzJc?OO9toCE5
zSRR9X_?7Zc+UXASwQ?dcrnw6;b>jSf+!gO(S`i3Wf0`!C!|x$VkyE*~Q<{NCZ-=%n
ztD5;6r8bPx`vMVv^C-VOg^71&u7OMH5lMONq7*0WNYT4$fk?+)(qgrq!}8|cS5m9{
zZO1I(#GxHEb9mVUqgToU-{{<-eLV_TI9~=&crJ<<`;$fyOti}=cSC4bH1=;5Ek~<!
zw$YgRqt&4pUPR7I`$g~dtjVW~Um=k_9H&HL1$g`pmx6wA>hX0^C@T6T7EhfLQAnpy
zv~SsZW`7EtEo<!O>MughV$s23LD-!$e<hQRdzG5H=A5h1Xk?+^CtRUB)s!LLF&PCD
zBA?@~SHHri3V*))iNY$5s^SV8z1~?U>&?3Z4&(7xt<S_4?H)O5?X!ppG>H*ld%uLC
zOjFhsv&R%o`Eq7=b{AD;w}QqIZMmVQ2X(!qq~u6<#105z+mFxt!AFSU>Rv+e_?}8k
z?)|7Qy3=a;h@Wy5A?hK5b+pK~5*h!lq^-SQZ?_2>KZ-=Dm}k@6o0WJ*m%D!(sOR`*
zsTYUfc*@D=q8dRZYwM>{KL<t(aBSjC$RwMm%SgYsa@xHwBgNdm%uP^t@qO=5&sl%i
z+dbESgudv*?gIO!NhsPM(r<b8mp&}nNz-ov&d4JW#sCj6wv1B;k>88!FMbF@Tt+Vz
z`tzfoo~)6jA=&5vxO-j1rTHQsFFckku(hR}HLf2HhwsLTZnNJ}Vl9_wdet<$3sOg;
z5D;l3S{!fr9inE3_4G-z(l48szh_!0_<dd4YA%<&A5tUEP-luEPAWUK<wTTmKi44^
zxO^4cb=`H;iQz6ZjWW#*rB4hbFXL#_L64i9`T{xHO_sB?u6HDyS@f-`>KmPm`yfUX
zzL;FtIvUH$A4Z!&38^gtuR0}sK4!ZP26kU?8U#HC)gO4a7)Zvb9&$Xa{h(8{)2T`D
zhg2%>SljgE8F10<S(<A6z=!-3ZGj^QC?eD|a9t;}|5~gX1xe_rI4u3DFKh5>+i$w!
zevzw)>xk>TJUX1aW9MdsTHEJu@^hbrI?#=?0O)RC?x5w`5{YJ^+VOBxROLCKVy{RC
zcM7KS{`<4Gb_%|uv-*0rJXab*g=^<4C%72(iSmwv6}4(`cDBQ0-OBb-jQWXoC`Knc
zC!nT6kRA6(<zloUgKBXSatIO1JSvcV=a^;IH&IX*lx5H7i?*b2{yc%FJ3x+nebXpK
zn0tgY=b&^C7xHA9%V+6M+xw$gfj;}k>49Ma*pj?-)|XoWp|c_PstGOeE?bE5Q#<;L
zq_U=T?C|SueIy{RoJt7+2F+ta`EzF)e&9SmU3h;kYh(0J)+<B&0KUOhZ5^vst9>yk
z_uC8cUyk}^tC#xvg^>K#*7eKDB%m&TDAu!GXRu~a)rF0xzryxpKkfJB{FA?G*I#Y!
zjYpWiTU5rWbn&kIkVF5bRux=(vC}72h-mR}jW}6YLC_hgU7@KzTq!&Oop;;~G+CIX
zZJ<9%^06e&_j-Ij-tkR)bHG@-5{2^)iP8@0C~aB!WO*s0%#~J^*PIeP74Kzj?=UJ)
zX&<emEdbN|77Q7*Mk9{z@UBM^-w59-x8V?L3wx0|zjF74>7o`s`)ONC193eRfqPV5
z#C`1!ut}}O2|nyN<^QxSgVbidJCsM=Wbi9zKc5KOJ8R<A%Vq5fh-7MiR00}3Da<MJ
zDSV%U(tq4R`@Z%Fp<G}7!k%7b*JAvHi2@Br`A(O<pVcMqhbHoi{-*mx=Q9%@p)La-
zr%d#%>up1Bw@>s}{liP4j(K`Y?k}psy$!$V>63+fYA?g|seh9}y3*QbD^6uPN|GV)
z7V5zi>TKHEQ-PjF#}^5R<SZxcPtfS#ZS5Xjg9T81NS?)~F$^E2t6w8^V+;}dqC{t5
zuRqQAJbcpq0izD2)v8J75bp~R8QGdl`(-ttz!If%l<^omj$_1B>@Rbja5dJ`(wU%S
zlQ_@_c*1+pNgP%z#2!e3p+gj1s&0xJm-o_j=e0b`l0uRUq^LC~NWvvNo>-;x(mLYJ
zv2f+V@qsEfl~4Y|OwoLAi@R^CVgF1?&5pt<SYJke)Yq$4!1IRg5DC884Kes`>LuhJ
zG|LA{sW0{0arfI<DhBmiz?Wc%N4V0FU7y#{$s(?t`t`1Tc#&IMYF@h}*zb*lpKw9p
zmd(z&moaSJ{eB(Z%z^fbPR1JRjz;wlmR8guPE_PitLUCMh`G1Zq>yeI++7pP|GYT|
z*mPR!)^tC{$xhn39zoow95``{BH@i|uTA?^ktX$J2Lmw2@7pP#KH>?rt=c8Dr!>3+
z0B}-nKz_x0g);u2BXELt1w<6`wKJsG*948;_d@DH<gJh*ckUXIbEf%xvGE8Vxd%M}
zBF_xn#tzE70vnwoGqfpy&>tRM;&ff&$%GIz8L-RFnjM1$JNc)+RgVbX#Di+I1%G@C
zJLkw67%OJG{r&Ibrr{xNe{YQP5M7{NB(EzWpPuXo75gU2^|xP+quo3yx14zy(q^I7
z9c!2KW9Q9aD#Z=DuBY`~zVWpjAe_C4eo2N6((@t%h7nJjAC)=v^9Z^F%9?}bXgvjj
z$Hl%4f7k%?td!*^0q|@~MdZJqK<AA$hlwX<m}zj{B0=2_XYF@w_xU*oMXI&FMMpPh
zc6i%DTkXa(;r4qYyoI~JF3Phyx861UoXAs4wQ3F?t)RS6hJu~b+Wa#(Hp?=2`xEsN
zOGh~nUs`uk-Ph1BLb3kI9vY1#v*+gSm&pHNs!4bA`*mEkzfoxqsj+GUb+cy@@T8QW
zzOb)-A=R<iVeW%76;EaSTHS`*5J7`oFAdnC(n59Eai4cTO~h%E_L$ocAJc(x&ez+w
zj{`s6Ts(7X9&PZ95+z2=#pFv(iiTUeQ9~d5;+>p!tKVi^HTj`Qdaa-~DP^T^-w0Iv
zL^usIg>QHW<iFw+{fgr=P2LLlk>CDyY>sQxA?N#<<w~F!4@u(O$gKU(<XA=I#vvDx
zZbX<`j)rN}sC9a`RMyA42eq*EbWG#}B30ktu!PC|PMwj3CF$xVkzxvPl25&%aNkOR
z<<^y@?ko#bBPajvWHL2!v+@*oyyKVn!5Q%;)~B-Q_OB>$lY?A-*6B5?Iv1l#b!Lt-
zvq`A)FBezS>TV~V%0$N8tvMgWN}1j#Qq~=ZaemLs708wT5j>-yi7>OzsBa-9CIWjL
zgMr&o&gDB(N&a=-JBm-CA5XBXgF&s~v14_Baj#C8@9w@NIl77ZJ`wH*%TUbg?T2Eu
z>qE}c?w`?3E$~@UM^LW()AJk9*{EHVmgZ&+5ZwA#)hIM^t()%=2QNAl1Iw2y3>_9V
zjvtMWDesrkT_T?IiP50~yTxDv9<PZ%k|J2u)U}gGTVT_#=Jwb+-HeCbq@UeU*FPo{
zmTOqBRsS?X3?OFQ|NndLoPq|)R}Q_$=TaeTF#utx=tz|kdZ=&Nf%mWi-;-W)C<Q7$
zE%5g6fl8<MfLP4tVykn2>@jCua55)<dk#cvfS%9l4dfN2qJMDZ75g7&T>Vdv!G!<K
zZjVn{RYihTY62e8&&?_+TOT_jzh>eW$$uif#?<4?G}-CCR*0RPyxRc&cjy`*GG%;V
z`~DzXGY;Da;(6VRh=VkCEBZ6<xAzCPvRuQn@ReP&4__T1`aZmLmZZM-TnTmN4y_`#
z;eGTrf-z2WZk>dgX?!u4YePLouLFqUI0hXMym*}z>fLBW9RBR!C#QY3X`bu*Pnsdi
z?4@}gN1U)v^g>Ha4Sdf!7X45j_`*I4=TADQ@O5d-n~dj)sBT}Zq|uRgcfP+0{zG67
z{dB#Bl9{2{!8D)O?N@%2=b=ni?NLr7qM+<f&8Cm?F*-YN5p(^~j<h`<m%_`K`}#vM
z1Rhj#O!z|C^Ifu)ivT`FPTBpsVP*hO5LL-uC#S5ol1RC#4#oMqhZr0*52kdD#xY8m
zmHm_>UjFIn@l6$Ee--E!^1PbDw#MN|ao)k>CKmE<$(smZNap*#&!9Fh{meR-rfR9+
zr^|AB*p7W`Xy&d!mQ%Xkw`?XYO@V{jtO2t4df`}wD;F6p!dcvYf8gRTqlV)~_`A+*
zuOzzgjVjB%{DHE477wsb<~f&%_sd0^f0xE|fgLT&IF%2#GHnKn14bV}K-e)Pb|)G1
zrWhl3>qqJgn-l4C5~dP2nSRrK!@se}8%}1%)Vb}yeuw8Q=kD;H5H598gb-1@)#>Mf
zi_Tyn0HBnN(|MToXFkmy_PQxUPKHh-J)32%Pza1xr#%D8O1sSQ<6W6|^xEAdSWoQZ
z@rgG#X^w~8V3&XvoxApA0<6CxT73E-%CfwEvh>k`P)=xvOJw8B8j#pRBT((|8+TN!
zj0~V|@2ShaYN|QxXqj%md%6~~ptuTn<?TE7^I7a<#s%Lx;no^2-|Bc5++QDS@%smc
zr8zbCKrc8l!gH&QRG#T($fC13=4Ei&J5Z!gLibngAm%KpqM}EnTewdp;k_TCHz#va
zG}YyR+S?;RQF!3@U%w12d(&|=8|8ybUvAkq6W*cVk=%)zUR%~O4G7*D6JZR%Vzf>@
z`7JUJW=C8sHVZ#{UcYO^tGXw~EZ(lREZiRE`@Nt9Pfe~F-X(g1xZW4o-Ooa_bD5@_
z?!in4XBrWmLed&vb>$oV-i(fi{3X%PbpCUQ&9S~)X>1Pxh(MMST+ktS+(g?7hCNXE
zj<DtZv2370T0gw`JW;b2mq7;pzE0iu%sqvL?{bdgFRHr2vn*b`(h*}8Q5IkA=thK5
zcy$sVvga;3>dzVN?}xZToe@uyr*p-5o^r(0SLkEt$*g#^tpKjC5@-8$O;#~S#&LGa
zZV;~)7rVPda7v$k%r;z@W1e;k?^_V{(iA!!v0!9tSkJK>s?+7CidP>ckR-U;b=il<
zy(I{`R%6$_CmDSJeWm0{a~OzW3p20Lw2;3}y}>lf!?ezr30b<w%=AbJ=*l!h4922n
zz9+Dt{iATA*9qX?9-j<E(snmzF*OxzMnV6UklJKtfxmk1-@q|F4ab%DmPQfh<iC7;
za#mS%tZHcl(BJ<$L3TcK<O!xsv{9*fl<e>!BR8{lY|V$W&;&J2kPYI|v-X<9SAQ#B
zx3l;@F^3jwoA+TljNDb%9x8t|!}LDnPC9aGh!apaMNAcTNt(~I70|`0nVqS3Hh^|>
z_-j}`q#BKmE@2|GwX!qP#~*^6+rE!iD_h_(iH|Ay6yzKDDlulU0(jd93!|gg+`Y>O
z8}3QbuXkAm`^Hb2EG{DV2!Uh%`B(#ErqEaeR<n$s>wezb^|nrsG;we_iP~4XcE1>0
zpdwQ4Ex~Vz1lOo`<uTXR{>RaoEvc$yQS^(5pp)hi5D-KVQ9xe|q!*+U>3;ZD^Ak0*
z9&SWM)VcSZlWD@<Yt1>vya;`Hl~ZHypH05Dzzc}X6ZWG=m7uMkdTC&5WutDms2TFd
zk5f!Xx*F^8;-lEzA2s_S?$UFlHT?M76V2!SATy>b^GhS0>}RZd24%4xMh&E)`Gl*j
zXxVWy`5q8^bi#8M$e-I($;bw5XFOB8_BkBy>$^`PCXEN+#ddW#NW4<q^nvx_%Vs~S
z`I>oH8Ru{q@y=VHB<4LdO?Y#cXZ{NL^uBS>RDQn8=SlV+uFAGmTxPkVyB(goN1~z9
zMR}hK-S(wBEdrag!A>~!2R~EEn_Auq{Syro5H9ju)5r4>kD~Vqr+`BI>KwHG*$)wX
zK`CSQFcdtMU!<REbh<FXyfeWi5N<O%bp00=;DA`Vi1|ehet18>xnGXMPeDokmZ0sy
zRSlS`zx;O9Xre@Hf$;iWRxACNeiN0RyIA^;Bup&a<o)>1>;5f9=|jKd5Z!nUjh0RV
zYb;cQj3@h!RXmH2$I?vbE8>On;2$nX-6v7$yF~*7ceQy&(BB5NFr{>R><=7=B~N(N
zlVZb~v_qJK(r+0M+PBt!j&ZRCz1@^q=`!|S4X5Yxo89Y|PQ5m9mzf|V{VoP!zwgC|
z-DY<#%*fNs+{1rW_<}rA2Vc(*tFP)1aG8B~i~a4^YDx+5Ill(nnI9j-Dn97`UD&g1
zqj@@i-vGx}y~9|_ezQ4{qui&i*D}*XXT{$k8DdjrZ9em>qn5`daH&FI_(v-;AgtK+
zVM*NQ8z8FHa2~_b9f9#R1o+T_$9b9jsTzpQw0ESu`}+Nus<MKh77m!|+x@H*`7MF_
zX*c$JHL(u_!3+9qL-4QC#~|G}E{;H462^nvou-)Gv-2smfSLu-?>vp69vs@IpfO*F
z;#!`&c>sc3AIH}$DTmjtBSI~@$|wCf@z-qT-vqY?&VJ3HnZx>3NDqF9aV=V>9g!%H
zRFS`mJ@P3n$Hz?QQMPfiQVx{;kzbqR&p#`d`ZxCKcBAU;R2A1dlP5%f9X;zOZ59G!
zr|>XziSpG*;)Q#3`ia-CA!Dz=gtXY<Pw_JP<iY=JN_Y0JC*2U_lVPA(c!MU#i-MRV
zxu`jfm~FdqBT0j#lll*m2WDgWu7Vtha(c~y4|W%U{e|gsYPqYjGC7Um;b|$lJ-RBv
z{f2F$aG;F$U0+ah#jqA~^v-QP8+x93a};SI4fRz?p2I(^%v7brb#%NrA5O<`-`>x-
zaat*FxlD*Yjyg)ScYR0-A4`YfrK&WhfEHfVb`hj_A<sA;*xdvzk+i7Xdih-tMxcT&
ztN~G$aF6N7%VD#MmrSe0+howdEFOg}Mt_Z=_(j!=7O)(WS>M}{4xoURtbk&-#}J?;
zRB!MO4m$Z;wj4#=D(U$7f`Ba<JYz<kl>IfhxRf;RNAz#?`|a&@Yst23-Px~53&?JE
z_`WV-j$(`_G*{wlJYH3MPxhfWjOQ>uYDr4-@RP}Q=O?;(wXD<AmZ#76%B-z=0mvPm
z+($Foa#=kTZ8*5*zWf^H$+^|7wui#EE_Ke)zZ0?}oy{UShJn&KsE1>x$mdgX)z2?V
zJJO8Ix|gpDP4f*Rj~@mTq1H~~VXu1*YC86lG@<DFJgi@Fz%=O2eJ>RLQxnUAH+*D@
zrhWdbt#qzH>h}+jVJ8g}64$XF_{@%js(S(G+ZTo6u%J)C|35^p{u<W5!%Z^uN0HX<
z(Hs%J<KAc(U{A4yE_(nM;=INkz>b`Nr2oiA=i_LY)~&a81%tXB5maMGT>BL&n5`-M
zEW5HYAXksIJm$52dDJ^aXp*gtu4g?lH}YAzBG~Sh@5l1KUTm6_t8c-(=N(UFNp9Y!
zIPz%@cjnGSN}$Vgz7rHmF-G&4=J^YLic70d9cq3Q%U?<gqvd$dFnhShq}~CN@piH&
zgcfK2yX{hry!Z%uh9`{ThCd{Y6D*A7WVpYE2V@uN8iI*~J3W5&TbOHBW$YrALczT6
z*l*j+YdX6(HaIb>1#e(eW4A8%IG$5)-g{;2h=Vrkoz}xq%l6WTNEy^xdN7-e6#bDX
zEERNKBG5)kH<rV`ts)-S)&+<2Qk*Pa5VP>`okc{0#PmscXBjBg=EXmW^lFPqfER*e
zm7INk7Dt8IEdu;3yYtX;X=<O@>>P@;`1cFWKpey&*2$qy#YB!IKCDT^{J`nyp$}gj
zPb)sikE(dQ^o)x|_#1s@sV<MCf;+i#`3c6D$rTdI6Se7NsKsHuKON=_QJ=?qdF~$3
zBg6gwpCcp!QNH=#j=t4E6!<d{?=`%dlI<4oBJmV>7|onYgE$dk?M8hx*6WvXY*6cB
zt}Vhx4aB1@csF3HC!9|2?%rcRf4hxmI|{|sFrC-5TFS!c%)E9J_3H3_0Tk?YFkPn9
z&Ier+Zh71|7Dnn{B0vQ0lpJnMBgbAr#Vmw>cMWicV}7_FG0D$gS;_kJ!hMXmpY>;X
z@IR0P@P*u;Ke=;uSdOPY{C6~mOOn;B2TBa95ZuLP@N7PC+xU^P-Je=u#QH&V8x>)N
z)5KV0MSQQI7Ln;`hd32rPad67NAHK!r@J=2$MMa%_m<dto_r?fe))H<az=jKW9{W!
ziBWz0-Y@8Vo4Z$LV*b{!7WF+}@_M=1$@QCOx1&~HU3s~Uq<(pu@y#{Lr)t7%dWS>S
z|9*Q3!xr38>41aNL(c(#9DF^JsG}w}W6~em!}4~J3?U4OX7M173qasVK9?r;5&R6u
z;Nheb7!PRrSG$40Gb}O_iO=s1H4)D}qJe|a54&$}pm01>S-pUrJY5Z#3u=KS{O|ef
zJ-m9u+_EEDb_ub|goOMv>-8}_gEc0CZMbaT&fNcMeUD4FF!(e7#ja~$&vATM_f<3!
z6^kt7r&3a)IPk+Iq+ze}$;B9ohbOFSsme}Dkq0^bM)wDlBM9LM_N{__h&LC9_1|W7
zuZ&7_B4V~{PO=Y(cG4Wnl1`pTov)^L{2|XP5a8g}=%V45wZA8Wo$N(p<V`1=bw7u-
zp>Gd1;>7rF{4_ch<nSmIFM3veB*w{Fst6lO?_c~z$7d|A@6)qqyOQ85Z<#YQewrxu
z)(r=W!2R9{4>WY?>9)WI?Y-0CTU?6l&Yaf;M4E1ocCKUq3|*E77U4)s!CvCt|Gp1=
z0`j>`NY!c0dxFPn>)SbJTuCtCurB(@Keb|iube(*mq!6L=<VcZ$Fd*y)FpaCg^*;C
ze38Gr`^vJGcoqBQpd_l8o3W-3Al7i2q|(9^9ej6lYGhZu{3oaFCVpzUXKvS%rWBnj
zx1xFLtLAn_4Vr~a<XGvQ`wMS(SiWffOS;2VIuk|v4An}L8}8{4^U~V#jeM_d;}qaw
z>zE8HD0R%)!D07I7J+3vkrQ?TAAKI8diB-gx#m63mB=K&Vz|J)gHKp@D3(#z6<-|k
z*@2TTJkp31BqeC?A$Urg|ELylith(*sSW3ZXn;W4&$H)W-rbFPFqzl9>`XPP=WC??
zIzIPgN;vxT!Pf3)pZAvG#+m7Yd>2?H()vKyvU{RxmUG=RhW|SFmXJTkV(9^ckJHGE
zjd?CWPAd0kr5wwdI-X9>e3}ROhkTM1$Ir{R$w%;A!(;C~dq~`{ipT(J29lTb?z_GD
zn4@&%D`NSYb7*R92bve5JmrA;M3=Fb5!MsS=G$COn*SzgDb8=n$#~Tz-l}a$Q{!eq
z2p2Qi=h?LLhYxAPMV6g<Tn;KrzVxI5X+A!u&HjGB^lNzXPug>NI1PocsXi1R?H<?u
z&$UCiWp6w8W&Ro$!y##dQrB0DAu7u7A!Af!W;b7axV+?A<@jEv8vrmm0SM9yuZ3or
zUvm%@()frL&=rt(!&A%1Za;c_9)xhG9-7bNTmc$qT3T<s@GH(?xdXZT>(}(*(%^?f
zY3^>poEhng@u@q(kjdTNB~7?lPY=)P-K5!yJ?i^Welzt-v)ie)vH240Q~8OiJ@peD
z+NlYKyzWi51)+}|j~*YSy&wUBNCi9f^_h*U<p17R<>Kv0NAHLn=)y^qPgIP!Vapx#
zvd3b0c!g`5)CL}8U6NZAq}bN{<%lU*9+g(95d8q!3|$<VxLIc@zPV2(=hc2!9*CpM
z6VE4A2&|*B^nDfVCCG@PU87ZH$yM=9vaCd9*aQ-}L!z%5EorD44@Gbel0x#;iZ%_Y
zeFY0FOVRx9kb^a07$5wL{c`DyCLQ7f<1IJ(g>e(8V*jH8xgX58tW^*Z_{b^k*aPY*
z(oTa^=6<i)m6JNxl=nNn{)%R*KRC7CkK-Zgv9S&mv7s(x{#r!RwA8A){i;1t6PVh$
z@$r0`UHRm_u>i2Qd2my}OL2N)aJ!6acI2&FOhwCEc<;{5@7+Zw@KN8Hb<Kqpz*7vh
zbEPAO%C&;}>>uFt6#~}qj-2;9KL(ZP@Mfa1ajrt@4l>XOMYckbTD#19Q#hRJ9bUzz
z_o+?vQ>?hZd_i6cA`M7vG<dR(Wh;zCna7kD?)ZxU%&H!pvCjclX&{9}d(EucB$9Wh
z%W}cI=Ty!_QSR#YQp!87M?_IqgJNHwo=5;<blcLei_*N_q;x`9zBY--kV65?*Vu#s
zFp*EIr;d-je|YH@EOmRJn;gn7wmJlr(K>ncdaya~wg;5zVENuVD&@VlZvjxxnt6Fh
zEGa$+-|w>9p8&XCDV=gG27#pssjO2=Wh*n{5QaDsd#EoCO-!G2K@jJI1Vn2pk++<R
zh2xsQenriQ-fCD{A+lx{BGbLyxO^Xwx*>PU;kf7bAx**;jHJ<}bQa30e86Dl16f`~
zu^q|?g}q*+&(r7kJa^A=XH9RM$Tx+MULs3318xnn04Ad)7(WsB(@dDZ^Ap7Mki}W)
z@QmQn@p9rxkVJ|<Z*fL&12Zjjn~!33)K&ewdyb?a$Yv`;FrspBB(zgFo6#*M*hW?o
z+(mikhv6y=?k16j1TDg!LAwLAvWK#+{GGF0?C}=tGD+4i>(XY>OdKFt40j4*|CY}w
zdMtg>f`J25ns$?M=B#EnpD`Vmo1TGd-Wch==d&C8onVGYw{N*fT3=|GGu0E`pjiMD
z!=&%`EfsNcpx^4BnHiytZc)D7*ENp{B`p0Iv3wd=Hu6^j&jtG7nztGI=-fhrZqiqE
zsFo8My1i@Mv)XLP<%=D5w}mh+iM~sq=}M(@jl~(v3uIK?56*9<OL0NZV_$fKJR%4J
zCY`1)@5>E@NFnP!7v23SEqVWy<<av}bWqBVds*irNHx9G&(xx@8d^WEaN;~M`|b`q
z<|;apvVN@Joz=^H_x*MBY|J`Fy)-X9lk=%qK*t@BLTb6X7N}(ZJg-i64Sw^eGxbPg
zV+67WCoL&z1&aU#3HK@)XyX0ibFsvpD*FDhlz^P-vf7KxTKT0H{Prq-AQ1h)7?t0o
zU`fVAW@Mo`dc$t?;LN_ra$lAxKm3U<@YJC{x6R|LgQPc#Q?s{vY|#s|zq3Gg;^P4@
zZ&JQWMVBrCslb>bUSf)_K5wtmUb>hiX#BM2L%|C1x#p74gkQMBz311hkk6y^O)rtM
z%NQryZDj^vl|rwDd7RK@-H8Aj56A%>=tZkHQ(~bZT?sZGaRDmG-{*E9JyhrtL;U@Q
zgSyRqhE<I!8~BJlZc2T*Tp;wp%bz%TF+09POfq{`IU^%qlg;<ilmfGL6{~eA9PFD&
z8zo*lXlT?YU%6}+eVuKK)#dzvuih1-PHt(^_RN1Lv`VHAVOGV4m9;M%HTh=o6YG87
zn}d!*<X{p*zh_L_)Z)t^Q;N@~bt%$^%oJeYvI6;zZ0ip5_m|1v*7x!f{2tRT!U_d{
zVvFa}GI^5~X%?$)U4AB<1rCrv?7Px=qHa0mUb0<{Q5i009L$Zcv0_}ps$xBB9P~z5
zHonRDYMc?EW!L5RskiU~*YRV}9_w2w<QPGRK)rEthw*$hVl@{XqS=4l8~5|>g0r*D
z)9nYt_tks;23y=`*Xx(}6|^4AMzB^n7}IieT9712SC8wzw$<HcR(o~NlneI|%HLO=
z+9{wl4(W1bfN?BT>Pj{D5(G>yV?Qy@ar=~H59igQq^%_l%)Y-JwCc|rQJdMqrPo0U
zpgG8LAdKX~y)nXX0%04o(q(Az(-MCN*?dm;P_yH-J1>BDk*}<xA_)C7dP=)XsF=>R
z@?3iB<S1!M{xeo<%=(RF@EztioDoMjJChQ@4ezI_!&3RaKJlJq9lHTxM=*-OUPCY|
zxFJ8!u78mff7#Z1hH>bw`MwU$9528eyu&+@CZVXtjB^EpfBn?dha-ji%!Si6?DeMF
zeT9JplM!D`9+gdaxqn6j>QWP4MDR(P&U$+M>yj`JKJ4DZ(|Td`kPim#yTjgcFRB4m
z3uhlML>v90!BA&drF)XNDBR~dfLKEo&U~OAhv@rlV2IqsF<n{yZpWRI7We;ui4T#v
zbsKu7^;Ck-juzpg%<<)=cpkdgZ6HuNl4ySuLPdK#?W1oqVUvRF8K;eL#?Mr*ohrOW
zcNmuqk6~*jLzLMqjAeA0T}0{etFI=`s>|zedsHgYN!#y9P@|M$G$r3dRTuF7zLvqN
zd)JPxmGkFyiN~*%W5W<|vU<lI(;DZLo3QEnoDrzhc!6z)?3O6Mzl6)e<ukMLr(yj3
zxd%@7i$?I&%Gy`gofn#(59r)QaW($BG#4gJf?ij!`A_)%x8}aXlGuFXc)*^(27j*n
zZWTk{(-Dz596|Q#T;F`R&W^`{;lS~SO7ipY!_(rHKJw(&*aWXG=x<?TWz3AX01R_!
z`VB2lu^3OBNzT2H`%fZwfBsOJHZfkGR^qR(9dhj+FU%D~`Sz)k{wOtfbE+N0UCbE&
z?~mxZY5bB~m<6^P&s!+7&lHP8TYN@R6ok92{bAiR>b0@MhgIb%z`ygB!f5Y=`F>ok
zlMOz{fY8=U@<UJDhMf+h+f(6j5yWCfnhvbI#>&O|(g(>mE^ue4<bz)N=7mv%uB{=H
ze@<IaA;<wVQakuS3rOWpN#amTNLQT?9goqvKukA0MSfJ9i>q=jB(kmQ-F+TP%R@{h
z4Y@LCN&ea|{*|4g7orAzOv(l{QGGBUb^{6@(MNzPe7LsX=||^IEIZ_VkLZOYL@;Kt
zV^&0#PkzeZ+!}I%BlSyyBV&Cli^edWS%33;@T(>ztj<@XM=C^u5vEc<8pN*0k8r%$
zcT$&_&5y9vza*8`6hM_*Hf+!LSq~a3y%an7o7(TnmODvkd<!bfv<SIRuamT?`9gCV
zJ}=kV^FW6(JC*>jRebL;?ds3R_@n&*Iy*suv3OozMW-VrzQCh5?y9^R{=6>-E-!`y
zaluqndC@B)o19X?@wWgbJf_xjKRki@)${O}S-Pg}_>ouky=5KS<261Nm+@N4$R8e3
zQMxJ2T3hR9z=_E@yUOA5wx7-I*&yVuEsVbzRnrMH2&*4%^FH1yeDT`2Le_Jgz(So{
z>%RD9C*JSh&w{R-mb~AgNZ7riwa#9&s$EUIGqubU!8j5|chH;Qwdm?=8yz#ZPt@y;
z8s`$x_;^EDQ0(V%LgpR&Ur}DsTXg3~Fq7`79(TfcJEFH2F<0bDBAI(ToA7g8#wvQ_
zKH3DEK1d)<&9^o7z61unzU-Fyd-vqxP3(XWzyib31=0PeS6nM0^3<9b-mV~nM|qI_
zPw}3r9S|*%$5cD-`eds2d}nKCK#`ErL3JBH{XM#a1LliD^ZLsB+mjxd{V%wiezIFE
zMZaGqiSY&cj5Lq4w^y{UugBw6O6P~F<nM2v)VXs{@mHPC3=n?a3P5W)0&xaSbKNGk
zw{rv;qY;1A&+}FUhtR!t))`^k19MMF>ElL&j7<t%Y+0+^UR)GLUrZ5DaTA8Z-~8%f
z=P3gb>R};1MTJD>PHV>H04vCKCF?TK+>KvOt;g<m?g~Bcy`!&F67Blf9p<m%s@uLa
z;z#ElW}?Xx1e?5AJX5>q#tqrEd%itivF>NjxOjH)n#_>*>>ny&=0U@mH@}^%0Ea(s
zSM;%$?1WPMJv@1L8)#;8jFa<x?P#V%h5oD%)fEXe=8>xHq9vK^jV7YE(biVM`avF2
zg$a@&w0)<l#)dhe7>5*<=safM+gCvKpW~xGHoL?A>Rd<kZZ#2DnU=^h{GL?5MIV+S
zAj2SE3>;B0E4RU3Q9rZy6|Ya_5g1%@ZAH0F%6*OA2(-|jD6qwi+tL-WY6wKg=D}dX
z&Tx-W*4ln@KbbqGNAI9{9u2K9N)9rP<8*bl3+xLtR9#GBJLaa?-jI*7^@86H{k2eA
zh-`IN@Bi|)#aHz+;y$N#{;nh$jp?6iIp?2qh@&|^_j|M07+LvrO~dTuJ23Odm5Lpy
zfo++Nq-DV$6*W|a|Gf8t<v3AjAY+ob_A7sL?ityb{cner*UrdEeQ$2=qwlk##-dug
zTypu_pS&J)vjX~M?psc;QdVE7@z4Tuznqr+SLLsF({x|q{!N^Vml3{{Y_a%Z9)z^Z
z_tectuCJ2k-~_A;t@UB%9mOw=5~0J#RgWA310W9MoJX5uopQ*&FW%K$pq%#A1;v3`
zym%kyV%2u<d_@Y_4P?62wCCa|ORaHF99Q;>0hU$om6!6RP=u+9pIeZA_!*1AkyE+z
zp*SSZ-WQ5vqnMj8*wc=pWbLT@o|ml{GIP0XE(r4xop^X@eMAHuR;s2SJ56#Ia|_DQ
zt*r7T8fBkIt9Sd|ZYB4eGKa#*=r?f{`Pi$F$t+GNBp9t#C)lmp3W^EmTK`@YUGFpt
zq7Y4+Je~>L58%0`j8c4z5OAG~4sp30alo-kPf!w!*Z3FLtDgXHICT*z%;2l*CUzdc
zwtzyk)q`!<%g3xEd{}ZA6O?^?d-*Yo<*Ir1-h;HGL=432pd!E7d1f+@5zZv2m8#!(
z0S5{W*<2wr-`lAX5!_F|LU_I1xYXgOVf@|CncKdYlkr19i8JFLo&&p5XZG*x4(Rk2
z=XJuIS#i34nYuifInr)9Aequ>vp!?1VqA9<m6PdxHShCtpCQgz+<`#}S7i=_`SYwN
zS`mB7eCzdDJOW~Om6ck~c+uNOk>ZQ8(;Wq<IA`R>Xd`WYI4k{*bVpu6gkLJe(v-tp
z<O0vxt#3ci7M%i9I2I3!s4|A*6dx}x*!PcD1)Bl>gd3)9db)W_HY%cB!3?~84QIRf
zV-UfXCSiX}`S2M7)G<-F9RlSa?-wAi-R?{uui3W~tx+ysUdXv;^C>5^qUYh6RD#2?
z>SqFs6!q8?klg@Uorcl+{ppPMz8F2J216iHjWyT<t@{qzNLuoUfV59PzSF&QqwH3p
z{7CzQnA_-DMh8rw&GkLK_d~hwAKfKGU0R&bt>0BDO8;c>;i#EQej2EN$dF`eq3OV6
zi}_6kObFdaOu8n&Uf+!4!%x4rDh5}TyOUHt&Wnwu8n+iU^GGIB3(mNIMUIOm`ltEp
z%6aa0*bnTuLUo=?>`LL1ZA*2rsy8df^xvkPBadZE26}I<i*<dyl1C;6Lk3EuJqQmk
zkkI@zC?vb+#A&O-ccO3Hliz^fqf19P@qyg?w)Jl2&#}|Y#;~8WlQrJ*<fvLK)}P(B
zQsifD(*tZMlrJf}rA#d_hV{I(%;1=Zp=j3o04mD+zKrm#=X!Ao!4Se)kyJnu4{d}F
zn(K~A*1P_wKWFNF4UR|=w5*nsfmPVT%?=AD{7T0k5Iz3rw@|Wi&y=LDhpk~ST$HEe
z)lH!}{puKfYn#S~Urt12mc8RFu!5{Qs})pKejLR5GqfoABrhFMpTNhzTujaG1V|W~
ziNr1a;6&+f6G`nc&)nmwqgYfuCEBLkK4*aa=KOh6?|Uy&!2Col?(}^=M$Z@@v)|^u
zVcs{vkAnL}BF$Wjg54mve6X%vk;8*_3$xzP(z9hUrTTqC-O+>Een!jg;q@0Zxw}Uy
z9N$LTD?vi<hBR?J7pF>!C^hc;_Z>{>@AGSzSAb}-hy9!<cfTlse25j_0C}*^-nc7q
z^@Ek749~QVm$-~m&l={Nu{)o4tF0%;3BtC%1}5IssRnkz((o!#A#)i)LStTI`6(qk
z-)|l&0f);r1M0Y{WN$Rm?|mSo&o7;KDM|9rdxKRrE3MU+Wx3B?aIdF`wvX$1Z>0H+
zNZ+dU1|}mhnC{xAG#Z-M$WR2z(WMp;etcyYHHdkBXMDc}F{_mn)gS?l@%4DV-53fU
zRy5<CuQFKnE2P!~h1LCo*DK!dj`ul0Nq^T__=Wc)btXTOc|CL}r$J<M`+!vn&oBtC
zh!(mdZu)QdMNcT<>G$2YV(REt0Og1R>!WCoxK=$+NOHJ~$hWY3#2yj7<lxeiAN~0$
zRxK{h4;NG%^n3_JaIlguk?UM{5Mf+8`{?1qxeL^n`M_J-(<boPhKm$~BeR75clk-@
z4ovv;28%XD`F!}=0qm3n8X{&;c`uD-K91XQm{|%x+{=$U**)drzUD=h8x#HZxa#de
z-RnDOSLZ8A|JeCzJo+G|AKV{dbrInfdmphh@~JEE_h>Cj6>scy>nkbx`)T4{Vs@VY
zoZh!dgVY1niNsY&Sru>hh{9dyEK2>3ydk9N)kduE;!ZUu-2eZb7~wG_IF<gU8nRZa
zRia|I>Zq0N=Ybz_$oo;%ZRG`%?zo?qd~u>O=KZcBX+oo~0~01Xld5M#?(azpzAH9?
zXM~n5rRI($gGJCLD>4G%<WbECF|uyn6_pDSn_@-%I{HuSWVSm=`pwP1o>}4hNf%A?
zwXT^QOjrewUqrra-uG<aX2{e1zTMvDA-S2q&R=~)Ys>aphBW@3?{bp%`!p@T;CqJS
z2(H-U^HvScWA5w?EAUvhLi<LMyXHmqqaX>lcMs>=$@=Idac?e0aXDmtyZ3YQV%@jA
zzZ=UM79PKBYF_Q3Cw(w;m-{|etSyHMaBlKgROSajFtK78jl*oQ%7-gzzSWTh+a6>I
zRvi>P0!{V)FlBcA5z&KphTm$yf=o<Sy%<&UUbfi%2^CM}g~#k~B#b~BV*wGAPuV`D
zGMD=W!j-o#`~xV>?6(&kc%zv6^rI{hSd?d$--VRE>f~aDwf_y~w?Sb4)l#*0X?1H+
z?DvBvcWGo(%(8V;sjBR4+7z7KZ@>qbwJM@`Po>E<u-~<pAIIH}v7T3dSHsQdJbOXr
zo&IAiTx}8f9jgx%>IK<&S}@+8W}INPty>u84Cdaz6YE;Lw-a&<FY9W&shuNVkS}PP
z<2cfh5~;WP-jb)#Bh-@?fzN?5Pxms=Gcv%eW}(v)P%^o3S3f;Hgi+JeR&sTzH1nOe
zxbJiLyfF6ke1K+&GLRUB%wK<>V5Z%N<A33BfvE4yqxT+<ni3RG;L=H+X~?Pj@#4n<
zh9X&NK<RU$ZST*kEio%7^Veonjpqag6zqJNxS|nt=3M;z333u<7rH3GB#%$McK9Jz
z9YGHqj;H(taaMXDip%ApKT@VTD&6TGJmstVxILN<f!uT4U59KAun$7SJepkV3%G(k
zVQg?~esSP_kghfX5ia0(=h>=|YJF5}T0iU>ApJh_`+$SDV7#<77r;a^S#=`IEWL0z
z9|>gn_iOk_dY$&~x2~luhvk#=NqzH&6!|Ab(K_^-4B{;Qs9yY7ytC=BROo>Sw84Yd
z@^{j|-J!n~Ch_#RZszi>g%hN}5<UN&kDqK3-mCp??j<vwn0y$_gmIfQU7&+$u72wz
z8|$!5c@DtrKjwP9{#<M|d?+#5E9<%UX3pp~e@h6+BZX;&rqn9$yBalWd(sC0=#DjW
zJF;){6_h8P8m-I0)3)n4UmN$BjG|tF%dtWwxmV!J$peOPMX9>EQ-5+khs-+U&4tPC
zC54Swa*50XFB7m+Ts;3<9;;`xMX!eq%?eMMGSY2icsyzK<XHFTsq)47-C8)|?|Aas
zlu0U0XQ#T}Joc2?fxrJQ7m0$1kUXH4hk?sEXUrc??d@BqyW0+7@h*vQp$BEimK?8Q
z63k=r_L=zbO6_NG9>2`#jI{X0EYm<~iYA-U;VPcDqqEnD2eUWVR|e7|jN8!k+4va3
zqXe^tU~WB);eB!2s#3<}E*eUGFa>t}DzA_*P5-C?v?=YZ_PVIA+a#2$!18v+QYB^E
z_HXF#^(W!M4Z;}u@TwjszC5qNlfN#Ky!VVo<&(MD%Znk+_al#NyqU*W`qk?Qvc>jW
zNX`ucE+-tbtb(jGrpDn87c1(4?3toF!n&#UqRGQad!*;Y4VIU=FX~J4gKYJXVI4c1
zgbdQ``vV>rMB3j0x{Yh98FRTHjzlE3Ydeo14368c?{%TV_HBnmyVMO>M(1?dz&QA}
z9s&Hz$9l#|_vFs-GQGH~=q9xHJU?Qsal7XZu6xk#m~KDYQ8_DExp(*7PCexjvc3nN
z<bKF+!)LQ&QP0EJllTPIA`~%z9_sbMC;$e=r?{&6fY#v*M#t&kJt7Z1hlmhg?&)`H
zg!z-T>Ph0;&yXMY7Ehm)TZE`hzP^`*&<T%Zd$^XdeiX-2&<)ZD@OA~!W_c~ley_8@
z_HYGxe#hhFO=o=X(y(SI!+xIy_i2-RSRD=6<j&4MvJ>xU?B7#M#b<wToOj5Y{f~VV
zVR{V$qLq({TYVo=kIMP|Ynp9qY)kfI=z}chq*hH^lcUrXU*v<(UFme(KO!3LG2jnS
znE>%tJ05fI*O&;Ew|-5SYO5!?=Ea2ei%)NoXhqL~7&JY#Ij4S@6Y^9-@2z`}U};+f
z=OA&}EoOEzgSLeP`R_0MIadX;XO~2O{m&d>7oC4k2nQ&5EH>a-irV?y+{u^`?+yzO
zExbJ&tzNGkIX&-lhTdXK@S2wq^?|TXYkSFrKo{QMOHK0)Mhf-g@O?cYa96%$g4QHc
zo(Ei0xSjLoX#3M41YU;`Nxar|w~N}oJKVJW>P*FCusz9l2WVuUCgkNU2_O7-!E%@V
zx@W$_BNC~=j!?jEwSZ_?v+OrgpJ9ywaJ|-;WKmHqfh!l#Sw6u7OPMEgI4m##ed1jM
zMGF1>PGdTc0y<&LxG|}}!#p2H(-?TEaQY&4w7X)y2WmTT<Y0nE-1&nI)Q~>I<a=$i
z<$82w<jU9gJ%*9z>Fy=~zQ+k#Y^zUbtNcc3{Ber+h4vs`Yazbwe$aGe3hxw{P#Cv|
zd%NOJh<H8cyG=OvcMSve^}Yup(1CLy13ESxwie<nj-pP>jd}H%@feRZ#X`ejqc*||
z&Hf|uDGM$*jWhGg$6EwM<jZ|gupGaHGyHzsX6K7O#@|<29Y)7cYt^6v{aLHZ%*X4k
zW{112pz3*bzsqeiv{~V>bHzNZbv3*YgF3#0^Llv?%1b{=gw;_Wk6zBtdY0eE^w4&$
z{#d71a%|d@bKmTnXvD&;ks}Sgj-v+BiSIq6n&hgdI4U=~Sq%Cxq|695-|>sD{1K%6
zGLR0JJdkhdN@4R?J$>CW)AhKEbtFr?SNiK4PAPI0zH?u|mvjdyG-ZOWeyS*bk7mqn
zS1hLb3#a7!lot9KgM+|Qzqo+L-ER{B`F;#(Js<qQGY2YZ)A~5cpQ*sSH(#<>a=(7i
zQNoZjVRqhp<(@GHUV`uh3>w0X+I~hCsXZ18eygG=E?qkPypbB^wfkN-#-qW9WL@!h
zH>~$9(u?Kx+{I-osCggTjTQD8$-E@HrCwu21J`yQzoRg2{wCAGenQoEe^%}+#=6Z>
z$<AE*weKrAZZJrhYIFS5-4BX+A{+<vlGu;-68xMq$c{h^Y?~|tIC6qk?dQPc2BF~N
zYPCoS^X^cqyMp7gWRbgb4a)XI4L{l!N+}gH;)y)+X_6q6Nng0memi7x%;XqZ`9BL$
zC48Y@4Vm`5UTPq`1MekuDBbf9WvwdrN6_K10x7R5=qByEJm!Bpj9o~X)EP=R9#9i5
z>6Mf+b01btm)@PzHA9hZv!FO8?-w$iVbf-K^jgIdd55BO1O7qT&D9=Zv)XMGQdr+0
zA}(b=WVO-P+kooBatmwy%sFj|I$AgkC+giUkJDlExWfJRc!kpieo=E<aFN1WN~!LQ
z4-P0(a7-ZqI<lKf$}jAGA8NQ?$eV4^GNwzl;le^9t-+i6Zclirgf|DkV9D%E9l7(R
zJX=|wO)a*7QpdI<hf5$LsJ_7$yVjs7q(~C~sxgns-C?{{eqOZmGrJrI<#ftFudbMI
zpS>QREW(E`+CmMyAPssah}DI31Za^~8G6e7ZUK~s-NoGZb<|I6(scLfIs8QD?o(7s
z=VUva-8Lxoa5f0<Zx=CZ#&)BxBc%$pc;*1w$!!vJt|U}4a1~aDduOJn^2)O(TslUK
zF{rG>yuO3*uI}+UD96L@Gaaj|Ry_E~7PQ@)g$bCH1pCp08i<`y`1L)(>%Xo4+oTyZ
z3F30y{KN(S0`GsSE-mitHupw0jiW56Qg`D#xRM$9D!99w1+>ll0=V@4Hi_e{(4?4O
zcOU)!9(XY#H|CwrO4j8iZc;Bfb@607c+%YNbX$`?mH&07yHTLz$y|DVA6M>Sr)=@A
zU-p3i7$;ugG<yV{LY;Wp6cKY2wfNiJ46%HV@=Zoy8+fozo<c0Z(ZGJvT-|-9z4Sl`
z@fB)LU&z<$t6UCd!+gc@1dAuL%dk@c0|g1~9X1=guo5U~F3xxFWt=IpxY!+`<_c<t
zc)V`gD@evRNuANALY)1>ewV)z_HaxQ)LT{jG%(Nc-3C)8e8?vY@*)v2gwfE4pX9D+
zYH?N{VBqv+8>g&wq)vjYEk_zio5Xq&77IWM?*ISkZ@2qH37SvsUrF<sUCtE#?pa3;
zk-kSpw{r&pS{w;s9Z!IuaItn4z>GWG)Oqm0P5BVn*TelP>dzh8miGCZY;)*8Br_Vb
z{zvyRL@dQIDI63WabZWqJ`#1Jhv*&l^$!?N7B#<uejw+woTS5zIcQEb1cSwO(Zt9}
zG@hAM1Ks(-L>Ke6n_-T6ID_jK!@IauGIx%Ta_IF`yJEC0b?9PgEKQxw($j(eTz<Z_
z+_1SmC*jd2wPN3YiBCFCAt7J-Nn4>D!RUiRm-ME(74d$<Spm}toJP1DWILm?qE!Ay
zO}>dJ!->Cr-gohc)Q$F&pHJ$Smws{on4c_qe^H)3p2~fJF9w%Poc*-w&Je-s390$f
zyx=-z{qOyJ;(LF~GQ60>%kDtq32bx|U^DJ@Zt}W?sKL8G_3<5jsq;qT+o?XkmG;RB
z^OHyyPawmkyj$^|Zsp$Lxc*i(M;NTBqgmx_en!GB@Uc$__QV$Zk358Pg`<`Z4M(%L
zQ`(^mmmv$e;|;M(B!KVVu#g0<;J%>&YHsDA2<vdJKLwwin_<UpIb80qQ@HK;m%?rr
zb|6qzhL{-RX+)xBZp8HB@y?4c2q+$&C40`z=o(vjZnP(BwjS39e9PzgO;Mc>P5Nbe
z#u_2K)AcLvi_;a6bD?U|6L0-Aos`C*Qr+SuR^3z&7=wZ&KN%Tu%$|2!cA>L8+fX&C
z<u*~u7SwJccUj_qJ<y4Sk>Z^eDE&hHP&r}IEFSdNx9N}U#A0oXS*$AP%{&f>#Y0w}
zk1B`krFsAXaryE*ceU<Bd}_?v49sZ@nX*{>A($vn{pBP8-bHU7D~I;tJ;hwEAvQL8
zlD>2E@+nlMZf29B_X>^#!C~V*sVHAwu<$H8`&g3M_RX?uuKsq<!ly!&MfUoN<#ha*
zW)Rv3U5QR%aA6;EyxeqkDI9tuDSfxge({F0*CI({5Bqwr)ifKD^%La3f+O`{<v)in
z6f+N@di85kA9}S;wWus%9lY5mza0WbB<M3`Mgcx@+W{|`FF5r@GhXczfmZOv@Pa8n
zsNDIKHt{)R{LC5}`^^dGt>Ji_V2WoFo@uVSEXox|O-~lCakV#YOqqI3d?y}&L{!z#
zIbri|Vs!-&Q#R#6vkn?MKAq`5xE&`a>l(YuXHYIzE`ZPG$IA>V+I9`k9Ro&Nbe4vC
zQ`-ZzGX2Y43+Icphx{oQzq@Z|eZc~6{C(S`-R%o<UFnn%9Aw>pr@MEZ>+3g_kDt4q
zEQGCoLrHw*I3=lJqyv@*wb>@3sp8&gr~Cl7240H))Ta0O9f=U!20I4hvTjX(%aLS-
z((Z<9(y%Fq1F`jTqW;WiR5NwXuGbykQBDiP*N1(Sy#Rc~m>0Mb*tx5B*D(vvI$fdQ
znFb$@uCFLk-6Fa_bY;`L*zYgp8HEf3_B<UYj$wRqgiH820GG1gdZr0&$kP*2JjJ1O
z<PXxBkB5{i!#v0Ofx9c0_hHipJdir>dDK_i+77EM^K*R}pMpzPTZIS>r&nce?<VgW
z)5LpbuLAou_x#z$KYRT}fYHPWzzeJxlfv~|vdt3Q^wiQg<aqr!&nGXLHc2_nFYYZ3
z-WgA}{!MdKsTx8f<ab9s)uDQZ$Ag3~R34<r(TPq1-y(jfbmX1--PYMSks%1Rx5%Si
zr!sW1Qiaf*q@;^oBfvV@&BW3;(?nkJ^y*dj-;<x61{wwq`Ks2my*;3hdy{H(1E``1
zx)0*URfyjBsK)SO1bU!XiO$BpovpMF8v}7U0yPC(I2tdbcQnb}jl90^lB?;HqCHvv
z@;SFwV*i%hLhJkOzqZ?PX(v$lL)|_Udu;?rDBmt=rd2D#{i<?566WIx4V`+kgy3;y
zlFPwBEPoKJM_Miey5XhqBm|VUj#n<fVli+`pRZeeI!%+dtcnj*$-{NKIog5a3Z0L~
zE_|nsVW+-G2PJaSqqb{hjqKrjGTG%Bo`_5zZchwIn)yy7f{5>-gr7MAjO=wF^hbs2
z?~a-9gP$|UJgpaZf57`sOxs~UkiX(%1@~R%WK=8NssmP<2|~@M=YX>k$5sPHJnu!!
zxG1Wo@vWJcCeu;$c1Q;g@$)WcYVlg)JsWUD*C^M!RqTgCc15P~qvS;$bpgppnseWR
zuRJc9gpr{ESU15v*X>#(@Nw~)VU#mcHvmH=j@xD}UYzb0#C?d0#F?E*QYeA%=`4eE
zFfOkl)zhf_WS_ah-jBzAS`(eMY}F+x3k~rTu5RL_u|>YIg(1@{<_GdWD%j&Z^Lm7~
z(Q1hr&MAhv56rICh}oO6XM@SkE$|h-J|7GtB5QCix&;BQ)0?AvHWGw0n*Z4%;|0jv
z3j&3bK)k_n$W|_L4a53Tcr{k>mAiaKS6%mt_Zg9{Kc++TgQk6lOH2C(eX{6n^9e>d
z9kNP9&e8Qz_qacyH!imM{i=DC5G-JAAA{CE-2mI49G`E(6L2_vIBO&Hy{LpB?Ertr
zQ8S*pW~|$`!zyt@^9c^WLsG&LP_|SFc<%3Jxq6ofNL2GY9;ks*G$*ui==*}peA5y)
zb-y&{fjYztN7hvr6cS(Y_wQT?Z7OcstGMNEcbuz=JB{8oNVd{CU!PR?R`A5C<>OvG
zIwtAS2BL@uNqaXg=uA7LX@E@q#%x?x*ZsigVq#pe^RVgsG>=-U=QFwu<F44V@9&4r
zepK<Mghcv8M)7$lA%<;NC-dG7eUa22dx5Je<ctktS=QG5?4UmhygP%-hs^35Yj;}0
zkjH603f6Q+ZO`~IZfcS!%e^^G@286NK>ekgFH+mA0TGB5Kkw20ar=`$4iOj1`8&{&
zZx-wO2!$$wN53pVoHC5|uIBjdmru8X;`XZ{igz4CrlG4M6?Y2_4`3i_ch(OLdgWHC
z7F<@pO)aOHn>EmEm8bG*m|y75ZKot)kCge_%#*|M_Dek4o)m05Gl1#j!aKLGp&p66
z!!39(uO@>h)^I?LTIiPCaDW$5J`K&DbMU%YcF9E&M={kpDLiS1&?B}6zAY_ewX+N0
zl65xR1h*{q^m#F+UOujzyL&dL9~m_9(&;PfEPI{bzd@>drL$c~!8{^+OEQmxOicz5
z5NsOc+!{jNybH3VKGqEZY1Dl^+@j7f3;&SA_8x@r2^Q|q-qG+osRAqO@=aUYr(w~K
z@7`Z~-yh01T)mG)sqmymAmoH1jUbVt$@9E;xrztL*tZRkTvK`aZr)$PUb&Br9XCl?
z(h+&Aw}rX{L7rkzMx&Maqr3>gQ`ea<N@sJtTXjkKyJPHHoW}!hJo9DGzpP=l+Z?A!
zHDB1<L!0w@5V_--z>e<XNc5K6$-__eJqqdMiHKApB0}jTTpfngC+H`E7`YYOc0Oe6
zMm8LAe|@j%6z2!*O1I!gPG!1&?&3tG9X4t2?=kyLJTV|lK1D)jR}bSR1BZ{jg=r?#
ze$_9xOP1d8Q)443db_V<{wo_@ak~y|tN<<J4Xa4WYSLv6)I2VRTZM*Hwz&7V4>Z-F
zy>0%R7s*OV9r%TC)i)K>e1ur&rf>KTZ+_+@!4x#en42GAK`Ns%cWBU_W~Cwc*#!0I
z)K3QSrhk!H=+kdxycZtrp%9Z#uw72MLEJ@JA40@MKh`Qa5Xl@|>z-`CJufNACS%hw
zh0De?{d#(xvmyx8o=(q~-*nFi1@t8n)6s6HkR!kAooid2UZRa)&0flc=m5Jb-mzH^
zA7M(f9J*H%pUS#5JQgr&MS@a!HxPPh1Odf<8k@50$$89U{FDc6m%U-tL1M<Ml%X`2
zw?AEk(`eIL<-VS36q5zXl576Djg70Z*?ZISeXd<u^RkEwww|$j?z*i}_Tz7v)crfP
z4<;4KEd$xg1t<uOn}A5WNg$dg)qbVlKOBV3`*GM`f*AIe=j}2OC;rJ*kG0li2m*N>
zQrrEV-9^xMKzm{TZXy62C4x9d?c+oTyNCxWDDq%EM90o^&L3@0U+-)3tDsFn_(bnV
zIMJ|cTgFeSLSzE4{Y{kngR%oHMH)S2LfZ6VELcwD4XTSxStXt(-+vS`&Kf)jR56OK
zZc3NOF$n%5qM6)2-)=Hrf=f&9A6;-zx`#bl8hQFwiwugs|5h}>!w2>lx&2&;6Zk0Z
ztwjYXay;Te{k(OINi&{Lxc~oGYKhCD*V5O_ErZ+N4-wFDDANq?lVt8-&7)|9tL;R!
z8Tb0y?hDP4N5oJL{$U}uAO0@YavU9|CxE}8s=Li^aNUo+Hz0X~41$X<>DLNCRHhU$
zHqssMjDG$-30%Xz6nE=m0FAiBrM<lqzUIoD{q5jC;)76I7=*<Jc_I1rh<(3J91sJ%
zE32s&WDAM8@Ze#U_8ygqr=fg-^C3Du-JTwWhHe#7bUTMNE-njwQ;y!kHtATf-!2c@
zlYe+xabt`8f!SZygx+_~9*+|%-bpE~5Fvjb*WwVR;<NDLk=C}u@}&6PWxk&+{ceDH
zfsg#Udq|Ahy}WnMlF++f?qq$HpqUqS8nWW(2(+n}KJAcvo<HSjPc}@5Ek|iS?#9El
zUBHoH39VvZZvl!ovf;2(!C=@ys$A|rKPuMM%OHQ4<}!OV0*M<L_8X*~(sMxjdcvsh
z?wJv-qPj9w*`s>wKkCJR9_v~k6)9^?I8Fe0k>9jboW<2Sq&MFqRqXlgDu3Z|5Y>e2
z{+PSatUE{Pa7cQzeWYm0^t|GF`vM|#_?1)NvueqSbdfCw&1yZ%Lbx%EYGqA~J(#i@
zs26sP8zx~}-IZeiBGisk@cB-zFqmFiKpraaFsO)dUJy4bj+^(!y+W?4K?u945i?0|
zSs;!tTg*n!JYN92IWs<;T>-wIm-yJO0X0n=U{Jo-9xKEOsl4J|SyYcF5O2=Wz+#+j
zjy^tm{NYLCOy@?{<;8+>(NW0SLm1dZw>5nlgC2?yS>|t+3`gs*``*lFr2oNr<O=!i
z{gd(6CBcQ3BEE|G<m6|Hh&@6>2e>0kB|KW2yIsWVC;Xzt!-dWpYTkuQ4jL7=Q1V@m
zqB1l=;9rd?-f3@fk|M-t-Xh!xQ3Y2mqcS{^HRt&Y4=RI`6If{A{t_(u4u*VYcvf_w
zm^S^(;e1A}28&qqS=>>XV6_T6;t4O^b0)F@281!&K>K?>l}&^$FLm@)+8ur3ga^Uq
zMltGf1}pmIkyzA^z+xI}SL2=OEDUs
l87v9l|zjJ=-P?pS5(G!rKhxTD`6nJ*$
ze6>K>`&HfkqIc!@%Np6bOebCM$=(lM#ig$LzP5(E5k8*ozN%kaCilts6gKx#>##ic
z^B8a&%S8<+e%8+j3C&8m+hr1T@D@A$DV=0c;_hsfWmOrBNIQFAXH+=NRtp{S!mq)A
z;wv%z;mFuv*W+LTyHAi!<`cK3y(i=VUnv>ahva2`<2h2{!f=`d&*`ERq2al_POEfc
znCJU8umAtwTBzpI86O4Fmd*T}YwWd?sn)RX1m$$=$-Ti1=^N9t^*$u=15xnxS2X@S
zsfGoi>YL+jPIuysI*G)Q!()YfAqV03$zy-&m9xpFC@euHY&Cq~lB$0AXp<P7$igCx
zVhNlte@O}wa-5cVU|#V*iq3RbSu~5nS7aiy{8T1oMke780YOwI8ARZkd#FpOb&^gh
zope{#caFmQ?!DIYurivqcvau16q~Qz<>i2ke3G?}cKj7KN6Z8;r1kIB+TjvUc%P>O
z-r;eItg0!?;)xx#YX6BQpStkvJ7g>1Lw0@smfBl<-Jp+MO8`+d(QAVDw>sMbVx%u0
z(Ij+fpHc#xWp?yS6HZbC)xeer&UI%5DcfcnQ0S~V@0{E7WrUT}wmO;IstiD1o}U;+
z3CBdSSd@vXf<rg=?DZe&`XJ@+61j^?UYm>bKw?8MSvTIPZ{jv4f*PE%3sr^5Ffs`2
z-OJ?z`%MRQL1<ir<uFkDZ+<jF1rSY6lzVEO<SqEBMrxmYK%O!^HW*N|AN%LhOr~l9
z8C{Hl^1+k8<bFotKJO3k0g_A(%vG*gZk>EW*WWUx?os!U6}5fRZfex^jXYjXhx6yp
z-eIN`LfgApRa-n3_dN~G-ufeVJH`&29o0D%jw6>#J#SpUo}-uA%m6B9tYWHN@=Tw>
zeAnKqlXhk}T!hd0{K`WNihCdC15_#j42%r5vnE|7flZn2hsftNkcz`i0T%Yw5TIKD
zSoAt3EMSJr@mmSD$6Z+R_Ib2S=&~7cnN<q8^u`%zFyP#NYG;f(s(>xw>;{bH?B7O4
z15-dB*XQlFJ4U=aX_s7w@HOuBt(R|D%z$F}T5NgXcEOXPprY46h~8`A`8e3W7hl-C
zA@m|o;TY}xG!;GXA63d&2IHy!R)*u5q)+H7)W~YIS_fJ*riM3?5%I7$i}APV+3C?Q
zEjzPf$PWsO*bM1$bV@8BqdkczPu@glB1AL3l0EOQxW2J3|9hda{S5afB$`t7^>S`l
z>ZrP796D)pksbuEyAYd;J_Tfn28%PFnX+Kh_4jd@<L!L(L0l`P_j-CvR;v=pbBxBi
zrZZ`)XXX`)=&>Jel~8RQxF-e=O{bg@KqkrarV8!C+vJt{9Ik4<+bhOlLirzxjw@B<
z55&YZ)@Z|+7S+I<*4_?1X=QUZv|Mt(Z5}7czy)O3TwM42F*9JRfB6LDMB3|`zWGDb
z$n*!ig=2t~YvV{(1miSDSepId9;zpLAiM(T@_EJxP#s0u?0;Wja6X(vq@y%`Z+Yqk
znWy-)d(yV6Ej~~k`?inj^1cO6_BybFjo4LSz@~XCWi&#jHP^x;O=h%eT#;BBf2mN0
zqa?N5rvrQ+1A%%UAKxZa8Zk3>Ep=)<Z@9M(C9t2f`T^lHh<BthynH?CmNs@yVhEeW
zpm#UxYzajLze%GQ??t<Q0rO|cmw`#|TH0TUrx*Kq;0#@J<2e?p;c$tq;JYW5%c$ST
z@V4I0hSiBzLmMn(f`6VT1eJMuR`2-OS-s#{tUZ=}8=87AaR-Lu&t<iHJ$G5udzYhu
zNdK@t^Gq+!m40OJLlA5)22?Nh%05b~cUy3MDrskv`Se>bb-9a~R=gWTSAe&@38gBX
zHJXm69ov3FQycDK%>RlKexuW7Z8RS27YKJV(xLdh`5@mx*q$N~oQc5D=HLswQOaVQ
z9IP+3e&RfQi|`31svJS6B33@rw+rsO_iYR*jK7W_N^y=qrCQWHejQhQJAU8NAJB#R
z)F0@XqtynkBLVro4XVIY<2ZYRhWZ?{cf^Wz*;521{QU#ZxzxYT-6fDgIk|(uXlK#R
z=FN|EKW(xETbZSOPoB`#*~ySwQcBekqrQ)4YrQkh@;H2?P-eBXPqD8#h>`izgtR|Q
z%e_4?FA|(G3P*`6`Ler@>3v2wpL)NEY8@PnJ``r{Hw%$>?V^g5jTi;Q39KpuaM%YF
z&{{bxT)y3Jcg1vw>hSxnX{xBt%MIUc?RavZU7ol{85AHb0y@p28?o6}^g%!=n7+Rg
zvF{Nb*{>`{O&_StHRE~^@frF6bO!kw5K4?uzdFE9M`6mlUiJ&ODtw&QgA2}U*^iSH
zklYH2EH}qv?~iD-gG`@a!YO1USw^EhASkPx-uR*56Kp(;FQ;JN(_r`0Z{Is@ReTD;
zBWmpZfdgr{@U^3l`d$5&h}IWi|0~wI>#E{aUxQnHeBmc_5f2J-<Y4Lj#BHSrQe`eh
zcRI2=2NiyvD~(1u!MFgg`_@_f>4qN>VT4vxAC>X&D;wS`=rJbl>CT)w@!}YlOT$<D
zJ#hV;e9p+Z1o)DBZ}B$9?*tqK#_aMnW#2*ZIz5u<N9|^%=h@SlW+(mj;;9%N)!#)*
zV<zB>`BuXCqqL*_FtD$B9hq{yde1kjXY2JIH115)?WIdc?R|7zVrNxY*hV;+hwjKE
z_CCzA(^9K<622)*=_$$dSL@?_rx0|dWqVxpZFK|vC^qj5@o4#37T=o8m*w~V>~$vC
zQ{~|=5KaL!h-^AFU{m%>j^Zun3^7*wvsb#u@?0NU6YkOR@POw?O?u4I+6N_R!Z&Ef
zp;#{;A)ek07H43mS064txZmJQkH7QabKiv%;=FN>%<f8@7pN}bTI&(7HiLw4I<t$*
z!X!$T<*FY*AUw5nJNswtn4OZ8->%#5S7LO2HIv;UL<{5Mk;d3s`J3!jgV)QK2hoeL
z9fucfd-U0t%S|!||EBf*IKGdxPMq;ZRqFYmR=!`xJh=Ztpr=-9bBi7Cg_^IQG#jR|
z*4nl3spOaYiSHl#e!7<a=VhFU4`;~~Lk@%Z+IfcpW_nn`Q<`tBuUqIBe`Iw9rbJ+x
z_@?mBYu5RnK|_f|?|uHr9v*#l%U$J5qvZxvf5_V6yzIz@oa)Hh-FRF~12iiG>$bfw
z-BY4B-2eY$pZ82;IH&yB%`RHVZR^4bfs0*2m?4#$r4f&+ZUnPY79SIC9cTYhz3Cu@
zk!I|5#TXxy-$sn~Dkc=fV%K<L+RMq0`YxLUE{#>)zr%RA(&>+iZ2xNf$dr`<!7NL;
z0~RhprEz+R$fOk+35yZPjnNi`m*Y*)#0g~Lmo2LJA*3yq2(-RC<l^y~e?D?8PnSo(
zo?bKP6aEQra?VC%$nUQK>y$R5<;J;CqVGaJ2f^dp)FRKzC)+*lQKi@b!QoKnwX<fw
zXF<BFe$l;<<JH4<r)UzTzHSw0mOwe;CwQ^Ft8)L#BQd+-vC9kgb90G!q68D||1O)G
zgXwMg)3=f-EBF}~-1Z(oP<^OV<-rV5YFbFy3&cWy8269<wL;YkO%<@k?9;M+zQ#G|
zO%3j41m_%TGh|YfVf7J1mchC_L#mQbWc+xN=>J`WYzI}JTF0mUghPGGjR-@1ZvE*r
z*B4}1F$R?m{orfE^Dc)&d2GVrG|Q(fzut#VCY{TnldqbW)@Uf!);&~HI|Qc^ycF-9
z(+%w0pWiVmAj6KitS$g$3wjYPito{o3iTleuOG0`qsfuCyZmOFK+ba(K7)F9C|e`c
z3aGt~Vz8yW3^*Bf;fip+C17#v$4}s3?|jkyrTqwhXyX@YDAxy)5BaK{o?UOAkubPT
zCm}dp&$4H`Xr)VH^pyBwGh}UzRrMMYuq@us#Wu-p{hPGc<l{`{qK{w6W?koGIQF+&
zwnpjE;*QN;6ntOniAQ$7-zm6d)D1P1Pfq!p+Ql6@5YG!*?q(s4M_vMK+j5_cW9*pT
z#)mj7l2qbsBvroKmOwx8fKKV&ox}spRx0aZjlXKnj0=Ph3E_`2gv?GbQH6kN#1N^%
zzG)3=_JqP)BF?)9`3g<Ik<y(1sm!+3e6r)nh)rL2HhuoI8cyvEgO5HMHp`RFc~{%k
z@eI+#_iX;cIGX4OEHTM))xT-gF=_Q>@=tE#Esqk1?gOLOLm4;ZQkxu<J*ED5X9U4B
zLm$WpotygFbH5C~ctT}qQPi(^Zz~9yIB)6ZJ!xsrtQ{<T%sF)`{t{#T>Pz8fHQ8=Q
zk|Wt90c5Q7c|lEp(ENQ2B^*DU?<JVbP(jUk_`;9=CZ)3?(4uv<#Nhrjhu4GDXDGz%
z_;7L`N}EZ+%n$CJgfAN)l~^3f{26*!(=&-gdbU0rg(OzLjvj{Yz<^3~XnNY&66+o(
z_V<!}IC>{u5%x3I{Yh;kiG68cg4mCK=6ApsdG-0dHbgQ^d7e5A$7e0y+^@T$-3?Sk
zO#4%j13=nXGjW|*A^)+L>WYfHcg3n7|9%fkPPnhv*_v4@u{Ka=5O%D_7lO8RzQ=vB
zMKR)7?`%3;<YX}7JztWZ{;gN5+mWEfEO2RNw?qcq+Xfhhzk3hIUUJRS=U_kXr2A2&
zAFFv?2TyzE!<8NAEh|tk!tU&LXo~mL7Ski~9t(Lmce>*aQJ&U(5b{^3Vkq;NiJx|u
zMS7oJe$YC;X3o@^>jvT!UEM!ooFEqVr0Di8kc<0BkT*p*3<MYG*48XTIq8Ywg82D#
zK9N1i&KFKxvJR~~utahzb`e_4_JRwbRnEor029W+VfRFy-18ZQ`ukjqFn{tl8Q#BL
z`5pAI`TQ*$t7O;k8}rn)<q~a=&lWTcRACPJGgm*P%aaoOOlrRFPBJP<`okR9Np?KH
zgENiaeZA_3yV6yx9*Lj!x=;2<#@%Stq4zIEDSa$!RQ{muuE{DHLiCu1;sbQ*w}V6Y
z<8$O*tV5vSMNrx8%37#zeA@9FkAC*${QR7e#nbqtm`VOs?C&AKXd}=mwN=DnPR}1%
zy3-fwARZD=e6L_V$Gu|i`UI=a;I=cZ19PTAY+?;2p2k6aBAX)gfDt+4*Y=fH^1d)k
zY5j8cPWN=*NOb7E&HLS`4%4dFm*8&cUmxGo;#v2z(k9e<b3Y=d9rbr1B+D+_(eFn#
zFUuhiwfBv2d}~bjH_G<KOOs$mYf^V?YcCm0hW<^+*xs4zyljpCRm0bVZ879~C0r3Z
zcVRmC-uzu!5OZkDHH52Vmi9*XI1$Zn+K%|0_<TIs-cD?Xdr?|sUUR9w4Eu_~_uNor
z`=BE}ov#pQbpauN!hPEh^zQj1=+SPHYo3wP#nV!w+A+=ne$rFlLAf_w;HZ1}=6l<9
zp6?-ezGDFfZ#N*N?9oVmCvk3%XX?gM6Oe_)rGP}TyHVi2`IrJ=zFzVWr43}gKaUqw
z!p1A()q((;q3JV;_-bF$SNmSP*-bjI%?_T?AK2p~<M#-qaT^=^6mTdl<0}aww#s>X
zm%A)(erLPhcqC-Gk^z3*8;P+gc6S;ANrZwFv(K#QvxKw1O;k!6t5GAbKRGE$-a*Mo
zO3{^?uZ~v+2p8>S_pk4RdP|;T3S#<cBsGm(un5;0wi_OLZjacDRBf2#>twd3EWz6u
zZ^>iPSXDpfuP)Yys}&?yr*dlI{SrN*6p<OO=XoxZyBmM6(ZJ>;)Q-syvG>pN5+=Bw
zsL-tKSkvmK`#JANN#;xOe$-NZJqN=#VwC&Y9E2Ce`B!w4E{|<Ck(>B>i6RsPr{B5a
z{dzLwp1@U3>QK!~>Yn$i_Qh!JM#(<!s&d)me1EE?ABrMiAHH(RLiU&J0B&eM%YN8^
zf0Csa8voZVd6vqNPMc*=@EZ?5xD`|c*jL7VlPx=+vRHR!RhjE+IH$sjwCh^OU-cXu
z)Z)yKM;&#Yt=+@A*Ex%S0&Pkn)@^F{W!%yZu{vRU$(iRlLB%ed&NgP>e04lq`Z`$O
z3LEkFRv13quEYx1sTQ+@5B_rGKRNph$i>b%a?C;dMsb<74qD7jo0SUoX4oCl-VI^b
zPb!Fhb)`F&dxnkA**ClrY%wp=ujdE)Pm`GsNj9xGOE!7J;O+zM$MQIpUrdHkHoZp9
zOF#AB7rCemtKmNcv6#>qk;oJU1~Lo%tq0R1fR3Sf83<!g7#!Ny0OpN%oOQ!Fp}U~7
zmE`-wE9Ta<%4@mL*TSxow|y<l;2_KgG>!A)^Fn_V7SdwxxLl3(_s|y2QRABrnZu{K
zahCDai3*jYVD&jVk{>ZX>lN)vMB#c}h;q91w`u(?y7cCb{mT$sj0E9$2q~Qym{=v<
zK$C{RVTm^k_5{9lS-NDM^F~DZTdQo-QFm^(5|D5&R8FZF=XIlUFJ|dsHNo|>qVRLE
zMTFrwb*tS24nIhyU0zC0NK<##;pOd5X-fPC#^@y<uC?Tm=8vpG_m3Cxr7Kukvx&@l
z+;47@d2NC}F7NF==1Rj%OgE;LTsjwDZSQs%r0|1ZBXQRUnCd7<0^iIpo&3wS`Oe4B
z?#<q6JA&<U1pd?IxKUy77;fK&d?OSTqwVchMo?p^+l*K9PUMs$HyyCDQ^?lWvxi8r
z_08_JGx50exJ#)lAmP{N#tH5Ic~@t^AYG<*iG803pi2W`j>_N}uOFiDx^C5#9Z5&-
zz1&?{_1%b{k&94}dF<WWtrhRvd_zusUf75;O@lm{`G;rQp$^X0Cm9-YK5W)`SHH_w
zjd#+)(=W{7L7*paEl0@){orwM4j7F?d8O*fS$Xf;SDn1bcPRbdZmjR-K1Uk&wY(`F
zh_B0z{=^4iCnu*A7t~XX2O11d?EA6@5YX9<$fNTonE=Q!v*yF`#Ta`p-}!n$Jn0bh
zU|(%R#51K(tt4je)JN&-t4b>`W`aHf#E!wrVkVY6k4Ar&VfvcvbsBcN9$e$RjF{p|
z+4tG%nq>iSG#&g#)yU|=Enqt8FZ|tA!EG&LryL(~LyAoFcyfw_ozvdJz=1fOC)N&^
zVTuUK-{C=_=uBb7+1@)K=WEe6l{MFoguYV!P|`y}%%6*JbQ;Ed!5xdn>1Fj9^g4ZX
ztRyu5baC8izc9zn*#6zUGcb}`ekfg#%A~0@wU^n~vG~ypa{b+ME0DG4q3}JHqq*X!
zF5)vP;HhVC*OMvv$o~3+QZQvn^Qlmc+IcY19&^>v|H^>j6sq2<?)5R8a&eEOa8A4y
z&q(~Ww-*113zf0wGI5&@qLnT*-{Z~uXg|Z=x(pa8p3Z>CdEcI+nwa#ObzP|SW0Uxc
z>zzJT15bbx41EC^@%Vj^B9;XE7wR$}q&OVO|MlyudA{PEz@F8s3{dRbjZly9s6Fog
z|7~1TeRHzDC5GGua$N3F!DijO7^h(>{Hgyqy3wJ)AorWaD%cQix|{*nRhvu757J(9
zUkDL8rL4DMeQt3m3R@;2%W=rb>BoBS7JfQNm`btZc{Fqq)}T|5x?>XSf{gD9)yoX$
zV^tW&!4<oX)Z`nu`?O?HpXYd853`dYQzjrvy=S_>a}qWJ>gw^<fSR7+t=(BooH=OU
z3f(koIWebX)Y0AJVemQm7%+TR&+JkEsolK7U5os0$1-#=-Nf9cs*^zTC-Ti$%<$<)
z3q=g^5%|-L;(a1X@*z*qEXd<JnR9=q!_zH};nnOXfl;4VBcPY)aut{l)(h7U>c_uT
ziGh;4v|zZ`!aQxXgEi&PjI_(o=kj%W1=7v1vCKLZaGGW<*Rfl9KA0cd^%nIl=m$3!
z^HlM^xnhGXG_t_$WE00BO&bt9I{LPDT5(HbIY_gqYI>8wtt7JSu(<Cd)~qQ;X53Zv
z;8?D6Mx0C^QCF?LrY_&ify!Ku6I&nMIe22ckBwQ+m+_Yh>~p>}e+OCf^ZQ})t%W-e
zg;avMrW{xb(Vbr+bX28)T*qB-Cy6;o$l!@|iH!H3c+$%mvZS(!Bg*N&IX5Xm@&Lms
z=}+f5Jjd7tBpC*OS9-*E_{=rhQt>Brz4S0WKVKLcGEVQ8zls=cnAH$^<S*Y`U~^{v
z9P_e^kr_LfeL=gy9rKaPXL|oW_XOUP8&`kFt54ri6J9Zk)7ibKG#BfoAYT-HHK+5^
zgkr((TpIaV@xV~to1dskd-)9jZ|j{gClikAa+;Ydj_ld~c?ogfc}UacKnSeo(>fkl
zr*QCIAnJ~HDU0Ky%?R&vwcEW>MAUXy)y==Xl05dKpY4SBxZtU4A?B1?FIl&CuZ7(+
z>Dua_T#rD_9wyG4r2bU3{0eABgczl`;1V!{Dxf7457t>rW+)s<r*`es{&2aWXoKS2
z$9II!Hx9;(!EqR|iHGey_=OGi(*atO1i>h|%v`Wo>-IQAlb!*@R`JMVPyGG#8`?d-
z%!tV!Rh{}lw;rpDsYqI6Et`O^tF$J?IA8V5VYQq;K9vlS%)@Op{e#{vZ$3YlkZV_I
zrK+QKiYM!x@HitTN;-Npr~eu?@aNkI7+^}Dd}=>^j?8I7<5y@FHdzd}mVHY^&E|Sf
zT=L1$O1c=fKc)A=&vzTyenpeG%eMF=POjXmU5HrdZLvcm^*FD%Jyk^GfVvmRHr+q@
zDm+aQ{WyceShmoYxFNv;U}L-P<JApMy>>2pHgcnfo%!R1yRx2rQnP@vVSB^epS`&C
z<8DaDK&6F)nnYBZ#{)G7zjq^8?X?m6WqIFb`OIB_Z2W-koGBpwmk;WQ2JO1Bc^LxM
zP?#naU-R!_)a9d*XQ&u0W^2IRNFKkv$QBpx#d+9q;Qv~sag%Dlp^&xXu#m4$b!AYR
zJb8350c{l79s}&99q@DXdhVS3%B9xb>NrPyd&rIK(k=M3T#=sm`tYpnr+CB%x>#|6
zMqwx%f7fihUk;j5A^G#=GSCIG785kNA5vWVzE^q0PiRLFAXgM2EOjE3A#}i-_zp3*
zrJSl>Kk)hf_dQadBPMh4ht>SBB5i|qym={+7BwBJc(_bPII$#I>g_x6n+eWU_~%Mf
zM?eK*V423p9iC&viI;a;rQ~cJOELPPO-H&Ad`cLZ;}0g_HFF{yxz~wnFYT>d?(PY9
z?g(*nxXgj79^`21Ew@eQox`W?AFtMG5w~Z1d|h*zY0i84XOo#Tl*Q4#AmiSxD@uuq
z?psV6(Yf*yq4@ncZv2jC2;S+>$_1}EoQ%U<OM6LW_g(Nx-+rY(&(ayRS-)05JUCEI
z$V<rUsJB#$-<9kOk14<a7j_leAB$SrJ?r!RZE-dZGGI5O9(@a)>m|C>h;E#Cn=?v!
z!(*bwTZDwT#U<z!*A@R;s0i&pbNxY#eM|EPG5E54Tq|6bB`{yLtB8Xsk6jKx&d-~z
z74l|&+#$ae0>(ZS((_!yYHvmcTD-5D&!vLIGI~<adfhMQCQHvbxot!)s3&*(62|<z
zCLi&w!(Mm9P(W^AO104{_b0S-V0GQ!nMv|)R#PDxsu-pf(b*NxIa4(c^=YJuv#Mk`
z67tc>isCzXo?r!eSc;tj{qqoaC`-B^uI}N}FbrSX9SA;wo_%#$+IOb9cq(dfai=(c
zQNrD`zD@V+4g`p><(vtu)hb@l?^g_4b?b>f`S(`7N;+(QApab%OODjNo295vEe4i?
zd`P@<9xSt{r}n^GA8~3qb}8F=Px}&gv0ve`hUdKY*tAUK?>a4k#A1+?#N%3g1S58j
zd8RGDXVeET_Vhbb@JJI)#8glNXwz@M191#`kI$hVOb}|!Gy9?HGUsPURh7FRKQj@T
z0YrlHon-Ex%Gp!A$AOK1X8;s6BNt{DG8UQoJu~4LP{}Zm^u<Jce*Ua=SW=UZV$$;_
ztV^oXIAV9cKg9I@xbjHYF!Po8D&(zpv$wIAvtqN~)j+>2|1Q+`*;Dt<Z8;{-i>4=n
zk({PIC{nk}K`GN?0Y#**ovy^|Z|{Z*z$2xb+d-bmYRHD_9OV{7O}xXxJB$R@kHfs}
z6>#sC-_acKy_d%gm0IGWhes`|>(kf9CVEKVkO4=KzS#9MUC?0ID?EQ+h24F-6&fk3
z4cJXI_`Of<I7*JYmgq^4!*X%Z$`|p>oqOgbL<z#at9C_kXkFp)b*=Mj27c389?Ajs
z?)yRK+{c0T+!oZ*EGX#+qu~ANv$DYPx<o%eUd;wRuY6%&CzcAc<9k4(Sw1jbDYuVO
zJDrzNM5|0~O&AD|70qkTQ%pIxeFsl?Ku^HIpCSquFza*HyWQ{Q#5ln3tmX3fq^ZBJ
z$&gSkK$Siy)%ZSPLVwCIHVV^gkHSR>)Mr6U!kp<h$W2*POsS)|m$)U<fmgVv<wtSJ
z44^uBiQkt%c+B{qPN)5ux|D)Db~nU54R8I6()ki%{`UfUcJE88fwE~Vk1GsGkYfqw
zWWVmLQBfQgd6cWdq^Tucuixh^%<}@BAi6U@5U#dHIOx0ED?T6kdtWta1i%NjRxh({
z8nV$BDov#W>_pemGuebuE%(J#V)y8Qnnh`<i*f9}24zS352k&U&tnwPlKVRPA~dC8
z98*veO7HfHpyF>n1qS^M4wJJS4T1w(^thGk6Ozc$n=gQaF;vT^1zHo?B%Y~3w&6}L
zqVE7$bB>6n*H;^}-RhjpCX3crFBWWf{|W3W&7-``E3Eda`4?ki&ci~1a`}8aI~AqJ
zL-`3FjXT!&GkZ4Vt%4uaaecxL;b)YoY8mgs<*;2G=UJRe>&!;ItAQo>L3{&Q_UtYq
z=kV9E@ralcuv|YNLoRX$_*y8k6;Md$7q3O!a(KL}ihg|Fwt#^hC%q7s>7J1CwZzJ@
zlbw<=!3&2uTTwt(oFUwbHh_2Yc+ftQi(lU=Yx`KTE3k>qv5~Mv4R3{h(`11Cp1!uL
zhN{wwXYTNDB8@#{jKx#JvJdK9;7I59#N=m&1aK5!jQLjAdN(s`dvz^<w4U^@sf=?2
zFI2i~tqk~5`n$u|W2-WTmO08TAYB*7PJsAZt)bTVhQCu#6KVUl4tK)B^aE__Tb4nM
zV=eo)No%?n5@*x>UbOnY@a~|N3LCvk>2^zvZJgq}yWjuHhlT(7!UT2rWd5|x4{$Pg
zl=Wf7?q00V;q!4%^B0hVu;F}M-lO2j6UynuWoO&jtA+n!0+7fRyi$+HIR8XHRY;4n
z{>?F0nV-1A#$Wq$=a4$LsITXC3iE?{5#=$(FIzAW-4Ncbd*g)aCK9P)g$`WH?icdB
zvj7LYMD0I1RBhdc_NgGr?^XIN3>O^iCY@&RI`^hWr<oET-rvUdRwg}Mf#904SY2QB
z9hdv<mP?_LK@uWen3dD^=fnL>nlJ_+x1Ex3>Po%Pm3v%qq(@`P)A6!uqcXe<kVK_;
zyzZkTPq<Mz-hLk;Y3|2MG$Q5)xlr&D80lz--(UMeQn81#r9@K)^EHa)ZiQnW^QXD&
zKlN+SkCDK&US60WTyNfoo}b#Z<<f#m*$1BDvwKzNk5|b8b2j|!QgavXVmQFoYTK)!
zJv+bGIBJL(rjVze!vwlr#x&U92%3^d;oeX3Wq2IxCs~-B$VO*yQgHwOU-Jxj&pHX^
z50GvNJOkiu?ko<)g5-E_#~Qcay;qG}dwAuu`b~{U6^}`Acec*#Z6Kg?zgYVRI5fD6
zUN_MA_v(QiFD+M=!~V8cz$^MF(cZ+2;okX}1SvT-(hnC9<P)c_$|N(rWW`VaNrov;
z-o5%ZV_Uq4gJXj}rR6|J{A#G0z}XTVc+_^|IZdC>bNy0p2a_H3wgDf+_t%R=Cwl@5
z^9J6618rQ8d4Ln{_&AN=-@(D2BH*;wEgyx=(=(<&Y)Xx2Pel30ynK=a;Sa-Ev{pq*
zbN_@0;UaxNa=s|MH^I%p13HnuVXyRjtKHpQ%ZD=kl^<4h&PaR!I+#U&_M1)n^HmbF
z=XN+02(u?%-{Des6sq;mN_a?E?DvlQMi-SzZr3Q7A(R|bTf~R(B$4N0v7*O}R)Yp!
z7__!Y#D+w^fW258Uf&uX`ubEIcSxvcZ=5_Z<zad0SFy)NkQsm6ry%aH?N6Cwd-xCl
zd|EOLV<$$gl=>qDQ8Bt2b?MZheS~FBwwZl4iH@N(V%So|!n2h=<7_p;bAR8#%I0k1
z9#uRRtGn2~7l5!G9_ESeLXY1|`SD~kBOk!4a?6gT?_V!B10neQr{tKI+i_h$uv%*&
zDW{HcL@q9W9-d@6`tl6B^Y^i=cu<^oeSdg}qoADu&N_KTK{yx8@shf88D&f_juoLp
z<J*DuqA|~mW*=oEoD%U#f&?$Yrh5kraE-DXTmWh=poj9*O%QE~{*3C{(=%QWpFl+F
zs_J>cxTsTMRycOD!CvH3S@*84aOu4kEO7bIfkcn89|qz4F@+=Ncr}8$=DP<>IF+Pq
z=SNnT5$HXY`CaB-l4)soBg%CpMZc7<2?5}H?k)85Iv@CT%xTcw&XSviuA!K^)NW(P
zS3x$1yY+&x&hK$};09{`oDV8PjdJk=OWPb83sZ9F-jg;&j<?I^)Vbg@(hYr}(2`6i
z;%@bQ+NxWlJyJ#dmAeG_3pn5GvG*v^=6KsHb|hm1Z^513FVjT@h+vQ3g)uZex<DlG
z07`J&?~d?@4OpwI#q}o?D|TijTF$t@FLB|tMcX{|{yjbX-xmB}x%<=cJ`31z&21!~
zh^9KDqw#f68*OAq=}pg$p7M;YWoy1p?o!d}FCWOJhIrJR6x?pi#*eKL!HTiP%g3O`
zD7WV>O_`%owf9r$%o<_5pZByLaA*`BwZE-j=}~!uan+5BQ8MR?b9BadWg)!9(MpGE
z0v%Uy>~D|!RSAFDlunQJ%kM0x<@*EM0lVJ`qPnlTHJ$rXJ$Ib~Kqg8%F`2(maFJyu
zzO(&u)2)xlkVm@iA=X*S3`*nl_o<$e@l1J!0KSJ1({Xlp3Sfq(>)YG7H=P^_s`e+R
zE@M=c+)_3s)x+bs?;YYkPP8V!rT0k0(e2}f&}k@6zGf%-5D~|RbBi0wucW(gIU>%O
zX*4S~0GjcxJy-=3`6vX4E8T6oyZM^$xE~ykMA(;{%HeSY7*~ps0%z65&w@=5<1>m{
zJN!CvkN7$RiK9KBUvDxBcg}hsn{$n@9J(J0wkb3jJjiQ%z7d1|4W{evKAz4$Ca1Ub
zcCaNB{CJR7b$_pqwD)L)cUFge-7fbM&4wO90+~OR`h$PUC%kqKcpnamt&>6&x?kmY
z7jMSlvc+#{DR;*O9Jc^W8m{_t<fYMN73rr@e7p?sV5IL-)?#%UmC>I2J_(fZq{#@|
z>$M{o&m?}ACLqsXq$X=?n4xj5dFR(C?vvjO){_}rEs(bl%EdpqvbhK8p#1s3=we`Z
z%y)l{T|Pv^`m*Ts)%m`wY4j~nDZlg?<ae>7{l|L5X?DkpXJfeC45Gcr<xjQgOTMIE
zA}_k%BI{T7_I#gDTxr8#ubBJm2|l5aQGn-_XG#70@7vf4`(G=sL|*Ach%&qzHPJT~
zp;^~Ds{<igx(#f<yFAV}ahwr7;I%ilKKq$M(t(fJnZEEf97oU#0>Q!h<9+|#QU@l_
zoOI^TZyF1IS6|=zOL5-UJ3|*Et99b=iEwXVUUenOqKOw*wEg=4T)mSe4Fi?i@hiwn
zAdF@Af=0LL-MHfkp#lQ5p<FN<^J4#@5UV>gMr5nr_LVd?y@pRKv(kN@F2u{^byFHN
zZr<%tkIM>*nM341iUVL&24k}f|9s>K#!Xj%D+HwC9v<*KYJfS<;Tj|i?|HdOX&n+q
z9u}{S^{^@!Hy_980psv#J6Y)0=qv}TfxIlA3v=e%b$J=U2MFzX-W~8bi`L<;+pVY8
zN%yW5)_eXam|G}Fe(5JF7{)~!BU+5!rw{ghs&<$PgRNYKD`2F0iRQwI1`hn(;wrAd
z&<`3R`6j%c&yR;N)E%yk(f4O;+WpNJpb@W~sVMX%-VKfTkW=}(1${YURBiLEqHD@S
z{aakmF7CSf&_W%ReBka`>>$QYK|ay1#V6p22pbdmJHJdLypkIy=8h<FQU!bOR%|=4
z1NL^i*|V{ZY|RRmwoH>l#`3qno}IjRon7>5*p8%sm^FS&h|?eY?U2PRPSusG8VhmM
z`BD2Wb^Ya+@8$S$n@+S7^Rhho^;d>wT$Dr)w~MUxB`HrMb7J0yeIPY31X)H6$kU1@
zY3I9l+%eK8@KH+jexJSv@=hyrx-QYIo7{W<zH^6La5{i_2C%>dCR5niIH@&*>xSx-
zUgYDP%=23@(z=lahi9k<`ZHqkn&B>h*r~GJYA(AGQEed$;Q_ObbkEUbqUOV88khat
zGzNE#zwp>OBO3xybiB7RtIkg}r>(uzwqhP*mscAO#we50#+w?encM?|yRhfIYZdTT
zaWW+e4n%dT-HDKfSuQ}X#nVyEP=*J|+*v{DoTu3Pb6I*AXAp*a*<JU~-#f5QkkaBA
zMiO@oJ)HIs*mOHDufuc8Z_Mc|YF{5E+nr`{n8&l)4$55dy+q>a@xcQALIFfP3l(I_
z9id<}eQWri{OvfQM#|F+fEaXQoYm(U(F{A?;1fFs55WV+=k!q?q?EuQd--hF;GI6S
ze0<DGJ>r!K*ikuTdlBgi4w#`Q?Vw4y3pJ6@kA8k05^Ldgnldy7`#c@_2&Oci9d{GW
zofm(bVpW563un;xfevvaq=4|vN2;T0ktA{|2*Pa9sx4c4{K}~HSKP-rTZ%85e2(bw
z4}u1tA*%wjvr!jPBc!Cms7Y1q1WQ~cp2E(!)9)$ijG=0g{@R*@;z<+Y=+X;o+21|=
zI$xWryZAf$8{XC*>+m(DN&-@Lufmk$oX>Pw?BiD!s`XCr&cQkE<MR8*E=TvF?D*Gj
zx*nPKY^!JG*d&>z=I!O%93HoAwj#}JLp9Q~{b8Jg7_2{vB<o;ev{A#el{lm47>Pxh
zU!T|E%=6ErE!k&@#+7?>S$MvgpJ3#`Gdq>6h5T85a<>iocO;MZ=~evRIhH4Io4ABa
z#hi{WBAOc~*#=QQ0PFSDb?euDPe2-J=a!KsG3X{L`M$sW&bvGSpfHv2yxxlYy`ZDc
zdEU_=_6UfneV4R_5dr912NF0RBktbIFRz@gCtV0HRR+$oRSRfI1!;7AR+mQyMaSh*
zh6g1z;s`OwHw0ec8DEfe|99Q+G%z|ZC1?khWbcW1yI-2|+3deZb>-e2#(u%&^<5di
zL@mFk!Pb}e`)@t(NMEY4^k6$M3!9JHp6Z`_UoWVUu9S3^j~(BsKA9ulE2Fj`408k2
z<<^RHq4ewFc=pIorCkO4aQcQlSCIXZ2|EFC=3sx3A`Ow;@S}+={)kS~XvSw3vG5oS
z4uQ@XhhRvh`k<`Li0(PxVT$`k=XAFU-TJrz7HPGTh{Xgc>JQ<uGsVwXDH%;JST1AW
zcS{{^s7~DpOm4GIzmPWj+>AiAepdDPE-uat^q+qf>enuy=LHbMcz6HJiUv`3GZF@&
z#J8*d@z>pG(Wz813iD+x)5fmw5oMl9^(K2ur&s|AsPEyQMBM$1B^`mnvCl&t@zr12
zU^-SPI&Fa5j3}VRc}B0#mz2-QJES#F5y;9wEC+|+XgPiIa3iH`k3pj&#UP6ZsLMzn
zvjH5|B~ZX^(-D()cy9zi(1Z3U#x5!-0C;0b1${NxIj6`TyFN}B;blFAe&Ta%%X+GS
z*D!!!E<`BrzUywMW0sEst}`&g;$e&u3*%#%Tj2ixe_+OCx6Zt4xg9=VIEg5%OK!*A
zY(AXrHzl6#&~4p$fnI#wsVdA2BqL6|Bq+%?FOZNwEqon1k-5d)pjG$8F-u*=H_LLl
zTKju?dY?y?z9qo~vEi_3wgj?%Uaq?nRKLM){_PsnMJJC$WyN@&*m8Tv$IH20^2`OO
z$#4nGjeJU)Kj}fijD*%Z?4-_3R5+D{QSh-wCu2WQez2z7A&M?$sBuU+*4(RU<#T(r
z7_IC()82Iv|I@hO{=L1=dvBZAjT+49X{NjWL*E4J5no1-3>>OmPrvUoydYcfJj!{8
z0kQQU$+^=GCCylVOLTUF4BZcJ=eal#%k@MEQ$M1BB7O4Y@Hn`<KqcuiM7u=3jcrRF
zR1a^gvk~}@l6mD8{SNJ!v>I?wmP(S#<#Oqy=k&U73Hyx?1lT{)ec~xDNw`!|sy(8y
zX@0B2J54>;>kA;z!|t4YU81o>Iz796fxBVIg&s#>Pk9dwT-uDy+U?P>S||rZecGee
z+ETd;$ytrN1E~H62}uBTJ1Mbp$TIZF-(l#IGxXqo{@HP8b~*j$*b`&uCnb3j_KyTU
zo*dr<HRDFBHu}?zy^tM;vG#R$_zuKLj{~woFM$|Jo>NPnqD&Yaf_M34p~L*0uQpuf
zfKilK0WCa$sZ@brga)qe9_7@IM*Icvt@_8<q<l6hJri<ZH$(hH&ago)cO~g>@~l41
z0ar)(_>Q6tR)Bf8*ij@n*i*dVM%3!<GzPo9(d?c66)!uVzo$w%aT~OD6f1L=Hft}u
z6H~=(N??(*8$1e2fWBaFS+~0te-a42f8%#KlOGqZp}ga!n&C(93<pQWy<akbH`m&@
zD&8a#B#4f`$Gxl4Oy#_+#bg*0Hk`e`C;n;5m@WHBJ`pSt*;0et`?S;c!al>mzRUHW
z!Hw=0trUvHmGv%`6c%n;nD}HpEc{o8XW<y?@7F4%xGa7vZuPA$4iCpA`$=uJxI2Ps
zz<Od={M-gq%l$>VY471RqHW{&s$<j7udYS<YByJJ#xZtxyjyQR6DaCL|N7j$H9s0f
z)&TFy{fGv0pf3KK5$gJURVH%lgBeBuy^=3=hI|2riVe{HNOqD?6ZcO$fS=a>3A^PX
z*Sa5^65n{Q$p`tr<@og7<_4~cTnB;B22bEj&+2q!Hhu7}E2T2dkD0nr{UQsBmcX$=
z)(19-GTY&~E?AqS^IJvcZ4UJm!`V7W*vNrMlBo*M%WNR$JLj)EE@y&?z1KqPp+C+N
z;6SIUL+#|t*ILO2Z8zYl8<qaJlZ*SFIK8Sm(5}XQ3xFSA0h!)L)JF{StW&30UQ-(B
z(8eEM2!r^#C$Uk@>-otccBWAy?sDA;{M!;0G*`*<YbvH;J4!d_!!JHv9_5Dg4#dr=
z(f+Ixzl;0nXZg|If3P@+b08s9gL>jj<ri2i8u^<l?=ibw@_N;cYghlUmDhL8$%!lK
zD6J=rcmY>(GY@)(LHF8wQyhX&?0?X2aCCHMz;p;O;VJd91kmr=jlX{B*d1)Ba5En)
zTlHjOoFKS&vqLs{P|6U$e0iY%0y*%`e_y4~r0zd_g9v$1-D9XPuhHW%x?OmSH^KV&
zITzw3Y?l}~qxK-g=`JXnMnamVujd7YisZF1VyiyiZjp7u3v;+ZFs7N#`$rac`x8k-
zCZA=zR(N=kHaJPYj`(Cxc?N)~vbnoz*VVJGa-`7bg@TR@3zcI!&xAJ)aaJ{XynB+<
zb`Uo68@^iHq>UyxDvU33!_pw`)Xa_MFrnZ$`FNVjQfr6;6C%~Kn@dT~eD$iDMCU-<
zYN*4TBMafZ+;)5q48;W>?f#QQB5^yBzWN+a{ja@qR2XhjCNYtFi(=n72~%^T`tdr1
z8Opnpge-Q?-vNuG`0sw~R8u2i^B@{LGn^qkpf=Iqs$r1hAh1dE35fhxOhB9hR)^rc
z{*Z=QLswH_Os3%A&w%aZl6_v~Ob#*7(WoNvfCphJJ-O`7G&88nR-8#I+mfGKBQN(g
zoZU0luF!38KY)ntl=#|KKgzb;!T=*n1JTl6?z5z#W5B2kQBvO$-Q6Q=e<9TF@23@}
z5@yw2!0rnhNH(QoCiKLxr@1iM>T7h%ol3E>#L?LG+qTC0+C)$s(4rv;!(2aN*24!0
zClDQgq!x9YAH_qUR{GV+`@t7oz9O(5{A{B`AC!mlDz}{bey(pO0+Mh3&B+nL!UFj4
zZMrFj_dTV;zE7U{Ob3s8A@REan~5JKA4$F!5yO1Ru_bvg>{}<^=igcNU0lM}J*q|h
z!6&Oemcpf8rnkO+-|jP}(9wyi=9HK#1B1*OmpU&ZQ!2rtDZzUkU(Q+M{#-OSeNH)l
zch~QR<O5{O1y^!l2ir$w|JLoFC-&KCZw6K5UT-L%)gg3O<J|9)A*UW5O0J#$?z8i4
z!h!qw`5AZ&<5wL&aOl0_lRNrxF*MJC64AxnwHJ?k--~VQ^T!+0C5a4u)B2Lccd#g6
zgoOcS(BmkJ^STdc1|4TNMT11XPsW?~zHcr(z!}u+5S2nwWA#C7Mf9xa&_wt6{MYx}
zX6#RS@>qw%uGEu<0Wj3x*4{zZ3kYeKe<h)Mh{SkQSWFR)pqG?*KxIR7e0X&-vHj$l
z{=GMe3Nwac&jOd~TfB?6Y=zep*u?DDySKiQJ`|VI4!3@Rkm=A-0&xcU!YS47{TvS=
zZ@9Dbu<w`C%czy(0-MNd791QReQ3Ypb-dpA>#bxvZa&w)QJzv{(FgL@<LLUuO8x9j
z^cPokJ2R_%3shM@thhuyGF9;mVT1+Y<VbHG{g$r>x!_tDR8=V(Il9*cH(yFCoY(%g
z%KT4XMMod_*G=xYC3v$?G28KBO?GjgmxG>=W^}N3kr#BGJS){L{`O>7HLgmYH=<;w
zy^E4A=|J?^_EL9P#O;!+M_;jJE=Dt$AL)){*4-X?rpZBo{8BtyWE;^9U`GbaPRcd6
zwM^36otvES5vJ7iiu0$OK^zhC)5Tby(E>1OW?*7<dh-6@N0ETF9^(FDRdaGW^dPh*
zA$KsLGcT&ZmP?D>v*!2Kji2WM0|{D@{M{6a=O3Zs7Y8z5iTyqE`t&SuW-MUPR`YRJ
zQj@tDw0!1QNL<}{iE3_raeh4~Z_nkJeI9^5O2k%@+^Li8B3dLG2EaVYZXh~+amM#;
zUw*IJmd0R$_k#lM_I)YZL43lFcLTQIsulC$xBZf=+XLlbNc?*(Fc7R!AgsshaTaIB
z$>+@4G!w%aqcz!dqRB%wcFA9y^iX^b<RKb|+okwcnY_tg_cq)0^#dk;W44)Jk*U%D
zXi)OLL?~t!oP@40J*bTVm&fi*9=+_iK=SOZ^X|)38<IeW`(-aSaJN9V?%qL~2DZt+
z+3V{;lxDSEIp{Hgz++Od1~$*We-Sy{JRsOL%d#@9!l#qxWt^!5O|7r0DiizN(+ak0
zGZ0Bs++AcsJ8^7n&96fGG+kla!z%vkwYUeH`tIAa(Z(;P_4?2&v47AwD#XFVT;C!8
zMD7nA05^@yFS!>4!lsW~i*uZVtP+MtPPi=R&2bUIlqwSnh@@~DNa`}I^V%PGQ+*Dw
zuw`GR&*KuBditVqwZHnIy<8jbh(>|pG{?ghp<*bs2{?U-bqt+`nh>4fp3r(m_XJr4
zoM#|?$rDO^FL<$mDV6lwukJ)|M32C;!(0BooB{w#qkL4JV&oAYR$?JT@hYFPKDs1r
zAZ#UG%ssGJcN()w0qOhJ0>d<+iTmMx9#_vCMbkPS5A<8%j}XipSiOu5d@hA`@4{mK
zt@Y$f;RjD2Fka009RCce`?R2T_hHT*)?C6@tE3b(XNW8W_XlZbP8J)SBeaU8fGIrZ
zpD81U<0f3Z<Z<~{k+Cqc8^2<EoETHIUY>B;3-9{s)St?hOd%i%Irw{O%Mt6MEU<m@
z(r$K`6jS?exE}YH>%Ija?IVrEuRvf9qt7WrK=+l2NW7s@RcQ^L9_#L--B#~Y+}6Uw
z%k`AnRx_mpCf`G!|MZX~nlm^I>B6<s{JI)TcyPIIQNT+=dEXa>ec5urqoil7?_g}Z
zlih6XXEdpN*T2W4P9JAGw!;ZY4FBdCXwD9<0<N&&{>IG1tSP&kLXbuUT&LdmBdnI4
zFhaVm2Ink4h2$-bs1y0e|NE!@r6|7aYX&B9R7{^8F3?Z^2;wC&K@KLR;>`EY7h@Mz
zz0QJi&e%1w5!=45ni65jzP>A-;apCWO)=C>)gLL*@slI?AyB>HUyS=w?U%yhrjd7V
z6TVeS-a4BdNt$u4Zh3?up@c_SJ_uOxf3+VpN<`}Vc1671d$4Rn&sxHk&-yw0#O`iN
zexKb4*C`A}!j71`IqWl-uP&MXYNIgbtXpu<aTjL|=7qPA=kp{$?fs#*w&_V@C;8jj
zYpQ^e{vmuUML<!g9%|vDt6zQ6(^8IRv!4vB>t@)R=l3Pt1Fe~{OY_00%$kH_KLmcK
z<*q3t&^>QS0zlw6+HdoAzrTU!r(xY~X~5}?v+x>D)u`-73KupQeN}-)yp3Qh$Nd?q
zlJ2y>0VR2fR$1-CHdcv}KOD6IQJIKYdvzph?b%jvwDlL4FpoG`@SUAB2ryqh`AJN#
zpa|@QZYSg&zBrf2sNP<2*pwZk#I*Ojp>Hl`x2e@<WXvlj8r(5ua}}E@OnV_rbtNjw
z&gx_QoxHp7J?i_SD&V%@M(J!EYvR@K?%nej{x1D!LMU)?f6+6(-mR}=`T6sSQhLOE
z0M%BMgIsnPkazv6@0aYe7iq&6XY}rKht*ZrnV}HgV7u9h@ZJ`gUpOm`AAtch7pN=8
zQ{5joI1lqH(H+LpW%QqUH;Zs`6Z(tqh`71ELGTm+ZN!98DV7&K<)b<6`&^elSRtUM
zVF<sx9??9bRgI){%sU*e5fsil@vvuJfGa_yDR!JL3PitrzxOGoB{K?;xYWk)8hzb?
z6l?$D6w;%JbGN)@Lq_0=ds6aD?N4yuZ5|GceD{2O<}zxS>Gw?<Imp~c>_yh+^X0F~
z$XrP@@bobXep)hZeIJLyJJc{v+`C9lf0{#+pGk^xxi(v@eY3VQoW)Cjj=4hI`7&mx
zn||z54+GPDqCSDY4e`ra0gphF?pXtr0Tb&bxs7AfN@y5}{KOKRD(oHGjra0lzSoZ|
zLxegVaQ_0*6Xv;pIXaVNRkbXNei0GWMN>pjPztH(7*dIV0#XS6^~<84^JFU{Z@zeW
z?y+F+wdNdy(*%SA_lNhPf)Z00F4E^ab$$avInA;8SO~k~idlJ{iDT)D!{c{|76b0G
zf?K@TbDSysLzlrlw$nX_k(S?!x8r`HJ@ScPc@ZN8cV>5&vWOV$j9yu%N+#R2tN!Id
z0MgH|jB0G;DGyKlJ?0c|xhaVH2tymI^-A>LXHcC_%o+Vck0dy-04m0uh+(h2-HPb?
z$4){~z6?iNJV#~9XZh53p^T<$`*>K}yXJw3DQOS2-N703+kvw9Oj?BT=U+SgvngQ7
zJE7Q=zUInzs9x}6Uhtxi1^vwf2Z*~=zZlrvLR5ZqY;giXTY%ap0b<u&uBgkkDqNJY
zV}rDK%$a-%8$L!Tu(xf$u^{Fgv_YA_-I%F7`uwtSsJ;rn@8xnE%(|{9v}SU_S|4w!
zKk>u7E7d(v?%_nx4}?_r`zMt)lDURIeiELXFF%6HJKo{{a*)s7m-`H4$pXSuC}k|N
zbQv35b_~RQ*11pxPvy}h<f@l_n{t_Du7WuzKl9~2s8xQ*j5PKPb(1+OGWj>zm~usY
ztZ2X38}r9`ik{d<oYmk=R~T)7No+hwJa9ZT@av|2*zO%rL#$%>Nq&qg%#OQ#Yrv9~
zQ+`q!<{l7&n2Y$|^_QC5d###Ql~2@?+)of!OyOPFrCm~TazJ-%3hK0<PFO^Kf+<H?
zk$_(;x(#k6PvQf|<Bu|h{#yBwd?EP9Y7NIJtbbf%jR!^<ck748Q209OX`4yZhXj?+
zS<r`#Q+iuiw!vjl##VIC6(~yB9H|I%j0yfE;9Fg33g$EO$?w2;^;LX~zp*;o#NFf_
z>H23FDHF=Dk!bmGNr|)BMhG9iy)nykSzWbd2g_Z?-;6)*k<=B?J^2i!bj@(wyC=kt
z<I$NSzM^f=M3&6u0R9p`FrO%uu5%<br6KSX!2JStfCK<4;gkG=6G_1(*)o#zDk%Gi
zBen6x3u=%Db>7k3<SX(w)X%hIlg~*?f6wDr!{d-Vxt?~xf{yE8Y1q#PZ#=UO3BR>~
zQBV|_0=}mA00Tf!uC>~=PNlfF>t7@8AnQ4@Uy=AcRq@Ug;w^utM7-xC7)AOykkBU}
zSoT4*_x=a;Fulvs)5|)8QE|4qel03IZ9K#MeIr8CjTNCs;SO^H$Ve8BQ|diUO_3Yu
zVXnB;*RKf@Z~6}aN>1?MY8)LD?W5NX+<MngQMqf2@6r}?OjrfE-Nj&kzvF>@)Z6jP
z4#$GM8DY$J);rJjPa=Z{U6g%+WY|$(b|XtB=rd(gW8QS5!>_6=@$NZ?lUJzkfcD1+
z#LXvHK7EF8iK_1Q1h}7z9+wiL@XEuU;AQkOnx^A^82wkzH53_%K>0cB^ayX~Lp)x1
zCZ-b;DV76mhlT{a(X4aAS!b`(LOTlOUB2#%=c}AX__3;?+dayR$y~q_jb4v%akxiI
zp1h#$lLa2xyECu5TuP14KBEY(!%TzVehvttoLK7?&fL3#ywT@#{yObW7*uY8{~j`O
zRQ+c@497V<x&3Hot${Y<kqRFj>hW&Yel}iI?CC+g@iCPU9ky`zwZRxdJ5s$AGS_29
zg%i(e;PXp(M{)Dtb(7V=24B!6)en>{T}~lIwJ5#An7ST;{_zB;wPg_10HYH4>z$H2
zW5I=HcOr6hUMIVIY78s8y8?@?)tRyGM_2dp!xvd5y8ZX?oFjQs25g3Li)^StR7b8I
zS;aVMhi@y>T4cw`!Oh<Xvv1$l7Se*q!w8Dg=W_hmI$wPy>+a#1K0VE74Q3Bk>OE&p
z=u0Sj6=kVs@H_SGZbd3Ya?M10)cn>z7@u<d*G1RSZqcZVx<b`3T%F5sNwvWEj^v}T
z<P$yEUn1O{=G|ET%1q}+j1+DM88Sa5Q;J`->?G4=+HKtDlh!hhFKUx3Hvaw_8XK8o
zGn>dKD><0$#U|Y6Nt2Z`Dsxp(HeVL3oBd%e-CZr*R>^4R2XrDrvrF%%YjOK^v<!A~
zuqHW3Gs?Ve)w)WIp`PQWO9eRfzE1SyHeWhR^lSgR9kD<uyt*^I=LG<i_Dg>}lHY-%
zuAJG6atG{A&A%eI_0#$y9GjTm&rKrEiO)-DN(ltOz6Rck<>Ta28WyKF=C_Cu>ZfNw
zi`2h>lP#Qy57xH=8iU8Q<_P<qV)juHhN(iDMlGXAKYVg-0y00H9|BC$NQ(aSZNoS6
zY6@Z;Qk4-+FVtXd)aA`+L@Hjk7+)##>j_?E3z1&dXD~myV0rXbTZiDtTD@#0Sf3c#
z_yBqmX;I%U@1wc1mq(ik))r-__v15UmU_5y-G^f3vSr`r<k^eViyg&_)W4@|fdi>J
zT@H6%KYpd<+`q5(<>_|t3KY6@+2Qd%68?;le)UBS`ii!^j3q5*RX7<s8cn2E$2<Q{
z@-5!#$K{^v6_(+7-<UO$1|hcb1fRU67e4LsOMbji?#x)>YRBpx+F`Le%(?M64^N!N
zFGsk;YrZWCd^|t5gl1R&q6#L_p#1il&Z1KdSw8qzP{TJudlZ}cy53Ff)d@1$ZpmS&
zDZTTU8dGY8_4)2n;JDdPsG3TH)v}aR-n19yvFE0o@RGxQ>ym+$JxsQg-qURG=V`ir
zXZzZF+S!_8;(6V_zuRNqb0+k?@+aG}MTE{hRK?NUKW#x*ph{WZ2m4DIF``g6?zV6x
z?b`Hl%1WN3_tSTbshMQnHNCi4k?SliB^WCwMrl38(uR*!ISzsE-SXaMHLDQ-i8$(y
z^~$_qRfHfGX~7>DeX}SP<p4j~Gh0&TSl=_;1}*a8R6h*Rd4}I*@`6$+;xw#SI_BNj
zONfv`6=GLxhAtz+O2wIEZRD&?^LWWRV)5|v9`IUn3vgB?m|+eFN|#I)Wi=TKnG(!r
zH<?wa&IpnOlJv+c&JIaG{Je_60EP%SgqHtA3zo-Y=Uy;NnCha&T=>D35%G{TjaDXZ
z&U5756zjGFaI<|^%sZ9(0`f%MaCJ3Wp88XM3Wr&hD!565r`^VIi11#1zcNSmNZ=9W
z=qh&}?9KWqkK(LA3-B_bVbZ8tr<3;^=Z{|5VC35~h$7Y!^jQN>AK;v`HHe``uAtBZ
zH*PmXvN0r*kO2n7xGu2{2{HJT!EZkv09`<%@0Qiu{px8VJkpPM!N8?mGA|V&xgPib
zf8w&y>Ut0aBDOVh#MDrS<*+|X%PHNw6G5;J{JvvM2IgFlXQn3+t!~TET6b%P@`lWd
z^l`w01I;bInbxm+zrHX5t}3?Lz0CY}G*4cqwnZOn+toitsig`5#NL`Nd^FKZZ;L|d
zAqxk=X=0c=1bph4zQ`jcwGtnLukEM}Ksg6t*)6BLZ@g3&o#|NOAI;#<L*r0bpHF)#
z>4{y^OrBp{BAv3PX6hpioMt3W_k9>sv^YmuQlEWuZz0wD06shn0jD@$iq7nJ@%tS|
zA#w_c#&r&`G`k<N6`h}rPelEMU2?}~No?8gl~LmKgO9tf;0fsp^6htymgsQxAZDK{
z^wNsyXGQ(ey!uE8-oMZWOtW%W)IxTc!nUYaJ6jnndwxa&>iy+ki~5dpHGM6^w+&L7
z)*H=DU+r|hh{XF%7I+=VZni?8Lw?x=9?19E%MEwp$r@Q=;6~0s4&mS0+eJ6ho5p3|
z1dibQ3WOTJB5#v7)nea5%h+o~e&QvRm<Oh=4GM>poH?!S%r)olJxJ6#z&?z|J2<UA
zWw8z_|6tgWIcW=TQ65{o>TW*)*&e!;z4cG<w~Q162S%gb1|Er>bsg=sAMOP-X^nrL
zFLL|a)v0?ATqqwg$hx+9D2=Bc67tB2j8RFaKk%|-oxdxucAROl<D5RtWIt%58yc$x
z|7abP{oloq)#Pc9h%qoL5XVCPCnZt<>9IGY-~~$#bKsi8t$w{bH$I}l$lmvoVLQK4
zwbHALcXS{T(sj3&GpCA4ik#?NZ1<xL$jS%7Zp?pJ@8ImJ7Q@TlM*`FZzyvF|SESxM
zzxBHzWu$i}FJbUQR`8Xx)~D#$h;9${vWa8|3vTx4PerXl$#kRkCM%mhEb<HaSssv!
zLzh8T2lErhqq<}KBo6x5cc)pGmqi7!go1CfdqnodM`qP21?8hLfD$5)SgE=710TG?
zC8)L#01cf>{~4d_>xiB)QTG#heJl~s{X@wGl`hTUZJIdxjwN~X))S~bL%19eTNO=b
zymS5e`FS2N7S4dK%Y2XYxzbbEcs!28J`3I2WIWSukEZ=0vytP$(L23=Y0q)uXbb)g
zRDUe^Bl`iOTx{8`|9&EkHtvM7JS$pAIrI1RipiY#*gt}~#=nD%V?<hNS=v(vl2|78
z@xUG9bw=>=Bcx*lN9BotSG{#`rb?06iwYbBktrIOTbl)(Mz06%eEXz8A~x;oRUl<_
zua<U(%G{4|FR)f>-PKn2VXjJdUO?0TMxP?))Z&+Z-(5|Zi;+D6WnE}@5Ip$g@v+lW
z{k%Sobuv{yO%P_v#N2%%CICrfmJLDVyB(2zFSg|l7p7njtWeY70($6(acf-Epqy>B
zz%w#Y991fL1S1oJA@J8x#6Ep%18Fmzqf$0=cE+2Jlm}ySsxm{Dzh({QR+U|`mhbW$
zUi8PktM0EG7W&WBgVyppQax((?HOBmH42vrwG}vxfblzho<;R|95}^0MMsoPv4&z?
zR(R4<jJ|%4l2j5N%oF=%659%5T6qq1_LdIKO6^gnUL9Tl^P#5vbhn)0159M^^c$ws
zW&^MvkeoDcYIwCq#)$)-xJei5q|QDf*IutO7<djXW1&x(N@wRgO8L0Shs%$4`YwHk
zweQJ(?w7IWJu-5Tj8d79PKtPpbTdjHpRPa-lwY9O1UiP3ToF$s@R^jan)<|LbYb4r
zJ<Z)uUD9x70X&#_Da}JN0<ulOv-T5YDZ>G}*~X7jmh0`tFku1cB8cJG))rIm3~Zjv
zw=BAui69=O(~WT{`X0r=|A3}?Z)`sHP|CEL5E%XUa=#-r`4;jL#@oT_s_eyt4T*tC
z#I@0=qez_sNKz!nZ99Wg`)q#a8SJOxz1?upC1Lf&p%4Lj^~5nhpUTk-VDWfvMG6}E
ziNc26Fu&7_ia#^gf5~m1ywY7VdBV>6B3|6RA`ng9XO3k6zbod%kddtjuYh~+*oy#!
z*lZNSI;@-?5ua&N?LE=qDsttl5!XiCPiI)RS$Q8?_Xmvf@+MK<*ZTveAmLe%pz4Z0
z(>k5#$4sl42}vr02CnG_rLecgUCbk|iQvq+rRS&@ZRJ6njaf&~UU#thkUf1NUUlB9
zIIrx@BZ>Kvjh{v4U|bypO2_VdL9rRU2!PuWetq6~JON&(*)W&n#eEjKEavbksZ$Cb
z?k;RUAHn$!N=p*GAX6j3&RIJg&j!kOw4{$yCIv4j$*E}&(eqjBl=$&=dcB-yYwzFa
z+kQD~Wg;d$nH9jW?AaGQLD>}NtxsDqHq}SMC5C5xL0x34DX=ojD537XPlww)xpZ_H
zjLJH!AMq#OmT4%GX!RnJR}EbCg2yxEZ|*0!Dd8K9B`Fu2moKh5h=ucuxC_e0r5*@}
zsAt|M(HiZyqcn1?Z!?GA+fsLLsMm^B2DNgH@&7+(gT`v(+}(?5@CvFtXsPSk<j$2i
z)a*m*a(mjrK=YCxy#tamV}{t0n)3LSeNtbMUe0$MZMGiEg)m(#2b8OqfX_{AfMwF6
zoEia%YCf;kgHCtG@BL(RB!=7SW$N5MONi1x?0;wa!Qescmtn2T<mq+ig%E{KC{tCs
z%)g~({F1lLU+V0#r^Xlw6*40(q>?ZK;)ZCT2gl3OpC6kuNXi4r5ooI4@tNS$`(&5p
z;@pHR+U{aL#^$pF{MMv?h(e!`C&a+(p==K{E5xa_lv=>T!I7|{MVhF(by-8h!}oHB
z0b0?E#+E{L>YO88>Q^}9-JhFR6YyU9>--t%`RSkNeLpU2X6#__m|3kz<!Y6RDy=l(
z=X+EC=nN-$X=DC<8XyR`PZg-!1e+Ulm>mjpZGWB)>XU>%QofT%T3EBX<}m6`lsW&w
z&3IBlL~kI)@fZC(ZxNpYhW;bRsa8^-ak|?uHR|O@^}~GmRY+VZ1}{F~p?%-Q!@hY}
z;MNuPp-qhEQm033xcBc1v%a;Lx1DZZ^$?`xl3XTmvm)6uN{T-C!NS=eZ;H3B-WvNY
z^QWLN<PZu*aZitLSoy%x-`zZ5gz}aCt{@xBo2hC~`G+#!*i&?!@F7hzLlTb@zUS`b
zfqmxp&$)WumDEY?C|%jx>$ec8BnJ=Ce@P$YLM=uXh|Rq|B<J}F12z8k<%~7!QMQH?
zM(rG66FYQIM-!gBCw-m7MQ_vdeQHMlF{^p`>e*ogzG3)e&N=MUi#=Wb`gzOt5dy98
zq=J4GoC4-!)H8t9pVn6!j`|l%Z&nyN)P6a|d^xzF_)Bn~6F$$~^Z2+N^vh**ryu$9
zQ>?&3r9BPP<99plt<QuLcv8{(Q(Hp||Ff}3xWA0;zy)RWq^h8KAu*=@eW^X%`H!{x
z#fh=aGrqN=n|0HWo|V_#qa5jPx}0`Li0egSB=p0^xO5<uL;GB03A4u^+%|+r6!tNs
z00X3M5~nRb2psBfS7vCBRg0_Ds-Hckl<JM!*(`2gp#4A}ulE&&Deaq#(gREGLDg1^
z<N0P+?h34@u#@uas?$$6Csx9~LY~`c7eK3CDci5mZ!kPtc-iw~ez`-=3|Fyx0YxD{
z#oPOJTp(~yaI$?LKHKi~mp;6dE4~aF+$RX^V{1Mwyap1=&&E39!c?Hk*Pvgl#Qbu0
zZ;mK#b;YVE8b=h^yGM}}k4NDv-NaZv+|I670ibe<Md8tis*D;Ja3QDt-5E*u5m%S~
z@rPi&9IE5jb<U^#Y3qZYc@RzGnZ<tm?(ceGeqUz>7k7<6ez&Q+EIR-SFPV(;kz^Rh
zJ+Za7YM?K$yI-vD>vS>9N|3uV#eCmGEr`mVkTTTige%*2#AygeF6={uPTJtLo>4X5
z5ztOm*jMnu-o|P0t7V{Q#qY*lFThUT)$gs=ZlfdnSQWqEe<DijC`i1Rg!V7}APT{A
zG^XD9tao$rB8}e5<TUOiINt}qpZ37iT`n`I9N*hfr^`3AgE!*+`#u8y^R912aTDTC
zic$Vi7sawy*0$_8F09yn2!Y3`+Z_N!Q}5+ZJ!yJ68qL$b7+cpG_@k?u-$uVu$RLZ&
zw{=Tt=D3rj6(``|<12<5l=2MpSY^ouE*uK&@dd9<)wnbqgKhrNMLIkv!Haz>sx^SH
zJDthL>9}RLFk+oCeDRHKUSR0#?ts0&Z}hQ()@*%+na_Mv7jb#xgZux#<TKu<>R@tb
z?`#1odB>L$P|ok`^9JqX1N7f9oznBcip1&r8kCQIctsGvB5Po-IP9&$w|ULYhT?=!
zsb@q(X!sx&=SS6$d&?5nqEGI#+8#W9h^;5YjeWCoykxtFKiTElw+-RwjhhpO%kg%!
z`7*OO<;62U3-;qM@|rLq&d4Pmz>XCc%N=4kyQEF~fP>D)l#wraNpN5qgp$stZb*b!
zV2a6{y=s+Y_vj&DOu7f2yz3p33DlL`<pD=<^#?)^oXz>$e4BSxF9!VUrxF@6K4l2p
zAN4pZ=i+n>hUcUFNv}(|3jmArADqh^M%55hZ6%bVSn1Vh?OqA4CBE845#cz1*ESX?
zil2KwCu8<I$Ex?cW-*SMpSh}j`}f;te9jy%hc);Z=SzPv2kMIXOQNil_h5jaj;0h6
z(o%^^;_eNFvq;GW1D6};JdelZHOb*+;`R0Ty^`~vnMZ7HMb78<;5~lZqjc#4+6uv<
z3utU_W%Q#BT~tdTy)W;6>BAI%@-097FT^{ZAMWuZYF}W%@z<!?bwLP5=yG3A0O~gr
ze>KBgcbm!NneiPr@pA_4m7;g+_cL0*42`kNE4$z`eEKb)@I$<1#z0p7j;3g}zv5LV
zOXDLp2%^f%#JG8{Fl)|T$>6)DUdB`IE0%>cxV9`*%fEiQ02BqTtkRLs1H}WkB2BB>
z&SCqUwczvp6OG|1>};`d$0>)VI$cvm-ae?q`%8X%e|e3k7EdD{g|fcQ4mq94(mlCT
zB!c+keIG!k(Y?A8uTTAgX8*?;0}~fLG1vsN8&?6836=W73doUb{!2C}>oq2tY<HQS
z&aZmkAp}`BpL$(p^ouw16jLUQG}4`LM&TsI16^IQ<X2qe;K!&%zn@Z;kD&*@QF|Yb
z-p<mmM0zhG3p@GmQw8uN64c0ezHov;hncp28}L=M;}cb+tZSDZPdXSH*B5(!sOF!~
zohE4=>6kMV>PC8b#-b>Hx1S**6hFWLNT0^RiK9)Ljj{ZuDt+w+{zrb3K`gv*WGF2^
z)Q-#DGouKskBMvoRsU@5`jCS%>3j3irR(mhd^xA%uj8{vHlvuUcWFs;@;<_*neHz9
z7_BXOp+S}TDXtFhdm8+91Z_vc@O=zV(Y_>?9a#n~+5U{;r=EN3RNc|cdr!_O*?D3Q
z8(y$(&;~L2MI|lNt{$Rv90i>E`F<TZ^qj9lcx8DQoRHlrK-5)gI3GUTHTn#Ty=TPN
zJnLZoNC$^!Ezm##d)Ja||E>K@^EFUkfG!{I*N_8mf*xj30Kw@%u!mm-T1X{yObQt(
z@VI9Q;uJ`E3qx_Q!j9~=@nae*Z0Ig}^g$bs*ZUI*+1tEVr-^;1K&Du)GNiHteBT2u
z5M@U?etK4}&D2~qKT_55H}VtQf9gYR<A93n{xDmgH?7F&9)p)4q=((2E7&HcmW3Yi
zmq#Rd>UAAS2>y`JigY>is{6Zgqjka<_6*4fPXC7WWG;vKtW>nVW?%0aR+|De_G9wy
zzxv)y6&h$z{RJT`0j&@?vgd`Ldg18O#ZLimmf4dHO;ZecXL2Wqu^IZs+l?`9U`L$W
zr^5A56jE(1EIxR=)jI^_!{|=ke55RPCOCcAxs(vG-LhoiaQ5XUXg!WN7~Z~3?n|og
zQvKVbrL`+(az{PpO`CaNr2Vg$NdlOJSZKaOBc#l){^Io#ck*}+5~gO(86`bRkcS3c
z`mR^6C5pRMAFXK;`L(ZJDd6U=9hcEQ5R6#4zWr0PZK_xOm9Y9FGXzb-9pd1orxX({
z_vkg~TofGiCBZz3F<(`>EycSH?d_4c72@~52*5%U43J<{3*Oj=E-f5(j;NjrzU|2+
zd|qCncpEZbxP~TmSFN62tD6-cchA5C^OvU4x^h*^N2udY7cAJ(X16~0vgRoIe9G%#
zmbJqfqU*;bI==&~Su1(H<-T8PjEZ7G`O}F2MTVnM)s76Xsbo9q-h&O%W}uEb7y2{!
z9z+RevRePG#$L(x9KL|W$kKIGdg5ihIaJUEsNM47Ju8Xh@xH&oDUZvHY9428j;z_t
zuWxK~vs^n7v{_!IsPO*KQE4v=680g_6L0b+s-GJVy8dn&flzZc%XB;%0ANpRkSzA}
z?%Z9kTu@~DdQ$Fg#?Mc4&sLAq)8JpJy=Ngb_^j?8GH>+I^DlEOlfweSpKpW!>dQ!{
zB%kR#Z3qUM%y(11JmzJm?Z_`R^jlZzTz=W@D#2$5mWuwm2lOE~y7!?(!$zo<Jm;U)
zns_f{cVOl7p0KuEZ`b>Y`6=cVEJi%fYU6ZBpPH?`3ev>4^?eSprufR~(!_16Akp`!
z-~l^OqNoU)BK^RU%uIN*re=OK_n!sSj1As8qao^&9=1^3tH)43%=hv}HNQ<-r(!H)
zP~B_bU2o?geER0?Q!vj5L1cmR2duwow@tSAT++>Yw1-tf_xE}mbODMVtP+=i$IXEt
zDsiCZDV=KtD9@mW^MJ{pX!7PeU<3fFunu%97~DtchNzouT#_C@=U^z<<P|%S$hhIK
z9bcjnlUVkopFzq>1?5rU*uYJ{Ps_ntdK^t@@`W2?3%Qe>(BWm2O31J4Ee}ZSRtbbu
zUWcq@Anq#fZ)Y0H00ldp$ll12wE_7N`2NbB5;v6lVvS@Ljg|4e(@BI{6Tt_W<e@DM
zd^jHy4G%h7lwg@nSbA9jCyxGOA@-&*jIYIjLQSDpGNJ86^!*DHp|<-RPT%_zF?s`2
ztT5+4!DqeaH1`Kv^p9zBRd!u`9IvXc+V1BK3L9W|X&${U4|&6qepm7wiHEU~4Ad_6
z61mZYFsNedb)*}05wE?^P~S5t^rpt%-nGowjkMktwQzgiX9jRuBs`9faPO{y@!Hb&
z4_6B#x*ebG`Ylx*OpsZg-q&UOEn)EuS=VF*K%j2XdmEGWwlx=xKGqON-9QGvrSeuH
z#dBfIx0aPR^+HEAVgGuT&h0)X>jW*;6GK3b_Uqbrvy~oTIP+7M7PD2#$F_<)P$a)V
z9{^}2<IBGI-b!Cfm=t{MgQ`;dE6wux_X2e0i$&%5a8;x``|INC^)X=o{k|t2-x^ca
zz?QNCpId#*yB5c-#UI5ZoB=Dmm}gBVF3fby^QUNDdiyBziuBa@t|vio>^N}tCk=;r
ztObqrSX}Whe|DKJn0+C~vX4pbF5BH2jZ+SL;wV(|J$--?dq0tep_m~dpNrk_iq5!q
z$7l(g*^ad!yZ>Hgt#t#dD#!o?z@5MV;MqQb60_20(1q`~y74%GK3&g6Z1#wP{R+&R
zYz6xLSGC%Bo$iWqe5OAv7>`bfx&Ypze+gPHO_ir$pjNSf?7UZBxCw1JFa_;L&BVF6
zf4`q7{QA{l8rzGC0LHx?><&AS?E1k2QAf7Yw6BRq=C=R(-Szu(z)j=O%QWr2j%7V7
zsT`(Rs{MADj8TOvfrsz|x{!8(8le1p-5n<Wz8ujg=a2kHn<#KdOEDQ=C-d$j$T~dD
z-41z}_q#eFV*mMo)AiEvD~h^SlYp}9a(ZJ{f*`CsF=m)@KKyFEii<tU;HmfZZa65E
z{Gv}P9>Re^98zE<=E@JC;+30hqJsR*383O-Fol2Ce)sC{swpdO<Ni3$f8(8Fy$+90
zA1J$Ta6(Z-N6IXEgmf}1jVP1kYdp_}dPUMIDr*LMAx;(0^`3M_I{^eas-HC976H+E
z$%a~KmT#yd?!}b<aUliJlqRyvNfPS<zsV4zi~f*$%X65f;;DKB465)1*hJHQ8;g#X
z?P^uG{aL~{6EwA#U)(6n+ulXPQ@FM1{!T!}+LS_<P$4TGfvg><^+$Z7b9Wr2*dmh?
za86vlt)DaOomVWA<~!Z#1~+{aIQalQK_>5!9Et1jV_CK*d%yPqmfVn^ZMW$-OvfaM
zedk$xdO1}5^GENUb{`Pz({Rcl9X;u#!!2hR6@9&;ib=9Nwqs1EzD3th%>ez(lDB*>
zE!X$C6jST?dU~U>-ZVA?zsVT*3ec$UG#~pmt?ye``mdqro%MC5di&C-^>|)AJht>s
zr)6CW2${uKf^t(&S<B)|O;;Dd;y-v&V^*YJg`<%_3}5KQScf;fTx*N(DVIITV{PMN
z9o|2timSHYtUrxCUliDVY0*ee!VjjuD#e5@_3vCBXwM6e`~SZ`_mZ?$7e6XD{_2UI
z$VH|~=6)b9RyBZrOoFy6S{JxE{2@+;wR6PimT>P$el4-sEqr_Fp-_DV-fzaG(0trZ
zTngzsWl)*ezWu&Gj$RucKg}5Icy65@J~HgD3fQX*>Y)7Kt>l}o6vRf=lDm}q!okK$
z6=iPzM%^pkHwti3Ci=Mv&zJ)Y<kMU@<ptDn_24Nx^?NwK?GvtSnTFFcJ=zw`@%C*z
z_k*6i6`HCVFQ=_50@cO)l6$trQdQeTyKs-C&T-j;&mWy*I#Rh^@2ES^6m0$dK0ZT(
zk-$|auJ8TQb^CN4#s$@ZcqgRx0<_da0+?e{=~uZkfYV8!X3|U{1kGs5#Y@Or{b~I<
z*Fuq+6CbEgC=;0Hv#F#Ov&xr&unxPC7XfaV+%9(7jlT|e$uEp&_-h@eJ)d@Ht*j0j
z_Y!~FEwXUBCXNQc^3v8uh3cH{^u@3JYF`eB{!GXtwB#?+@u?GLWbus3a%hj7JfMpt
zgTt&neZ7atc`?inBA5rkeXl>1U~pmw8HBFE%<mQ;#6@B<T?K^+EC?~__<b(j``x8p
z9=cEM(H}mq%^_fi#sO$xM1u@2U1&qx62f_Q++9m68Rgh$Zko&YEn%psM+1zqc`>^Y
zwyGKyNcl&|q)jf5QiRML?wjych<0(FemmwQC9D~vC8zp)6+K-WapnpOk_rPL(Y;*{
z1Ip>DxhBu~XuNk5%9S@wKOMF)$alBC$D~kAOx!?DtH+Mn4j=yw97KK;KLC&S3nMc9
zz$&Vy7{uiO+RvgtXa9EAqj_g2A!2c4Jy$yJjm;2A&%t!QQhWpK9q}*^3oE(YQ>pzs
z5F-%pPY&+C45LNKJ+tMre4}G>+NRnX4n`oVi14nG{80`!s0L>cBO^Bk%?jcJY7u;e
zaH;r)m>awN8vOk_?pH*`WZpo^KjEU4yN!6m)9qXq(;{!}Zp)R*{-njB0;2U=JV);w
z-zLj6a<s;(`k57<{a!OABfsT!ZoB9_fGC5T^-nVw2x1uiF0QjbHCo(LJ1>I1tsmP*
z+1dxryNaLe#Mh-4VytuwvvU|L=Gnfc-ODl)KRqnA!9Ai$+Z}OqGO(+qzkyD!+K~Gu
zU9L^LslMk7<np7YiX^~bJe7`;*eAAGdd7fK)S$FA6IC0tb}+O&nwq?u+c+Np9}U)X
zM*qVc^!*8H$h!kxUHZ8@5yNh+dHU^N5Izleof||s2m=6NhuGBt%|}g{^~8WOFqX>z
z-@6d9_I!xD?CQSp`kez=xTZ$Syy9N|@t1aJ<#NgQTU6iVOFfzQTaVP|<NVE35JExY
z+RYx`=XeP5{@s*o-dy&%VV}gCG8+B!aFrCLbLS{zYgDFNx4HCPe!N`@o7riCQ(rdv
zbZ(MsNy+{gXE{-DGwgc>s0PYhTQsY#&5nK)%e@2EAVnU1F<$Fy#Pzv+=tXjM1hByN
z*UT-p%eh}Y9u+Epl8*W4*ZFs&;_X}%%gMszZ`;pp`nFCcs<`3rlob{6vqo`uvikw!
zr+jzFM=*6U%d<Nm`5p`9W0CO0)@~imGCml^G+|L>N7Y0Pd--@O68cNm-Rm&TQQ&bX
zzj~GUISXuID``gscA|FnkNT>eyZzMPHfbFT^;A*!-cw98uWhBs1J$a1XOZy=Rz3mg
z=)vSsR5<`N9KfOa8MVKwb;rPNS}-4b09?8B_ri9o#JkG(?*g6CC@X?d&?y8qjk}@z
zphhllSVfVpzew7y6K`21nyb|^?#UUsDQ!2@tdC_thIsDLUGJ$`inQAPa;<TRIP*p&
zogVB4F-r7i6Hj~Q-d>z#tP$id&<P*P!O=$?{APUM;=EOCyQ}uNyoh*N`3qD7cE{g#
zC^Zy{Vav2N>coz|%u6phrz@{mq#feW@-B6Qe_C*-Cy(4b;pB8UX|B(Rb_wp!{l}}A
z$^u<px{7<k!YhhL_NI3{-IEOVbIF<{_pgvre8r~~!_!z)`Pb;a?1*sHs2HEzXWTZi
z?j-NgdydRgKF0$JGI_dQ98i3KzyeW5(F#2=lC=MY_zhYvZ$TENl3OrM@)RFn1HE3T
zW)wgeqv)jKUyr>%|BAC)Ue}d=WuXTg=f+A86YDw`2iRe<5ZJqx4|#{B^#YXNzPf~h
zyfF^t6+=<8ZRE3)K9jG{m|Yv@?uOdoN8Xr*@}5s|CR<oZ+EO|Vq;_me7XNuj2W?^~
zTfp4TQMe}09=7~YX8$vIgV$bNIwX=7U%r8U(FS(l=fKJFSckZHa@1|wZ<ThB%&ejU
zj)v1&ia=lMemyx9uMM>Yq@Shsm+Tlw!~N5T?><j7YrNBWx})dh?7!Ybg`#~j6;tnC
z+40mgbGOkt_>X6|9aIOwtm%^l%xDRH3?tBTAJPTo{DSIxK#PU7Vml9yTi=8kG!X_v
z<Ji@xLwwuHRJ{&C{Ka#!O<ReM2aFDHBxdCe{#CnM6u<YeJ5qrmC2nN&+AkjUu}w1c
z@5U`)`HOd0(vN)VsZdG=iT#ylzsnNY?$Jhh@TY@&_T?8iX#A%iw+jr~rs<E`BnFG4
z9o<0t94fO&ne5oCK`>{s!gJlLK5ph7q{96STF+|25u4;v(;UT_QtbSoh*tt|aWwy`
zK&VCvOnspna9qXbL&}hK+QPhvZ=9J}X-{`&JrCPv4tmgIaFgeTa2Gx2+bS!7@P51s
z4ry_uy%T6j+2H$dV6c0xx%?XE4zz2O^umBJTq(^=1tnVouA;(KUOIcZMD+L3HKWa$
z9y{jxE)LKmwFYm~%^G(}`z847TV4v6d91Kcy!+|{5lzLpha>g@tOYUdzA|~vlRzvf
z1SJ!BplvR`Mx0YuzlzHZ9qBV>6of+PI|-ZIr*rkB_Ie#B*S<1t8Rww3oT>K0T!Xo|
zpPt-kTuYd)K0*k$N*UF{`s81ZA&d50vzPDUQ10$|e{0Z}S=w>Ycl3N(z=^uIDBj<d
z+q$+1eN_kIOr4j!`yEpwkv@6-EhX~DUIF+~^ioK9$g4K9Sw4*wQNWNXH9CB%K1&*~
z-9o9<3~yb+QsYHru?YAN7x58fZuo9u;=WvUb@=AtaAw#$z$IW0znLG~obvJTpgx)F
z3h00HpXBkAJ2Es-c@J?Tz}W=`o}2Zy2roW<vRJV#^H`$ne7ba2`Q5*<M_qW23AO0(
zlg?x%lW_}P{w1ExyL#b{zbIy!gc<SEWOGog;Ej*=^TXeet5d=i)<vH-mBF3!Mv*)u
zngy_%%uPq{CXUZSSo(a1_Lcq1<>xtSeH+_#IM={W$LNnWb{hK8!_uA~ZbW|G(KFxr
z1>-dD=AUsb7{dr67r8%K*GFw)29@|FA+fQaz(B*DzHcRZ1KdyBfiUDxqWz&*r@6#|
zJ5Z=7eCZBgiYVKT$LXPvXd?&L^L1`6A2u$IiU=>0hY@b_!3<CVWAa`cqwRal_w;A~
z@wwfzISPE>X3gU{nNHk>e4_hu86i(vEku>*r*W=5+SFUQ#baST3Iw{?XOM=FJ5y{{
z&Xfs8$h5_HIPA0Xt9-ZdQY+kAy(r*U1gz)7j=P#))OO<)ie;^ZVs5^Qvk-54eVdT+
zl}N6gjYZHokE9dlG*vAH7U_jb1N2n+Lovu!8SduDy^|*dS!)G|b1-zAfPqrbdEO4Y
zYu`LW?qK(Av!KlKM54ORp-*cIe~(-?{$NK<O#V)o32@bv{*L@b$n59vdG2)qJ2vld
zn+3&Xjrx6XcP%t;=F4W{k6M<;{8QAcm5POOpy*CJDkvH`q+lcs7{G^HyBe1Yb9GR4
z<lwX)KHr^0%fRv&i=u>J#5HoXW6z7Z8pW&-0eSrfp(c#yFYUY*;rYhsg?vbnt1|<o
zHF}G@>odEVyA2@g*@q>D&I#o#>HJ$KxiSxcX~jc5BClnb@b(nJF4BDQmgNDQSm07x
ziu0yJv*vVvdHn>Pc+O3lq<<#ub>H6tLGK>D(5zBr-{UL#b&m&+1PESkdQfoch1&5|
z<6%Gz20RSS$0yzIjZ^5fh!Gat&a1sIZrVY^C6IKYd!RPyiK`i8wx9TK%(o<m^Zabm
zY6z(LCKHDP)E`us0=d7^ebOPRyO$w|!9k1YRp*u&J$+r@hIcfzebU)S#*dFqG}OCh
zYcD5IWvgN)7fD`9`)VkTpy?H>5ntT@|05iXrP`Bkd57Aqb$O>d>1?x4S3OatQ9cxy
zok;!F7H<h0F#pSax7R`0SHB4Tj6)xFJ2@a1XE&w(RTYleh<nlr^C|Dr9uHgNIj!MV
zDS78=*p8zZaNnLd5WeWT0gX$3z3-2YfFogzhHIqPF;PPF$16U`rMUyo^D>b$F*^Up
z169dS`e}AKkY1p%(~zFhc!D|`Y1MOai`22ngt4ufp1EBsjX6PzaOdlNY`!iOrdWAU
zfW~K7i3U8feyW45xxVmVCx%#_PQ`ta>yX36AkzrP0bi}vez+2j$c_bP_83s7)va<3
zq~rBQDXylLcV%P7r6$j?yESS3L4C}Xj}AmG8GO5zdUn#&HG=zXbj5?gZo1*GYVUwC
z4;B%cthKi2Y5r&+*|A>xGuf;giO6P7=S7Im>1zi)o5bWV)Y<i}8fhCC5M0i_@n_#E
z2rv)FaQ-m&odHN-xnPb9!>y^`$@!j0eS1c;?|u>)OSjYjH~%?lH_tg(zcDv|m$O(L
z=-)03WtL3uJqH$JslUQUbNuWLUO2v6^_~=NKzygH<x9H4y~l6!eeE?w<D12nbnrgG
zK=6raLGt-aFrCNNF4pO1ENyE<-F^)Q2d-Ru>k#~0L~iI<o@spU*KI;vyV|sq#Tf#Z
zVi=!`dj=ON_P!cM51pkyfVj0upMUSeTZI*Aah5LQz$F?Ddg6tw!Qjjg794k<&-7kw
z@6N5>M(vU)JYdZ!Dca3htF377&RKtLm+WFQJ|G{lAgi-@K&0`~X_~e0C!C;&c6p1s
ze1+}Gz!!yRlR(Dk$-QmW+?nrGyMIVwiND_VjEqQic7;j43;^=?JGUdh2Nf^&>T{<Z
z5<*+|nq!pw0(dd&d}vHdRU!k0LhpF1>bHGMBn&nV6!#v&DR>FTGMbCv@sXHg<0Vxd
zKE4^oQRuV}F)*z?l#@G&2b~GgF2^KI3F=w`YyyuG-bf<@K;T1h0{;BZy1q^2CNTxg
zOyYL>9h~-WFmap?Bn|u_X35m-V46<2_qG{jCb>E9I=Y;(5Z_>t@whx26T+ibu-i{w
z><mg3Ett*d>#0J&l~cOVYM)b<oXlkI?D4N(X^rmo($t-SDadu0b#m-c25EiuNiEp&
zho2T_j*=JdyE}EIgoP{#XbXlL%g2qZ<U$u@7sA+CC&zr^t(~%9&%bTou0;3ot!Vcw
z5NyE+X3qZ{^LtLjc$eaT=>-}vnA*mhCCO*u3x)%!PBvR~Wn?m@@DyS}{R$a>4vJD&
z&QHu&B4T`Gohu=!C&%SJr}Bvd($l0&86<P*xv$=qmlbLcng~|NCi8~s)TjvF3L;eG
zCNk%QUI5o3NCYx~MWprbxYi%b<6Q8B4V1_ImxN48KZKe)<}99tRXPg}Ecc|+pRK37
zH1E4m)r@gR4j`pOQ`X-j5R?L<h3ZJI7JX1j>9vK~>(b-Lq{n#tU3erahTT+48dNth
zIaR4A{rz%gTm9_qZ};L^Q)V15Q<n>||8hyF+0NRO50ZK#?bINRu6~egS&i#gkFM7Q
z!oVw-S}`Q*l3RC(jo8WW)RM6XV}0{`Zrb)GEjpOjlzR&24}U`3aX3pcU7oi{x==N=
zbw2$GV32$FuXI3aeW)hkdt8!y6Fmk#5^NG+9ywnQh#xg_LgY0-Ul_Yyj!XiV^Nf*a
z$KB2_m}I60rn-{f3Ph#$r0hOi>0>o5R>Ch#zJ-{Bg-TJTMmlp;`M!)yS{~jOTJC2u
zZs<D3qMfe4<I^g@;hUa_^&|BO{5<F00tLh=zVFjraCxhW`g^LGfg$(X4e$<%_By9u
zbY&ny-g}kmXgXy%1THI5{YnoxVcs$40O#^{=`-4La+VDAV=a(}w!KPw@@Z=wR9X9T
zr`PuoLB8m)W&EehAj267&b4keb8l8QTc}#gfMl(lO6N`JM?8E>rRvl?$7@kUyY<0V
z3w5o*CFW}41pL`>I;C+@6p0V&KHMNLBl3-v=(uOJt%<ARg9D!b?e+LX5cM31V|RI=
zc7(Nesb`R<9X~Sj>~d%j%Y)R#HE9eLw&-_UfHRY3#E(=lzuDdtrpsDsh#(>q8YZy>
z68PhDzH1L@%AJp5XII#e6Kr?S!^|U`#lk=M+AW`Zl)j%x3D=FK`y|I7y5K_*;9=bJ
zkNhIpo3<2manZ**L_vORME6C>wDiPz9~D8rFPz(vH#6?qY2EpuH0lNv6qqmp_%tPW
zWFnL9`-#OQC!O>my-h8^r8{I;c2!Ad`&G;a^)z2~K#Ty<{*ZM!nj^WXrByi0J^le=
z=`yBtYSwam>eg#m7&d(JfIWVgllnOmx88F0Gcx|pjo!dnWjRR<G#CZn;|_V?96Ab2
z(r86%Xepwyj~La9m|M5_O(Wd}gNco-!Mw?RFa;Xg!)KYA%|;KshMj7&eQifWfTzxM
zo9t&I8GY?Cb$U0}@tiOo{pROtoDdtHJBuO|>|BQ>U_l={CzqD|6-WOQLrNF~(Iv#1
z>|JL7`KdE(z@bHx@#db`OS)STxVpHjXd;v=KdPG%Yr(hOc4LaAChoT1dCZkNe=#zu
zyIGy&&qVP@zAp80A;ujDf!P`GiGrf5)Ec}VY?BP>&_i13=xV^0M&HpELl>JUy3qA5
zw(M$Jb@_?3a|$}Q*O}MZS9N!i-oZTniPV3EcbI2xUeBu}iA7N^{2Y(yd-{8HST0AQ
zMSFyKlyTieKwXcoqXR4O_p_*;&}?50dYQYnARj1)Gx#d6kS4)H-ZSR<nELT!j0aKP
zuAg}#;`VKP962MiQx}}d#4>lk+soRAV)elw{qP}NZK$z+)Xx_fN8CD9FYU7RWF0r$
zwj{$xE<eX&r&{{CqlJq{2BKE2s^$zeslv%*5Iuz2*>!$b(y$QtO>L8((5Qf*p)t*i
zBP3M(EPh!Cc{SNRDdujZendn#<FScBduGG)H)?8y9*WVF%5ltps^py~Mi|x=ux8Sj
zJWl7}C54W;xxuYzkTP@&NuRGmVx1yH(;7sQe?i!*WXC($+8jA`JU#HH{9<~#0pHWA
z*l38>JNxaWL-_ViFOc5KUmp#)Jd1Pea^iQwCkgM6gx)=Ke9$%*JOJi#yl1x*`zbYe
zSR^NH>rcH~)i@reetpP?2F5RvL<!bcMw_Ae<(5a~iA>7%0M?`JlW|vV^d?=N6tOSf
z;<s--uz8-T5kD%b1yQZzcc-0Y0%*3|*DnoYfzDG}How1hu}RkK0~3!Rrt2Ym5Qk!S
zmeu-O3(<^0+EA)j=5kA$8KtNzWkYig@RkpE2Q%SF)T#8rDsk_sK6LL~nq9f4lR~Kd
zH<t~ah{scfDNiQssBGjl)JC^!jCxk>S;Bnk?@C#5$5LGP2dn^`tFiypg9Xdx-SopJ
zuwimu$2g%MYI1##_ga3>Eqp#>kf9tkI86kO9?)kN3OR={2X*g_q<^!i*-(bi7G&Gb
z0<Y9QLeOy55e^C&G!mH@Du#x>K5&B5`Xgc^=Qf>x)k{3$Ie2}%u7q~m?bEmXr`KwE
z+6icsb2?9com%C_xsT(jkH};qYxTfz?AHOK@D(s3&pPyIkUr>Xi9;gzw;Ml&rPzoX
zL?=EO^La6SH`O!@{HELfEd+<-GLbAL^^yE~i8DVkEkPo+ZLh453F(DN8(`Q~^Rx>y
z{s8j1Ss)p!Jg0>(4b?^2_xajcc+s;XhT`gN6FAt{7Uns}fKkBbXA<i=3e4xnTETAp
z)lTaPaE!4x2#d++m^!-1?u0#B&Oc$k!}sfFb;D83^m3$TZctx)f2|VSLO@lIZBE=s
zj*ac*c~px$^CkP84q*lJ2+?_7yh}hw5Z+rQa{eM8BNXauZy`UBEydSMa;80k!DRX8
z-xx<tb$f|y*^>Q^zAb?63+_4nVZL}3kaFS<LdU=9D4T)5Os)s?OIU(D4($0%@%Kwc
z(<MZPS$6lXdDa`1A#I#==>?Y>xy-W{Ea9GJa4J{@kc!Ak--FONFYZ3-Fbm>ARozyS
z`4W$~-N__WX9)S4dcX$P=Bz(Jk^LZw&hBBw@^p-NUs$tWCU73Y`e1=`@%a3LwW_fs
z!4i#lR!RZ$VETu9NR4CE@Z!NexRTSQ$mI6fqkZ`0`nVa?u8EOa%HPaZC_Q<ym!)w!
z_I3TyCz+xm-2eakyTHfsQ7f``(0DRJ7?<zwQpp4x^(Dm$hu>V`tad(&f=jHIK-wo|
z=CHtbK9?W&Fh9Yaa3B6jEVmryv1=xVDm4k--EKdxKon29^m<vAPHY8tm(Bigg$o@j
zvyA$!cyrK4H2%YSoiyPJ76eRDG6KcJ@jZV6x7w&FaoBkwPtiTH5B-&dOViNJgZCB7
zPF7*>3S~>rj{y5n&bw{8pQ5=*dwC7?Et4-u`3(8qtAFz1&q9P&T<-E&LpZzLF6c^`
zN?D2lZSOZ!w>}Y6Dz{Ekm>T;lr-T{lj5bi5t|T!RJW#*6vQSiWkdm8ut;?r5e}A18
zP2Ms4KQI)_y<n@pkk(hF7d4Mh@)iK~5<#e#F(Z}+fA`#b+d0JhYAl~gTDr31!?NUF
zPGu9yj@P~JDMFj{yhK~j4}tobUv*H9ENHIU6&{$+$G9d(+%64~3p#N?>q2Pc*Zrjb
zUP*F{1`K1Hjp2k>cj;q!8?CSzl{;$Gy!peLL2Ut(Vh2@ZP(Z?L&<$R#NS6aBq+9t^
z$l<BF_B%+(@>1r<`^s7_Tr3)oZ~VHO%<@SqMs|GcTr?9nW_j2;*OjaHiKs%Y`C}E5
zPm1Nn;OcH6H?F85M|yr!Zr1&O9GzLus#+FBe-VlF@Tef5h$u+=LI6SOTLt;yx0<J#
zUp-V(sob2@^(gGU)|_Mf+&Acv_6Nyt^=GS{Hv|A9d}gGW{AhEg_RCynPMRR!`ylc(
z0pC1~!bfLD;-_5P`E3(|M}oIDKTUH=ASuW}!ZxOMVEHp>$Bpq$w^T`2-#;~gON2w0
zboX@yM@!E<W10}uG;zFBo$v>}7x;<i&HtES3@KMLqrCM+L3p?Uyj%@(j_cvn9;esz
z?14#2+>dB>)V<LC*Y<(In1&uekq^|>QK-*$g6jAPnWcA*<i`U%47tRd2(GMTdFw}0
zUQU)PjlOm)&l%7g$MOxY&Uw%2;3qC>eOqW+7k1EAFBt2*qHF%~m>8`J+#9d`BXhi!
zQa{RX?Wbs1o0ED89sp0l_4nEahaVt)#!kGuXFF7^TYKfHoFQxLF&4~{6SC8^x9j!J
z%X0hEF&P?TT1;&AY8>8euuprXhg6TrAlP=0L0@0HZ53x!R;<(TmWlQIn~!Lh-u_&P
z_L>I#PqbJ9%uDR4vg~jmqBCydi>w9l?skrEP;nOwJs{y~H8{V<zR8Yd9Th9{eO)<d
zWikzKh+O3{FFy=+my&{<0t>mv-hi@Pn`-*i4)eqC2+e#r$e`gqsthuS)(ragnBcg&
zIt{Y6N0)N|=0CSjv$~;bt{-?Q*dxi&Bx)A5f$Or5UZ1|$11LtsAjoO-UVJOoj#@L9
z4Y!So`SpIgkv8c3fhoV7y&IFN{GkTt-baJpQCpqPRQ&=;<B0dddeR+n8r~hL^=;Xc
zs2LuVS2Lf=H??cl>3&~`@VxG~`fc~*m^J+;wsuD`?y|daxu#L5&B)u{QGtG*9wG__
z?S*1^bsZROG@rF?D0tpm*5jH4Jh<{-wE#~Yj_XIQtZrqA;Q}=QI#4$0Gu`cWebfL!
zgs58WT%?wSzY6t^9hOK}PIHKuL4*2q_Jn21d5L(ZJ>T28vq8Hdz+2hA2au3_<9xH;
zOS>jmwKtbydOe>nET!pCGsFE)b&;oem~T`j-J^ev0>~vdAom8=V|~5F#=)1j?^Rlu
zEd2e_?(~eSl1z<NJG3ENtasHR+)i>&Uhco&D`bo;L>J#P%lYKvibAn{fo&th42Hq7
z`5+t2<3+wUu}HuMUusYm4$DBFp}NGl;VQe=wbSb(*<sTWzTRx}zDRDk)?45`K@D3j
z$eLFn7TJZAOr~Khs<eMye?*88q|>K8#LrfB00#}E!8fE`&22agc|5AF*I3SHm#}uF
z2nuuhT{&zS8!r8pFSE<EheHIOw+qf$ZCz;PGd|mI>1H3+UT-OV0?l@xeJ{{r3@VxB
z-jW5>K@+7LiT{Oq0fQHa=3gPmyEUcn@qEmaZ<_%?i$4gxSmwJFgAOo{_RB9P@bIjN
zRo6*}O|tXex~s~isg4D+-t*U2Raco6dI7>HqV&bvb?()a+U*~RkY76(nq4@+Zq4$=
z^ioE)Q>K(^|2{gAdw|}CeurY@tFT4|9#gDo3oJVy(h%ah4gJP_SYqQ#b?b)G$<!+_
zH%IIV`dbnIc*=ZmcoSipzVWBv;_8EZJyFJSUxLv)GOy{gTu$dR-f%oKsY_WUG>IPM
zrMM91v}Gsk5??z@`VGg|O@ZUhj1XI1YqOh$hZAr!XGGT&!}Fu`Y4-1_xB3iQ;%iew
zQ=QN=z&5)p)=LyA@CFL<>7_>&^XVSFgYesF3N!uun{K*?NtC{THPM{#{+0}yiMMR<
zZaeV(XN$Y>c759XSJ`=P_#mfhm+2v-b`oZg9@NR67T&IB&cl7B+V#q`&puDP0hMq#
zgF+5$JmGENnY3x==J;79p@d8K3_&OQ@*Yj^ZT7x%f>5HDZ!s^=0Wm{%=UUjUG}$82
z3U1dVAL+5xo=j9socbECwK4DOktU1M{f2&bXhK!^#$h^kJDk^gf`YV39F@R$r4YeV
zuM@4mr&@4Mo^f!2qt(2GnZfB}pE@_jukv^;?MrH}tczx3{Q%NuK76ihrPwY5TeatD
z;zyoK`*xL{!k6notaKddV017DG#e9{4fwe4AD~f&Ju}86*83|;s0~}WGxN35^UCB8
zOP^x%^Nr^oNlSdWh2dPvO>6M-o_@y<8U1n*r=zoQ0g=!XPa-*#)b%KJ<fuCZGKkLj
zo5Xh&@L~4X6zj)3)|x!Czmdh0onClOg7V03BpWF|Jwi<*;kTgMe)aYlGl6)LB!fs}
zL+zt9*xuLy#ryN4e6!!vtY5d+H$5MbrPg!npt-NjAFyyP2)=?dX=Fq~_P*DrH2<F$
zW?~X*%0hI*fc1AqV$#cH^q{eqYDy5)ME;v36^Qp~!$D-_+ES*kZ3WKd!A<943$|L`
zZ=IeohvjiufgtEd`1oYRS8yxHH5m_`HQo)0tK(zotL0mAWS4A+-BY?e-mb6Ts5;V7
zOXTJGwy*JnTiVFniNPJS8PsfJ69ZoQpxz$4*V?HxILh4mM$GP#*YoYPy{d#`{6V~6
z4+-A#p@hAz%%JIGK<xMB*u;{diTMh|&gcGGXUO3m1RAmfWPtZcRM=ms#N0{9qRZ!`
z8t0JXYs)LW-7$L?)twF3xz_vwyMg{KzSisD8w8GMAi-99zWxL1C2*CQk^ZxRdkSXW
z|9Re}pRcreir&z(kl#LZHIt+ZReF%%k<CzrbmPl(NgO{+#`!$3+i;s`s&VbGgX?-B
zcp85<?nb!e0t`Gb`y}X$zv?32Pli$87e5}n&C&4l-}SJhB<32w6!pNkX=z@!Pd-2L
z<#4!Da&Cb-+_7l!o)470lU=le-0-{&N1=24?uT=!5{{(>cXE8DXm6!0Y40Io_QhjB
zr}!F+XT>d5HEIsS-0zanlitbgela=UUesfH^r?os98_hDf9hM?8mI12{J8NvGowaL
zM_2b}a3BT%j`NY9W$`820#43Is0yGDY10ICapwc``26`HE^fTJ!%Gx^9a6hd2jJ&4
zDBfQ|5+1fV(k!$9uh@bbVXuZCAm>HxQrV>dgcgVv(%yZNM4OOI5>dCepYF-`t5kPE
zL04Gd<~^nL20>Ns>P9mIpGbnG2FHl`^6Pm1hm#EkHPo+kZ?>z6@Z7pceWQz8H{3z#
z@uMBr&2OF+%^#%#vC?!NCp=8nPasjx3*C-pKyV}~dsTOt1=$_cEbftXzn)?x{Z$$(
zK^{T1%l%hh7BKiMs|!!1L4v=3L@R`~r-;8r8UG=i?a^M$SoO_IJf=TfCHsC9!5aDH
z-p`lB_tI}d>oikJ_j{~8sfSyL;&p!P2dFH`G-!iHpY<wC_h0^=o$Xrl<oFZFUbUw^
zn;V|D;mcAGFJ4g(lxM#=%<l*D!}!^6$`@i43xrZ6|06aDclzg9g?DRAtnYH7?AgmK
zaF0j(_4eKNHB}$rPqbX8@G--#c0b$eI9_4xPK^EUd+`{!Vv^rrp0@3et2j3?b57sN
zZD}e;<bF1!7c|IgRtUF`uHvYU9%6zFo24<oF&Z{1xH-?r{G6zJQgwrM08q020EB7h
z$$)a`v>T99Zy)gpz8h_SZiDRRH}+RKFj=3wqn(UyK_p6bfgEp5`C>>OhjsnC|Nm1e
z8E&9&0q_q;dqo&`9!$!DdF|KRYj6!;I>a2$0w9n10@B!*Jb%Dj<d)8drsB;Bb=b3L
zs7QfjJBj2a@i3sBb$yvrkrxs9HcoqJ;wS&+Um}}gfK0pnG;ntJ6b<{EX^t<%%D!DO
z^DWl8Qkzt-X6L(1vgQ@`tXIE0(Kd~&Hd&pLBMt^(nEIi!`^IO`o{UO=l7*Sm1kT^$
z{qpXV4h;W&c^MbUUC(Y`eCG@HQ0?R@cWHhN&XXK^G3!t+{GR8bAqu|?Zu&k9V$nOF
zz|X5}d({=*j%2z|gs>Zp1Dm?zna&f{{xVXt=iN6!zPKP#G(|V~rJw6@YEk|{lNr;k
z%0cMl?^)unDcH~c1l-sX9y;u#c-<$@E?pm<-xTXtu@C^P1lRo9pX$`#RE=z(5+NHy
zpb9u3AredaFA;w&0E8bq^Yq#WIT^V+AiD!&zq-^J@O4PE89}Y6rtVSu1P0_e-J_AC
zVUq+iq$}D9r;{10w676VEw<KyhN38}h<8QHKeXSl)0^9^!p>suwGqLV<=hzMjTW|S
z{s2!#t8XD#ux)>DUn0*)(_chUeI(({wrnDe7pw20^yIlo_Yv?54);jdOyw(sxWoHZ
zeKOX#IZAx=accXl4)=wODl*KG0&0pIZH|z$I}KI{sVN4`G52`(mxuS(7Zl}`(5s^@
z@7apZS1!QD;7k`h)Adi8OH`V_h4=A#HctLSmvDS7hFT-&gN>}FXzxKGxW>n<h0|J!
z$}w8LlG(lTCxcaIyfg=o?Zy86-6H;MA*=EJ`A$pOWJbB<!HB`7Z$xO)ycr)J_C@W^
zjh*{w3RAPjq4FfbC`*RRCE8yMQ``0pHP2X)yDs?+vc7t?fFbl?<y?r0%#|BbaUgZq
zKZyj(nv8B$t5s*d{u%<(Acr1n$7}Ie<!ZuL>GM6PycpgL*9o1aT~>Ifsuu*x(*A7c
z*ZU6y{W{q9&n&x{#T1-zfFEBO1|f*7zo5Wtmizm1l20aCsd^PCs$og+d>Zux_v^7z
z&n9`n3K>R6n3EB?dsKHBXpR|La5s?{91Yiy-i~`Nd6dws?6XV(KVE%7c|rrXkCY$I
zm~jom()|sU!y8mUPzR#BQHvn{e%q<Wa5zlN<WNY1(cbmz&^&J<G3y<Qq&Yv*s>ZQ5
zhB%n>o8Pv#>gXaz>#x!oLc}S0=dlVAY?D&x@A~j*$e2p1%!<+aZf5F)#t{8ujJpd)
z)v~&;?#~b`)E$@K_F-K*O55a>fD!I=xY<)8C7J=q*)1O{5G*n7JOVe35v;ar>S(y)
zY75}+@prYB=`76B?&@8uk+{#Ac%~=~k7E6Mca-IJ!DNl98<(-1^L{7nj%Bug#*AB|
z!HP@_Y+Z7zYLO|J={?_g5U{`auU>wP7IxQ$O0(j3U+RUl*_|S=zLVY|r90}y@zsEu
z11Egw50F%SzkbWsb!uYbHs(bf*iXWJBGPy=l3~)W_KI~Tt;nJy4WEFIzn_NrosJKi
zrG*FZRz~qH93HECx3hjb5|7zkQE0ya#xceNT{t3Lt}dXp<9E{0i&Fyu+8^EU6JezD
zmH2hbh#Uw*QEbGlxsQv?mceO6$64M1)6*A)oCy<B_aROsY5xV8-3*qn*cU>u8`#sA
zqQ~5fJ`mo1K6Uy|EPPxJPQ+Ue{Jqz&0&6O**q+5S^PZ>@Z$<D!P>DS}*J>avln7HZ
zzzR&_F&Zbpjfe*>p^@3eJAQ^uE^Bc7v}X3g0-+Y}kq7Wn@+oXDSG2AN<VUmF%ga#l
zBgV05u$V|8u@B^}?^+h~k^V3}Qk#3%r^ENX>$?MkX(YdvUn|FyKT<~G<O|lfrf?vt
zcXnga(cUn6>H#8;abw|x&%P9ai>P@Xqv?#(48^=VVV{TR&)l1{|C9<@h{efx60Cl#
zA8{iKZqX)wdatDSO`zku*r>V8u<C1f638cgH)}Lil>M*0=zX`WZ)3+evhlr&?0VZG
zfpDS+e~O<`a>0A#ftu}|Eyb0no&2dY5r1(pn_1g)&vAI7c93)R#CaXeVEmctXh#`7
zd!NF%_07<5W`hcF*eR_S7*7vR-V0(f=ND!aBR1+MV=qdH;3lVObBze@0P!bW7r0Z`
zpPP#S`)ORb`?}JjI&;2oXpXl>h^!Gef<9rCq&V7GF1yFr8Iok$cM=kNWYKIVM#|=U
zj$l~$=Z#`$eDq<0AK*$VhnrK13p3l~4A3U*=zJClEj1^K7(q*t5qb;8V}l)?ddTk#
z2uiEX)8uzD=QMS{QO_ush_M3-GB9G-mc#W&e^-N_egW}(Fx9i3N*A4}5=3xw%bocA
zqysZk$wlOF99@{mnu857!Z2@DTxlg((YH#uqJEK$@$lQTY&)Uo?#nQb){sZ`fmM2f
zbSqR0p9Fy(57)NvULZ9zupz<|Ov;#)0{z15>3pP_hof<O<zQev=#`h`gMW8>VBHA`
zp{t{VQ-rfQhPF;5myBQTuL1(S5<AJl3mY}2eW`Oxcm}VDIrzp5V<5#r@78!^_X5R~
zr~PqrlZ!vpNv8PX{YuKX?*QR}Sf{Am5LIlVWjpPj_gIK=7g^F$@jjOP@e+(t@)$Hl
z-SR$^nyrPG9IxAX=%VCknTS@Qk@RlP`!B3JR6QS`WV5Ea@4+*buFgI6K&o^Z?XdT|
z_mLD2=~&L<70cG&m%DOGbjv%srv=%2cgqzCzHp43=^g9&`Hj-hF%=PxoYJVx4-(p@
zGnP}QRTw^Go665g5a~w(Y7czQ%QyJBS=dRx2P6yro|oe}J^?L43$MY40}&(V4?>1h
zvLgkNkC$<`^jTAxz&VQTspG>XDk9vAiNpE0&n``L_5h>Mbemo@#Pd_7eCT5xY;(a7
z5-0-HTa2)85#LD(HhxdH{MVuyfWBWQZ;#j+j4_00Z$c2~OP?=8zWNGiq}~nN6F&2A
z2~BJsb{mN=N-*c$-aCL(Z)W_oJ<-u4_Cf=_e<w*0Tx)DRp|?>P3H1Qpi=Fax?2v3V
ztjhNsV?5o|s}?GK?Z0K${02k=r97alm#rYT16HcO@$Rw~8Q*Yj_?Y%r%gWg6FJWK_
zAl;;-{*WGveOpr;=)}>=b-@%eyOlo?cl47Od|m}&w`1W%Kc_yvA7g7?ns5AVQO24-
zF9D%=2J!#O#mc;u9-k^apPw(`!Jf(%(6A%B%2sw0*AZA}k%RkMVCMGmsbK;PK1FKX
z@(sP>wD90wz-!1mGwSO>9@OAGa=P(*DFSmXrOS*3b)=sz$zsN#@yYF{{Ax~21pQ2^
zw}7N~xHFL^`Q&cPReVE|;0p%-<+0QV;Vzu>M3~eN3#00_RYX$D1~vlmf-^;V=2U}x
zVoJ1IQs)#-Mszkm7VKwKE5yEpDeCie{S?Mi-63OjRDZE~PoNf+?l0;A4FrVKw2-BG
z{zH4ZFS)`+KLyUQ16=W{^c;u^@!JKwS02A04up6S**GEcp!xiUx<WeKFJAVay?S^Q
z@zXH`;Y>ILa_@zpLFPmfjm0<HT$Uvv`?7#1-9f*-AKY0Hz+H&)vO$9r6K=J+6~7yc
z{Hwb;Malwh&&qtw4yf@R09C&sS@rdyKI4(?u%ZJ5F&P<{Arc>e>=P*LGW00Udq2=#
zQb>RN6uNEQgXrhAsE=(eo#qF?KJztGxmsSWR8jI>Io<Z6K>2LoSejw_%V94gX)INn
zOwrewE^&+|)>(SIHSpGu5>yZShB>~!ScXAAhaD`2PdyZ<k<4pPmGd6v?^>RUro3s?
z`R@xa2J!bzKBf;MaHtsG_$(2BFBQYSeErx0+BDKk1+kJZo?W4dSJ)ik+Hogb;z}ae
zBh|{|?6kghU~IBIX4d8wOcWaS=fr1%SDlU3;QFFEh~?o|g~%}EOMZe7xS2K6e*Tzw
z>)6Dr%8a-H+X!ae{@WB9z%y}LPb>|^^5fY*@I3fUN7Rkw>+On~tJRW+ajz4AIvBZw
z!P2bT&G><Ur+jo<&HXr@p!oZT3)&0lE#LD~{(&6nLOJ-NPp7frFWY{Z&HIM<79zc+
zbOXtVRykxF2FB|zavS1H+7&x$`CPA^s>iN--k;grfu-$(5JYFh<r={PxK@R`OBQ5o
z*u%s}KUC-_uF~P!lf>dWo9WCDbyxhtwo^!SeH+Kb{r_K{waAaxF0rnA{jqZBX|K_~
z7Q}{!GVDBG_IrXjnQBtaMu7@YK0Qv47@^-^S@g7=Zma#v^lvB3r<>)VjTcweyZQm7
zffVmf7QXF=p|#?tWVZww2Aa)1+TLcXPsB4a`l|>u)b|HeH3@_SAbjQH+<Y)MX4gZp
z#W&e_qcpvKfy=tH2k*3%ov?Xtz2-gX!turyQhs1RKz`{c$)um;VS$IXp=uSPuRw{)
zAq@_8s9xm8+X`;|kTf*#W-ZgY$F%MJ>wJ%Dpdm}CzLsY|o2z?t&C8jZxGkn9=QC7Y
zCcMMJM}`lCq>6R~=k1CrWekt~7gs#`nf3XZf-aG8(qQ!76h;)+Z~~FbX7@{A-aX!W
z8Wex)ruxH)%d{bs2F5NGt~*?nYQW(7iIa5l?cmfHLlqEPLt^i@=S|J9KVp6|dpa$?
zB%@mlGw;J*#dWy$k)vJ2M9U&65i|br%Qb~tgyg)vuL%LaQaXZ`o6k;zq<=d!C-kq`
zOCCmHO}$@uUjER|{urj*Y{zZZUS{0IlW*=~bU!<EcI}%VBbIF)4@$OszLW}X`Qd_J
z_i5)pF#HS!JWnE_rYZAwvObfR@F&7Q0mp$?YX{^-{MbA0*}oGz{l4Ia&)!e*aIIu^
ze@)d<3sgfC6U=si)Sa}4*B$izPC40M)<9S`RSw&6O~G{YcjUnD(2#%eu(Ij;c*D5c
zq_s_W9s{_9v>iu$>2hPTw{tNO<S~suw8}|7zq{g8DEa=rdtV9%|GcIln}Xp!pG((|
z(Y9?C1Z|p8Ic6}GT%g4xWfq+k=EZK6DX^q3eT=bnePGapCH6LQ_n<$Q8(I~7j3Z8X
z>e(-4&^QCwOL;lPnmpp?88O3$kKN#?!9p*t2BauuGRSI6z-*0k`>_Rm`X*RhCFK|N
zsc{aXYR;H%!q1FX<D-6Wi0Wwyi@jI2{C3W<W~yzhP{>dvq@a$PB^(+1E@CCMyi4|S
zV=0k(zE3Y2yr0^I?SUlqMP*popQJg+PC>yxkM(e#Kgo5cq?qGh%Fq{rb(L~VrWWs`
z9?@A43$I`x;9*VXyKgUh?rrAAx$ETqpf+Q5b)3aNU~9XQT}PLdesox|5lYhEY%J4L
z2!<RWnd0m03fde>wOL=jw!x!m+aA;`kS0;H-ra@jF^v%JXt`Z{PPt#G>GC~4j5Pyu
zUFj~?S4VWSrBTQ5h!H)nKI7DIBaht>k`i`)Yx;Ma+OelTZ60hqx(`~p&6k_z%b<W1
zMg`Ie`BsxBo)E{|hzS{bgjZ_JJz=)i>IgM2c{_0F8puy>cl>ZoFcCUoGdbWlqZ4J8
zb$K#vZmh`HUFc`f0tCEWb_s|sHHT|E;~f&(xB1v^`*AjxBD{n50nw}dxaRC_7>xV1
zV?8uNq?U4z`IRL1Ppu|mjBi(co-*}3ZyB*RgP{>0#htS~mFDC0?zFAv^cVg9fifE(
zy?e@c4$AkuchoL>U>KbtI_$rWp}p92!&Z`*kafiX^*FbP&>@K1aAgz%o`Bcs<Iety
zk>dQS_S}!dP?ML63F*pO276BUGB+zpn-NUga!Dvp;|~q&0<*roZ&Vl4v6Ft_Hw94Z
zz%j=GJlALKGlnA4XD5bpDVlhvc}^7n-uL(G*G4b!HkhHK*T9^$J3x)bu?79BXWFP~
znYO+S<z3<)VqDaf^7*#TtyX9Cp@z2O*q0n#K@?hL4h#du0ymUFYw<eA?Pk~tN3@yN
zh3^kIdBSt6*&iYSQO$CDf)&1H#wKq$$2{YQymf|tJ6-|Kh%WKL%R5~LhkM7cUHC}h
zfa4zxwlTUYI!%!eR*QLXe|fWaG~=GX4cYKPtNV5NfsXp{?&Iu!z@(yM^^UKxcYzT)
zfd{iFz9%LQXL0%InFf9abU4)mi>xKRo)>+wIBQo+ywaDNFlk4Frj}q4m++EJCt@(n
zuXz!?LwpX;euKJn`XXai99H^e>xTx<(AC|7`XrAOShH^nP>IK~I=lTXPK8K$2F~YQ
zYWEm-rqxqy?@V=LzWZp&>*3Ci3rCX*LfaOg`|s=YW7QuY&)h2)iO&{drRe-Y{{MVU
zT*`h@oy8#gBy{&9)`z`)+?;ti5;m3;_38F`^J#te(i8H;c-x6zn-_>C<Eo3!5c2tg
zvi@w}y`mG(M3j$F!iyi}aUc9J_}p}91a%R|yjp$oqD6;0H@Hc6#Tv#jJ=T*Nz^NI3
zlqr9w>a#5a87t#eJWW^vZ|hFa10#ZPP6h8rg=YAs8T^Ke#Pyu5%`Xbv^vQk5oj-FQ
z6Sd;k_WPzJ1f;z3Q51yTnzZL6$X5c6d)^H`sTTfu$#R4hE5@VmQ_g^b3$>_0>_;i5
z3k@!`7o>~q5$s?;^e05!fsjE`81QHg<Fb9+;`?M4XZ>m3rzLI&8y%tBs$a_DjVWq{
z&$1r+K8iagx|Uz(#ulAtkg{YE`{o0MvvuOt@1E=Lu<n*^xCwfjt|F$cckCvI*`Q*1
z{J<&Qgj1~VVpTW1`{V4@yTw@c;H$rFzWHV}MikKs>Co={gmQ6$tH9;#__}fX!xfJ5
z0tLNC_qotJ(V<xW2V+Uf<PCS+SGo>tShDN^vb3Y<b3x11Kb{{o*Yle{J}(FDjOLDN
zRhE()mjGhAn3uQ#W`bUKf?icMf88mysyuG*r^z8|F<NX+Jo<ZTR{`j6ms&XYQ5Ys+
zb#$!}Gb9_~_QZ%Y%rh@fnw?v(VtV$h18_4qB~tR1+kJPi91ZoaBHdH!I?_k!-og6m
zxv&D<RG%NtYtHIimYs*lqSfeTM{#VmhP6iPQr5T;(;#>3dMwotx;}i}T%C`cc*?M2
zL}E~kw!nW|?3e+Eff$1wJ~2Vmpy=>lJLfX+_2j(;=kYoEZ*}8arfiIQZF3M#Z%6md
zwb#U?JV$-ezZI<fQ@OCia0GQR5E$w-WS^7{8T|Z|;)Qm~mYfPph=Evq?klO&nCtg<
zXPX}bQ5&~Pmn*Yq@4k7GMgl10<!njb<lC~FDu^24&o^&vjBO$za$@ww7MT`#aa|5b
zPTl>peSEJNsGsTOU?K(L<vINr6PQ|h#(AZe<eDNGZ4v$bh`>iKi;LUr7yEo_Uc=2&
z9$N85!xbzXGoCM`mCW?)V|i;U#kKEe9oeQZG$j7S2&baHhNm4xRC|l=<N*Fo!ITQc
zp`<O~{38$6@^cXEz+Hr|rnDCr-iFX@Xq^j}PC{e1=zdq4KWM{#_nG1|&{wMSltqHL
zef#wnp|X0vU$`hzcyh-{PMUTQTRA(%x(+y&2W*MzK$L=%wjqj#1Al~qA64v6T$?gG
zeIk!jU|SAC30EO`-aeDsNhg=3d&$nb$3DkE&-L5GvRDt7p~7cFrO~u}X3eVP;DJn>
zIO4k02d3bBPt#7gc<7U2&QugqdNwBNIbGyr97ElPlF<%B5r!m)$zO>yO}0;6QFcP&
zVS$fs=N^hye~QPexLWU)13U-el*yE-`7t8LSC4C(WQ6d0m*(oJmuh!Dwzq>4)4Qa+
zLVzV|y?Zzw#Yfwnt8xic|IjZ!g8$UVe0@abN?2ry;5!K>Li)P%`l1^!oYQiVxC4vM
zo>(4fND$S*Ahi9&7xHi+&n6TxHCV?~R$oYw^T!rZ5B6sMz90K5H@1w&_9-IKZ44eD
zg8?)JNgSLjugi!7MB@bVv4%RFDlH(N(6+`qFSFc1xpHc^iDvtbyz%)}%tv;AC(N6$
zMmGUqG<e(`bkerU$7uIwGCP%Hi8hy-8C8-Fc@Y@dx2R<hQAsCLh1CzPa2m8SQd`dX
z^RqrPnTqVd0DX{JtUnre{Q~wQ&$${IqPus=)v^AXK#MLlPN(y@EBGAX<j!=*)BO`M
zvmn8$@yYaekO7To9qIGW9GCDh259`Wzzl}Zr#|{)k-CIW%C)K%<u2aSfv51qU4(c*
zJs1}8i|Vs)Ka0qGa=aDr_3EE3Ze#sL^N7Gq0fxi^wPH#gvb=jrd;7zhUR@Xb{Fxvz
znMvKUk{+gYq!#~I?o=$L6$Wj<eQMr5pJgca)OtQ(T)L_c)b)-50}bc-)*P(6P`vKc
zH~q3uy_cUc86mU)n#QdT&TZ}73cLn30rYRnUE^}OODT2##UHnQ-ygZl6mGlUG56aE
ze%Bp#Dt-4!sBj!=Jh;?&)3qaqSS6s5xc~oKF9yfs79GuTro^d5#Vq@7fpafA^bM}l
zbxBrMOlhppkB{Sa7=aF@BAP+9huD|Tc-Np@HY3eItLqGOr%pay4GHBt#zVIzP+a*V
z3ud#?BV$HqoWQn&!kFsTz99cHUDn0FKbI(vHZah?CuG>^B-2<QwTshIE7sR9>4vWd
zF(C-?tw9NhRdhg3kCeiQ(P6oMI^B*Inv$ol^*n5!jUS}FRn$Jr9m){3Qb;(OdP$kn
zbQOf@654ha-+rU4(P$%BXQpzHT;Ar#JoYg(5r+>|j2lXp*`&nkIIKUwapgWoyo*P-
zLB{nby|h$TI^OY=s4XdzA4@t~<eM2^0tfbmZ-h8vt2*<N$$}WhX`*ZqhuR3}&1=Tl
zIZ=jLa47n4xrhQQp>5DV)?aA4m0G{<fITH=EIIaBT(h4A2M369&JmW_7-8u^Wn9ss
zx_$?nE?~98|Eu<+-$r2>$>Hs0^RY?Y`X_e~9I+OwEX?OYdN-r5(j07#;Ree(=XE%t
zhMy^%G4SVeC@LuKQ8gD1FeRbg?vh}NKdM+Y_KC?N{i166n6WueMx0JxruF27V17`c
zaWM*U2VINF{*r^V7oyT01paV*=B@SVw}AL=W5f~r>J?thB{VVqJ#gF|PxuVmxXVlY
zbkpS;a5RnwJ}%iD(JWlV3x35&JgfRq_PzI_k*kX_IC<GYu{ZFXKn(Aew6Yjst|r<_
z?)5p&B9ZC-p{NlghMp;mcb*1<>b9@5AFU7-vc1+9iWxw1RQ*GRm*rIRfx=thbAocP
zJQiqHwEgoyt($FZtq(|8t)3=&M$zs2`f1bfqwJz{78C=CzSDjB<dRA<eD?0SFoW-$
z7RDC2%UQ4%NlJn@Hj}#gRDt$tzRyb^-Fc@&ruPeNULLdHMD{JL4C4IRT`;49s*9m{
z0e``KbzAJ>QjPezlZ&RhZm*;ALNH+1vIaZRSmJx)Pr*mHlgq)f%)qdU9IVfP5hZy=
zu{|qJ=g?art)(yzQC|l}B=>tw5T}{AJ{ao}Yx{R+>nN@S^pnDD)#MZxLF~u+CML5Z
zHlA}57dv)8%P-{GdmQWO#JPT@#!&?-t3b*gT*oIg0p8CAYW~7r50B7Rd(enxORDbp
z?jsx;qExzP5*@N`X;_!AwiCU5&mUS6I5G3PL8dDdMZud-e4!>h&jh*~%wRiPj7t)~
zn46=&KaDli78&q1{|!`?SNSun<OV<xv2N_YpVgzf=}uO!Z^Wqttnzj4OyTLN-0AHS
zeg;r79~?Xmmw|JSg?qs(@!nnpfc<gF0KX~#FmGNlZ_Lp+8k~i)QvUn|j#acP?&ng{
zSk%wes7jRNVS@NtzbRQo;D#+)4f*-^9Zpx$k!QWwUgL4T)-4QiO6gTTHZZsWn)I2I
zvicF^&!0FzlXi{)N8C$5neX?**leI<edfXN!vgXs<&Y&Pq`@s6`v-L#<8HE==e{qy
z8VWEF1sCwk2Q*-wOUZG$cdz!cCtC{Y@85YP;$2E-m-pjA0aD2sivF8v{m%NvjB=vN
z8?CQV8aWnN+0^o`f1QZwHk}^#Lx48J-A%Xg!{e6$YMYQ;LD5EwhJB~xzU=8UDKO_-
z^*f{d1RR{ka>engwl9WWFHWI(uoU7qqJBkIXr6TAQUkfuRBmZri_{UK%d*FV-Gy##
z>HL>ExR_VYK%9x*O$)6!S;uE{aKBv;eGiI4KWaUog)?$$(;dK+kz!&y=|A?MhwDky
zXi|`#`<Ld<F!s#oxh4E)OvKM8E$*21H1ixn`L-g5D@K^BD7nAWnh*OJm(tzw(bu$K
zr-URA_1T_{ZkKiL-&YvM4D2hIi{OW?xku9>xW7p6QAU%tEuusc2m2%4L?4#NMcf}b
z3`bY_BJb}2ATcQke$wDcclD+%I92VV*})2*Z-X{Tild-njL0BaoF9<%kqeU(@I_PM
zY2F=zr}rIw>w1J%<)R+v;ac9*%KGkU^w0EcGIunTj7ID~j^u|K!rB=_TP{zj1m-Y(
z=ae->31&I(C)88%usVW2ep0mE&emD&Q&mL$I>lIj;x<Fbq}XDnw&$W>exZ_c_(T#5
zoeW#$luxD<93xo!-)P5?ppwXO4OTEA@|Snri>uOIWEZsWK1YzNyg%7iu*e9J&%$hE
zb0Me)mU`_^{O7XN{3tPx%|qob!;G{t4bj_ocqD}?DQhS#F}LFjQ@rv<&n3q*=EsGr
zfp|~rF+bkJ8*@9!h=tGDilZ>61baHl#%4N9P=%)e=TFA(`?M(XWZ;9>uEUdeql+HK
z21VjumiXXV@I5**pH;fcZihqB#6Rw`7y)$^0zy&6@SrZT^gW-Kn?Eo4)#AUhDtFdf
z(tLIjr^=Jm#VoJ4;pgfTNLKdY3x?JiX&13RpyUUw1U5WGVR#|i?MaG|PUqhD)^~2$
z$UjiMB8MMbSZOL`v&3#N`Mcdatu<!i;q;T;y^+d2HQxg&-xYa^xmOC-V3?#d@qE5h
z;%M(~8lEip;k0<FzAQ1yAXEKf{(U*7alS{H#K^SU6A#0S0DF2$PUq`PvY4hYF>s9a
z4^mPdoFRQjov7bW7*4l99_i-B)*$gPC3!$A)v_N*{pH_j>MZ8U(<iE!PmaoRH6C)|
zs(;n;TwBF?w<2phZb+sX03W#}6JCNH@klRlfbHw0=hSjKVfIpB*COr|QYU72aW2-w
z;#5WP^W(^qs_|0$;+2g0@kl!-H1YU-U!wtQ1}Ng}51r=zp5Ck;_kz}xJDXU*0dS3m
zBr^-yvA~NThj7|@)23A%@0137>er)zQd=kC!E1|5)L?pgidY@ul)Febe?Q3IopuYd
zgZA~pdERZCd%oVner~$Gsc|T3#ATeDVE!MspMDKRn>%G6I8$8hup?f(oi+VJ%-n@+
zsvf}aq7A%x*UKlz9_HRs$3=t*af{2x{&YNxf&1R=ILmx3U6h{{6fLsT)9$N`$)ccN
zZt>X#S{X9I&R|nhb?5*RCRFCXMF<+kuL<l|6XzWFlbCQmanH|m%bq_)v!pDqoxu8W
zO643r63bX<EqH<JNe1vihfn-{o;1i|VJR5i95a%~{#Q)9Z%r#NM-^Yxh5X)eG)q!Q
z=cyQA^fOE~I8&z7Ved#>MPZ#@l{874xDJoXm153`JI2os*=xaJYF_NMbz58*5BfQU
zqWb$dx81Wdu1-lNea`WAHn*Mg1)0`gKm5nuv6L_h1a5Z8vPrC96TDln)LrRk&XM8l
z`TZR%#OF3N$LlpP-eEqvY+3i9zDEekagYz?e=z*0yUF2d!v0ERkL&wEd<i7nZ!(#5
z`=Z>Z5!TK4K%|yKN@c)?43a;>a;GaE`fxN-&>x?QVB66Fm_?svB5U6IM)c3e?C<;f
zYBeTwQm&1U-Zd#{Cq4mfIE2mDGq>Q(oikFy-9$5>RC|i8rdhjdXaMkeDC|)L^8VzU
zKEy{VVGa8nd5R9cE!Pe|I9ifzbqZP^RcNOk;8WbjmwSmVIk)kr&OR6<6BtJBIgoCB
z6-jHd$3)`{XwBG;)&6^Z7zd^h$V*v?(miSQiQAzdbh?=#t3X=T_ocP&<rfly<HJ@h
z!dP}(w?@g1cM2+4U?t8H{E5$}#okU{yjgeJO!8F;xo>9<?91#C5|G61O7zQ@9ArXG
z4Q+`VsF5&Hh|4{%3izX;G)j8n8JKm)6!AxYQNwn|nl%w`JNoeuCrcMom*lweDhx58
z_{gqWC%yE~Jvpslr;$o4*v^nMmDdUZ4k(<Z)K}$IeP|h7mFXmSCw?dJJF3&Wyv+1-
zl0!TV(sGSmQ2r?>g0Yfzo;=nD>8WXO87Bv0TeguOEqyEnx032==aM1>d4w@yTk{e=
zHM<303D)gu^JYi6tdsJsae{61PQD!8VIt-$uY%&L>~M2?VrbODm)a1ILhzN7VW~H}
zAXnRjBmf_@uX}muDYvs?`8x5vH()MZtGf3y0=cph-z$3L@72qjiTmx|G&Jm+XAVy}
z;05?cP7*7Dw|3*_7SB%M$eDn(wsF6|0ti56b)O3n5Nu;!OO(*lN16~lU?({~AP#e`
zslX|+`EVp3#tYOKqJ$^-hSiF6X6%@$SF}fbK+n^0_<9}ZU84Kc5M4)ItIyG{Q(jxV
zL!|73yV`%uI>l&J+vEQKpS4d<iU-vfgL9;@m#6y)GD5eA1p2x3Mr&TtfNj<nW`G*`
zd`IpR@=?MKt`FCcP~4sl(PH#NNAciVPTs!!6aI}(f1Gj~ABnX$9Iw5&Q<rNq6xKg3
z)=E7C)30{s`Kug}Yti&GQ+uOR&dZs}?f&=KMpLxZkD30=(2iGgnyzk<mHGSVO7`J{
zx9yo}XQ%_b#Lr}38@>{v^0lI5E^d)0xzMUn4X)FzlA6QWJB)=@)u7*n0jB9kl}8je
z9-9i&r+C}{TsuK6ifW@}fb!Lii{E3raSaN@?eA2a8%HZqcJSW?Jq+hxo`LNUgG=PO
zDHgvs>*QXZV+kmeJ*~i3A20p%YV=E^UVD^HZPfg?Lwu+{y%V%!W9JlWkIFp`yNUB5
zJrYnSc;=m55Di(vA<177;_xc#>6fG=7#m|B2)659AGw5~4!6U_&3#ykK24-M$9GBY
zjtirkQ$W@QT#CAuY3B62Q;~sjnKhLT=SX;YOn2j&NSn+90Fb{X&7r7f6gc#>ohv-5
z{6RLa@$0%m1XqTw?ewKtQlk+YbX#9^a?9|(tf>m=^7HlUfACvas1IkA3ynl+?RG%T
z%3akF<kr23lf=Gi(*ljtERt^ltO{2AppWa#^g8YvLp{jHYGMuwMxN@f(S{O;+T##?
zwikC(?}j<<lS(Um6Pu^72jKd{NiK(?h}aEp1c@if3?ldBQ`&{CrJUR6S#3P!F*Lue
zD?={}M6^9L2&WJLz2wfpEX+MnV#mYllDz@0cN7p0uKlH0bL%8QD~W5m`<}46olMiR
zgx~XRRu$P*=Q6x?<?A&~&gF5BNf0aj@e(5as)Ut%cuAWyD?nXQ@0}Oijpo=nwoy74
z?{jlH`9_WJs!lnXKfQjB-~57~U2$WG9ep$@_YPMA=j;s_cfIdz{C@1SVn9a+^c~gG
zhUM)7c;+Zi&au7YS3G`x{C6tQ-K)(LD=YKRA)2vEuLDMUSnBMI)4S8(2U+bcb4MBn
zhfw8Av5RSBZNTyO(zznexJ2uReH_bEI%vv49e@rIO#Pl5jH&z$rFIhVq{kUeKZ_l<
z>ruT}sJ5#yTv%t2-33Kg%1~5$eZkJfe`yZ?If_6L8RsbPq-ELeLwpddR_@Nb`q+B|
z?t<F)@pH+chH3ukE@B1e-s4^JNS6v3LdSlYY&Z{tCDe?~9612F{dGN2g!4q{V5Qs_
zgj;wy2O+oI+jWiOcG(`TQ15<e?9Ob}Nqr&xo<}acNe@IAe1H{q+8Pt$aqAB8)(Uxf
zo}jY$-3%0>?dP4p<?`Jco#q-IPe=9nVV`G^iAtaIG|0<0bD%!XBskiHTNt{bp+THa
zuQl9f?;Z1b7U_5lOWnZ0Cdol;9g38GaSfXRwK}eDo<0OehYD6f_qD^xnb;>h5giqm
zzhuVu&c2^kh?#l&O>`JE8N&5F>ol|KNq$K_>$<}a;@JZdxL4wO+||vOc+4~<J-yFB
zr<_)CA5?K}@m?AvhtHewT4M}nxfCijv)Z2PpckC7cdH1|r5s_D(zq6menv#lSx;c{
z6h9kBwB7bptSfo*ML%v$y-|<ZtPziMw>#}TRB7H@e^`_nKfCelT|>w?R<*z6Z8_Se
zlo|jIMV40I=c78lp9|QuhhwOY3UOb4S6gi6Y8lg9P}JiNiuZ=cSVgClT}8xc(H!=G
zBN(oX;~1DAm$xj{U5yi`)T7qc-G&J({bV*@>76*;ll<?2M?G|vxsBA1jZ%09E@_p$
zOidv%L!wP8clhlCQ82TccY*D_PS|_L2mCdDnz#TDenMDfn^HWMqdf7$86fh6#LD<<
zu(kcYr$cdApY4n4JJ`^V&sA&=rww_vcIMyhCk=u2kbw{y&ky|^zt3>Uev>9Nd_eGH
z%<xU>a{=56DSl2qKX*h!!ICL)_tTM44a5{I>&+d`7OzL4tZ-(B(-?EX`9Xg)eR^Ft
zxnWb>P3?jj$uEU~m)ZaoR5i2W{bZu``%knR{66Y`7dr?{XyUYo#2d}8^{2mE$-rY|
z*4Dc)Xc!q@Vis+Q>Zf5C9q=a;4k-Tloy$(F93!<XCkk|cappBFi~Mka%D|~wx_y7N
zYoScZb~;@BV0SxRrDV2a`-7I^2_Wn%(0SP|80KVD!a`w_vUA1n=j7;%Q9|Z^NNQsc
zExU0&&~wEtdqaZzgIsEfZxf)}(N1jP!9FYG$eKfUfI_o)>Mu-s8?OqJ?8|>lJ{a8d
z#AeN|peGcHboc=Aa_nAceGKz9t48y*scUCgN@)~#bbGB}CEZ)?S$+J0-8dA_<Jz>p
zk=6~};g&*dt2BP?BK9yIwC0;m>fXK=MCc*@gNW&4KVn<RkBZgR@qSl@H}C>?279Q;
z%l_Hv!!hIx>Lpm~slU2N(<sxIj=xun;I=A-{B4{vdFPk&vwKlHMz(v=E&OBpZAVhL
z0R!`64F5uR@A1CHiJpAH&|@E$&uC#?g>9f2UI5*>-Wh%Qd4hX3-{shWLTO$q+H2`O
z%Qe=o4Y<#VeKlY!$YNbiKu7jH1aX^)8kYWJ+iTwOuYge1$}faNL66-xd5XJnvM<L;
z-X-EG)!!_NKEpS1S&Y)2S4EUWaSCKpo^#&{BLkVR5GSaJGkRo{6CK*hCnfBHb}D#2
z^%fUXw~L(3kE&O-b#@<_+CJn7&HFQ6&-ze_fkw`U9axZszFbQK;Q{7F*z!<2@Elo=
z(VpV0(36F*pX)E#<!m@M&O`ff>3&e&lJMYJr;#rPEd{_GoJ|zCZfXqyX~_?c^sAcE
zvgwcN+qIC~^=%fSzoNm+eCGR5P)FS9VluQ;xbr~711P?VVZQp}AyGRav%4e5H2hJ4
zx(<N62lKiR&lrjJGM{7I(@GIA`KNgK%>HApFl4*<zutH8)pVj2Gyd+H`8t!ksFbWn
zeJ;srI77GTH2^oO<IQ`G4xwN1WjuZ(|H<C^%QIrS`FPE#8~L^G&tG!B&kGMAKHBC-
zM2q-%G82B7-qnrz^dA6U>-UC!xujTc&zJPg!FYM6;LoiJd&;J{hmm$}vEpNX3{#}b
zqTTN$d0cxk>cJI)TgV)9tL&X0`qlRQdhIS}lGGxKzqPP7CO+-eUc@r4LbSVBsDPv2
zn@Ug$B$w@ILN`yRi}tJh#Hee4L?4Md+|19BNzL_|SyZ~yzrTanZqvS*wi@2~X4T-F
zK)duNZy(%0lp!G)LhM{0b@qc37Z!?i>KblMB7AZB4ay(LT<Qt|Gwzj9Np8`qOwA@a
z5A60=cY@a?@8LgeGJgOl{O9L(gqFi~^YG%*ow6;UgGf^vGtQk={~AZ4yIzCjZ{PX@
zNCH`yfA!RDQ<}dp!tLn2v!h~yU!G4nd{jiT>(&FgEj9o(HwE)o#+=d1$*PbEVG7Zl
z_;E=iv*1tnQ<2=5!RC9@RapX|w|4@%z9&x3vGL+7JPBz0VW-Xk`n7{>(hl7UQ#ENs
zoW>>?Op+c7oh8TA#cHMz1^O6}12lV}e)X5{5uLSzd=t@)-p=}YyH~%B>)OXJoc6}!
z*~pSy(Lr~w@Q_!u^Jfd*2P%OUyWtP5#GMW{YXX}3lt}}x@upuICA7l>F^X-ns+@Z7
z49QmryT9SGMcru`;mnmifA?Qyt44P<itI6y?ywHs_dWa+e^GuZinvEgc>~+dbNLwe
z8>|L`37ae&e(N#f@kd7B?ug4$3k+iuPvM-NE<%5KNT=hldw#aE>12BUE8gUg%g49Z
z>-`y{wusPFOHNW7EiENH!bqU|<9&~uQmy}9S7|CY&5Y<5Hi&kO56(L$6v_*u>OGWJ
z3B*(X=rpL?(@lO|Z^E4mp7*BvRz>v!a9R1bq$$9`wr2jt{FJV+$)hhFyBz|tRP79a
z;-BH(!<+c%t4r2}Oy*s?YBCmm&KLLy$-C`=4Pdx%eJL4|t;|t4ogN+BkBWn$&JCmv
zUt;O7eL%>H@Vs|_+M#nt6~&`7$L_i4R^0081da0Ues7PsbFzNaF{hnT`t8Ktw8kip
zmXsVXbko}>zZ0+F1x#=JXEmOQbmuBq5&ClGz(A^^XS6$mSNz)y1!!xlM|It^%yN%L
zGDT)7L=7!6bW+kYF2P!EMPmq2eU@8f;?=?6HsOWgk3V)+$3LcRUqmRdf!SniLzrs*
z?zCDV?*IQSj%xKw)(TdtNTTM`i`UBS93KuExnn!wX<IJpl0?Z&@GjyYcIY}1Q1-N+
z&hj*&Bl^31sY@lKh7nOkWuADe2w7;oxxM<>L-ueB5WVG^`xZVlZ)s36ygd0L<i|aH
z5=w(CzQ+-OT1nr#7r7PY$f2RgsLTAG+qo?UDJM`$30Cc=QF^WD@2h-&G3;R@*Z`WD
zJB1pN#J!3z!#p_Jv&*t#yrAFX+F8$70(MVi7XW+)eZU}fZQFuEbJ+h;bY{z{Vp$aZ
zA|mJnc?3aGT4|(tA*2&g8j;pt&#H`^=b<X1;#O7Uxkq8|wdNc{it0R8DyPp83j0#K
z+W9_Em(MeHzP~cru|f6uF!N_+S!Qc_EPxPo{K%W{zY?t~PwOcc@;BuZDqb>PqrB<t
zgtvd<m4taNZ<aa}>rvlceyfp0*f3w_T<<&T=bk$aDG4?SU!_6~G0`#j+(rzMmEIv?
zJ^l1HfV-1g8g}KclnM0q)X~R4O#L?ISTDdaPIJHqcXmLg#FYwW1^3PRlOhx(EjhV2
z+wWx?I@%^sH8>%SA#NgVGt)7q>UMDaLTKFy8Y^8kHHi|cXDoBHn5kZtfF1C|zx4w1
z8SM~>M__0fnQ6AsAqU(?jW>$iAzd@6vnT4r``{&WS@?JM)69vdik7;y<fGvgcpl0d
z=vc91Q;eHo^8_L^RtzV2al+ADZ`X#MG2P8(hW|AO<Bpxme$(duo?HbZN2^$dX)nJr
zw?|+qj`@b5#@Nrp?@MuSP<AjD16?8hz9SW0nLU#ocPPF!z@KxC38mYt&n1hTuHESX
zTYmME3B$wl$HW2PDa!ePeN?;5_gmQ;2KyXHt|h6hITFq}A-UI)D{)o+{0@(G3lTuO
z$Sm%DZ?FAr?cw<x^>RSa2JnE6KsXDpxoLi<c6a(q%a7=YSHtrf&efV7U!#!RzXPEI
zwEA83^JBN0`Xvd?S)~%C)rg34%lsVBH01FlxH#}iljcs4<U2iIuFZ4MpUS6-4m0Uq
zKFwZv$2HerwZDFxG4ECT@i+x<FwnNUHYoHBU9EKQ$t(-Kj1XZDq|EYzuv_xTYt~fs
zMA%k%oDlYF1l}EMAEplL-z*5v9<LZ9Sl{~ef<b&d1Lcykzq5D%3S@|{*j>1LOlB~_
zc)038U$(x@99}PZ9l_?;U0bsF8GL1ck?36g?GmYWpP5|~n42Ed)hTEzdQa)$0kr3O
z&r;zS|A4qU8Uz;Cn<#VHw?P)R2fGnqsd`D2Ew810g8oUo8UCFr=61!MDFFds+n1|E
zCkclqU-h-J<dZ(`r8K@swknHF5Fnm&U+Q)PUxzt-lPb3T+5f&blpAGB_<}3YWx*KI
z=rNt2oxH%XNZ(aPym3XTNK$w^B42#C>XLW8G0ZjEa^kcP>99voSIzuO+hqE0^cBEX
zfd4tA9=eTfiFWXB){DQe^%Yw66zaulhYs9UefrxTxeCJ=52vdz1j_diNQX?Lul|M)
zFEuI_B4z2~h!$`$PxduT-SeePmJYxOG`t;LH-K6!IP6S<S12FRlZhkVZjlLMj@v!q
zzWToKJFFf7`5Vm8Mohv!;}dgRpl4~?!)0G+WwSB0vk)?BPy4?J_t+yH%AdOR)WJ=%
zR;r+vM`ot(iG&>^cN2xU=w|eXu$(5Jtp^Oiv+#jivxWBSmsjE*&R{2yc}Xkli(CB2
z8l9iBlc-(vi4|h!cDy}lvEoCpBFVqJaQbGru2XxZ>EFkU{1CNR=Pray;<cjQ?9xwo
z>0Z-}c~+KTT=AH~R8Quer2|&~Sq?^e(O&iSCl$JXl6+Rtavg&n<L*sacD0}SrQen3
zFxX80ywon{V-uOZw&6IR_S^p9I(F#$yU?m0iX8q9!zDrV9iwXA?S|WOMqc2C!>GqL
z_-2u^dY$Iv95S^TN#Uw}K2$Y-kC;e@)piwWxI|IVI%)E{%c_9q$@(mC-@-_njs6f%
zqC7C8y8hvqFib6+miCQmxq~Qrq+;T|8DmBrB8j<u@9*35$D*ZzdFl1jKd?hl9L;m8
zpZ9rtlP1#5X}oXj<!{+wI5>}}Z>HZ6`xo^|+;u6koTs0E;rXzg?)T$SZy^-mW;}L}
z>9w=cqTeWv-bJUFIOb>b=|r?DOp6JNhFVU@Auc%`fyoJg>U0Y8zQvbu<A4X?$9X
z40a6cRfA83RnBj@SmGR};xPk;<>h#07k2+Bc2|{1zE;FU3PZB(q1pC3+8vU|?tq&d
z-hkF)4ny3W8^$J8Y=PdAOk%l3--k%tmbxP?JX`Y*-+sh5W8M!1y$zA3YHS{R!qDB_
z`TT?HEB2~k&82--T{AnFvvtM)>JgH3Yx*8u<$d^V?n_tk%CCQIt72_pcKHz3Xua}Z
z!D~Fj@`v!*y^E)P|7KlWG)I|Fgeml3X;i>+!aA49cYWb1-=q<!a@LazCA~2DAX}vL
z=!cd0?Zl(8<nCO6(fe=s!8Y_vM08dsyAxhRS^N=AmG7ODw{>t_L9joQeQ;Ce<H=37
zH|1^L=IFq`8>woHK+eH>Cb-2@&G|F2g*zfY-wNV3KE)VL&eY0s;Lil+WeYW&;K%5c
z%<NB`O8zn&laD<e)B>cxG~1?0MsS<4SO7D=xbV1uz1wqe{+_-*?{h=`=Uh9(XnlJC
zb1lc@y8`4$;6LmYMrFS`WRL2vEVjsFaK3wFh%j%oNLhYe>$H?faP`$|Sqnde2S5Gz
zsVJoS{0&{DPl&{H2%z?JNQCR~rP7if`05Ob>0X=&g`KnQk|4V(T6cwGDN&W_O!-XX
zn!Vb@$%LJkGyWJ$3Eke?`|x`~mOvz}{Lt;|E6`R~%UWz0m)CPxp#XhM5-_FBN2O#m
zF2_}_tp1J`WgECdr+VI*u$Em4U*sD}T)`{=&YR`cokl|*vpa;cbpR(>{OszC)#KNr
zCySug0AScVwvFRv%c>Vbhc4ko_^tJBP#oY|1PgF!Me2c5T_w1ct78b7`VPVNjJl)W
z9f9??aO<f*<ssa1{xcTEb%^`?xYeruZFV1mAJz}q=3>lmqJ1lM^u>M-`8qYG(e?f6
zG$CUQ?t%tkYCWvHm&)X<T$OtFYEF-R17>r*E>2C{&(iDkq?#o%&+BD5LpKlU)2OVu
z=V=q*z|6p)Q0G)%g{6>I7*r|!ya;Zbq?v)R>+fHk>}>AwM#pxrB&7lg<($z0Wx5OE
z+GoUZs-%7oyo*uZ_c5C){P7l^j@0j^jO#VKH^g6Cm=zpn1}Wv}?JOYK-re<HSiwGg
zv~Rq|<WH(b%ucv7rrSykT&W*K7%zT$;cv1)+ii1>7y|{c$MQWZk75R?Mf<2QQ-yWt
zDxtupJM|W~?Slso;N^Myr%fFN>#XyTJjsbG4s-%qCFn0sl%=#*<gfIP-2dEjA$QV~
z!w+zLefSlLgSJ7jawk6tF3Rs{RrtT92M4TpNVJO9v-fqtp_XW0R_<6hPvfQ)CyW(j
z`?Txf(6o8|WG|PN4O=BH7Xp6?_z7KAjAzVPfBcb8b%Jssk5$Nf8O=mgvSa?5sL&qe
zA37|Qq`~+=vK=vuAtQeUCAsd;*b5A4SRZQ8J4-}X@nV%z4hBdtH7{opD`)K4As%vu
z$7LbR>+Zy`Q8S@xC3wW~fxr<HF!aeg7EdR2XW=P43x)dSFDGo)JYb^mZ7jr3M<;Ji
zt|mV!N%Sfw<J$X065oiQ{1d4#DRaL#OvaH5)1DKJO$sp?`t26(w|_`WNGezH2~@;5
zR?=R2v+@w7VKAW~HAzCLVK<m9tu__RI!d_qk|q$S1?E6=Vus~jCN=J0fyDQre`od0
zLR~1W;tTfRwCVy_Qx#s>Z2wzoK8;HD{pq51czjSwHm<KgjJXxhh-Y~57FKa-(AW(e
zf2SrKf@W+lpj-eAbHI+lcvH=8<vQhWVdDhxGU6`Ev&rj?oUDw}-2tcb`eZ2QE<c|o
zTX!E`-}l$pv(I#I)w^aNA>DFnzifzyNP~cWL2Y<kkl^-T=Ia|DB9(o&_3a?@8GxoS
z8J<s*uSM5Or7Nnbg{)7vF28J`r?tfmvOW6U>xcQ-3%+&2_hC=R)cZu{lq=I%KKqTA
zoCwWx$)WYB*FnDEqIG5<D(M&ng3p_;{QWV2jL(zB3P%X$N1VbKx+!WGco?wwFc1D|
zq6P*+@J&o_M&uIhk**FG{?QZu`I7LH{3UKgKSoXWM#lRUMw79-YPkRZ^JWX5>*TYF
ze1kXc3;i8$(-I8D4Q)4B7i(Km$$qn3zIwXWh1Q%kN;m8HU>MTHkz(QzX$3HMGoi<P
z=V#C~S&CGGIHz$g0l+!RBI@~3)Pa26WqjXgU9T$tM%}J0&-eRY<87=r?X_PNDIaIL
z8IA5OP!vxm_2m+fyU4MlB&O4&+EEoE14ogXf6BYk`%PX8ZnYj?RP2A_?I_b<T*OI-
zU=DK0@7C2i=nv{5o(}dY=B`Zg3?_+r@ag_@pzYUNH?Gv@+uaV!7e{G$N&}!H!G{N&
z_al$}`#fyVE3wB#h7#{-##$z7Bn#;=7IYma{t!2Wwc~WBG&kWHidhrwE9j@uRFYnW
z&1(9Kr)7Rnm&6ttz%QlPa-{PNT=bHXEovr7lUq3EQ^Uygh4zE&H}bLj_6^1VrQP;*
zO~aAzJ4JE4C)7az)L?+aoX&_+8SeF?+wWae-*pfAl6c;+U-C)oeXbm;8(mv|=Tnbc
zm4_K(`kt#O(|0D7q5r{Jd{EvqbzqTSj^y%Tu~?ysyBQiY9#OdqO4HYNB5|^Qd-KuV
z!sXXChj(&6_h0=*;X{eA&ymYG@jj@ByUF}wO+S)T;56<pg{(qf#XMgiCy@hp_huh1
zD%s`SCmACTsK?zR@%Ab|KWSg}?|7B(MzS~;l-D9|E78tn0KT8kXP*8nIMD86yw^F&
z^&4=I2sLn>s%KN?bo1OE_&1sjk*c(qJH;v6!U-bhJ+8tRSmp&vNSFZZ_p^+4Vqou;
z44+lc(4S}Y;cXLPXw=5{xF_7@SJhbvmFgiY`EEl}efo__(QWwWZjw4wiMR3g=<&dE
zs_>oM(t;EGICutNWA1h#DiY!&KOma^;8a6c(J}$#?RQZsf5$kh#%oXSPV8@WVLr1B
z*S_^8b^GrU<L%Grg!qO3D&3C9PY=P&6`;1q;jvi9f|K5jdiI>)DTM5Dl%Nr~UaWS<
z&0iV)#rAdDx6I9>af^+1FG9cN?RrsPvJoD`*O68C>mxl<;@ivs<w6S-TZj+71FMDO
zzcnV9s(9hCC=41sP@6jeV0B^m@BRX_bP40waO9>t*ot&P=yHI^K-$;MBF1NE7ujL)
zywhT5bs<-11{YL3UElAWPCZwUqpHoYO>Ug!oCYv+M%qK4{oC?kn47;={CJ~#SJ!JZ
zb1p5sRb=KJyO)X2PC(`#t)XCavJXz0JNemhcIu7^wtKxBlL@P0p&iXrrY7YL7m0&R
zztWjiE4FY>>zWx@eI$D5fgSkLP3iV?HNLcds3iD!nn@{i@}cBz3N2R@9O<+C{9;^D
zU(NPhPeDm@L8BxH^_QlGxgKAD`WYNH^ahvH^JZm)*<J9f#M(tczx@NPwy&zFzLGgX
ziomU_bgjkbhv7MI3lwOrL!F=+^=pV=oFe<XvNVW68xeFFgMcv9wK@buDd|$F>a@0h
zTEL-g=j-wGFn{P3pbj~9`ZRqM{%-IanI<>l;!{MDh`wp;i*vCMz7eyEb97uK!l%Hx
zJq$(>(weO|-2T$9_sO((+s+~NLO$&^yGwfn#h}<(ZLX4%Y+fr3TpIBv0|W4rcf96e
zZ~ydm)vI=<$_rk?iDJ3$cRn12y*!%0+ys2)>~EMjcfSA>NoDccyla*~Owowe$X)v$
z`*YU<kxR?K=)dOU9E;}q_38)1`+udNAEbiA#~&^?oHb#MJbP!*lB|Mx2X~-}cL5g5
zJJMQ4#^#-mQ3H$wx=P&19v*WZ;SyCDANt$xaX&q~Y17mT2xK*554(zSk>>TD-}P~^
z7hQFuAE^KH&ObKWTija^f_5TW;q>0s&WA(te(XNpEjEC*M+ufWrFT+cnBaB|#Tc-6
zCFY-g@l397x86ilpIpB^_p=Qe;W25z1>XUFd_Zd@-B(6tHsmo{_6+>G0y$bA5LNER
zDLzN{Z~w4A>m!q%7Fun1%(56s6MDBokrtIjl7PeTL;P7007}5Qa1K<qG$T^dw|;6Y
z84l}5bz&bwaopd|yWC*r<ITQUi+ZQ~G??P_ha%Y|2d(LiX9LT^V|NNdoND_`yAs`^
z9juoj3BNB+1*&z`R{Ki*?&r_g@ujGS*KHKb{bO(TyP(4<AIk8mAG7?7uKP}e&A@v@
zDZ=#+M*eAcdidmu_5*A(^XqAMM2NqNQGB~{+vBkhcbl~zRJbMF_DVKlM_vogqjp%1
zKp>f)i}1Al6pWD8ZIqAV^ux#I^vr`$kT4apq@|F9%Y_A(?{oMXx-_*Drx>VU*XE_=
zNsPh^ldsf;`gF(n60(J*XDcN-J}_>8Ok}33b-8ml-RowawMp~Cs$}^IPA)E@#p7j=
zkpQ`P4{rE8vJ|m(aegH(cso)ez2JBnb<Cd*Eax77kG-_=rdGd~^5oox<+vzy6h;jX
zg`DtSa#p*Ogf_wy_oEO>kr2B6JY&iSk9zOj7v;uW3ejOjjqj;5^x@SrKq=+)K1#=z
zw{b9U(j4|Q7m*^7;Nzp`1M4$O5+8NyL)d;J=&l0JNVF|k7)$+dfEM%k8W8u}rpKex
zXHFUKhm(KWLZsvMiz@+O)5`K$oap`;wPDjA&-z7Jg~etc0{&Tdg)V-i%1RQcYTh;D
zk<-($cgBS_MfHOfISUb{UGikGjIjdY;KV9$m45b!T2s%3xSQKaFVlDQgjWm$#HhMz
z>6emOK;9JBamLfZY!kB|q?>Dx5&Qd)W^|by=s69&-Kf_}r=M0QEb@G!R~)@w_UF<f
z?0GAvn=Ga{$2gU~MsI%BnX6+I2W$_*YcTyTul9ydaOVyjH7?OUXdf5l^}(vQrs(9Z
zOsUAPhW!>_T{Zy2&a2z|Rv*|x?^6$3o9w<3FBD(lB`Se(;rE?o&>M9-otAwF2`bSy
zp0$@T`|>Fh<7C6cKxYeDsR+5|^o@*uAOmgwwD*s?CCW0IP*Ampe!=thwkSiTCdb{y
z>67lXX0CYA`?z+ii=j8!QKJRlyiMbo->^q!y!ex$!5LhrD35oSJN&5EtDkR#EA9?r
zlhDdHmR4HG+Nuk|F}+!ul$+(tUm5kC1rM_<_PbQeSlHawNW{du%E+86Ol6(V=~H9U
z-;4R4uz?5T0_oBNSv!nlEZmI=fcJAQUv1=*J(}XD-Bdj+qpl(ES}XR<ai7V2&k7&@
zK0wSVGn5UgQU2IS$33s*p&`o~Odft8U|eXpLiMy@yl3ISf#-ctiip{rMSiRwu4^Z%
z+7RWtPOka7ozm^>P1H?&{920&V#kb~VdLRD<vhj?924<w;d{a(2mH6g@l~JpUTz#a
zvv)b+I)R5oBiMeDsw?Lm5i{Gn1CkV56W+?_UsYv)8AJAlNnmc`<e=a|!ZF^GR@Yur
zT<xMu{pI`>2<4N<`+EQqLt7p0M@}*!Wii-m%n4f=MJ!1dXS6<$?8(~!=@(ivp>3!N
zQfs}v>=yMMZUS@%&~!duA{h!@VD`UD2vtmc{k7BMo8t3|Y{4-t2e~A_-m9%)+J$J8
zrzqxgxP2a1chAYDPaeJTPPEIpN&_3<Zf8xHFrq`4^TMzO&XJQquJ=H*JD5H`t@%0K
zcsP;rFqcAFXB^r9^`_6f(}6EEaJadST)vj~Rb@60BccMVrhjAK4ySFksOrxa6E8RM
zn{J+Gf4n$I+%%goc3FSm0c%O_<IfOxl&KE8?ya{S+yd90O%7PSJ?h5}^(l$@MoQ+Z
z{deA%r}vvU&gZtgIyKdVJjW6WtdeFD&(rjSRF&e&?uw0GQ2`H@MCgVyDicA+>m^S(
zp!uw`od9}hwdL;?Fbv4s5z&zzhoFrdQM*UN>^-ay@>d+(Q{ryqx_2RkX_Uq{Tz&qp
zk%V_IsyC+q5Ka|{=z>~iC4K4Lsvx^<Z3HGN!jU0t8Q`LpjYQ-`^I6*MyR-es$CXYn
zC(59Judggg5GOU`C!xx<+lPlF!g`h6y`Cjv_Qc#H!b3ec!~0Il7tBMO{JhfHxNwIT
zsYk;b(wF$P2R}5o@px2IoO;NPd4b8hi)aNGPGznLKbo`S1|D!biF_Sizv&CsGF`=~
zl9k@cP%Bp}z|Z15Ymg6OMK&CVm+>NhZ+KW(&`CJ&P{*{vELO6q`8|D1i$~m*6|eQt
zw%2>8k&XsSh4rPnbXh{Mk00z|)l@euX{RSAe_c)|TD=(6FT?%+e|FuElpRY@wI%2C
zF@0c2sA|bep6O=~GVEu3$;{}<$cnB-KUfDEo%+){pbn1rjuXCu=qRm$#VZr>x!fV7
z3HY)LFT#7jWDe4n!>Qru@Jk=g7&`XoM3QO`()sP?|E>TmSeaKv7M5wq64J9qDN6#?
zMvXM?E{lWkcuOdWv+AOUbSnK+5X=GjTTmr(i6?xGt8nNTP-P6|r|SU#_t>Q@AQ_`l
zQ?7@v@}mLU0EYFD1)M>AcPIREi{Q*M_`abpqVq@q8~*ENo@mstUdLB5!^24)y6eoA
zgDZkj`+7B~Ewbvfo|P8DQYSk@7-(pnfNr6r(RZ@Et;gR8ufPOw;|FBe@`{!=v&&B}
zlEw@FyI*SKEWNL5sbrDA<omedpIzid56I3a{<Ez(lph;xlzn$PK1ONaZ;eW)bb`A=
z6?SP0=^%N8#_-;8pGJN;^7B@b)(xzxA|7HBqUZXGmpGlj>fumX2Nx>z`JUMg9^yid
zODyNN7`@Cjz>7$AC4$i);f+adKBFweOL$mSSwo;2PYZnTT1t{O2JLvP;5Gf47I>}H
zhh;jDI;%0W{L<sjofYlLOJ)I`g&=zNN$uVn<?-VC%t}*UTw+!uv{`al3Ns@5--Ypd
zCh5Hw%*Iz(+5GHTNLsT-FKiPpqVzr-#djoJVOMnOqe+5D^PqgA?ERaqp(oXTu5Mq1
z3vh1v4uw4T+jPf?u)_x~4410KAZ}8_2QmXp8RYmevu}7!81nO~2y(y;!K)oTAW!sk
z(c?YH3?5C()}RE)F+Wp1$5)a?C6D)6xD5K+H4>9=P3|9hj+2(kXvwN#+?t;udcRCN
zYvYDw+v8*~=+}pTFLW?>U-q$!O>|BJP!NF*X>LG}Yrr#PLxvU+XJe$#HO;i`zCg6W
z`FGoy<T9&a_JgI@1&aDO+~g5uSWP|CSgFnZhwh^I^@)RfA^H2J655jly!zuXRD>q$
zs*R0iM!D|SwuX~rb^R%Qzb@6BIlEx^fcsnb`!8ZJ;32vFkEFwC=nu!dJTs@0bxTWU
zRtK0H#BERK-aCC7wTY95jKh?77)}6z$OjO&)C|1e<6|8@e1`nWfh{l1a{DC&2CUC4
zcRykKyd}?=H61s90~7QNLKN0e{n?*<o#zn)SYnfywCSUwf3`-4$@C@<ReE;f*Kjx(
zGbyEa4szgbE)WFj3OBXkF(*)$`28NeLH^7ga82tRGxtesu21EM7@?$G8a8ln+?b0=
zU=0oHt+0YJsNi7d<u374ulqJRZ^<$Fo)^y+cvm*1czdkJj0F1uFK^--N_g%xb$=#S
zZYnw)9Djbmu=d0I4OMJXI&nV5j<*-X-=d3GxtlQ<+>cZOHB46Zy3xR?-jwk!Hri@7
zKjS_Y^S#}NY{oY{DPnI<T^Q-xUwFUz9^l&bMbNxHO+t7FD>i)t6<v<%PW28uSSEPx
z-zI6j)wS1FRUprAG^(+Nmfz9MJ|F<UFJOs1gEu`uAdynauGR&Jm*xuu;gJWU%PG+&
z7y#O+&>nzUU#fBYn&;MJ&PZLmN0Ja0&m?Tid8+J<9Vwr>ei5nuYPapO?ldg`-8g4h
z;&~#-TUnAv?C6C*{>=}Y<VJt|wB`bOF7EUlu(MD3+VxSev$y-jnVb@ln!{z-DGhHq
zJn&N%ioU>$!nM9QCFlR>$9v=))z)Vac;*^me8}T{B-@_ly?I+rz%(WQ;>qKj3vP08
zHl3&h<Y6J}hOxAoRi98g9RY8(l=p`-?qD3SddOTy(_vhZe|vC8FMOW-1@Is3;-B!P
zeV8M_0fD#|RUomH5bUzk9xpXX$Yg6$5j`?HH}x*xZ3AL3><=h580AFgv$dGkQ-Clp
zmwf($NmK;tTqVYUmffUYrAth!Y#naL)2V~)noJw|C5TrY(r3xv-FBn$;^i8mrq9{e
zi&W(>kde>AlA#`5@rWHUtk%Zz@X^x!$x+zi65i#*Q^Yx6qKH~+hc>XW+&S+bJDw>K
z<RE5#--`2N8nHV>knLB2pwU07tdt^a$GbPE3bdaRWv5r+TxSeGfYcNE`-_C4G)Z^@
zol}|jj07Q#D1eB^aGP{I=3kg_>7u=I2Nrq>6_;J1<ZuQYZd^XtcCot!ov;b5NtF9%
znmojT$TBXy52OmwQ6xl-3qBM8Jk#%eJ-4bHQ_Wt30@$@JAiOok*ae^U?SiWHq0VRK
zJiqzl{cX&=6%XF?R7c;v64iEWtY2xy&QGg;wRF;lLf{l{vx#{C>gRO<`KzRUzb9xu
zmXOLx?CzGWy&(8zZ!=6r90Atr?1=W`oKrF<7Rwz-VW+tQ2l#fSKi9!j2x4)4taP_y
zjc(+~F~g{?cAM{-^p4TsWuty~sl!mkndlBSqa>H#jJWj?iG@tl8jt;C1N#(p;*s1)
z|04~*%d?NBg>Ld%9Y6h(SK{?RZ&;ka%h+#02P`}yl99+KW4VtiYhmQHtR@4gYntn2
z3IPK)gheaC)~sbbO0aD{A&5E5RfcHy1b%mH5+v6c1kL_JhDQ=6zTA_jt9m8S<#mxS
zxYjJX-nrR4!>+SbB02$tFE1Zp#GN%wtGazP0_fUUIF_Wk=L$UJ6aY5v_?fa+x;pHk
z`}Xqf4c3@^_<7ZZEi!)(IH?zd-#%?D@=e`)4o*`*dBgZsE>ETWE|NC_8DS&Zcg<Dd
z*QH?orkCc8K*{;FrvNT|jPynNez+Mbkr3z(c4W%mj@^?%C~-MtPQ&qLLA(AU*!`zn
zc3^<wC>Jvok4rO+j<!*FmH*xmn|poTKrDQgE{^}kyUbDR6e6YEp8~n#3{t0vDMfB*
zTsn{tA6xhm)bnCuV8}Kx#ie~Lxj%Hbnn`m$^e2QkZ?-1jwJO)s54mwBH9UzM#j>E-
z4!^z6vA45LUh9i3n^o~?U~`sH-<2Uh8bAlO#G$!d=5V!sNO>eYSn1*J&#Q~<J^!75
z)pk)2J5rPaQ~{9>IUXDuWva*RvUXX>Uw?skJ-#iT3-<EXzcHyX%Z0*uyB>Kb&bxWD
z9@WTO#a6#EqvdEc_LJgUCc!6C_})E4@eC2!Ub?_fl}*pnlC_qbLh?i@L&)f7MtUO!
zZ;N|Ju&N9!3V$iyIPg4RG!qr}@qY2Ia<_ILcZ(QOr|tc5yGJXh8})CxGwhHqkl~&&
zd>cqd<bUoQxnnsY*zq<x9gt}|`3by3%uqjtxl_g-BoB|6L_u9UCkfM&WHv`r{cUsJ
zx@YWm!0N?_*WX^|4fcq}yHWKe?B9-@z=$dyLS5NOxF7W6u|ba=EQxf5WVx@PX1m+7
za)!D@T$cqkyC?H!Spl{Cyz^j$KF>n`@ytA_Pcgh;HL6aY9ZkDdKLL6;Na(M0fUqdX
zly18eFGBg`vo&v4R895AAN6cmk0+1{UaN=uDV5#w6dl3CXjG<hO!Ck3?BUex>1aHt
zKUm#?^?hK%K{#0I9f($hxAooa>+Z-Z)H~<m#3Rd1e4O?Vdmb${(!~0`0;QyUzqW{_
z7*qozuR!$iJ_7Asorr0Ks}4W2)SaG1Iu5y;jD}HKv-3f{{ZT*RkRQ<VVhCCAE{mbf
zvsh~<X$+JH7SwKRbx$Y1s6mX#ZU9Qhk;#gydIYeXkWxDkwdj~j2SgpQAJM^){49WE
zacwo8;*-EIUGqLYj~ADn<Ndl#;!~qN9J1fH{+!0_S;&KXZD$K8uw^w6_fdWkG`5Xp
z{1_N-E)K+4unxPTzeE7k)!ppr9=>KHE{|V^7t5V9;Y1-3MDBD4BkO$O`Mp!tgO+3}
zOQw^&bIc<h^C=fki1a^SSZ4}|ue9dyQQ_u0kwCc0wq~-|A46Aje&q}x@#wzN4(j$3
zSde<g$fWY&B7F+@&S#X)ce|O`G!E_q`voytqu@ZcBb9mI6d#}LqA{S5AbKyj)!I9A
z391i+8`q}5Sjfr_lXrJX->Li+dSvz}^6AIVM1mXi9pa&5$585F`{k1i?X31Z%GSZJ
z;;&ro_m6i6CmHHRCmD`t(C?J1cS`k0-j_5IiM^%fLs4~6+lj|}5gk>ot|R62=EFvT
zfN7VTR$by(;U!<-81k}#80hP2S9ip3eV0Q+Exbfw(8w2g7~cnVe(PJ@@n3&oVT<-c
z2VQ#6#zl?HZd+$|_9)Hm_8#8Q)B5T0@BaUP|MKfIq4{hv>()O@?haGzL4D-xOK~2|
z%q#9Gwek)745T$(NcK6oJ>HUR#@@XTVIBjL>_9{U)0q6pmwg|Ra->ULj^^YqC!e2U
z{%T!7EiaRzyTcQO&DHs|vMQv2HEkngN7j+)B|XttAICryiIH1jFE91QGROw*I-^Qo
zK3SdXf<ll+iV^MBM6Y6z2fA{cP`|rNOjHl@xXemnAhuSk&OJlFh!-F1b-650zV`tm
zYL=Qu=-R|@>Um|I^O?91PkV@5^#YIVyu$+XQbGoYphcf<p7Mlf=rR2y1?eIw(v<)q
zhCDaM8EloOHeA0GY(oejAM(oJ9{NJyeVZIY?^PkYjC5Y{+=1$+G=CXc^w#Zgx37OF
zf<zoj6qC9;cUz(j=`pw;Q4FYX7)X~kSa+t=uZd%?V3G}I?Q}`b_(NHJqr^ql028S6
z>5Q??C3>#t!MR|Zo=aZ3?EL&bUC6yeIW@x2pAnF0gXrZ35%{Ggrumv&SQy_<I`xiO
zZy)D_v^&Vm;%}G{L@R_*_bA!BLSnvt=CcrGvNVivm!d1pXDiK2D%v#VU1JpBp?J~~
z-ztw45p#X7dxZxbzHn4>KJe>|uOsD;Zf<?h&kpqOJRoXI>#EM!(Ll+V4UyD|M5lOK
zOpT4d`OLZitL5-T2RJzaTwP5*XI{)c;=5TmOsFJ-8KW)k!AQJk^2@23Bqc6AxYQG#
z=29UBIHPt}vm1Jx*?Ab!;k`0;#uI7A+lkuu156m{Fe!<))0Jm<qm_O8H9hW^_CRVj
zYJ3SU`*yfj6X_oN4QIjieuxHT70Y2fX59I(h-n%0S9WpC{pkQ9K@vVJFr>z!wj7z+
zy?}kIS`r$g`U%CsFRz1Zgy_O|oFMo_vbrW{ixh=bv>Se!UAef|FU-iU1zgknYA`Z&
z+261W7U_3#!4-2KHB1T^OtEypMqH4DgzEm+3{dNB;1C^;7w+zRNpdhRIp@}u%G&N3
z`z7>=zcW~NwJ!D}Fb{;$r8LLBf4}V-5aQ0oEPL9Yi<28n<LUa7jjZ@VopfaYYeHGU
zK=M_?`J-e(MEN`-mDl_^g)Iqj{>wWa#x_GhS$U7=S^iG1Wn#RHGO39u*BQ#G-|1vj
z^RY1f?OmJxfV?^d#{)u=_*7UAjZ>xm`c|Qzc<MeA{CMn{MG=V7N!!2f2P#2!xYF=$
z{NZd+zmpzU5RI||eR;VT6wK?s0dii=8JO4e-I`}0J{t+3m7r%k@7wt^%v%v@oy!k$
zsE=&sKnj@Gd8>hg@b;7&sgMhzA}JnuVdV*p_=}y#aaS_J#q@e}$=%&vc_4?gXLFA}
zZJqG;Sa<+F>|QvPlNX(~Pr3gf@UXutsxjo>h>x&lN#fr{6u*M@?DQDRJWc!N?}6U$
zUx!SO`W*d~kDv4xi-jVPw)y=ldCDuN`3aFvlO-bl^M<{UO^1TNPT*3LpKB04&WB#-
z;__yD$?p>Xf?I>in(UbnpIq;a2pt|QV0ka>w}!jPayahU%s2yY32DxqRcU96=9_uk
zLB{lf++7-NzJGsMJ4wtqZKM5H(YC`2#ZZTS<ab+0XEn3v?Ry_ZJ|D}tCJ@Z<xZZr|
zpP76-Xnf|?l$#^P;v^n9Me=r|L$XLFy0LcaN#ru+(Bi+L-VLfJIY8mBwbjH``AF^1
z=*4gOGP1pXO@)Zd{N3tdpjvDo3JrA#TG&gd{hi#m9Ppthu~qNai81}4XTEHf>ra?A
zQKqk9tSP#NlB86(!O0d5K|v-KgD2<lGTn}Qf?SIa*RZ#bqJsgI9BKfI1%t3)tlVb-
zBUFr|f!V>#Pgvki!EP{z-TJ6?sD<;|HymlP1dZdV*Ve1mu5XXH!$ia5TFz0H9ZAxp
zhQ}=9Xo=DBd^RiRcyW@)dZ0>~u$#mj5NMG2PIHRQ<GwFW@3cKlUPF3GPogBf_Hljn
zzZ+J5yTg`AD4^B$`+^OW8BqGle?k7gY(aKct5>-`N#68Cy^3Z?DID({__q^T#WDIF
z(DR<;2f}Pw=AA!IqX1}W$bp!3?}M`XbO|6Tuaj4_b!$LaHx(*8x@7FzZOFlN4wd%I
zgUg|=n$_Fvd5spAnF-hvbMNTocOxL}krE;%gdyj2k=mm0#A#6l?;P!K8rT2jMqKf_
z@uROAS@rjf9$r3rT_$>c0Hz_Le0eu)lCxCt{3CFM4K*lzc0E*s2ZmjCp>%lf?<HwV
zia{TiM%4YoPfsx;I!&{RoksBv;AXSb9r4LmHt=XW5{+J%52AW%$YMj(;Z01+&!Rm;
zxm}z`-<ljsI_Hd(;6t2$VwA-TWH!xy+JD6S{pOGlpfS`-U(rt+N#Iklt?gm~+$jRX
zn-HH_a!RP=`TZh1_4UeF@b5P&c+>bo<N9}j7M+l8k+JKl&TqYC{19G}Ua5&&U%>Bd
z-SG+-n?4`9_Uga~#=VCN{9|J*WP3jSg<v?rC>M&vXZLr7lFAr0OK)#rhTq%>+|G*c
z#qQY69?v_(x{EWug`$ZCuVFIw9t*s)GgIZFlq5R%M;j8#M7fk(=`^DtYgyuw<C%kj
zH^n$i+-dDTU=kT|<C=sdJHqi6nB5>yi{Fq}esW$v1VR(G+RE!}g3EN+(`kSB5Xm@1
zxGCOu;2sDsbW*pg)=pMWkoP*w852=L`u9D9>tEvAvIC#vCecqS_iE1fbTfHX?O;DX
z+WSt}G@y~8F6qy^&yv8;L9Ua&?4i*3Z|dD^$BJJVps<A|r>^#Px64hMRY{KxBqX-m
zJ#O56_L!X!I6=FDVSN~Me1r}H)fA%O+Q&~$EG{jRSC3EqFe?|e75$i-T&dw%g1n6B
zflIA#0t|yai?Z{)L!W}YD&F^&5Oa~4=TzI%rzhO5--JxMONiGryUfQt2|FI3Zdwk8
z_GuretDnj@!}GH5IdxRf{c`t}a~FSQS3irxCG!Yu7*6>tvY3NFH~9@VcHS5&fWFN*
z6Xz#iErI34jLU6n`IF?w*S(&Q4Bxh{nn3~^fq>z`pDPxI;VWjv2D4sS*S|5lvuRUs
zk)2&_SvW_i5Cm6)i)KCPiv<94dLkc%=<&>fxAO^;M4~o62aBEVEpn>?4QR<7rq>`4
zFqB$TGCE((!@TsQ4TuO$;MN${lJB5XhQ(g!>^gQZ*N-d5nSGa!`;JhBGxtRr;5ky!
z=hYm|W6H=?W$7#}l3>^Nj|Z`{h2Q31m1A~#r+4XX#YO9k<LXjBz7Wd$L2fpTclNf|
z3nid!$!7_u6yGC(oAaHw{n>4)V$ZpmJp$cA_W?P&<yzEgOt#JCULrpK`r4$q$!%p}
zJzJcXiM&)LU{+~1k0&^;()&%uu&T7dN$u{`YQgmWhFxJ^U<tRk#QNMzgg_&mj^pG-
zx`t#=%jwMtCxpt6o5?4~m9!@XT;jL%O=Nme_b(~-M5WL^KXqv1;=WJuJG`R{5!~Ma
zG!FpIL4iiR8q7XAhH0JQC$@3`))849d+k{~_AxG_=vR90{<-pouP1d;G`_KeKy366
zayT)|0yOV4F?V~2tvr=OHmn4S*_$~6QwV#aiLxwr9KYXPF;C&9Zk@8zMir9c3RWTP
z&cERi3+zmm!;c`43RRx3HnkihPIh*K5A>=W!!Zs=mBkDC`6A-S{Url<Cxr)fOy(2A
zP`vls378e@Rmup7fZ)Z5=_B#nX@fcS1}MJnnD+911UX1T8)@NM??c+{TG=<rDUgl6
zRW4@9Hzh*n#@rD`jn$?4{Ck2DW|eS5{bAl_c`4cb`wml7G9NN4W<O^fRSd{A41#tn
z&mxWJ<1^p(2+;?RIxs}=jzn$A_tQtWNC#X6)}LnYUxaGQK0q1L(ogXJdSVo`>G=gI
z&9Msrel{(`H_t$uQcs&$Hx1Yw01}ZPdpb^%AnpRc%wwUfi=c-#q)xvzj|}DWLa6R%
z=)wD~2d}(ep}EUc-+YZ7;7Xr2CF{{h(;w-F@b3+$oMJeCP}MOj^DQpkZ+ae1zazj?
zKo&1uRwT>gj^F3aFtQaQ%WFiCmR&oU|9+ic-ThEI$M!q{0(gn0WQlH+MjmUtqHml!
zve?o5v|xX)$V6}B^GmEx#4&SW$TU9@<Js@cyps8uTPq;|r|$1aZvM)F)b`8vx-;B?
z)02tS<Xest%voZOChq_LzE_K83F~c<UVK9~Qamk-*%Wh`-rLo~r+YbD>&s5ZDPEQ;
zs34d<rSkD4#Um{AOaY_l>X|pJ5ug3Zb*x#Fy*8K`OLadFacSS)*h;kF=tIepc^!!X
zLEK;OkSLl{h*^_-yJ@CIIJezB{InMr1Cw?0oEHZjt+pOo@02{MJL{^a>2hn($AIei
z72ZC;fN}v*b4wwKV8@kP6R-HIr*6h6`|g%fL}=I?V3^c%3Vt>0btJuMj=vpcbNTkU
zbUPU}o)ohnh~AP-KdOSGmXb@(Ro-axmwQROU7X&e+8_aVy(J$;Xt(0V<N_GFzW5A&
zj8s7<4V3Hgaj9N<lz)oQy}ku${CY>wtVw<BU7LAjk0%uKMY&<jc*lD6G|A)h{e4o%
z(zna=PCt~2Lscuj9Y02(Jh3*XQw>J=(vj-VRq-H6YS}S9T~Kfh*}m=1NuRxUhu*68
zxH~?h%bEB(<}LLTu>I$Re(^aZ9}n;Kb#CI?`^is{|AbToBw=Pp8yB&P7m(t5$q4Rw
z0Au$R#Nh|yZ-D5gcSH%|nzH$LS1lh_I{!r&kUP(BpE)C$-_$=y&zgndQ^x>8CAZAJ
zRp4WSjGuDG^Fk-ADcwhq5><&GA1yG>KRu_}zLp=3940#Rcn0FYZ?1@9v1I?bN4i0;
z0_~b(59F^1*kWmNmmTLl4=;CIvK!v6)Qvi<+B$t;)h>}0vOtry+G`5NiSkB(uS<6v
zX}$~w-?$R{(WDf@o;?X*sIhmaaB{3BqY_8FqxRa98C6V{4UXQ#J>Q<#v|M-_E)<DA
zcJ#9-6Rt6*S0~!uWnuJC_!rIJ4&|VQ4}Lvd{Za9p@LHNHM>=GGz5D4VJYGMR1`1(p
zd|#(|1HVC0Ll3GM<XY&M--vZ6D~Vt9Y13pn-m%BP9|*90QY*lF!^5Zi$C?ZdK5vxT
zl|ju-aAVhaP{Y1GVO9QE_g2r#O~lL8g;jA%)-Jg84&06XuI9*_c*^g6Soexs8sstS
zI0p5k_Kz=KOQ(=Ho7b@YgjZQ&>m$}iRs<{YeSfO5hY}wy8hGj>cC@d@nDlS{?RM)S
z!K?NCE@8Lz=#H=|kO<6M9ag?{(iR{6C2x7E??cxd_Sa3~36&d-=@JZ{bZ%dOx};Ai
zEP8~dtLg0dpqQ*#3qR-YJ3oUQcET)|5mD37{*<eANN*&PFWq}tHmM~<pSAix6Lr*S
z4AOp8t9|#6?tCZCF}2Y={)Va%>3&k{v(@7wM>t|kb}Loc+_&l+zj`<Koyufz!$r#w
z-5bjZj-l$Hu!n{$z9aWX)~Z-;y*q#svB9Xz$NA;hpV;IE60FtmQx-~({uJy(#|Qzm
zT2P-L>)#Cn?JapJk$E+~H#gyxar4sa;@DsHU2{7lB3{n(h2&aEd0l@PhN9o$sTTnv
zPHW#K;3;M{8GOFkV%{ANa9{@7k7)w1p(jf-oqUFEgu&}rUo_lWei-sU*~~NDl)$-r
zv8mOAz*gjk_6EYinKvl=G4Kxkd37&0ODR8)V)Jx!cN%aV$0m&l;$xf1iNcd|%g%eA
zH<Rjg03i0>sHKqMt{Rb;LcsTDd>zbON(5=M{himl>D-rxQX{lSxWaIcvXQQKMr(iP
zsz{N&ot&KMUr$tl0s+!6FYp-tNhvg~f7<zk7=6XmRV$n02Izh!uhVe3GP`T`o`iby
zI&-^)_ePittD&`t8y9VjN$4taY3d>QTEyG=hbMygHIaL<UR^VdUokq_n@V}7-lI5|
z#vBQ%XoI=OTB`2Kx~Cgo1UZUn(U>vrO71|b`E4Tb8*ba<mFfrk571NnQ2h!nc7UOu
zJnqR`ioT{XCb(XkmIB27#Oh<~eon>D{E8W<u<wy2zo_i3n1+NWCO&lWTS@Y7&XuTy
zo^-1*2qVd!@G=^-dOm))>n|M;s$5sSzm1NyH?lq@;0pC-@PWJAo%+1g=+Pjub3pz0
zm#&w%N(DIg?5lz3?Tbs_=|fu>!2N^=Q&T&!vLB#xO*X1n@EGv#mslbC*!amHQb!$p
ziECv045q(iy4Q?v5=3aUc*Vi_6}kCzO`i91XX=`sWX<B5pKI+c$D2FmKMT#7>uhLw
zHh%)z_6Br<e4?z67@K#8%Y6c)#x*0pz+-r39FqSC&6gh7!nAbkS+xDZ0c07NpHJpi
z0sAH(ViW`rj^<TUYs_s`ZSQgz2`t8zy@`$k$ctu1(BS#bLX@GIh09e!4~EUYkWy`7
z!o@Apcortoqs~(LPYvjtlX`#+J$Abjy{YO51+w*Cpub0qt<(s-OiaDLL-}<4#|_mR
z$eA#S7Lv2gFz@-Q%ABieu%mTB9`GhtfJrl-Vl6Yn>bAAMY3ulzH$3hDW&=s*LnudO
z2og5fpZ&f36k;~1++C{N55dQIl@3>ORjB7ss~+G1&NFm~FC^010Ozbn7p4c&1%mt~
zo*&Q_hhjS2Sv*gOdA*4EIewT9m$hlc<3aao3{84!jIw%$t@v?rei?qtcZldjA>581
z2L#5u{vAHS&v-n&L;XXPo8cK;YR%_8>6E|d@snV)FsGYY77-_7_x(e_WBYRK_KaBq
zAjL2%`$C}j^n-o&^xc8=`kmT7Yy~(o^;8V*ANyNJtCw`it?+5*E<W2NYB)Ed0ndDX
zF|<T|_FEV9{wZ4oJ8(=l+bkYpstL18$Xuzy?haWxCYkzU?{<Q5o43b3kgz1w^6LfG
zWoGCx4)fm9)+JLC)eOX2tK!kp<&aPi*y-;6CiJ_KyW9%5w2XnDzaN6z&U@n&KrtB-
z@gC|9HYlJty;$|i2@l&W{0x}8$;iQeeEA~y{elP)T-p5=8@D{sT79fn?G1Qq!+6&E
z`{xlK?hy>ao>I=|7A=_reOJIy<Xa(uU?n>=Ds>13+=M!JDP3e&4dH&L_~59s=N*Wy
zVz+OwK*A!Buy`s!*L43esD@#xA#%#$Y0h7C;I?5jdtVVW$z_$sWvvE;^a-<#Px;Us
zU*BCK<Oj+>W`7Tggh#hXWs1bL%}R`RbgRpN_AX(+l}P@ADDN9!4Vm-=0$&yV0{;e>
z$CL0uWc(`+3Q$-TcbbzSnD0?vUuI<Tb%n>hUl%U~t=j8X6ur{j_4gR#Rmx<NPl@Zd
zO*7tffyi!FQ7#gg0aJheOat&&6ooj#c<?E|Onn9%6hL9ge*^#}$DQK%01UUsott6Z
zmH3i9<K4`a2ILS}OSjATPKN`T?CbY*NB?ME5upE>NKMv8H?YjHLs)}50XnZ7A4-64
z0W7h-d=TX+cxkNp5=S6=9qlDd_tX1qTxB7#Og_7Rj-#+Pcis*FcN88|&zxTaVt`x&
z?`9eA=OvJvry<_!ro^i%PJ~l!fA>VGmUmy~h|t;Z?IR%be|%2TzJ?|j&g}j9g(dmk
z!b-oy6y3*EKOO7U{r<iy_G5R(c&3VLyZ+NyEEmiY!0dk<*4OR{wU-@)owOx(Np?W;
z>&JsBKqNOSZ{1M7T5M1A7oiY-)r;EyNY|@>w<3*XrjW`*<;`}WU<tVka&jZs^@_8h
z@~uqzvP(<EPO*Mm)^SH5OY(b^K6wtOhf>eoD+BgDU&8NqB`uD`bO2i!q|`GcHfqg9
z!u62uJ3Zm~I9rvge{QJLNd|yFq(6#v+8qt5e1j=*%O(K9bp*b*`JH<`f`uuB)T-j(
z$@cS&ix({9mKw+SE$JG<I4<6|$WOb?_82bn`_o`r=-<@Iuke_AG6Wh9XwwV3dRXYR
zfe>QRd-Hem$@a)#Rw(q^k=s;@issYiQunD^BTpy@1`mE4UqxIr2`j0BBYX=ucoc{I
z!=J)BxCie{3m%wLTQcuHJ|VspF(BmlpsPH|`Ah=c@#p;<yIDO)LA-6W^?L5Et^~6B
z%x<cSAX1D*tR<hL<JKEZc?62^dqX5>ecV4+6Q-DR!a56!H3)^r9G>xqFSzKkxW65s
zrQGUq((SMF2z7*fw`Xa{FkuZ%Mz;EPFaQ3tC9%Fbbvw*H6KC$LwaM7$?90Z9$OmJW
z-n4uHzXzpk1d+S0&nf@s*@1>`C}CMA_IG~@uE^p5Pk2<==%%SD_s3U8dHyV2H?8bg
z<I$Zpi0;Bn5<fNy`2TTqX3ffKR}@Y6cc`Kjd;}C!5J7rhD3DGB1Ox>Bd@@f`mAvHU
zemCbR?7h~UV*pQanzP5%I^EkCat7jUG!?)ai!5zt87zt7s;CH)9-=`4_RYlo|G(L}
zFadIN)2%aNJnY5MXf7`++HJjLO^^CY$=g%D`Fr+286V>tw%P4a3qmtJ*{o;|*5h+G
zeoX!e^F6l`?%lSwtAD=J&VHB0*7pog0j`1TFByzh5(#s&-y{$(eY`HGFa5<O@i{HC
zI(D7^-Yk((&X4o+Q_RJPxbJ5xK^~z<a6%zjIeqnV!wRo^s@Lf>^!aKcOLY0D9}vnu
z-*OnI`Op39NEXL}`Y8SMp9dZim0i<{Oca%o-ENVcgHnF_8ynN%Cnh6lZZ0Z6#}Frx
zusQjkOSm!hcMxai)P(HZNvVFxQ6wZ0-LD$u>GDo!M`y6p&%Z#>jqMmOUXZ)4Wi@pp
zhiCFbkhIe<IpfG8DyI7&%s@uHUY!?qWX}_(CZ}x{Ol$j05w5Q=!EM$H&iP6yni=n=
z>egRP`Qdk=?liB5%b}0hRi(wK*;Q6mHowa$2ntRbFu8~Hq$!8?%oYUzRp)(Z>&X?o
zMu2+a&j(1;%$|q)u95(Hvu!IsCF*CdwgEf4GwRICaWCisjh^?3wCZ%#_oo7O&5%G;
z`FCR<+lfiFHgY)|t3;48H#louonqBnRmyt{5yn=YE2g{lHv5V&{PvpYSihHo`Js+|
z2V3b@FV$i^i$i~Y?+ubQ={0|?ZH5%o$4d#kW!@m>+0iQ(C^?GyPh;zZFvySNyt_Pu
zFInEMYJWp35E;l@f4%@Ad=-!09tIni{RlhP=D$7W2v^R3aSG5k)HjV>5e-#J0;ww%
zv>W4LzP$<5FA>KCf5HbTEkvWiWj{T-^_LO{S;x=&bFfcui-c5*m2D<h*+atUZhlw0
zoIG3^SRt@T^xnm4kdtl8>U9LmmwYKf78tZml@VR{b&*Vq9<Q&c@cB+<z{aaVq*elM
zSBl71^=yl3sq4Ja3!bpjCPfkC#`AIdd@iWieCKzmS5bZ3C8Y86jb5UqJ6eto4o;H?
z6nJ^Rt^M=p5%KPF`kEsxHNayjFXjUI2xlx<o%^8*J+%O#PmEY7%y94U1vl0K2#zVn
zp?V(j<I?kQ56!$m&_dj_9#Ov|eEMiqmt02f^$QZ+R0EV<ZV<M!`3zd!MJJTyc6%!2
z!zz!6Pv*Lv!SMad70fAF$w<y;PvWAV?c5DZuTdIE$i^7TgZNJQ5^WnQII~})*RNzu
z-_OlylP)6OMpyE~JvjH!1DHONgd#_t{}ehP^t^_^S$DQ>K!geNhFa?Hi8b(*@rl#n
zc<P|2rta<~w(pT@UnsA-5D@oS@%RfUPri_a`Zjv`F4`W@taZ0D0~CVYbb4PAF$wZ>
z3{+Yhb7T1UPTMIu#~TY!6+kQLi`)lB9{&Oi$^r4XrLV~;?O%{%7vX3P2A;;6eZgYs
zYhCtSL%{)9?Ahct83z<43;f(Vs(#bUH>r<c;G^_<%Q;m+EzCPh2Vq{3S-4d;v4=S#
zi8DVFVcHve?^^1;GF(lp$YdA`dG)o|h~mfcSL*}uV(q*?Uwrwn=p208X2bV3hZf3A
zuI*X7L_40!!eppjykHXonb^ke5=VF@XGl-T^x1efKGyG7vz#uk%7-WM_CXu?{h*kt
zmsWf{sd}%!L0VXYv?|2O=M(>PrnTdK(+Rn_RLyN1A0H;<&T*nhpGRsTXZ~ErSgq2c
zUyI3m0puf+))}uKezp?dmxLnJeuD__^=f#bfs?<M+^?0XX$txRMjufw2$uU}pjhFZ
z&fGXvFZVm?k?$98ufpxR>F0xIy><#blxU+H35_$))6^dIa4_K1JG@@U0>t#+U(fQp
zSA>H$etU6L5&vQ6-K~%gCHX10(`1yz=<x6J$fF|OLrP{1fm$<nXTMydg|@eXSS)D(
zgnc!>hxq3gFAe-==LZJ-)BF9>LUjrS#iCP&RGb=RFF%^U1Pbcc{%=BOvG_2N;fYa=
zTe=j`deQ-g@G@SQSM3DJ!=up@IX$<(@7*kb&$rLY*jDxZv~pg|dP`LX^G)V=%=0_M
z$NPr^Hs*MiPRfNinn`HHUt*4RxJ3uawwB}PF{@gTtT4^taLRbWyX&m<>$bniTJ?_`
zgA={k7RSrxt$z}__62$KIlq4%C=&xRu}K{4M29+i{$P%Tx~EuvPn=veKG<6upFlD+
z^*1*Kb<bE)&X3F#5D>$T2qoe*m;$MtgW2cTmO-AcwJg4`C?rasX2|86dr1JuYw@wZ
zqT+beb~HE<&hL9AVz}%Y267emqvqJ{dEPX5`8ecM(cfMQG1|~gdul~wXOjX&!U13{
z>G*m=y*$>s&xgl>giexuw&UHssJ3bf0qb5{BI$CoI8#txVr5LtgYOoJps+ux;xvuM
z@korQc}Qg_WP{&-_^McQP*WZ{U?1-TUrf!e`=uWl`b&!P8TDw5bZJ$@;nMH2$qG-&
zYlnPf#_mY-nKQi8^!sudizh2g+gJ~w11{FMh~c%tf;r66E@3YiN-Xs$YXMa`y~@)m
zJ0@xF#XI@{VdCy09oX)~hSuHl)us86m)+4qW6a8#=@+1r_=a7?v()QMq}X9hT~gK3
z&0mS~N)Bj6J*eDvrv8>a+xV5fkN7+GuM6@0SUsZG$I%Kt#ohG2Z_#50BTxH!_nu((
z{2FiSG#>3oK%Gz2ly=@nx!jKM<iTjzzesZ*X7O!1#ASVg-FeA`J98w}fn?#^RNnQc
z;z<>*ng@kIs~L}Q<u<4lNW4E!Fl+y+?aaRg)GdCoQ6`s4*T5^Nb4&|}@Y?p(-ia6c
zGQaN6A*<B@IIcNJlpasM^IInXAnFI1l2@{D`A##%>-63R`13p@U@ia3nwrjj%4g<R
zvpq4ii~a8Cb)@s@e=tjE97J$!ne-IMj%AXz<c#4%@;f@Y)O0B1pbk*fL*x|8?fSdV
zg9Os)oEEQ)4A!S9pT`vO88KeSb-Ki~ES2@B5hnKH-ZA+ag<|y2>{#ykZqgPhAP?=G
znQW9;`hmG&$D=5?>UB?O;FBcFc@>uo)bjb42j`rwWmCnP-TV>k!xwkZHQzJQ_q&t#
zxXWFXE_dbc;RwRP?Pr}U`B+HYw~4~jXzd0RNg{ISCI6(CkHU06;$N&FYqUaRH9Tbp
zXl`y1h@+EW88~(OImGoC?{;8-SzpF{^{2jPmx|~$yMG_aD2g+HSfPbzXY4U8tnN$M
zT&4@1#pmnS6_n0D**_6aO<u&z-|O=l>k<wB4gEtY_+5K;@GJNyxtZhpWXvG{qEqys
zSst?{6LsRXEa|XyUZh6cdP7pnQ%>KKL~G8PY2WH&8N!*8N(b>pRT&X=F8cAW8U*{T
zdCMp&EH{e4jQBR7l$YN4ekm=?$l3QaOy4Nlb^yeT`%mI{ze$Ji%20M@H=VxDD(tfl
zouPIAA}h9#Q>Y#ux+n;HdnDgTjGYPsBoILGTZ&Jo*#SinbgpXUr1rO7R-&<K?%Ox^
z=UwjCaE8jKz!Q(vHwp1I>(y&-_q!LayluD!u@ikR=qI^-u}yfx>jsS)ME+XN92n`q
z@T~C7k;ad%KM!m5lD*K~cnz1sE%A)`TplUrh<LXFbJ^FGlY@0q!v|A!)3-S6(-EeX
zy!RxTTW<C5EhT8_-+!rcz}%;q$anIRD}UPa*7@@R!34TrvCU+<)2-)N-JBurqgWSk
z3#jO~GR%l>Z|?+$l^ZLkxI-Q%la^ncaXL@etTumnC7TJZd+C=j-Ay(HqA;TpOJYJg
z<s{zoEoH}$NNwy(JstBdQRfVi3JFF}7w}W$$i+A4$=&vapp2mG@;11WqzQN}DPXNo
zvmYJy09_n}FVUgkSD_gdiaRo*e&^7+_qi|qBz|IEV;u~X-kuGCA-B2Sr$iQ-?+XGB
z-`nfN;L%*{UbCQ&ME}J8=z4lSgiYEZ6e--$pjpVi!O)@gX(_$#vftu^(#sC#V`Qq%
zTuBI&{(Mtf_K|$LKUrd&kQyneXRUNK2#H$T8rg|};_U0V{izNs=k4~Bdc1z$V~*4F
z3+zayYuWC11Bd4NE~<t)A$n8%+U(rW=NFT|uDwFP<M~y`xzn(a1PFV~?EwO_C3ZNG
z{1gr>|3YG<*_WGwphyF05QTvIK-72c5FjsnT_aBt*QP$NSLbw{`!pgJYJdFLS294U
zlJSL;AUa}g(++SPY`ZAv#uw4u{aCG?9Tr$Pwk<-7mZggm^dI{rA!P9X|NW1o?(_4d
zSVb;6dEw&>eIk+<%jw+JP0tJ#kJicCUWx0MU30cLpUy;^&!DU`XEx}hs=@yYB(_kw
z=-Epb(MVprQO)Id0iUTP8gH~<`TJjGUc=;$O6=^aZ{GY#Y0GG57Uw|h3o3)mkUpqW
zl#0|Se|XfO9VB+;We{XQn)6C}U52UYm&e(waLOf5AI^e$rd$Y}8d^FD{@>&e%3
zN0BwYC5Fm4yxC`iPWhL%ZtkRMe9QQQBrn0-lq1^W!z;c3AvH3|azG4HKg{!=JW*hr
z79O<f+3nU%)wuJ@z0=pup%*HK;-}R@_Z!1pQ3~9Y@@Sq45UlFwM=fYUd8@Dmj$U%-
z-a5e}B{ErS_6y{qrfMm5=Y93CsBB;edGxuVwITj~HzXKC=0|SoHe8nCJ8B+QqkG=F
zu|(P9LXEQo?#0rMsN~P8%e?dZ31@ozxtFUE`emh@+(~~Tkb7TLaL6p#JXSy)F_$GK
z>0~2L%vG!@?b0W9?`STV9a><M)*3to@LfhhjFk4Ik5cU(<1~Qtr6e<k;+$r8ZfEOt
zaV`$d-Nlolz9d98d8q<o-RPq{6enDhTo>BfExN^-tlInM3=2$m^FH>TyaRh3n=0^?
z(u>7C6OS&e`KWXFA&gE&2$fO+QI&b_hugXh9U{i^^vD9hnmBa73@>d1ocxGvJIS4{
z{j_PRd)wtIT@|BzzuY1f1mjaQ0KH(<?u%tQPFW9_Jf0iQwZQHRuQ>oU=W{^Z?j50F
z<CmQpYF*amFz8aaTD7+#0rA@<p?QBQG81Ctkx@KVE>et=Pw*XKVxS0mB60a@UoJ+6
zTxgw+BVzbQc97J@d%pOaxo~y~f+XHSA6}<%krMq>B!d8zv2Fl_P^A`X7rto6<b#12
zN|VItKHn7)=MeXAOUKTYye4k`WMEP-L%XaP5eP+7FsHNzEr_~cA4dQa@woAKS4$Sp
z?-MD+F9YKUqGY09)NbgWn;|zZKGFlHieSt^3a$`kJ`c_-%&&|spqPCKW8-ddNdF~g
z79i@pJ`iK>v#LLwQh}CLZOz21xcdp<8uXmb^6eA9IK268fi=)r{}*!j9xBK}o5u!@
zg8*#E1Cc&@{NN>&W5Q{0sgy{f-`$1F*+d1CxI9)SiG}8|rWau!itoFuy+jB{?f#75
zSJv|VFx@9Z^q=jOKj#cRAXhk^+K}<!uJuwSlkxhq%5z#N0?F<VcOwOI{X80?b^nOF
z+K^bml+y5&<7R$?#wB5uTzNk8-GeFv!&U}0I-~C>;eTwcuwNe4P;lf2b*<q-!wNq_
z?JJ~{^R_!!tjXy*eZ@UP<(nR_zuh$k$2J98kJeQ_Z+F&FRj%m`e5Ox*YK|?C>{;kP
zZ~ODs1jj)?;vU>^7mVy}^;N=|DQBege8-;sB5#=2{@yfs4Wz>%JPehE*T|u;Mt^Qm
zXx$JGqxIi+m@jl{?{k@IjWt+coECApgrW=Ot#73>&vJ&K;cmsm*3L3>EW#a!X8*@1
z*sG;ya%lDJ5fsYt=pi#HUeR5UXI<*40%0;5f6%*Gk<1<-6S`tK;FE7ASk<)nfH3Dj
zkDd5{3i%7aIvW$uukqS_q+1R-54-AcAllDhaUAlFfIF-wzo6j*m|t8tC0V#|u~x&%
z={E#>V~yOq^mczr^V!aNb`U4U)E10RMn4T>QP;Xczf#;)p(g#>b9oJlK<hVR<{vp~
zPP-kI5~Zn4($;bOI2u3xnUEE;fzc?QkYz(->Xd&0N)T?-8J_s5y-rU2x*h0!S4@v^
zo737pb=y1#ho|_vGu|_6Z@1k%V-46G87#xUXZhvtXgO@BUQ#bfy~v-^=!IW6U*sQi
zJ?^&n?ynvGf^<H=IMj=d3|fHRsFja7K&h;Wp_BDk)a?^5<sTuQ%{Z^|QKw&EbC-y~
z^u!#|54|><wbwdMb|}?*<oQ5g@ILx=KMl5b@;uM*1)<v&eLv400|{i-X<p#f{YU2-
z<L(bc0PW7TZHe;CE@`uxC|Z+8Ab~zOt9(`^5rF`^qH&@nM>DgXufd*FuHO=qALH=T
z8#r>mHEK}KwXWK_;X^prsFtZmcV&-dHc^|ssLm{f32X}awX&omc0V}`*)TB(oQ&NC
z-Zw|%@M0t5P<FzcS6BSZhUA8a{A^roO$iY}b8sRLphn>`f(mV>kLFL_KI{{RUxRWC
z6THxFLWe|vqgDeITWv@TmPEsX&ERBbX?KF>Xqmc&YR{3}jl1hBLGN?wV`5mlt#8;;
zN<*nA9!kG?7X>2Va*H<(mFQ(!#V^3ZUTu{^<K9IzAS3y9b@A`#RabjVQn(jDy>CN-
zdF7VagGD@JP?MbWgt1xDk5F(KZQ<U*&H5p#Ngt;8T}~+M5t{dO4yV5-su~$1c4N<4
zy#kIDBbxtZo6{4PGeEK~_wxATn{KvZRMdyl(-GU)e0L8Un=>q_A=2ZXi`|M=hGpp7
zUP^nm?p&KTVzV7V)oA8wL+od7-Zj0Q@>ow+^LxwZ9@%Mid@z`@V7$GYIN{f4zv-i=
zOugeIx~-S~TC|w6UXQ}(zSd9sgF|BQUF+S~zcDqO?!E9{E-OTU7NS_ZkANTC8f^kr
z3~^QnU|zq)Z8hQMqmd&8n|F9l=Vg#(&(UgHs35{R%#e{iJGCZpYVOH<?r=CWv<FtW
zNwZ#^o89%$ko?{SU<Cd7GXY!o!Iie7bfaJTe%5`{Q{1xk8Ns-3M3gY67qW^J@JB;z
zr8~-`jKlrh?Z?wT#kYB%+<tp^$;sXE4ywjpU0Q4hW!xctg1pxcjC%SW`OVK5Ieoha
zAVT=>S3S3Q(p2=F!i!GGAs9KoRUPqhGi^5DzDfCK?jF`fG9f$=FN5(_TCNeV%t^&)
za2uRlY-CWMe}ezpokcfT#71LqrZ8*m7_i|%C)0tfnT%4P0%HanNT=m}<1$StnFN=F
z=!Zanh`t6FCG=U|v8m!p3)+yh&pgs-uR)pw<0TTJlSpC^Va~);v;ziUhxOU2Cm@KE
zHU%T@#5nf;cSH(IGIRJ}Pz}o6>qdA%M1#&|CDa}<j;sXB=8rQ|&PZDdNYG!GaP#;)
z3N(F{!w*Q}&@MkMRle!rEnXvEd~J8Ej0O(v#$}Y({=>XXe9;~!f0nCEs43esUU%CG
zJ~cQRw*X%TK^{DfOViOo1R;A_tJty9s2<f~-BnDu-=~qK^3Fm=zYP#4=j!I>i}lk<
zUBZRsws)@%lttm!pJL%SjJ$7-n3~fh@~yAv8C#(gl1vY{^5Qm_{6xhk*|}DqiW-r9
z7;U3AM}blrfilCtb&X1qdqTk{eJbw(O{d>Kr|V054eLTE;h{d(VSuAnV8X3HRp;<Z
zQ(kxH@xq3Tvtd;2O+REh4U6Bhd*%n*(uJEcSKs{vCOrA9V{QDr?~y{aCXbdP&Um{i
zx*nq4vnJc~!H<O&s_Jj?G?_SfT+UC6m096%=0W9Pw(=@>U8?#gsvgKtdX{V?+_Uo~
z=U-+7N9A4vbR=D<0CNiLSLX1;NR|_Z6dX0zqN5d`X|LcDp7b+<-(7lo9W`2xoyPdS
zpEt>cuMW0k50X<5vx$l+f9%kpTzu?*Saa3Yi2@=F@yl<2VDn769~I2~QZ&X#;HIrg
zm+Dpv=FP;Q=7=n{zFR&+N#%G^BZk=mG@cX1_qm~YxKy=86I)601U$C<=~-Cc{fZvM
z#DW`o2aR=jiR6+-Vt8k(M^2<r1%X<qzUbKvsV!f3R#^Db*G!W7!8eX_J6VySy#bqy
zj<>qYUI_d|w0*%j=iB0Q!AHBF=__sV=q}B9>u?LXpAjVZT}M9al18#R6oY&F-h@<?
zIwWAvXE+XxZA{z^J9n1&buXIX#|C)`+z3<`8Wglbe}V3~kK$p*vc9bj($`m`nb#Rk
z&mURuZa0vvn|phv4WhlDAZNZSzO4iyUfzC!Aprol_zUnBa)qCcadIp*^bpVStqG7a
zZf|U>WJzC)UHT^X-95$+iy=LL`npugljxgbpzz(TKQ8**pH;q-lFy{6%(sYAH?$&P
zAMdX<fkNCkUykBF5;*RfnXmXNwrRxG$YsFt<frt+9nTEOUJAUsE-E|U<t}}c7(Typ
zg=!#0vW6{5cZi;rp0~k<=B^n24vBfZyy1zXwHf#Se-_1$3tF**Smb??SSt?3?E}Tr
z8xqW)s<-!#AOH68%Z0TJGh%b=^{1J}>qJKrh1Uq(qpOuWOv7$XOkK|=-O^f$>Iu*z
z(*UszkC>s2*Md$hpK;E=qOKU?h;Ldaed=n>_7D*_hncE<>+7Ru>nX|Vy$58w#@`4Y
zlm#YedU$TTpqk&06a=~B856HGt)c|gqw@eX;zyT{JsM_^!>r4=JA_6MLxjMZ4?jVO
z$0F?Z15@mor=s<HjEIk5nsY{SfW*RN5kz%cXY7D6*p5UYBzEJ=WTYx%_eiy<<?JgT
z0R9b9a}2-!1Y|<~0XP@uB-=`zacob1&H)&22M-o`CYJ``W{k<{w&-Q!<gC4s%hx}Z
z{7Rd93!bWVd-{7}9(hZ^whH^I+`qx|+C-_q^ctwp5YeBuVQU}Ht8GR<i%_OL7LPId
zx52Pva(CV@PeRK;jE^iSB)F#xwrxEfT@doxotRg&TZDlZ<0~SWOZ81Zd-#5xzCf+d
z{tl)B2<i`uJ`trWX%@cHccLPC_tIjw#E=;6_QQ7PA6D+(ANtEce(Z5mEjMc)`%{+z
zh~62E4ueGKZdZ&^_t$e{*0iE;*A@mf+iW)0OcOg3ZFfiSuQnT;N8F8=@jx?%GK@A}
zhC0<fv_Yp~=BNOiIR)KfzB+e8aC{8DDT@WJ|M^IiuZ$Yn)7>X1TQ3>Pk<lK+hRoqD
z$mlk!4~-pMh!|)~`v3=-cFZSkBuQddGT4<(WO90dntB2(@j2Q>u>hZ%%f$<ScUn@&
zKGGV^@7~ML&vS<3V)2Pahc~{(o5t761Jp7HFIaugE-JD6RY`-1rPUhVlaucXmP1V7
z2RD0VqUWfu$@*)BAU(F0q<h`?y%uVJKd|rnN;t<edt~M5v(bABSifulHRW5~t`vD*
zE9q6m!`m_uM$Ph59J)4YFkpbZe&h6dZ9Qe?qOEZFtcCZxS|n{uKZh|(ru~>8wqVK5
z{w8=x+bFJl;ZfU!kM~-e4sU$<t2Foo4+@j*>@5cju6aRflA2>F5+BI@soN4n!R^!<
z5zkdl){@WrKzH-2mEJbm4D}O1!)Gr0dHryT;!a#G#2xO-=HJfWgx<GEJuAQm!3PxE
z`6G5cy8Yf*9Ql+9cbh1CD7Z_P8Y+>YaC^+?9jN(sfaWdSZ*!t)Z4+Y46TkRYo}S!r
zcN|GL-BoS_3ri@_;@)0Zo>KVis!ArA0fa=*x8PwPEAfp;sHn%DYk*&7cjliIv<%<g
z^85zHTT&lz>Z>;;TOl}FiNYPj<V-cb>H{ysexx7E?p9D_eBL>}ueMNmg}}f2!mSyP
z7Mle4D*&HS^G1BvOK$3pl}hiEJkT>I75PV9WGsm=qj|_n89(l`JAkY9ei+~m?tK8F
zonO3@2t$@}>dqb&Xi(8D1!b}(R<nq)SqKj!64AtI&0Kl7y{9(Gc(IO-8I5_bh@Scr
zOoz_F&tKqUw%&z1p&k*~ql{ecoXp8Qg58zfL*?NpTm<FJBdM|e0G)*%d<DsOT{5cO
z#jMC1z2YOj5`XK4Bo%MoJ%dlVZ~S}t^mvdB@^=5y_RX>!I<)a-@$VdIdt~Ao!49Li
zw-Evk4<{Ek;S44u@OjSd_nH$81Gq&sKkL_QwkQjkry?{@q*1=D-Rbox_t(96u~qES
zEyaMBMYx@K29yG3AoqFHCTm%+?hy4)*I8(U6Y%b5BM_YAE>42volY=;YBcP4If6^$
zN6Amyo<yAv9PdUt(>d{)K$1q9*_@HZj&3C;VgeU*0154T;ev$u8wZM#98Z^vG=D(X
zH9vP}bf1MgG$0SPEmD1}OYj$5(D{wxgjadTjp+Fxo|F4!$ES<!;t|%BsgK7QH_9k8
z07-w0ubCW0;}I|p!?hdh9Np@OwQ8_L-(Ro|+^Yw?GIG#(s`0#K+g)@NPQzEH-2HsH
zJfzS}-ZgYA<{6pjLk0~{2XWr3xj!$<@4_HT@Mldv`T>`hx?^RGLA&1v%|D{t{mtPS
z<aQM6<Pdg(ALX)svt4m!*cGgf`LE=s=$Pt8&!Qu*A5<EG7X3*55gPsAPI9ed+(NQS
z-oEsS6^&YwcMc`8NSvY&-mMbzhC2b+L&1o2{(XGpS*!#8g(6aT?%Qkn1z|ybbJs~(
z0O;^c-Tc7wp|RX!t~j7vY#V9o&Hv5Xh)lIpmZNa>)62Lf-|I=#p2%Ej)OzuKYBq(x
z^}lLf7|!D#`iZ!+zhYQG$Jlfgfk^4WMU$iCo&t^`|NZUy$2IXY^Te#)^_cVMMMPlr
zgQ52|1A^w(E@}gWpR?TQ1R+a>;4^)8gb_Zr?a<S2e9h{(O4GAgv(VMuL7*X#TP~{V
z=YPdRi=q4PYa*m$ZI&ax2m}w>`fR<YNKD_jK8C*nGG9Fa0B>N9*PJ4O?o^yQb_ZX?
zRnN<Ndux;(MYn8Pt7roljdw+h%ekkh3m0biwZ_MtHrALz`Nj*LrRg47nhSQfcQnPY
zd#z0+k8w|5KGo?9^u6zyx#zqMR>2??*56OueArarSabiGgZFFP6MB5O+_fWJU9JTB
z2lrqOk)f==JJg2)U@KRddEPsS=H?NLnDTn1Zi!Yi$K&nw;z6nuU2AD>?6)D`iiMkN
zOw~Vbu&`K}1nx|);!YjJ*K#3$O~<7GUoRbtIX{v3qvCDB3+Uj&f?i<Dz>~u{@ankD
zx%KGVPiO&Pc{y&!g5fw>{06g14a`H=MF}RJ28?7;U_Oj0^&i=nK44t5QP^+iUR(bi
zzdEx0!KA5Y1n++Hi<GEW=w7l_#Y*x@K^#O&Wqf$jr_+wuJ@x(}t9?0Z*?Kt32tx;a
zcVwV<2Lp%-aT_vJ5e?v!v6EJV$|FgRtXQsSahz5r-`~~U_ns-&3vkXY>Sd?$anLs7
zvIM{QLoetI4mk)R@~8qF2;?=3Y^;7GmzIzWJv*Us;an@ig%hM=@Kh>grxB=6n`d@4
z^AP&|exLJg)XCjQ?;ZU%$L$7Aut%N+;^21%`?*U8B1`tw;THc)Dd>K^w{lH+n7a`}
zP@(2nDXMNL-xlq2ZKsXqjRw>@Ge!#$ap{DdH~y0j17`R6$Hdckh0>Be;^erKkUk`)
zwFC*U`<yTp38a-~e^IEMU!|iSj~71R!tLyE_e3ftO<KM+6m!!DY)$iYI(=OoGbhD_
zs|%lm0taH^XB0!koy+W6Y<DEzH{$iJqf(>;f)(8wj;LKzAopT+apqX&m6X6zPQOzL
zpv_%V+<kkBu(3bkZe?7;U0zr6&V-f@^rZI{5vHLRkFQddl9GGgA5BHZ!#$eP07?fB
z+RJ2Rc6#PTu=?m23Ll1vXOiGD@;6~&TcSWfD`dcE+V8g=xH0$=b=zv7VvS%XlKDs`
z$FX=VN^vdzaD%@;VH{q#Lz@499jG=+R?Vp=TFZV26IPFRSSDE7Vm*9%3Va9D4(J`4
z+3#*~9M#i!TYonpL`5D{a(sM@L|WH9VRbyRzrXO2gV37HmXVD)V>4MyBGfDrt~OZ_
z*4MPK-)jjz`kKEF2f8TBH=``Qre;3%=eaAM%=mz}D6YKEW?Dym+25HqJiQsilq|`4
z7&x>yo<9fYw7yHju|Do^t%_mXP<}L!1jht@-Ir_b>%d20Uk#1d!M-?dhFftq%>mMU
zD<gI~D^4K-Pa*|Q3Wo3{$8@vtR<1wZcaphPj-9Z$sRt0bWORp4Pz0#V0v}H^=#2Z(
z0vQ^8I|-^P=^-)Xw<Br%+MA2C-g4wl+#_%TuWPM$^t@p#n%AiBBDc`cy==<$<Gt$<
zw7l6^!%Re2^#XAkFTU2emINN0nTniSMslYO-yKSr(z*KV4^&R%cJ`()Yj#|4`J)J(
zR(ly8Ml13xmM;vJWP+iYO>PuTe~+?M>;eRrM0xlW3>C#M4s4~6U~yXXZNBTxi1w`L
z_rC7hY)3wKvil}(hXqZ1hgd*#dgv2vFc^7c4dGJbU$(jEHh%xDcPlRb0{`5nyKgc`
zD*A|JXXI2EpV2Qn=I^#`>5}+NUnl~9!Buori1|wH=J3a$uihmtV5`${);C?>$wEIA
zv;^e<n!j(iijQBt!S3j^t$n{}<$jYM<RQ%xGB9*|x^As|-}&>tZz>ITPx^bmWlh{6
z#{8}eDr{J05KBNOwiNgOe+hR~4Tc`?_q3v`?UDG0ogf316njU-MH*dhlD<;vQ?6CX
zxhsh?)68hCJlc9C9|!@-pIi@5BFT0@4XzK-LiT@hs>?Z0@8qb?2O6FQCuOG-21PKA
zTp0^#ZvwS(EJ&8qWj;kj-W3;Cr(dD3B5yL#T!Qnk8ouECcy}vOzF~U5w}JjK(RwRA
z@C;X+$K9jzTXn-5`g?$P$!8T~WhoDLu!0i%))_YQdO$DuyCEmF@nRs>`jc4w>d4-M
z0Xg(GD8B1;N7Qe#j16$shfBiv)&4oaITCR5K<rd1ooAbr9fiL9>fw&J89hG~`q;hB
zt%P9Pe0o!#>va2h23E1XgnaAkSCDsp!>v!xV>CsFfNcW*))<RMk}HCiKG&mhwHs=}
zB=q<FbPz)nsmHv=%Hlx5Mmb)|N~Tl`vNZ%&y(3Jk;j{1+b=JiP;6&A~9&dHRe7rk|
zN3271<q-}_#FiIWePLgo4R%%ouYG$!eT^WEYU5eI`TS~K9zaDDZ~TTdq$lr<0lN;8
z1!Wa4%2nOIj(%YM-9G->m4e$*Tk}zVF`x?5&lh3D&x=CnDjf@o%uIhWJc68RdQK^y
zKovr9m?^ywpEi26V>aGXaVimyIJ$?bW+#E>I4#%8ETG@|F<b(FoU~}PcX*UxSw7@R
zmT2a^wRk-WQP{i+8^`e(NA1^nM+)S&r+YYp$cmmoLtWOLH||kB*wf%}Qzt&#m2{7P
zC}w=_BJ+knZ5Sg%IPIE@=d(|$q02qfPiKy%dG4V8KD_5AUn$GZu)7@DH2%hJ@W;-4
z_}d~DV=0v@Tk3FhBhXMDF+)|Ndn5{Ab<RtDH?%Fu-d>vR9t6K$0(s@F9?qN#n{2c-
zB5=I)0OSpJ_T&urrdf9gDLr-ev2$tf`Ln?6D)v)sJOPYJ1rnf)i_F_U1mwn;97fu2
z9?0Crj=?zfw@dVMqWN$^yrG4K?3;@}kIG?T)C6gj21jXPz7XGVON|Ah@K^{Q9Xd0M
zzPx9EU^65ji`nhqXKDMuz<$pJEx;V~EekLeEFrQ5P6c3Ss;bS^{qZv^WVV7r&q{k<
z<;z8f)FetAQaESj%j%-VS$|@r-J_QIJgMy*`J^Yj!@4@6>;PuyfDPm&SoX!iiKzZ!
z@TQ!aEq#&q3sHfWwBU-=3y0dDdb{?jNa+s?(Y-GKW;{H<;A?R%N3n9gSAP5KeeR>7
zpeO6d0F=$%ckBm3v^gREWV|p!a9ek;=4mrnp{dq1e2y2BBcG<&u5VRLm$%04(o_LL
zaBh~<L({S=ruI29=)$-bE{ns5q5HH>(u8-+MqbB}rOOXvhS^pA9<^QK(Zou-C4$6S
zXNh~9R)2Ye>)n~&U;Mr}7iw3y`}>vY%j{$f`$#jau5wU>FP?yhK_@eeUO43_+%wl5
zYHieYJ!Fgc>E1Q&=n|JWM@-Lz6R@dX$mjS<hkS#YjKFZ0HmUlZ!qfXDclWS?E{FAD
z6+8bPC@Tg8e072ZJVMq#F+n7J8kfCYA|HP-h8S+w`48WA-rhm5|4E|xw07d42`2Hi
zPF?vPO@{=&n%_kV=!kg`Wyt^E(9J>NL$c!KcyVODy#azDZ2a|fZm?6%xh5aEJs0sh
z@p@en8EjE_gU@EPra%Pgrv^a(lC2{86gi*wMPz_yZL!%#R^-b+=cpHp<LH@jceiiS
z!@FMKbo#`gCck&Qm{DwBO79WJ4EpisJj-rDTbW{iUO+6lyn2GR$Kxmtu-uIiwTH6o
zf{Q<UQF=}33=^yu22@ednC5SmA7*&nW(659_;P9`CXG||_q#+LStT0%29WMiJ33-d
z58-ng_RjCwx2IZvo%r2${5r--CNo!Xr@j)0r;^S3tHbSW*<Dq8`gl=<?-T7cGp4%K
z%Qz1BhZ9EcGEd_PPx)qKboDlJU(28%V}Az+;)7Agd#s=7P`|k+6nTXJN8#;Lc1Ltv
z4w@Bn29`i=h<!cO0p2pASIG$*{rwuA;t&q`(+0=-1Oq&T9`hBuIy`3?D(~rIW!tu=
zx~~?!0>xkM2sjCfaZ|MCC&5smJaqRlju@XM5k~10yU6;xdpp>4o%T}*sp8YZ5~@wG
z{QW7RdqO0*-&zBqM{EEPtnq%C$b9vbER$wnh;vbLkkE3JKwNh(^%>#;@%62tC>0?;
z$%Va$PGFC8O-ai6{044yn3+yr?f#S+@CRp&?(po_*YPkn7Ngr7f2{F9{FtR;Qdjz_
zJPXR-_w<W9b(W2y7AER4^Lg+t`KI>ljX1uF;LYlFq0%?NtwkN<zh}#`$3qKfR=;<N
zU51B>qn60JJgs2QpKj?|6;X4I_9@P>GpL7%NTiRn?jd_YLo4DLR8y)fvU4;zq={t@
zux+A`dlW)I2@M&twDlBucp_8VUf5N;1nNhHj0%|=Ff2@`s8ikoKkUcCQuV8DQP{Rj
z&l9hVIU#Ru5WN<bDN0S@kElNW3h~AUQ(5Bx4aLCaOjqeP(-V=<$Jz<=A=L7l3Tv_O
zd1@oX1Ne;qWFW)I;AbVEessx0_Vgo%VZQYNQGcCnv_A+K`B*5p_Sb!ss5dxV`|vf8
zT;7U@9YJK`>Q+lQ?bK#{-$yW1m1q(nR#tw<>M%>Dvm!RjarN~fKigDYAoi}LIcHkf
zQuA2=&zoO>o;pFpeKAX;D?z<I#PFa`3CE%`((+RpMXTZXzyTmPthiGW<;+Pqxa?yf
zjwf+o%5Ox&GaQw!LhV{BH`xS+Zv>%ed^GLPO%)I4rZ;|G*^`wS&S6ZzOoU5Dug?}E
zn#*MvlQ2g(Axr80W>`s~K6|M!OFN{9$K@p|`<_3oz33s2>VAIePuGc6{0Uc3X^&WW
zTd+yqxA$Z{?JX*~bQh%NnTNzNK|wq%<53GAf{y1|^?Ct0cEsUKs(%eqB=PPwnHlrp
zuoX61KjUxA{LPv8I22CURy5|zG*r)uCxcnm+4woW2l}3Y1^!uZ;Z5#<m|P7V{yZ_1
z$G&FElv7`W`E*<$T#&E#y^GIZ>Gv-}`I{RD$pzz5ePUrUp!=%)j%s(kf6}Y=Lq>!1
zYbsnL+rakicv#i*P8RcxeMqDJ_Mvdsf!Oo6S_{-SI>JXdHgmSA=5>F#M2VVw_mW(k
zK#INqB%jmv0<$%w><ut3j6dHu9jkaqH<bC{;+g1m>l98jiBX8<|E?#M-cR*Z+<J9a
zW@~3cpCKS71EMNzJI-ie53q0SAxA&J*APkq4+C1YNXLdH-}m9<f0ZY#4b@VGu_n$T
z3TX%kG-x*XUyIR;h56ENeB9NkI8#y%SHpF$?cayTfQ(9bOq|=X<z!FuT;|p;MW#->
zN39I9!>NGlUa>$_-cRdk0>&m|j1g{^$n}5V2?+c4E~Hj;<)_NT`!$UpU-a9mxC=#!
z`rRBPmf^agevg+$&petO8Kk_ID31|SP&V4$qqsoGrt$k6_Ll-V_x)Tv|K2G8-wf^|
zO+ZKe81%;=k-w|Q=J|a~vhGjU6H9J7-VGFH4WauH_U8jh6eXMAUL=x30J{O5?329E
zB!man3CWS4k8sO*ies5+dw$8@T~!E!&5*iwjp4cA0E<@?&>^8JKG=L+@vr3OrQ|zu
z)U#`{Do!Z}*1J8JjdwcdJ`1;uTRnBle%kSXMeoGzzI^GQD_=?X9Rw-H$1>40nJ3as
z9xrDM4s>>P3qSHM^iym?B=tD{Qb@r%T9~=5k5K6@ah)g6KmoduejEXg2F^tJbW^>1
z?az&Cqh#lZ-{7-*+5BJJ`|#*{CqGfvF^Dhy^<3Yo^9Ay}zr1)`cK!d6msM!uhmzT>
zcfuyZptJ0#IPIHFp`!{KSLoGw%!3y|KCZ&nkCz0)u!th(O>mRHA+W8`7(VZeM<-t*
zKPQOWbjTNzXterVxoHz4sevwMgdQNs;5Z1pJ7r{x*Q6bxtqquxo)fg(yi55EdQ#(l
z<Grr~C&K+2(ePWf#iL=bhqP)786y$|a5(ltX`F(-lE1F;@i$C?zt0MTKhG;C*9M-A
z??Rgyk<aC)b`kUmvN$&JTUc@HWMaBVTh#*GiBFnmm<;>$epJN3S&ue!d0F=mk2r_b
zjI=_>{?Z;lg8R*$bXGZF1FCN>VQ?8_Wje@Rv}18BeFTSZHCi-AmIc^^=Y**30{8#_
zT-x0(8!P}O&EveuXj@Fz#Hf|meP_IB{XyM_muuUH>9Tb8Eq1W=Ovp<@Kj*?4_{U`W
z(DM+~o@ZJB(v-rLbFrm!QST3T`J26r(d*E&Iy~BOq>_ksciO9a{d)iUYJm{t(8X??
z0pa&09faRk+gLWnfit4vMT`PVakd%XEAu4D?=$<xq*%JH_c`v|LBYGa<1~?54&^Ef
zHvvEG_s~(oAsmnStq>na*Uhu-m}Xlwv%NymWq(YW;<h)jwd??%LC@B#1)Fn*0A$;r
zmV)0;?ruzVeTyW3Q<$z~p8$`=Z*bq!TI4BVc${fH;og<3?jX_rRK$&a-Ggai_YV#|
zFrZAN^3XHRSGQv)>ZpVB)Lu<3Dd^T}%L@WQ<tsg&m-P5)<uss%bmy=>6Q~f;2@^Pr
zE$<Frf3rxKp%1o?IQdw^n-sC*dCyl|FVB}M8tD(@EHDC0x(x!96fox<v%k@y_m!+a
z)*`qia$^o&wWsBgC000AUoQk;+gle@Uq?#`-b%(G-lO*t$nwR;giem#<7Lv%whNID
z3g|cs6ko^kLvGv|Tc^#IWXnUxKHufZ0=vt4eL<*v()ZBf6uZXH2X9$_`w^oNVt5y?
z@8gSm#w~xU%_VgQ4jlol4bWUDo8&4z>hr6xKcm=`U4rthv-dt+gI!MtoeSSr1vct)
z^=@bwYHLi+e#nTvZk9yIS=GEsU~35j-TzD;&kx$1IK%slhfyj~e0J0QYIR1NFtTSb
zRqeO2a=L-MD^gDdE0kc9-5i1bEIygVx_!95q+9#_5O!8qdQ~Uq?ZkZ=9_y^befegw
z{t0fwTab;v|L}I|VTcj=9fU~0fMtTK@e)EJD!#`Kh|W;C$cIa;#jhoMEvTEA5BY({
z#Q?}wYRT@Qd?h%1{c!G8-^B00xKKBCHh;t(IrUz1jY7#4&68i>%87rDdHH1`hml@%
z3mYD4k#3%x=8|OXH4rD0t-Av@p-->tOsb_7TlucdJLhCOMGy7l1of26r^f)deOG=_
z<0yV!-TF;$7f)9-d=fm2Y|pb!?-9uT+pU(8bb{-pve(hLv5p>qxZ!x3hH#G6#$l4t
zuXw7xDPXSK1(`9)9{T<85IPtvDTV_m&=Hu?ZnB#5G%3=2rnjhc`LX8ree;A#8b2V0
zAe3IRp7#{E#r+c0i@XlI<S{qdg?hzZ!o$sZ+0YvqAKiS*PH#}Jzg!jvda%p_4^^WC
zMU|9Pnsv<FtP~X9;M9J=JZ#u=0V<Pm#=ErA&f#M?hJn9ibQ33URmE=4y0f=r|9Pu}
zx-*9AGVQhF_lms3msfEoZg$5Qd&t*$1aju`Mh;({34wG@ylI`@(w+HQSTODAbANnZ
zymCqJAx20dp+cw~19T@&Ab!4|Qek+PF@5Pjb~^>pym|&*17UOr-voXV!EWB8m=FTZ
zQ^ir__q1WA--dGzI!amjgdMG{*{c2P=2KrrV$M`nhcSkDOpochBT2r{uItE^irn{U
zqArxsyL<wB+j)^nb$Sjhwz}4WUt$xe#{R|V8Ivxp=U31WT<E@n^u5}zrV_s3SvhPF
zP6RkdAu5DKw2s%T$@T~>?er5hTf$?S2~}8(L8(Ags1YfR!8-aJbV+*?=jjf8j&Em{
zsN-q&YvF+ij*3)u7muOjeKo*1yz+!Qd*bY+&wg_OdbkPk@cH%B>Um=em&&(LW@;Z$
zZ-4RJYqp)Z&b%Lzu3a$+ds}-axpMaI>-sup`XC=m$n^_Fo8ssvwdt)Mp43$!f7R-~
z7GYvAg-!`j13A8MU;f8+=056+&pfjx*5BDZD97`6Z0l3XGVuH42A@JBHR;-i53EZh
z6#EadW)F56a4VF_@&XeEi(6~A*uvw`9DeYjN`eqfz}pM84;ZhUn<-H}an|Z^c{eYc
z$;JMT_^shv`slV|-ME{IoJgMGjLaI$X*E8|#vCjS6~a5Bu<a$hpXF6v_fGTFr&QVv
zUZ@xqH1GH|-9dBwaMS_$&2B-vJutSl&JR`ugwnO#6?`QG&2JwC-2SY8zi^zq$;&mU
z6i(bi3*41+SD2Z$7djPH95%Dwj`tC@^==n9fp6{+k%*>zuxto35zgpYvvWV66`lRb
zRHEdaAjhZt_S+ROPb=9R<8TW#texTAWXF7saOS-S>3I4EQ;&Y_nsM4W*pXQU9d(+7
zAKeY4ZhXB&i}?`Q7~ggK;GNVP9#>c0ybKBMqMXY=Q{E50rvO(x0@7;OgHPA&5|0CY
zj1CgWL9sF*@)Mk%rxAUPecu-^G^8%j2$g(F1K--OocivnU4~o(o-+Jl=h3pzha1!b
zY05864mpJ}OS1@bB2P?sy7Y3zSX#_YxDuk=a0R(+k9$9Vpc|vTG1-=CEQ8H;+shaC
zUD@qefSdoWMciPt)kW!b?eCiGIzV>u#IksI<{)8&bJ<Z$LBCNIfa~a6m=9Dco}fQ5
z_ckS{Q8Fe<>9adP_SG&wResRcFEj~zKYMg>Xxqg%yid&aOA_Pvb@-I;M4bNQjtW!s
zLo2>&QL}X$3#dZGMI2M{ANfAbgqa+EJ9Qz1Z0k-NfitCb6zEpybU?+g5CUYk&v`xv
zCkr88syH1#Z0_#~0PnVjmEQR7?A(s~a%P0|_2=>|X&F>dLfdW#4@^~@0GlF{NSlnT
zB;8X5WI$_C#)9q_XlK6XAni*>*C6VBSmH#y=>6QJw7%bZM1c`n<Lu)`9oUDsuvs2x
zNx_i*?>rEv<XHQ4GZ@tV;JUN>%2(m7Czw(gar7W}AbeH^KA-CPEHUVFo%qa3KcV}`
zAfNO|Giq~l#|Dk-Sf69FtDQBpI*GBHF6V;T-L2oAsA5g0@ICUv<b>(G)#6!#Dq!H&
zFW_nreXnJ0|E+{=Xg#v#`vCNZ{7AN+r<%LF9d}}}y&}fXi)y3Y?RyAuPGu64a<y~*
z9U=g@*8*<`{ei6ktGT5<!Hw`(yWhS$ev6@9AKv48)XyA(KXK+cZjfwRfQ|cG&F_aD
z(;fj|A;tImA%^x-b9^-Zc1P58Si?@cOZCNDd|wyEB^wXqt4oTyjG;$oW#|%exkjq!
z&SwQJm(0T+7R&q<ITQ->5flTm|9QQDz}mX#Z+7u0fp%+mzN6bBhVV35%k-<`nE)a;
zN3SC{N*iqK^`$4X2UZEjBKT)CF=~u*03R58&R}wup)AdKp#7CJecoA2-q0I<2vMFd
zSHQLjB&lop$K}C;A5HfrUpXPolt^mXGxPcF?<0(El5e)=F1WU?i^CSnE!`LQ|79Sk
zlV1kuLv|pn(1J%#i-OEk9borVeug|D2C5)=_IiB|S~ZDwF-P5$CE<}EgimmDUMaye
zkwvH&ff)(O%kzB{G<{E9Klx&1XVOwE+-M#`_H}LtP|Lp}c<xHSnYDh|rJi?vr{yK}
zzXa$}n6BTQycc@l9)W;eslX2UKN81@-1k3sd~4+x^H&mDvYq+o5BJ>&34$dvLAL)%
zUT;HFHcImMRXK6T>X$uygwrH(NAd7=YEdE}sfXR^i0?0`(Ftt_$5W6l@*+j}x~6S*
zXcomk#bXlqdhPv6V|grMaW58Bj_R0GxqwqUmy_G?gFCF!laOs(xRNTqh5h;E)gOIo
z{tzW#rSVsGzIrzPKKwZzVA{s^0&i(wt@QhPW(8wJiN6v7zOJ-%0tXAp>+Id#8`B<#
zV{(n-IN^#!jZCSyg0Nm>P~4lJFq1-&`&d$Ao|D6=h%z+|&S!E=D+jrrka>s+d0f%#
z<g%>Svq8p}%FuSr?a>4t32@e}>o2?4YdT~I%4|7JUy)4%u*YZHM@WXAkRYTUm+j?I
zylol_=>rz~MBhBz{tcTFNr(aadpG}U@2uZnb^rVR`Bt{I>wKMb+SP?N5Fk(w1c#77
zfIx+k0D)i$AtYhax!2v@UAE4>ox88y+PQD-+_&fXY5&AI*Y!Bp`-k(xIh+J;?)&w8
zJauN9O(J|MM4MCtosorIa)G@n=b9)nwR2p|&h0Y|x?9=Kt{3@%Jjz+Bugo}E4)TX>
zw#5DaK=8Y?#LmgRK%)0~K6@eGq*rdYz1y$zBh?L5had(YF8eJ_*8+9Nk^yDiIyF_=
zff0nUWEc_WI?MCLz228RJb~$`N0fY%vw5a(Cd|kiCn0^j_^TqH6V<R%UPP~}y^U;t
z664i5R$B=s5(g$w&mpfXVO)p8J)Ba!Oyb!in9H>^G~Fo7ywx@!4V+N*D;!MMvB?$5
zWg}EUWSGSU3;Aqxn*K#WA^*nz_vY8T?)dEtI?#d!)Sv<vfS$m2Fe~s*26BLXgLev0
zf&)mvr-K-L8u(Q3Dd3X<90Tu!U=IS|0}t$g3mmWoZ~iVeKqtXF7BGPUbf5thC_n}h
zSOF0TU<p16d?NS+@bTc|z{i4*0X*Qq0<eGqG?)VlkYENr8hjKWz(<0Q03QxM416f~
z5b(j^gTM!Z4*>6v>-SmUv%%+p&jp_cJ|BDm_(JeS;ETbRfG-7K2EH781^7zvRp6_^
z*MP4DUkAP(d;|DK@J-;G!MA{K1>Xj~9efA)PVimeyTSK>?*-onz90Mm_&wnFf*%CG
z5Bz@c2f!Z$e+c|x@JGNO1%C|uaquU=p9Fsj{1EtI@Tb9_0e=?!Iq>JfUjTm*{3Y<0
z!CwJ?75p{u*TLTae-r#I@VCL=0e=_#J@6yoN5S6*{{Z|L_;K(L!9N2382l6PPr*L}
z{~Y`a@Grr?0{<HP8}M(zzXSgs`~>((@E^c`1pf*AXYgOZe+B;y{CDs_!2bmQ3;b{J
zf588R3lsmH@AfW$AKvZV!Fz!B1V07*RPfWldx7@`KOMXe_!;15f}aI`HuyQ<=YpRH
zem;0#@C(2%1iuLUV(@<8mw;aiei``X;8%cO3Em(4D)0f|1HlJ@4+b9sJ`{Wy_;BzM
z;3EM6J_>v^m;n+{U=C=&02V9&2YB!?;A6qZfsY5D06r0X5?BHOh+qXIAOi)cKm$53
zfC((H1~%A$EpUJfcEAHZ2*4hMAOfEZJ_UR#_%slMPX`G&fFnpj26Au$1t`H8RG<b8
zXh8=q;0k(h0|U5&5j?;Xyubv0HTX5)*MeUMJ_G!E@EgEy1iuOVX7F3UZw0>%{C4m=
z!0!aV3;b^Inc%a)XM@iHp9?+@d_MRB@P*)uz!!rr0bdHf4178G3h<TStH4)-uK`~R
zz7Bjn_y+Ke;G4iVgKq)f3cd||JNORpo#4B`cZ2T%-wVDEeE&QD|6Yq9-~M`g1>RnP
zw^!ip6?l6E-d=&XSK#dxczXrjT!D9g&j&%oL5Xp<x^3o6lQ|N%iI{A!?tIl&`WDkb
zE_0%G^2*=5X?(aCC(2Egw0gO-Ypr9vM3P#8Pmb(*Ty|=n>MNL541Z3*hLLdmopOjx
zRjMbRLW{kz@Sw<ZA@#Jg*CAn{uj#avwBnrh_$W#{Y-Z%7<fD3tRODWcKDSwu+hs4q
zcyqY2+mpJE;&i(>RrGmaXKC4ysM1@J*)cwxFZ+PKV1$j}?@I*--y1HY^5iwoGT*+U
zz1F$y^Ck?`r=^hxFMSyEb%i6IjgYM{T_^LaU@x3e7{0;2B$I@%%A(rvQ5`*kS)yFj
zxz8e7o}<JmJlE%ZCh?d!Ug)b?w&<i)TJe3RUrsE#5+FMjD1X(<d{NXjHkl)~JK#tw
ze4zf2Bkou2^jJp~k}18uDo1~i>7Gm>0k<EOi0IbDI5KpK^Ak3ib0Z+`Buz!-GvN=^
z+$_$z!4Fm`CUS9hudKOp^v=VWVKLvKp{mh)db0F1<f&?9L7{#_^#M8)+XSlYa)Gm5
z-trIC6{93;<SbYB3)NpF>Pb||30fnWJy#Dxop25$Pm&W$5JBtpdf2tp!d#|^`?fe}
z*eyz>qt?wy5oS#jKbDU&w9@h3XV?J?o@gK7L<7V9>o*R|``SXM@-+)EeHS~g>c$P*
zB}d8RB0+PGZ7SZzcXgp3o;rE7vO+3cjg<M(Dv6h<P8Qm-+#|yA$KagKZ!#Z_het(=
zXe@Cq$As?t8x4`!4oaw0UmmQo%oZ4;I4zd$(|%~{bBr8rLZK$AygVvrc{NH$P14GS
zLt7G>S1U%OqC$GQ729@v!rkJ$Zn|Amwo!^s>U0Qvr1{}d`ng0U8Be0v`&4<}YgI%t
z=}dCW-kQxRSgogJpXEG#rA%rVbei^^<x_v!S~DOukt{Q7duTi3oM}+c-|vACbn{a*
zwC0763N0X{OVG83WIpb;F0U6Y$>(W?%uz0!F7DltF1{-h+M(gn^ghkYx`tI3R^W07
z)G=PxvWCew%jas74o?>k#uy{!cGo_E$~It9%6;{iuJZ@ZF$fcf+QQ9yiao2I@2RXN
z_Jzk+V@<;jP~7wf+i6}9QZh#e*swH~)Ll?4&Y&jPzt96rS4?;(Io;Y#7uO$Bh0q2!
z3D%bfeXHI~_*n}~2|p7}u)FTIT}jA=?9-GJV|Urz7Nao|9)`y}=5+4QT}?<X1#Ks%
z3b)Z6NlZuN{n`p2bwF8R!C5;;=B{$}d?wJe+t|rR)!gQ~H5G<ZymBiwvnRbpDvl&F
zLGG4LlIB`)ecfjEE2t6Ct-AZcn;p=oL$;%N?6Odrt<I&tnJ*2Nd`;%jG^YN_MttHU
z^^H8E``~8$Gt(P?t_F#9Q|`0pPFrNpd&<Q-aSs7eLJg<&A&~C)*Nc9m!$1O+Et)pH
z_%ZKyGnA4TIgayKYdf`z^R7J$8(lfh*nD~48bftIR@GCp&kGx_n)a4PXP1FJ=D8+G
zUAS3XfkS+;Pj}I2-5m~B=<xT8WHs$By5iW1NI3TseU$op8NCn|2v)V$lvbPOn8fW-
z0IjsSh5pjr;0yPor(8HjqEZ2_m3EjDj?$?Nqc8Wm!R3!uvXoWnue~}k$sX<^t$LJt
zZ+H%-2Hi7mJo$N4H}~bUrxD9SZ`ehz<(s)$yJJ)1<b{^V!Se5;qL9=np!NCYtm`L|
zkv%jJ#)Q%)cN0yP8=E?IyIn^=4I|vUH|YH4{l&a!k<wI}IB-p9oQl?nn+hiaH<XS=
z%gc)GQz@L&<GfwdhZw~toilDW&9)e4k@rSSxT{hjTHwrDO08_YK6u(3y2G|KRTwra
zaf56+&hevWHB7qasRl8e+lh)6ERT`kb3oy&>{Z#1=e)!arX=~zMez5%$pp5%PL5$h
zR%`9T975Lg59q|psVCP6IlFoaSsv9GDwr?C_8vq5by{BoqwM6JbeOEfK~>FFqE~?h
zrKs*+1Aod;u(I%iBh?)qjxF4F4SBOyo_4b@MR-9%^l6*!gC3IeiIhzFx`T_Qe~K^k
zROlFn!Xet|9Z;foYhOZj4eD1N#Rc511zH*1lsm+*7ibH4zByoKzunJtoMuGZs@xt&
zffpGzFh+eeI1YmtvIRrZE2?wH^4OD&obY&5CiLZn4LOq!G#8%2mWdPi&4!)K>c(1@
zQRS^cN)r2{)}z4jFri!(-W`$cjKC|%VP3&Au0QXj0-H*v21nCc4mZ(ThtzyqT3f$d
zG{k|`x=gpJJhe7Px|Jpyx(bWE4!DW#i77>Ud0Dh9@-3@<O-fdBg2%WP`3O(x=4Ojm
zR$cU~mR?;C(Xnc`(di0*PzJ>$i~2A9A$Ng?XGES?$(GPbMPyM5cc7yCJY|u&Do+gE
z?Zq<J5w<mw-5w=3_DL2emeD+O6Kt$ktvXocWLbMz6!rlv!-UB7@&2jAteR9CPrOS|
z?_&!23aRhq5c@cBJGDBd1&1)(zv9{9RG3LD?J>Mxw{70&_F`B#EvgEHz_Pr6eDc|&
z@JfY=5VB$J8KIu5gFBm5o;Y5XIfBmFqrY;rWT#$-ai;4Oup*jU()B#3Hf>gz({d;1
z{jh@;bzxV8Pe0psII7K(X7+G;UuO1E;GfrBon2NBQd|fJhw(P-^G3}2oY&9UW@iQR
zV(#I_HkicST0gXkI^ndjEia;K+{S&s7n0ldc)j_rEY=R<wc|G!Lt8LwDaBX0FlGfy
zXI__w=N0W)ahGZs$IVq%N7lJUE8f~2jN7Y$0wKg5z_l5bGz7<WGSuPN<9$7&7&FJ*
zRCF%+tfs26v8k&pJBD^N{L3jiObAzPQ$KOp8usWQtKIGWDa~d97kl%<p5b&nKsPzF
zDDl;_B-B1s8Qjqmi}BINlP7~!e5Cg3dAmE^B1te3If~;bIVNt?qTFM2^g`~@kh2%}
zwkclBgz+!x-m4t;=t~`>KT5|GdeqcUcCPRXx@7P4MK}68L_FF!Y!$fM(Y(49_VP|-
zZ=z~rL<*+eqgyR-i_AAYw+}p~pk&0%ciG8DD$13~6y;0%M<^N5a(RE86Z)PEz8BA3
z48t-G6%8muev(&m7@6zsg}wu6O;Cd@b0xJ;l0aQNI${uz2NtcJvBsTq`@~?B<UZCn
z>o6<D<vA78$Q`RIW@v<0esSN(;V+Ju?2A-#MnAiqMvU<sdK-6$)6u6d%d`w%j>fO9
zp=q7W7>k>AUItN>c9DDbuL`2pvfF3#2G5I*>d%f<=u<~DEuLvH23JNH6_BwxYsf&5
z8%!_G6#)etq53=zy9YI`;6{e9+-jcbN?!5adT02%gg49>)`^0LUvIgrd&MlvOM~&M
z^K3QSx9g+hBiM&B!M4Nz55_W<d(YbY_gOccwl;bRGISYEE#F{JC7@W&3009@i{W_G
z`jdw4_(@~!1>E493Y8fzLw(g#n8Iwc-V#-Kp;78q7&cS;)wPcnPW0F#Y2#o#TR5P6
zcv41)z%=w%>*UGRwyYvt9tG9!dT|u>Qo0S~YP9qFD=HXNFowL4I$CSC*Vk;oxVhR7
zIh2(LSV|%-yd|24uG-j#_Bc5qF}6R$>`z|?eOA;M8Gj5iFL8^p;aBV~fVXnLK#v`C
zBG*u#j?4WyJ|a$_KaHy2PbhP_p#4&N-L%Cy&a?P=l$UPq5w)@P#mmam1#aCUTx_b(
z`&HlWYMISXx1H5YS?BCzIz&-1u=J!MQgkTkb|lhQ})=?JL}drHNah;@mh(U=jp
zJ0yCL$4PRMO4u{Cw4Tjlwzkd(!p#vS(^Avf3@Zl5%?#Q%ubhXzmdwx45+e`u9Wm9J
zIBv|I*$)lfKzBh{?fF8-X6L?2mM)C3<>d4BVWC9#(kV0JnJBlL&@7V5T;oeb6Opyo
zpf>Cr&5EGOqqCK2)Fi{qN>Z5S76L@1<ve%OZM|7Q_bESfiOu_#-yt5FU-ZjC+)LrO
zv#M)s9of~HCBk6o`EjdCM2#`0pt3HpJ87%CP3z+AmV}G2tVgBNYhH7dF;^-qGfHt3
zCZ&8fJ-as7Z9R}iS!{Wd<qvA@ih;ko7Zvxc#W6^Qm{h_EBS*)rhsf!Q3(7~vr^_qs
zL=M&}D0ddHf^~_8Dg4$;g`k>cHY{{3Nh+zuyJLWEBWajV^Lb+A&sUmw8FTNYtIy?{
zvDdTihzIFhM8#D5YGDM0<k>6GH9|gfbv`vzwTttmqlVS8*C=L1Y^l?HaVlp7jL7`_
z;5ZG=*WUG+Sfq0;yc}#EVhpvNq&hQvtz{fvyoRq09GOeLiC}^qrTJtIOO>k|C^r0&
zc2=j2av_R@IN6Ik---0qPtcXAjF0=C+n;^UJu5VX1ZZBRcgU-s^lfn#I<?<hx53P0
zOaskO%5ht7GX@%~?dy`)MZQ}}_L`Vo3e=cnq2?FM;c}&KdP@?^s?*PN?}DZPa_NV|
z#hIBy0WYFLM>B-mSk^?1Ilpdq$}=@cw|w3$omV0Iz*M?OXDqW+BoY=F@opRhdui$F
zWXt!4-pP)#xQMilcQ9?6=-qKn6MUqwcjlbg#UWr^GDQy6!WyPf>AV-LqucBhTW0(4
zLC|=!x5rU1*bSZUsne)6k8KL40*2yx)3vZpv!{~S4J%VTnP*!+HO%(xSL<DPv$q!B
zl^-0;-9D<0ydY!nBws;<d2(>;o4=4%GgEVcL=)bxiv8=L1>sK2wo&lP?N#2Z7uG!^
zSe891<GSF(VK$%m;2fEziwqMd;x)<V<;cEm8`NcH9HY<XI*-^B*)0fs=8S0-u@<?4
zb8)vIG3B`6^~X{@AcY3`y?(9c9$zko2yY`t1i{0^*@=|>S`TN-L{@DkZcI}~*!JvN
zF}}sO%>}aVUJMQys!1Daz#J}9i`Xe>10=rXNQv0fLsLC(W7VAimjncn)3ghTMV;jo
zxAKqZ{~Czm=9arr#Hu7&6&`nB4omGO4}EbME`t+9R&rb9t2ni@$jp~Vs$ltMn|B7Z
zJBwIvd%hfI%d6RFsOv1-)pmZ4V1@B@uDNFBMk-ggUSni7q{Xq^J<XETwde8STBqf8
zXD7BoNNE4{ce`l6%g#X#6|urun}=*%n>nukh0#g+wmQ!IOzw*OiW>9|(NaAm_|;KA
zxTnZQ->Cm$M+At*2h-8(Zn*fE^JRr(c%o^&TOdk=K;$gW;`q=!SZ+&c*0`B76LH^9
zFpQ9On4Ll*6pWA+(h6yI0+k=kil*dcxKMN$r*@|4B+1oSbvq}7XWt{lM}Q(BF~LVt
zd((C4;W>3FU+Fdr3tCxFM`g_kn~*p=)eDY;$ciybt{k7^G|ojRHIq4>y4Bu^bv>w!
zx#tefv%5d8PDCyanP?ILvpjE*2wPurYhdVrgmFc!LbKdH+soQxn+JoPJn@c|-pJvL
zd*eonh09mgZ<`|~=?mjlXicq0d4omuUU*Y_pmns-vpP&ox}%~XRg%Ol<q?FG-nTdX
znWAZPv%9a6g}3dC=RC}tY3^>JN!r@gM<c`YRd~sOH<I|clJ_)wJyV=>Z<QxL*|(z)
z@Ayh9OuES6rC6kJZMtln`JuUxLb5tJd*WoI(RdV~?q5!4bHQnfvXQoyZ91Cprc|Zn
zv7R2)1&{gD?Tsw!zRK3#?B&7Sbbiq!9dF%=wT%0GjRgl6FtO`4d;F!&6>Kv4h*3F#
zDb_Ta#LyAX9uN4qn8!M<CqKLrGE2+H9Y>OeHjtY39MH}#AO>j_))a{t(qCkP_o572
z^nKf%%k;3Xc3!)qGUKi(F5Dp{nReB7cZ5-^%b3SJk?n)ScX7F8a^{7r<@&ZbHSMj;
z(c<@r`yDA$95xx5?$q?^eiPYbHBy9}59=%B`Iw5gt`@{-*4(*WNDOB)bGb#(ew9p{
z<~YrLa#(Ga5g$iQ7x7%=x)WZByqJSu`Ds0rn2Qc}J3sF3Rj?*9u{h21z}sF9nX1m?
z?GxR2n-H_q-1SiFR$`8aRCbSP5ThQ&AGfwhZjA=MrZga(0cov`(5q;A7@q|?A|O)K
zmwuy!q9=w$PhU?BO8)5U8xef74FU|QW231b!sY?@if;>-=9+V~TD|C{$lvGVWxl+>
zs^c|4FDnMB$BpxfyP3kzjFp)AQ8}%sofV;u-6NL~ad|H09rkTTdv7}fEanJ5*oFpE
zOxPn43VptW!ReTgX(6(1PCVS5-I%KslWojJI}0E#yHFOvrII^3Vd%W>kU*5jWRDE<
z)9mtXTD<)2EV&P_^3ArLet#ttjTzI^;KQs!wJkn>cxQTA<)|7=MLTf)%&Brs@zo2m
zws^bgZ->`unHhLpV(eSfm14TO)b(^^ZWWBqFSRDBD^s3j8(PRL70$TlVx+&0;rV#_
zmOz-tfPG5Ul7G6nWjN-QuAk(Zr6rkrX7Jb4r*d`Ok5`$|mc(=FWVzHAcp69A{)D&2
z<zdUEwrL$nbtRJ1NxmEEEGV#X$zJyEYlp{qXv;c0xyy{#Ym2{#2bp?YD`bOfVsT3r
z(h=1q({ei8eN6S9XH(b`B)ZQJx_l#}={C&JeskcjyK!dRoZ7Blx{9*V9o)irlZGN3
zdEN+?it%;0JoS{0hfpP;-oNd+E;0|o;pXOKJ;z5&>ZK8GVG4zt)&$K|lA!f8a*B+|
z+G*ama~=xe*k~(Qznbi<8O*-i*|Xc7tFzmnJGX)MU{tFS4U+D*A#ZsKX9w8Re7=HU
z9nENT0B8_`6}lLT^PT1&?!{qLm4tI^IA;<yyFQ36-5^^m__+Cx%H~j@=xUm)1Cx)|
zG{7~#yDwmVJ#}Tz_8Xs{O?keCZ{R_acagA`FJDEO(csKw#WMQ3kyh+_hbO&;fM38X
z^M*w#?n?HdS5KvbcMA1h=f_gr1frY7=3;%6YAZ=!6a{|=B`=72JUtq{Bj+Ss3d_YJ
zKnkR5<id}jgs#Ury!h3^AP<v{9x}#sA(F|Ru$ryh<I3d1Vx=(0kdPWn3P|KGcQkeB
zZHq}Tl;2{6Tsf(_Cpt4J2v61?yI;w?9*D3v6XkV9sx<W5%%X~e|1hPtUb=d4Y3joa
z0vO#(yseXU*)Cq$OP?NAM}>(+q+E_iSx4R7S?xDV_wExBtYRrCGL-sUM~rQ*(eLSJ
zkEYv9D}*Xmr*U4Oef%P5C~!v^M%!@F^1fktS~AYEjCYn;AA7Y>YdNPT3~)zR1q*Ra
zh<)TvF1#f1jdH>n)DA+S^F}E1oP0jKlbbt1gW81qQ9Sj{Z09PBRU_%?Y?a$8=T^rc
zIyZey?WaURf7eT0NYxBpQ2Y_z@8Q-&(M>W!EJwWRc3Pct435K*eZ30siHeh^S7v}N
z)&hGKLZ<b{=ek&<s_doB>fvB5Q$*}EO+mIR9GO<yULWEG?T>znZJctxs8fv#%Ps6=
zWf^Zr!6j$zmZUhJ=|vb8UYr!r^y_(Qp%59@2(Wu(EGQVKUMPhEiw&ipx-Hs8AQO*f
z-JUNg%xl|}HE!XJ#~PS)HmhrXv9a||+Pvqrjl4|kTaxwDBdQ*3cFZ^fGuUI+ZJV4A
zL?4NSd~YACiRusHBXSw`ftJ`c+_bAgp!U0YR@CBx?pHbGJkgCr@c!(&S<vSk1-AYx
zSBG=)DwR#U#?<^~Pi+o4du`NZdQqFmk<|N$x8Vab-v+ei?O;K;7=sl#N5}MP1nDZK
z?1G%Scz%MnxWii2o4Y8&G&rwu_d;1zeQY81I#ej{JFIh!J!HXxg1!yysK-%vV{TG4
z1^O_T7MiE`cpAifP2X2X;jmzR6rTm%Fpr!ATUikeuVS}(Szf5ZK0~ieV@LS&qYw-d
zis4QjQ7d-OjHJF1k^;V4dp?Af#NYhflOA{(9--_lU$?OIx0&m>7h5!(q)BYUT&p8A
z%JMGco$GZSN*n@$oEaQ@rly_cON(#vs?DBjg4x_sE^2IC?dP89r-ln82RT4>@yr|U
zez|P!d`x@VbmdgvV!GG;qC4dwAQ%KuE4-uXZhF^X;u5@RCUUhJjp%@kx}nDbq!B1(
zSH4c`b2he)L3gjPFR3*zbiHwZ9t-S8N{l!(HoDO1b)3QA)3XspsqlFloU$c@+CEu5
zxnC@m?V{W!%hNo3Q@ZGD@tfAZLYfVlT2R;oXHU$|#R=&Y>Q6^4nmbxzCPFCUb%7%p
zs5L4U*#~ofo5CqB&DoWh;pw8?b>31G>+!hq{IQ$p=Z0(@|Fm*B%jBS@Huv=6l@G~M
zR5^8-kI0-uH9Ae`3}1`+WAns;1#wnqLUXqLL*!oQn%Jry=`siLG?wQ$B9G`{zgY%W
z&Sd7fMBd@ZJYlg$aZk`rNI~&HBLM`K@Wc&qhD<IRt<WX6Y|WI|l>B|LMnp{6hS$7I
z;?V?199u1Lu-z1(H0g+9o34&}znzs9lCx#pTV>W?lZB@~m9-I~5Z<B&qaG74+Ayvl
m9i%}+nBZDFPz5jR6RXIw{=9|QNN5oJv8ryu_v)NJX8#YYtJod@
literal 0
HcmV?d00001
diff --git a/extremum/__init__.py b/extremum/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/extremum/__pycache__/__init__.cpython-310.pyc b/extremum/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c0894a163ff3ed64ffedd3a76cb326d7349d4e61
GIT binary patch
literal 134
zcmd1j<>g`kf<-ajX(0MBh(HF6K#l_t7qb9~6oz01O-8?!3`HPe1o2B#KO;XkRX-;&
vJGEFpwW6dbHMcYu!HAE~%*!l^kJl@xyv1RYo1apelWGStqL>LturL4s?7$pn
literal 0
HcmV?d00001
diff --git a/extremum/__pycache__/settings.cpython-310.pyc b/extremum/__pycache__/settings.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..088fd6f315bba9732a638bdced0e06038b3ec919
GIT binary patch
literal 2316
zcmb7FOK;mo5GE<=VcAL?+j+VLh!jPtrlwM)af+fyLrb(HL=pv)id!B+P}~*04j&44
z8OOZ#Zv;h~TY>%}UVG{vD9{{|4k^hN<N$SLbGe+yH^XmdhGDH%<>2?r`|jwU6^{Ee
zdzk-~;NdY`^bc4NXL5)~g2(%UDexQ?aN%eESMfLQsCZN~OQ>L$k!V(2&RlXiRD8>u
zRk)YnzKqJ|3aa1|TH54X9*HQ^EWhOmk5=A@E^pRQ&Afyzq03;iy2+s{Zv?`dm(dzp
z2b(ptk*`<t^%~(_(OgB>%`51Jxdt)U;o3kq&8z5^c@1sqT>TS!i|4p%>&On=P@<SI
z61Y?vg^`3`vk3dKFO8${2s=!!R`+m#Bb#9)4Ns&yD0kYjkxv4NGCN{Z%R5p`0Y;jl
zK9KLp+u*$mpne!(i3EV}+l+*P1pn-iKt$r<uOI<jJ!EW5ziTv5=umkQW0rvv`VAa3
z0I<QrF>z>PmT_YO&knIPiak&A2xU?@I(s8KKoAI%NP1;^F{b|~R)j}$f&PLs=IVSZ
z_HA~U>`Yl80mV)n;jMee&rgQTdicumZ1=M$ikV~Ku<qaWo<H`zI{W;Hy4%6MZA#+$
z>l2UO-7@NxWMcv&J7K^gGL&;tll4Vu3=uaMgqaHt7&{qbnp|H{QcNk(d|u&$!gj&q
z)}jZ4gK@IspvlJ2rdYPeV=C{!t{Da+;+oZA7&6Ktd;FkYPPV50K0(OC$99C}oC(5C
zWIdw<Hr-QQ^37tnX@c^czdn)8dDYJcfm-mxKyK!@|1hP|NN&RNjNs!r(}xSW*g)@m
z9tu1Iv&6|ub<T0|C1zyKJ9j4p&v|Ws<Rv`fyg0I*7tk*9kGqlWV{M%E1)cM&%{ozz
zBabGHDGbB@*n?)2hv1I`G;0>QmG`AFRnv57W=YevyjWf{3p&by1jC5d#pH`c#Pe1%
z!o%22zPx~CgkM5`vE=U5HUrB`I%D@E$QkR&{RQJwMnB>()78bayrVRqs=Zb!w%Yr8
zT2cCaE8ms1zR}itdUErWykqK;td@cD{5;b#!XrEO*l7!(;Tf0orAHXPpHx9O-PeV*
zr1tjOJv9}3N>`1RVGtxw7BbI^Xlzq@97f23VM9<JP99JkDJ-KRW>_aa@$9TOo=q&m
zD0y^Iq%H{v4CW3FTy}Wo|HDQ7Cq2`j=6DA1_@V&4*vAoZ&Lb3Yuocs^Fff`)89oWn
zJB{SiDJ(GQhX{KxOo$7;748!3p<exZTDB~h_Lh~F$1qbpGK>VEHmz7zHit5KglXu#
z!f9y?114Z*Wk=D~?5NYKt~U2o!+NUzlong+&R{RCDV>gXpth_hnr`UnrFKs@Km-D)
z4?V4R+pShdJy7=5bY)-D3~R98X==UQbjeV={f=U&db)a`@3k}gPP?gOrIaqU6hq0v
z>gf$-U_7z<imo4M`z`C4(rJTIg9@y5l-}Mz*;B2i)=~km-Bm49gOaHXAmR4c-}cf{
zwlhq~+yLZe7Cl{Ssk_RcV_1N!S-Wku)B2r@ZUYPX@~+-E41L`2>=&3eW+i>LnSBQ3
z@kv_w9$1b&{0Khm9PPj&aw{vV1+gp^M4?iwEQ?h^EER<JLZKoEAH;X!2XRd(3w((e
V-^0EJGI8$uTU-}~{I66g{tNjfARqt$
literal 0
HcmV?d00001
diff --git a/extremum/__pycache__/urls.cpython-310.pyc b/extremum/__pycache__/urls.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..27961af897f0e6cb1379f79bc23fde3080458e8a
GIT binary patch
literal 971
zcmb7D&5qMB5O&gJ+fBP@AHf&YMk+BNaj94YLabPUIPi1Hfvg+5ZAxrMwgbC+;n1hy
zL3oK=Iq?b{5aTov6%rCyiZ!ujzWKgyY;|%HAy{AEzgW!%2z_%uhbx4i$M6}qF_a?a
zF~9VLpZcDQ2jxHnX&}Nh^bikN!2RvfcDVB)4tdCqcHYik`{{@c-=KIzKl=zp?_R&e
zxst15U2AF!CGkpW%&)BGq87N)YRhw*MA6#~$CtG(D{3v*(p=)QFcxc7TW&DG7;F{(
zSny9K!RLS>l;*gQ04MgqRmrL0*l@mxFszNWm01wNRBjTsrE;zMcDWLSOY$JOORTDj
z+z^*cpuHi{vnwh9%PgYvTIMb1wrvY~FTqb3!&KrzR7%?g#w)D^7S|cAs_t-4v(3NX
z<vRsVz=1+21+kmibUN>JZIs}1EUDmUQx{L;=xIrfxw8ae>;Uy|ER@}F?T92T<DSlQ
z!1^CHE<d3rb0D+$4@MU<FKbrFHJH%$bJE<1dw(ukV=z#G@wi+*i}9+na<R8-KaRv1
z-jnQd=dCIK%ywC-H30+rPE&W#;!fi@`VKc4#a<IqCJGt*P2e1FhF$i}QF~4rbaU)1
zZtGsf$IURy;MQbWdaEM}`m8RN8m=^I#s};*yd<OpcO00)@+NSan(@J$zaTw!NpAab
so4CP}l78TZ^v~dT;EI##x*0tbiq$25<Ux^{z!sp%>8UpvOuW(0U+-Bf?*IS*
literal 0
HcmV?d00001
diff --git a/extremum/__pycache__/wsgi.cpython-310.pyc b/extremum/__pycache__/wsgi.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..14413683fe62cd13832937aed554dcd235ed81c7
GIT binary patch
literal 539
zcmYjOO>Yx15cN7~Qx=LqLY#f!5DC`3a6uJnrIsjsq=ytCMMxX7p4~Y0$7=1Qv{z32
z3+S!?2>Hs1zrd-piK1pCk3BP*_uhEi{(ef(ZoYmfe<p<dZG&y=VsM1VAE1+DLS!PT
zP9_Q79ZgMV(n$y;^X{)5*_AuLDMp<iWU?#inDlqA|D<2WgCQ%NEmg%z*D&}V8ZZmP
z>c-8X2w9pA17>UI!Lu*}w(byGi*Fj3@Juk{<U+$M4NK5$DH^pZSz$o3=~UFUR)q-4
z+36JV-XV=~4KQVq(X0y0Sp-*}l}f`)<^j@K2(^F1xpalk<XqUwZ8R0maIpM!cED%u
zGB_@w*6zxH4gAtqil_hZKgg(`#Ag+Ryv^lXGUD@-_s65bSw22JKOc?;<NVXv$>)!!
z*H1U&XC6XOw(|X6?BzLX$n!{@k5AT0vH}OlTHJ;rQ|y6Vs>a!vVxxpoEOdwuw<vE(
u)2?#m{=Y!k2Dla%;Q5B~{?Wo_^;O(ETz~9aTs`q^dzb7zctju5l->cunWqu}
literal 0
HcmV?d00001
diff --git a/extremum/asgi.py b/extremum/asgi.py
new file mode 100644
index 000000000..4e0091024
--- /dev/null
+++ b/extremum/asgi.py
@@ -0,0 +1,16 @@
+"""
+ASGI config for extremum project.
+
+It exposes the ASGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.0/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'extremum.settings')
+
+application = get_asgi_application()
diff --git a/extremum/settings.py b/extremum/settings.py
new file mode 100644
index 000000000..5b7994290
--- /dev/null
+++ b/extremum/settings.py
@@ -0,0 +1,130 @@
+"""
+Django settings for extremum project.
+
+Generated by 'django-admin startproject' using Django 5.0.6.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.0/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/5.0/ref/settings/
+"""
+
+import os
+from pathlib import Path
+
+# Build paths inside the project like this: BASE_DIR / 'subdir'.
+BASE_DIR = Path(__file__).resolve().parent.parent
+
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/5.0/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = 'django-insecure-0w^ybt_7vclag#rrutc_eo)m+l^@ml)t%jsg6n06siu)xyls+-'
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = True
+
+ALLOWED_HOSTS = []
+
+
+# Application definition
+
+INSTALLED_APPS = [
+ 'django.contrib.admin',
+ 'django.contrib.auth',
+ 'django.contrib.contenttypes',
+ 'django.contrib.sessions',
+ 'django.contrib.messages',
+ 'django.contrib.staticfiles',
+ 'base.apps.BaseConfig',
+ 'bootstrap5',
+]
+
+MIDDLEWARE = [
+ 'django.middleware.security.SecurityMiddleware',
+ 'django.contrib.sessions.middleware.SessionMiddleware',
+ 'django.middleware.common.CommonMiddleware',
+ 'django.middleware.csrf.CsrfViewMiddleware',
+ 'django.contrib.auth.middleware.AuthenticationMiddleware',
+ 'django.contrib.messages.middleware.MessageMiddleware',
+ 'django.middleware.clickjacking.XFrameOptionsMiddleware',
+]
+
+ROOT_URLCONF = 'extremum.urls'
+
+TEMPLATES = [
+ {
+ 'BACKEND': 'django.template.backends.django.DjangoTemplates',
+ 'DIRS': [
+
+ BASE_DIR / 'templates'],
+ 'APP_DIRS': True,
+ 'OPTIONS': {
+ 'context_processors': [
+ 'django.template.context_processors.debug',
+ 'django.template.context_processors.request',
+ 'django.contrib.auth.context_processors.auth',
+ 'django.contrib.messages.context_processors.messages',
+ ],
+ },
+ },
+]
+
+WSGI_APPLICATION = 'extremum.wsgi.application'
+
+
+# Database
+# https://docs.djangoproject.com/en/5.0/ref/settings/#databases
+
+DATABASES = {
+ 'default': {
+ 'ENGINE': 'django.db.backends.sqlite3',
+ 'NAME': BASE_DIR / 'db.sqlite3',
+ }
+}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/5.0/ref/settings/#auth-password-validators
+
+AUTH_PASSWORD_VALIDATORS = [
+ {
+ 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
+ },
+ {
+ 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
+ },
+ {
+ 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
+ },
+ {
+ 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
+ },
+]
+
+
+# Internationalization
+# https://docs.djangoproject.com/en/5.0/topics/i18n/
+
+LANGUAGE_CODE = 'en-us'
+
+TIME_ZONE = 'UTC'
+
+USE_I18N = True
+
+USE_TZ = True
+
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/5.0/howto/static-files/
+
+STATIC_URL = '/static/'
+MEDIA_URL = '/images/'
+STATICFILES_DIRS = (os.path.join(BASE_DIR,'base/static'),)
+
+# Default primary key field type
+# https://docs.djangoproject.com/en/5.0/ref/settings/#default-auto-field
+
+DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'
diff --git a/extremum/urls.py b/extremum/urls.py
new file mode 100644
index 000000000..68f5eda17
--- /dev/null
+++ b/extremum/urls.py
@@ -0,0 +1,25 @@
+"""
+URL configuration for extremum project.
+
+The `urlpatterns` list routes URLs to views. For more information please see:
+ https://docs.djangoproject.com/en/5.0/topics/http/urls/
+Examples:
+Function views
+ 1. Add an import: from my_app import views
+ 2. Add a URL to urlpatterns: path('', views.home, name='home')
+Class-based views
+ 1. Add an import: from other_app.views import Home
+ 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home')
+Including another URLconf
+ 1. Import the include() function: from django.urls import include, path
+ 2. Add a URL to urlpatterns: path('blog/', include('blog.urls'))
+"""
+from django.contrib import admin
+from django.urls import path, include
+from django.conf import settings
+from django.conf.urls.static import static
+
+urlpatterns = [
+ path('admin/', admin.site.urls),
+ path('', include('base.urls'))
+]
diff --git a/extremum/wsgi.py b/extremum/wsgi.py
new file mode 100644
index 000000000..3d2e2bdee
--- /dev/null
+++ b/extremum/wsgi.py
@@ -0,0 +1,16 @@
+"""
+WSGI config for extremum project.
+
+It exposes the WSGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.0/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'extremum.settings')
+
+application = get_wsgi_application()
diff --git a/lg.sav b/lg.sav
new file mode 100644
index 0000000000000000000000000000000000000000..8bcb2700057c88ac51cb8f26a7c3939497e925ae
GIT binary patch
literal 1741
zcmZ`)Z)hAv6u(PzNl4O|YwHISFF7=Y6wLJxK_gTavuUll+~vp}V$rb7&CcD9*_&Bs
z=Mt|f>WA1y20=OnsR$NC{2=uoSdh{sHD3}CltM)j1VId_RnXcmN}b)k{JHep54$^W
ze((3*zW08!FSnk%+7<~eG2qVG2r!beF;P#WLQQ0+44am*%Q2K<&s6<&29+6dT}+8Q
zD-XOPUzEe5-9ZG{ye379eME{@vkGjvBzAFX%g4072Y>wKUVTJFb+!1T9&mRFa|08O
z7(@=2XGDB+VYm>eG|Dm^72VJVu4^nHT(-E(if#soNh^lS0Y@?&5p6ED=Mj@4W*19k
zSBj1bc+S9zSEfzTRjJw>8v%*R3sgCkqFv#O)D7G_7XS;`7*`3m5#t$JbXA-V`>??P
z$5g$?O9=2PLk0mA<f^0%DeflKic?EL%1|nZ0T=`7`@0Q>ASEtmRmfF=L@WTRpu`Lz
zXI0jVQjZqpX*nZ@)6sNdQCj^XX7ZYYe3zE#F}ZXm+}$OjFUV{*J9%4O!7Z(ESzMY`
zRo|UQ1XHGCj!z*XMH@#%r71;Eh7xYsHQfTNj8sj!%7~bV85v-!?XDbPoT%kVf3If(
zsqUGGa5psc<}6B39<g~0QD_>-_+@l#G^M7)HL^76_?V;{f~1Hy0s`Xx$NlaS#5bsp
z<04{7>V)&Ob2qCxbKf-a=P!?7m0@1<0|ir|NVa0_*#QcIB}3ylfOA!+xnFMsB=8!V
zK>kPO80846W|QWg`|f}R-h%}Mt$fvSDC5l?@7j(Cee#?kP*Kxec;bJ2wj%<c`!_8a
zI*-Hp-&vNuJ5hmeTvwyO0OZEB>Q_xkTQzIbR#>2Q+rAud5VMuA$Fc2;FKqn&9H>>)
zXk-w#sA=d7nV2UbU}kdI7gI$^1RjuLpb>Y>R^?=rV3>p!f^$;zH3BjK+sLeMA~n#W
zhZuF4g$he2L`NW7^}W*Svl6~)ticV<w5Y|9Xu%CiIl4nB5nm~KZ+PNFBGLMb^y9UY
z;E-s>9j$YZZmH0kY1ClI+-fSufGq|oDmCRwCteLQEp5xRIotZgv3K6w+qJ4q-F&Zj
z?tu&5SQJh!U6|L_PWSeVz5R(-fc@U+iTAa_>ht=ye}Cb<^>E=z&)^T<H~$W;9KHRa
zCYLYAZ<N-w#6!n#U3_+3gL>z8zh3;z+jy>(_ZzW$u6d7+hxX;)msg%DUESPY&Mn@M
ziH|qee?Iy22a~f~_)C{Yf4<zgs%`k6KlIz|BmaD<q1V6qJdfACkA6CM<*((No<^^a
z<j!ByM!sIeudTeR9h$t=cQA2XE1q0^BYx^rEvQ&$Fv0%W-?VJ11=f<@!D1)oU-G{9
b0+(K+{*yA)0UrE-MC@>CG<8H)i>dzr%-+uh
literal 0
HcmV?d00001
diff --git a/manage.py b/manage.py
new file mode 100755
index 000000000..e4e0040a5
--- /dev/null
+++ b/manage.py
@@ -0,0 +1,22 @@
+#!/usr/bin/env python
+"""Django's command-line utility for administrative tasks."""
+import os
+import sys
+
+
+def main():
+ """Run administrative tasks."""
+ os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'extremum.settings')
+ try:
+ from django.core.management import execute_from_command_line
+ except ImportError as exc:
+ raise ImportError(
+ "Couldn't import Django. Are you sure it's installed and "
+ "available on your PYTHONPATH environment variable? Did you "
+ "forget to activate a virtual environment?"
+ ) from exc
+ execute_from_command_line(sys.argv)
+
+
+if __name__ == '__main__':
+ main()
diff --git a/templates/main.html b/templates/main.html
new file mode 100644
index 000000000..b603b0d62
--- /dev/null
+++ b/templates/main.html
@@ -0,0 +1,109 @@
+<!DOCTYPE html>
+<html>
+ <head>
+ <meta charset="utf-8" />
+ <meta http-equiv="X-UA-Compatible" content="'IE=edge" />
+ <title>EXTREMUM</title>
+ <meta name="viewport" content="'width=device-width, initial-scale=1" />
+ {% load static %}
+ {% load bootstrap5 %}
+ {% bootstrap_css %}
+ {% bootstrap_javascript %}
+ <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.5.2/css/all.min.css">
+ </head>
+
+ <style>
+
+ .scrollit {
+ overflow: auto;
+ height: auto;
+ width: 60%;
+ max-width: fit-content;
+ margin: 0px auto;
+ }
+
+ .dataframe {
+ font-size: 11pt;
+ font-family: Arial;
+ border-collapse: collapse;
+ margin: 25px 0;
+ font-size: 0.9em;
+ }
+
+ .dataframe thead tr {
+ text-align: left;
+ font-weight: bold;
+ }
+
+ .dataframe th,
+ .dataframe td {
+ padding: 12px 15px;
+ text-align: left;
+ }
+
+ .dataframe tbody tr {
+ border-bottom: 1px solid #dddddd;
+ }
+
+ .dataframe tbody tr:nth-of-type(even) {
+ background-color: #f3f3f3;
+ }
+
+ .dataframe tbody tr:last-of-type {
+ border-bottom: 2px solid #009879;
+ }
+
+ /* CSS */
+ .button-6 {
+ align-items: center;
+ background-color: #FFFFFF;
+ border: 1px solid rgba(0, 0, 0, 0.1);
+ border-radius: .25rem;
+ box-shadow: rgba(0, 0, 0, 0.02) 0 1px 3px 0;
+ box-sizing: border-box;
+ color: rgba(0, 0, 0, 0.85);
+ cursor: pointer;
+ display: inline-flex;
+ font-family: system-ui,-apple-system,system-ui,"Helvetica Neue",Helvetica,Arial,sans-serif;
+ font-size: 16px;
+ font-weight: 600;
+ justify-content: center;
+ line-height: 1.25;
+ margin: 0;
+ min-height: 3rem;
+ padding: calc(.875rem - 1px) calc(1.5rem - 1px);
+ position: relative;
+ text-decoration: none;
+ transition: all 250ms;
+ user-select: none;
+ -webkit-user-select: none;
+ touch-action: manipulation;
+ vertical-align: baseline;
+ width: auto;
+ }
+
+ .button-6:hover,
+ .button-6:focus {
+ border-color: rgba(0, 0, 0, 0.15);
+ box-shadow: rgba(0, 0, 0, 0.1) 0 4px 12px;
+ color: rgba(0, 0, 0, 0.65);
+ }
+
+ .button-6:hover {
+ transform: translateY(-1px);
+ }
+
+ .button-6:active {
+ background-color: #F0F0F1;
+ border-color: rgba(0, 0, 0, 0.15);
+ box-shadow: rgba(0, 0, 0, 0.06) 0 2px 4px;
+ color: rgba(0, 0, 0, 0.65);
+ transform: translateY(0);
+ }
+
+ </style>
+
+ <body>
+ {% block content %} {% endblock content %}
+ </body>
+</html>
diff --git a/templates/navbar.html b/templates/navbar.html
new file mode 100644
index 000000000..e87980347
--- /dev/null
+++ b/templates/navbar.html
@@ -0,0 +1,5 @@
+<a href="/" class="mx-auto p-4 text-center bg-white shadow-sm">
+ <h1>
+ EXTREMUM
+ </h1>
+</a>
diff --git a/xgb.sav b/xgb.sav
new file mode 100644
index 0000000000000000000000000000000000000000..82cd01db3a5ea8c7afd149917d408c5e170f449b
GIT binary patch
literal 2938867
zcmeFa2V4}p7C$}(M693)2o_LOY=9MImz^Yw<yf(Ik?tr>z;?YVc108mRxH@NVnbku
z9qbi*uh@I<{Wn2&MW5IE?z`{ze%}9|_&H88Imu*Bl9Ti0WU?_PGwSh7PKYZ$DA+GN
zJSy5Hs&7c3Z)8|PT+z-=h&IGGDoP9z10xfrCsZAgFf_qAu1J_qU{tgi>Kh#%8I{oT
z4j*S8?$;;KKUy3Rm=IUoPYm;o9PAMi9xN(c{t0pBp}vEB0s<qVdndGtD?}5@0|o>}
zDJe6WQVJ;1!oiW@1AQXGLqz|<O0sB9BgC*^pGe>6z=S5k=-;k3S#LEY&U`>%q+fWH
z7)`m%a+<6(PAMN985rmj8W`O>JU~gB2K$DF`YI8NP%+HMzqc3?;4?5#4DKDR+$;8_
zMIq6?K2gzu5y~C&sQ!LYzM&Bzfl8uyPK-X=Se=D`c*vK0AHTu$NeY`~-g_Z|0|G;o
zo8K^og$GbZ^T@zpAK#FO-n2c1Xd=Wn)Gr{Xby5DlA%V(kM}2KwAwS=!K%Xf8@JL$N
zEL2o_AS^hc$?!M1U1b^8Kh!6}H_|sGBrwD$w>3o~eZvC6LzNez@@f@VAk3#vxE~d=
zRcLrvcyxGJppSoeSX6YRuNW3h@7pNXz(`-E-@+9MeUnvO42=knjP?!l5A=y19FbFB
zK;Qt;pT<fK@C^|Il&9phK@m})G7MV9l?V*;^;6!(U&#p$j}(;`OPCN>G$_zFx_{)C
zYABl}mA%5_6CLiOw5fME?U1iGdq)OF^$riAU05u%e@L{bybv7$!L+*z2P%)IoubsP
zBugpdG-R;C5FQbcGg89)hXv4Qm@Cf?@$>cXOB02Zm!qRNFv=&PITu&ZhtOfJjG4G1
zh9RFL>Nqn)M(#+DE6`gJsWKws3i|aIm8OJ6DT7(*e&w-|zJrwsK@v~aV1~5#(k)B@
zZFpFa7;H?N<qYA#NaKy7!GU3cO4Gl{&3L=O7s<9W)WiEn^f$z<gM7shMNU3qSdP?v
zf+PC-hyg}k*3H0~+uuLPF$;@Ur0V;lLf;IU9~3o-3Jm;Fxf1lgPefp(k4T3Q9YH@R
z{iA{Mm95rLL(?sSBYgwJz_4ha-05r-O^IN?FVk9?NFm>e?O$g>p1KWHo71U6tB5jY
zn$&W0b2C2M@PwRc@!b=OL_~)B2S!EZOaWtgvw*-LUu9$(9+6k^7@16b`$vZxIL!J-
z(CHFs%(cnUb^ZGLhDD3YjOnc?%240Ffsuv+g>wt|L<RQy(?Z5qF$wbx4K%VB_#!$(
zm6lNvf&NsH2l(Vx-q?_3kt5<C3BWW*X&I~hI@pv6=HENeCp;qhYi2D&egCQ#f57xF
zdh*YBXd{2X!v{wD8gCbMb8&NP_$9bEFtq2(Qeb5I`WAVY9Amb5&Pp{<j0!ZA|06wV
zEW#K#3w+V*#thadlW&(ZBg2myY*-bIY<%r{^$pMXS5;|b<LcM_S1yB=HFB{=rtg-)
zuN+3D@^$I{nrUoFo~8V2uCeI9th--%j8Z8^*XF2*5HZ>(Bs}Wt6#d#oKU}+vHF3^W
z4KG|IGBAiP9n`i6GBSMafUj%t*Gywu^Q_5VbB(S1-W)KpnDq}6gTf<2jcthP8yM~1
zn_4VlxRHykZOFHXQWkAxX{YKqXOT1Vlyq~ct!SmZ!T9*EriqcA{i-_+x}{r1!&6wJ
z_OzgiMbUoBg8!XnvkVCI>mTeBH8{+_cVu{&_*<T-Wt585mz7$X=m9w@%7>aW#x|JN
zuUD^5{XbAXf281s8u?4+E{;B-KTz#?EFk0aiqv*#P^)eo_u35_)ilbcM9zZY6BMZ!
zK8i^h=^OmDfqD9#E&@3=fU&l(BdjpZ%r#Ps*<9_025}b3SwVawg9G#Gx_^C-ABovu
zo*L`@PAS_5h*3E<Q|^-DlgGX>migM$?+hX%M@eeih4+t+=pUW4CR0^uX#Q8z+{pgD
zg>HNovoDra)Q`r}w~LFJV%^gjYb^TpF~-sNZHez6YG_}v9CKKy>bntY@x5VeY`!x1
zzYZfarPHGn>*H&ad65$tkvF!?v?U#2##a4{QC7$|S}`a6`bP&w4KWrnTCH?R%_EPp
z##R(<7Z@gnM{31rW%7JAehNefhAGyrk*!$EaK-ux8LaJ1N6=RdS6DFx0~GVArDFXX
znG1XSMn)?ZqEDARoW;BXBPg$8vww5n!n?Q9?d<|1sa5_>PPvxUZdRa73o%SFdRv7%
zL{L_Ts4u+6$60>Mm-nIeK%qgHGURjXZ!G!+Mmi|#z36W&U*dbFR$rA~h1Ovq%G28g
z`uC4ipc-vN4%$$v{Fio=_>MPkLma;35yh78AMw*#EWY8)TZfZZ4s!9143DNDRWYW2
z)*7pS;m%uE`SyYSz1#JVpy=qQ)fCUm_)QJ%l<DcKEPTQ3JN~?eyo`BksA$Y+89qS#
z(!+l!+>+lj=dH<7K`e^i@{jgut&ESs3a&AB?$@mL1H-?~vhwy-EdLP2FeYM%(#yf$
zjJ`_VzJo)R(b_TxiTh|H0|Ufp2Y=tl00(Dk6f1u=5dEtfpHuEz_C_H}7ts~T-$7Y-
z{QDaD?7rn|slcMZfG<1-Rbrg96tVtr((;O!j5U6fFbxU`_x+m3ibl5l=ofg)iUv9V
zF<djvS<H>P)_|>kw8Z~+(3^!3ekuStAR;=_xDN1ll~sUM)&gEM5lzJcqM2AwG#3kr
zg~cLbQL&g<T(l4^#S&sk(Ml{OT8lQKtyo&L6Ya$^Vp*}ASYC7x9mNV_MbSyDBvuxy
zh|XeFv6@(2tRdDET|`&WO{^u>7VC(0#d>0W(OqmHHWWQXm8cdyMU5zkNW>x$wW62U
zNNg-N5u1u2HWQnREyR{$E3vicEw&NcitWVqVh6FK*h%axb`iUZ-Nf!<53#4{BlZ$~
zML*GBRG_f}+=9j4qA2ze`-&l=qCLcLF+%JoMvBT`!o>dK0CAu=NE|HwCJqsQ7l(?&
zfEf-<3@{^r841iNU`7Ko2AHwHj00voFcW}@1!f{JallLhW->7Gz)S&VDlpT4nGQ?>
zFf)Le3Ct{DW&<+^n7P0t0y7Vo`M@jyW+5<1z$^l0F)&MjSqjWDV3q^30+^M+tO8~=
zFl&HW3(PuT)&sKvm}Fo!0<#I2&A@B{W-Bl$z-$916__+&(t*(dBLR~Ej2;*nm`q@{
z1G58|oxtn@W;ZZ<fY}SoK4A6(a{!owz#IZ53z);e90BGiFvoy74$KK)P6BfZnA5<V
z0p=_)=YTm6%mrXB0&@wN%fMU#CL5Tmz+407IxshYxe3fIU~U6*2bjCS+ymx5Fb{xv
z2+Sj39s~0Pn5V!z1Lip}FMxRo%qw7C1M>!$x4^su<~=YUfcXf_CtyAU%K*y)%K^&+
zYXYn(umylM1GXTr=D-#LwlJ_ofGrAaF<^@WYXPh!uqA*k39J>crGT{t)&^KxU`qpQ
z2dq7?Wq>UUY&l@d1M2{+Bd`^Ktq80Wu$6$V3~Uu(oq??iY&Br316u>wn!vgM>k6zJ
zu(g1#4Qw4?>jGO3*!sY_1KR-DhQN9Ns{&RHtS7J<U<F_iuozeZtQJ@=U>gD37}zGj
zHU$=dZ3b*}U|Rs&64+M2wg%Q4*fzkn1-2cq?Sbt8Y)4=_0oxhaF2HsLwi~eBf$afo
zPhfq3?FFnauztY$0~-KrAh1Ee1_Rq0SP|Gh!1e_;1lUku!+;G3HUijwz(xWa1#C31
z{ec|->_A`#0XrDj-+&zg?C-!11$G#)!-0(fb_B2^fgJ_xXkf<xI~Le+z>WuY0<f{b
zP6Rd%*h#=n1~wkpDZowzb{eqLflUB*2Cy@ModxV{VCMik7uZB#=K(t(*ag5Y1U3oS
zMZhiwb_uXcfn5gda$r{gyAs${z^(>%4X|s0T?g!XU^f7p4D3c=HvzjD*e$?r1vUlP
zZNR1in+9w;usUERU^9T#11kfY3G8-YcL2K+*j>Qx26hjydx6~t?0#Sm0DBPFL%?PM
zdl=Xwz#awm7_i5IJpt@VU{3*i8rU<yo(1+Cu;+oj0PICzF9CZQ*ek$h1A7(NYrtLy
z_6D#wfxQLnZD8*Jdl%Syz}^S;0k98&eFW@dV4nc{6xe6LJ_q&%urGmq1?+2J-vIj-
z*muCb2lfN7AA$V@>}TK@;8@@|;CSFnfHMWI0B~l&6$H*4xI(}c2CfKjMS&{@Tyfwm
zfU^Xy1aKvRvjVOZaMr-t0A~waY2fUDvj?sWaAkoj2V8mJ9Ds8Kt^#lsfpY?`5^$A)
zs{))ea8-e;23&REY5-RgI2YhtfpY_{7I3wJs{>qJ;OYTaA2@g58UWW2I1k`dz^Q@r
z1Wp5-02~4i14n?<0_O!>Bj6eX*95qxzyWa0fNKt13*cG;*9y4Sz<C4L2DrAswF9m_
za2<f_2wW%NIs?}QxURr;1Fk!8J%H;8oDXolfb#{;4>*6|0)PtyE(o|_;Ccfm0@nw)
zzQBb57YbY$aN)p30M`$=NZ_J?iw3Sga07rF2;3mx1_SpSa6^Fm9k`*u4FhgCa52D*
z0B$63qktO?+!)}-0yhr0@xV<0E*7|nz{LSK3Ao9?#RE45xT(NR18zES3Bb(&ZYFTE
zfSV269N^{xmk8WE;N}Cj0Jw#~B>}exxW&LN0d6U9%Ya)B+zQ}U0=Ejd)xfO*ZY^-@
zfLjmT2H=u`+X&ny;5Gxd1-Pxir2w}LxK!ZMfJ+BX2b=_425@@dWZ*J^+Ya0g;C2GH
z3%K3D?E!8taQlGU58MIZ4gz-wxGdlf19t?tqre>l?l^EKfIA7?Dd0{6cLun#z?}o`
zJa89)y9nGR;4TAq1-NYBt^#)rxa+{(0PZGmw}871+#TTV0(TF%`@lT_?jdlGfO`zw
z6X2c#_YAn_z`X$OC2+5Rdkx$h;NAlF4!HNgeE{wwaG!wt3_Jro3p@ur54;KRroa~f
z-VFGHz?%bK2>8Ol7XiK~@Wp^H4!i~MmcW+)z9jHgz?TBv8h9JvZGkThydCiNz?T8O
zEb!%kFAux}@Q%P&0KOvdPQX_JzB2GtfOiJID)7~SuMT_-;A;Z!0=z5mZot<9zBcf6
zfUgUDJ>csD?+$ze;2Q$(0lW%$HSnImYk(JkN5Es?3GiCry?}27d}H970N)gN0KOUU
z&4F(Ld`sY40pA*UZ{XVi-xm0Gz_$m!1MnSz?*x2j;JX0d75HwzcL%-)@I8U|0lpXT
zzQFqd?+<(c@PWVw0Ur!}Z{S7X`vBh;_z>Vjfe!;d9QX*}`vD&bd=&7}!1o7!0Pq8W
z9|Zhh;C};t2=KoHKNR?3zz+vL2KW)cj|6@c@S}kr1N>Ov#{oYc_zA$r0zVP>IN&D%
zKN<LV;HLmT75HhuPX|5$_!+>@1b!Cqvw@!j{9ND@fu9HbeBc)VzYzE&;1>bE82BZ?
zF9m)X@XLW;0sKnfR{_5o_%*<<1%4gy>w(_@d@}GGf!_rDX5hB~zZLit;I{#v3Va&y
z>A>rNmw?XzUJtwsd?xVQf!_iAPT+R|zZ>{H!0!cqAMpEuKLGqe;12<x1^i*)j{tuZ
z_+!8y2mS=`CxJf&{Au9N0Dl(vbHJYm{sQn9fxiU&W#F#>pAGy~;I9FH9rzo--vs^^
z@V9}#V=(p2b6f*rSWx&^!}^Y5Sm*!Cmq5M*@+FWjfqV(%OW+?a0mEW%N*DXDe>dgt
z82^x0Bxgs`m+ezg-JAl9zQ#@&3#XM7d_L}x%QQUXd0XBmyx6-!o*2_i$~b*osCmXm
zwox@#pYB>j*zcSr`xj^`b?UKN^C@JbT>08zA>sG*jJRqG<VJ(1NKfKzg-MShg-;td
z%j)5_Qd_gj0;=htf8Ff8{&e;(sdepvLh9uWYRBUPH2dfEkjpF$k@<SE9CNy#=G@Ao
zGAp<WUJt4W=T00!CX3ey*zSY=Npf8|YR(PKrWcQdIES5by<;Ubj;0Ufo;&09oqEnu
zx0}YQ*RFn{GS9j%m2?hQt&$%}MeYvP-Mkp0Qu#j7)p$@zDq8tU`jqC=Bv+qIwbh;@
z=}taTx*hnFM{0n%y7JU)kFh0hs%JcubtW6GsFR%@sa=-tPJg}WiQ4aW|Fq;@vAPGV
zs!0`ttLWl<BURHIU(~&*lcCCNzf0Y|Mk`&U6C;)1Tt;2Iy)Hd@$Z@IC>{hzX#d~;E
z(KXiHxKqN=FNF*{s+7)g3Ngywxa+{;YkrQ4_QzZ$^KeB42Gc*$D~v6EUR{*p-1;$B
z5rfMzBrqttn^Om4J)LrQL;bfe25E50-$RYBu57CaivF^@FETJJuXJcLScT~JMpK2%
z6f#$+utG%@Dz1>_XC)}tk_wf|joT>k(hAutR92z#3OOoNQK3o-RmtV6s>G`+R5Lg2
zs>Ew4R7atD3b`xPP$88<o(c&HVTH5`HBzXFLZDD{g<2}qTA?-ywNt1At@Bq7hQ265
zeZY$NeZv&r<~Mpl`^qj&JE8pzt*e?Ri$cxt+f0OmJ7$v9&YOv2YC&A0Sq0@y89edW
zSzO-4fyRm5{oXk4(`vkFkvDFju}5OV7__{>L0t6C8x*mJL3jD1ln;;IcnHm{auOGM
zd55M^y=@AOcSo@enhMX#s8Ou}YlX)fGm+<DNf0(5lx+G2%?QsH^hzC2+6<i^8zij0
z!l2XByimr-OyPF$9b{s&UTD@M6Bo73rgi?x!61DzWjD!}S^QNgbQ-RVn>>xDQ-Bhe
zOLRI=GRY-6H7FIxB|1$g70jhV%9RqGHioG~r%$n5qSJ_yMJ`z?S4t&viB2s_R=HG4
zxl*FjjFN3G(J5z`c692M$t5}kDV575IvpuF<dUOur9=l4B|1$hIptC%<w~h?E>%&k
zl$>*kPGd^da*0l9N;Pt+rgEj^LdhWbVv%$o@gJ%kDr+iVDpM*)D!(EMQJGOWm7r5w
zxl)-}=f<fV>=dH!P2bf)A^JY_J!spVbNOgHY1>?K({4(<wnB9ks;^K3g*+5eE2L2f
zDMS?VQmC;)O%-aU5Pg+a3VAEkR-yI^b)<Fv%E2IiWgivYGNx=<R$R-9KmS|RgU2h{
zHs%YVOhp9fOPnb0YPg?clH~GGlZ4(UlNIWIC`)0_;Ui7!)FB&6&&38lYLZaCLop1I
zZw2L;BuW}3ec{I|=FFw}cy3S-R{DiZJ(NYShG!bCB$wZqK5{F_5dWu`Bt^gUfZ}si
zHlHZs&!d2tFAB$8xl&?ti4JfYr<1{6AsP&mgT|>cp!r<xmGaTJAx-mXpk)pBb8aaA
z(Q<V1(ED_v8Oj*0v@E?(%hE|n@6-0s=Ue2aX&$}zO9#UQDD*}Abf3fj()21ErEHb!
zt?c^{eHB|P4+`*#v^=L>C(iY<?@?IWblxFtiTb^@tM|>&PJB9&T#mLNn|4ni_1Vj0
zf8T3b<*F?o-&|X|SpfN13z4xK1`^i^b?6l*cWz1=yT*|gD;sD{vwaB~^NKvbz8}Ba
z`I)2_ZAJ<-c|bbVXpK7`_zmlCAH+%35_9gE*|4}??ftm=(7l8|zXp$9wVilE66$|<
z80l{(lBsnjlYj>j84=nSr-qluCabpN8)cW15vJLsL3nxe^6oIKTGL;+^QH>k_$o>`
zQfd&M-cXx!U1nMaw=OjZ*?Zg3cA%9w676tuz_ulK35m+R3`oLOXTtE{N+$)SexkGi
zP42ma)`eK*c_~L<kkT6;lTqi_pi`5bNV~^x(YRYSSSd?rn`^y_!kXI$bNF+giyimv
zAyp!~<E^##8~Z%xPqFl?k5D5n%h|iA>~2#&!T8ZG{Xg5<n6o*aZtDEHFO6&9Zg`*t
zHU4w9)A|fhHsyqW-5W%A;2GQS6KuGka95%G=LNF8eM`@qO}7e9249e4_o*c*tDaDO
z*(BMz@=5ivI|;(>#}8%S)#Id&{ZDD$_pB;c(#HtXIxNVT=sZ{UYB*4Oa7iUheB4BM
zSN)Z&5}HYE9Qz8MYg_7H_8p=>)zD08)zU@S`uU*Rwr7TBZ?$c*{diBA!>MwNQ)|tc
zVQDhc#zG*y_Y0><Tg27dBM83s`bQ@Q%aQfQX_7C62(jfF$aPo6YaFWYlzR+(rtdIf
zquRUkGWDwMvs4B9I!PsFSgKa+SS}UmxlnhbOMjJz)i_=C0WngM4iD4g+r~;RgEG`5
z3*Jeu$k^yIU(E5?)~1)*$?J{B=%ZED(?z5+v2s_hJ<X_V#CxT`QVmu28oVfNeM*q-
zeyOrjh2fUEiT*ySsd4Ld&n_QQ_0oB%8>RT^A{sxF%AJ3%E>`q*`i8;-C8t!Z+j#7-
zN97`wb=UpWhEB@IhE!o2q(QMEYe?i{!~Z9?oI(6Q!G=#O*VK-&n4qm$yct<gqc47B
zl8J*X5!rH2N6HTRgf05ytipI~H)mY-=~0>>Hhr(+iOV|Tb-z8qb&s4zL2ss@CA~Uh
z^GYv}|6>N-T9QopaLj8jG`rS)Z0;e^G;%X_Ky^BQLgO9l3Xe^_k!xsO;bBdL8ip%6
zL=%G6;0I``$vz=@D1#bxJcrKo*(I#15QC2I9e~n09Tjf6GKhU2CNw?4;6gX=&^mwR
zV32-3HvEDM9hJ_ikW2a4FdrL^|BA={5F1jHB<2erHA!gvPq862Nhsf;m@n9nnj}j4
zzlsh2AtuTHH?Sf7V^lsiRD|#+!LZ=`F*fY?-b}l`XlpOK7e3miTlZ>92At8Zdb?9Q
z@zDozrF1OW)YgPFDA}4E$TZW|Yn`kux8#hr^nwHA!?12-T-W-<b=WF0R^x}0TTLKM
z$~Gmf{B~<iqoRor@rb-w-w40+RFkx{&BSzqH|adg4tGA+1k0o|UYP!ln0_2b3Jh1{
zdLtU+>h@X0q*+HiX4y@mdD{>Tm@Sj&xv^x*oFya>3XqZJJMgxvPq0bK9DKb|9TIaV
zh%_8@5WT7P8&;i}CEO`G6mRPByKuN=CZ4u?xNxM?dc5>xSKO+li0sv`@Y|W^(8>pe
z&<^Vn*k-*>NbEfk>m4Gn)t!NOh~r*igtrx`X<HA)7py4U*>g!jBHlRVKuJ=%UJM!4
zq$)a9Wff`PH5!eJo`fq5k09NmR^nP~4`Yo@3E}Pq2_1e#@U&^2v14EgsWPk!-m>(T
zLHLFKdDw7XoGf%L*;Fq5`IG0hbE||0ZN|y5CF~{LWlpF%%uOz3wN#z8a-Oi`@D;gN
zn-x-rsUey-UCPT&^X3RsRQ?&URcFZL{UPbDs*^C`{Vd^S)^6E@y&!pOstT%l=KAOH
zH}xkHR!c4WycIUrt)MPm@Q7yD_Q$eaSP7YJ9VQREJw|h?TOa+W{dEN4$tU6X!8gL^
zjO7Zh%+x=4*Gi5!X{K491;ThIS*|m>vZj37T5@-n6Z&>5@2K0<Ii=n@Y`w~?h#-~V
zZm5<W%90A7JfpjIu9T|5{>8d#yd)JKJ0g8@w<=Q2>DSbjZ6nhimrT;htNc7tP+N5c
zle!+G;+LtXyh+mWgIlXtEw@ou8`UiR#U6KcPwVAr>xyUV?vC0c)jm*C_u_(sD*kMi
z?rB^lReGVp>Q?Ihy0B1{RL&$pUF4ue`nvfaq>ASqb;&c^dN}z`)?K~)!8j_udi?VK
zh0chU{{QDU<P4(8$A-TuHhj>=RvYudL0j$aN;3D;eSE#58xA;~L^j6VB&B;=;$rdH
zbVb4=>KDXiZsjaa#ERXDW83KQ%5g7nt;h)|AoB@IO4x`^=1Zv4qfB(;OSj|SHhH6&
zq&7AiqnLq;apu~w7phh36&h>RR=EGh8P)8wRJgYZp?br%3m&Ju(DLPjP~3q`VTlie
z@R~O0WY-{Jh0LHM7Pcs5Xp(U4Q)l7xvC={l?_Ri|E+wZizwm#C!Jm%}^Rc0uGEVdT
zhTk|b{w=>DHA!M}v7us;{9D+Nnj}gYBQ~TaiIV=S*wFA?!<FRq8~#H~l3xcKS}POa
zulfyXnS8&YB7}c47#5tLV8iSu+VyMtdD%^Dply0+mDVb@p>|cZ9omWa*O4pfS!Cno
zvBaaqdUB|+y|(WB>Dsc}o@z@!T}<8|>_^74ro=TWo{Y(g#K~UXq^aq0;%zZSYg%9%
z(R2$VFZ<8KZ&MbNv>;Dnav+#=+2@2i-=2x(#8AAj`6gnzIgps%9){~34#U;b>kyM|
zkMY>VaDwJFMgzTOk!btUB>wX?61e0%8M$Nw-qxWoHreTduZ0#RF$dm}#^vXu`Ccll
z<~73Y3VOV0XHg+*%tt(}Z5iRnoX&XZl4rQ(n2pH3>NEUCl+mi`m(h-bAF)j{TOl##
z6xKhli>=<a$3rbf2_tHsBQDFMQ2hEi!krn%5%+dIPT7fwZQ5XBGwB5>*zX8wzcUJr
z<5hTGZ~$>Hxfa**pN%~m4-@W5EzsdJP4U$Gqp%}yMXJQs$6IWSM_K#>v0<WBNug7N
ziL&kOwVv4n?+bTYtd}SBEGDI2<b^7Jon<SNE$aO<uL<(5IJxJCu~Pfw?wXhWOXZ3~
ziwTom_GL_{=`Z8V(bCP8w}tT~UJFlW6qFn6t0cAVX(BW@=&OI4T2p`Q`4Xwc#2rHN
z@1xYFN3AtGd@stSJ6x5So)_hz6UJ&zXm;p7Jf9$Vjt&)$gbx?qH&hF%k0<o^oz}|X
z1BYnV?&>9sZ7@Nu-Rp>^++dKq-l?o_bJ9Z%*Gj0D6@R8O-B?$$>~~$Y<g!L8+@h@R
zYB#mYeMD`Y^Yjx^q0|}alLAGl#zrS~@g=Hs2Y8~>_iE*_)$O6jyGq&WD&Do#ljq*k
zaaSs+mrsvUJIBmUf8Nef-A#|u)`X_&Zojmb9Q37i<Cm3DO|EXEd!pK|>a_O08r62!
zh0HuDm34ikE*w`meQlk#QiYE<bQ`)~^{Ai|b=f^z7^Y;t-;nAsgEXk$kT)dqvEi?Z
z4R6ogsr}74L+hO7OlIBmz~{`8u>WEQvYvR8Qo)~b5nU?nRXiv)6Wd>MpmAc6Tn|s+
z^?1p?1ng4j6!M#zjpm=4hM5*CQHw2^=$h#i%7>$No<#|rXJgaT)o2>kyzPKoOMF11
zEq#SMFUF(lVP}Oq*a6jA{z+&Mm5G+vM4<8dqr$8<F-TKNhmLiy5LSFb=wM$x+7y>8
zWS`0u-e<@{qf?o<z}!l-&R;ng27f*_%*TfL*ziBwQ%X&em|SeAm?Sj*r+!0fl2AT_
z-;kOlO8RHm(D01B*Prew{fC$&zYaEJl<+fbXs_h|(Vo(Lzaf?0p9jN&^Al{ibGCMa
zm!+4TW4yNMRUd7s<vX-1yIs~!yp2e9r!{0_-;zYl1e2_mZM1bBl+u<txKe9JJji?7
zNo4$z6yh3ukBsTQ1}8UMM4H~&N!o0@qBWVjnRqrDPhK?$#&6x~le7|#h)H1$=~k#D
z?))+c%g>AB1s8V_Q*k^oZG9Nmw`+o{byoa{6-VN6v7-p7Qw$A!Xi1{x*^~I-E+p_H
zBBL7a!72L&V3Q*;`05OS#H?FLRPme9`{SRm+NHN}%l!r3T&0F^NM8?6y;4><ay}X_
zjk<wb=(`|$o5J|DIvuTU@D6Q%pMb4zUKA2%zrdb?9bU6yARhLtwJ@SoDsgk(ho-c3
z748HUKz#aSoFWY;ww@Qr$jV9RWZ^i{q1p#DcA68e7+Q<;n2m8QyAxPFz)rY7=PEj!
zIv!8;I*c8Xu97M<UgFKMQw_rZ2V%oHiz*52!|Y_6<E1<=+a?M(#KZFVH4CM*=a+;^
ztzOF|UcFK8PL33$qrK%GtK6k_$0uu^4Rn+%_?#8uYFx?~U$>Nu#?6qfRhlS_t@lKD
zIQ+2e9^Xo86?0Fh-zQD~_(n7R(GK^e<{JhJ>rP%*z3mgA$t=`NwiTA^KV5kv|L!tH
zbIf_U{=H)vK~*V6I8;4dcy-Z6@MtgS@3tK!huKGIR_~Z0jBYQ<V$bRNLN6=JjYDGf
zl~1ozH`}{ToxI;fWzyxNWO2=0wdmCmsnD*zx+_<1sp_k|bX6*Em&_lOPmk-@SgL+B
zQeE`Db$Yqywz`bcojtZxtfVey>*UdY{YQ0NYqgGRl&oGdufMwT*!$^Euhmm`iEv3<
zb;MP7ODrMPDqULlwD)dR+^A^XqlXEq&7UN7)2Rh?n}2&D)%wt1m7e-RH>S!osm!Q7
zx?x8`JZ5d0pu6PdXB-vzenUln8Kgn6p@|`pj}3oSY<Qimu8rJ~p{<;9m?T{6h>tAD
z#C}6!$Qm;{VmW0lF7z;jE=o8&&H~$A%BFErG%^E^(>dXVbvxr~ce|lpeUnjQh3)7~
zrv`}B%0yQ(zF@=9f~jbFL;^N(rCSIY<gz3i)p-9HjkK*O+<X^@st!&PZl3F<U`9Wo
ze(9rVQH7&u^kruuPWgV(W5#fFxa(qJWjBQOo_m2d+)2_**w_mVE%5>sIgyM_LSt#2
zzj81P{(Nkhj}7y&;eUn=sYw!(iwzZ%gvS3A8&Z=bw+z{%d~Zli5+(gJZ1|(^4Gnb|
zuB70XcF^=c#U%NEiw)_Ay7Zet8vYx8Ly9f!70UnKkV^DlgJHq>2{v3}t=(`Y%B%FY
z9@?fav|8)*CE68ni?kE3*^=xhr%3YaO~mu!ZE|?*32hyZhFbe8g|v24JCb*STge3S
znz(k8$mj<paI(uV0((}Hc8x!2O<aPA+O;Kl^`-`Xv+5H`mG=<7`4!T=k$}5!88{Of
z;{{=Lh-vw!#3Z#Yt{-p?SAA2Fm`*B)$46nJ&A5ODO>-krWfREc!z>BvpkTwSI1It#
z@$^?7r1*hT#CJ;yY3l8X7OpIU)m?0bn=PI3<_TAXgRjEy)R2+FQF}AI)XN1oe;thM
zO$dHf{0drqp*Pz82(a}?Qz0?=KF;*pg-eCa!ZH3SLd=`Zq}IZrXv(vv!kxN<k;%a4
zIA!Z$VzXl%v9A1>nDsA7I!v`jV;!60`B9HZgR2$Ly2JtKW}QSd7rNlCd-r0=az1WS
z(2iKuw#JF3$RPZGAU2%seott#d5df<AMw1fr>2m-e6T$3y^ECQ93@n2JXE&4FRHgc
zn<At=`AzQLWrEc9^<&NBDV=0T?METjeMQDN&tbCQ{am`d(LosPS5vqf*I2IKwXD=~
z`5vLJ^#}bU*P8mnsmW5a(?x|f!eQ0zkcFBIT^ZS?dKdji(|Pi5rzdNU*nZN#ZF5^_
zaM(@Q_j#J|Y-weo!G<UL+oO)kA-lXZEBES!kwblCx1iS=hw{_q&covMEw67=Yo#XY
zq=l7Ke1YMTMZ0#YB<nz_kmq*Y<zO>a-PgNxm84k7+_6mh#9^6IwWmAOMY^0xFT1dS
zPIq#c$7but9*<)Ot1GtHq>i=Pp<~y+S0~8})J`+a)1O53QFp3QBW-2fvAP>qmP&37
zf_0D2oK?kM&D1?yG*8v)rIp&_{xzLgy{=@x@3y*7?BVnk+sjFgZAINWt&4}l94FnS
zPS1>^A|D$n`pO^;iVaN-iF|DMt75~;qc>~&j&amFtw<$PZ&ky4E>6L|U6aU)vn5H<
z3#G8R(?z-n;h<YjaOtZw%8)`mO5m}BWAWU>`*0QM2<q7~6V3j;5PC8!8#U;J(5116
z^5LL_R5Z=J9p*0k(=@7nF$Pt8umZ(62MX8C&!Q@^Cxz?3C826U9ih%%HJZQSBpOk9
zkT8;qLGD$bp@V&H2rJ?lw5uyYYpWvR(rRzvHFr|L^BK&ISwQRjm4jjM=VQZsY?zM?
z|1)ezO_G>gY^azdH2$a9keVcv&)_$tCW(^%88$RL<7d}z_LTlZOp^b%*pT8v12$Bm
zf7x$n*i)MCH>A@0^I%wTeu52$@6{#;&i5+a;;j};ZM8Og9JR|cW@{&2>`JbVIY5#}
z2NGfBOmbw~Yi;cbMYML$oV0dVqR87#BgllyUc|L^5i)v+;y0{tk2G7TC+&~AY55)J
zh|2abdA&Ivzp2@sq=s}PTwF)eW6)yUrFbIFTwsG2Ff1`qzEm-B*oy0~uY{}4N+zZ+
z&fy6i4v<FbCune;&m?l;XfnCp6B4xMA{pId5#D-y2{zdpg|EC#Br%~+i09<P=yR+2
zSUsw>aKo=V-h97?aL{Evp7PFHINGfkUTSp=H+RcMc28&H7uOr0HA8Bn?N@EFb-CF>
z;yxYryfqrHeHDR6G%Y5?T-ZnI6gr8fPPr}IF{y@3Yu&>s8>$nVCXY#}K2F4pl}Lw|
zyV02BP1vc;HsZ7VBzBwj39Cvp5gxQ~Lx($E!0{g!<MOYckt)lq@TSmN2I2n$vEj_)
z4~5nR!{k!QtmnD@_k~OBL3vz@-=x&Wg#^b&uVjm>A5gj4T?BpoYI3(CF;ZKHzM2QR
zcCthDR>JreoioNlimWM<AYEwgsy@=KkSghUf-tLNY2i`L1#-PA6{HqN#tF3!rs^N~
zar!LB0TO%`g_UXHs#D9CYIM;KvbF77{d<>qdGLsSnylh0^{>aA7j}fD3Eljc3oqr{
zy4Hb={$}b}xo`L;&GHk<CXjW<<zUo6UtrNlxs&FAzJ>h}wbz<z>b33MRBXxysrc@6
z)dKY?$vo9ock#&rRh^VgI;RfSQo&B6(_<%{ma3I9Qx}rkrk82CUza|0tH-7y-PEI>
zl~rlFr>d4_cUMPl-l29MvPivpciFV%^LOa3cittHb2+CQ?e3+T(CC`(L8n8i^)=tC
zwUt1(ai&Ici_KQ0n<VN+^@x!ihK$p#E#AnZ+=mys3zv@?M@2q1RP>iY8WbBAFeLsa
zHdLymhbZP8oJc{I5;q){_{|xm1^}ky(;bKOpu?)U{Pa*mdXS-OZu;Lot2CFtiBc96
zYOYXAh5ixel^VqVle1{fSGc1MSTR*wA!$3A{P_%)Ygyo4B%3VND;N;3!DfCO5~eV?
zo<%0My_>DPIYZ3A6pvB0z%!>fW2c43QFr$zXvS44?VNyiUv)sYyCZa=BceBOuhzZL
z)b=kitJy-+sOHrq<b0DszmGa0WLJnrl@<pGSDj)|<#oG+T0=e{aU4RAEZxxfr!hJF
z`^KykR)qCJnGdvRRa&-YysHBmT*gO0s!YuMo<Mni#bA*B{{kBtjvFkb2!c}KTq>$u
zDbcexDgD`brH1oKsaZyeZu6o<ryC`D%pfKET>8ItK512@eoEDHiB4ZiHFAkgWlAo&
z<f>dLQ4D7M0pGuSPN`BCb$#TRsJUu@zIz#kzB!|m=Fy<sudI->Le+B9w7s;AZn^1y
z`<ugD{-#RVW(v`<)Jh?5g?{<-N(}@5FP>AXyc)%3M0v*_VKi!z<m69Qc)mNQ)L@d(
zGi?lIb4(JYzML}jyi#hCDCvI}BT|zjr)<*KI&;!_{fED}N%HrxVF~8T1fWWV2C59G
z|BhlldZqWj$A1Q;p=9MK3Ob1lJajVAa&#imdqr}uhB|4Q9v)1U4GjepqI`M3JEXk!
zx%ZUIuNMpx;Fmk6v|pDXZStc%UbfdbEm+mo+V1bFUG^wWJMq+Da?Qq#BwN-cMM`fX
z_s3k+);e24YiC+OYhRrqZ$953u>%Nk#h1wF!h><L^?g#{>F>g_0x4wddgT}5Hf+}N
zo#KcGXGh+I6v3}o93iQtClmJ2I?{95NZh3ik29Z+$MdJvCMJ{S5Pm{eT>n*VT-ALE
ze%E>>v8Y>%cpbScB)*$RA|0QSNejx8V743?eSau!YPt$fU-}MTsc@gfc%LB6f>Y3<
zN4{9S&O*38Z~@-Z+*UXc^d3(cKS4M;Hx4hknT4D6If(486vod}j-$1<erWqi4wur+
z5)!im@Qttv$hAmayuDR3tf}jQ?UOr^ve)<Fl$CRdb=Fc6^IHRSToXY$b}5O*pze6V
z0B7QncoVI?TL)dQP#(?gdjxm2DvIMfMd0!?Uy>@xv3TRP2F5=B=bc3}L&0G!LJP}Q
ziywQQsa;1nH+ZW&b|IFwO;ro!Tkn^PpI@)mmBhl9Hc@hy?e<ce=8rXZ?@yA;Tb&Tb
zhCIj^(|MSzzSmDW^L)DyQ$0qwmM}xE^Wuio{Cye0H7-McZ}V*Z!Aao~R39oV_rj`O
zwq-SG^%}~h3J%i0?Rr`s<XTO0u*hWnOX<B(dr>!G$I?c^gUeTh){cq#>rdv(eeC;a
zmfjjJ3_bBw4l1G3n>PI*lQ$Lgj%S_Jo>yJf^ZJ;nm_B2r;tf4j^ZJ-b=5@k!7k;0u
zsy)a=SK&#tWESt8K4HOVsj5dq)!A)Tb*;+p(51CuJvQ>4)HVtAJ(|^YP>-4Kr(+yn
zs~0`Krnc^!teZNww0g#go@vVpCF!o743k`@2k9ORh*yo<AnWd1R8TdJZ>6qxh3Jx_
z21>3w2dYwSvUDT6Gm>510=hv%ws|Cs>Y_V)Wt?$T<YPlcO&g>^v7wnE@i(zyuA!8J
z4|C%NgO#ok-{3<for4Q=`KW<OjmrGru=w$BSe&{Pt?g-9LF=&KA&IMwaB6@9_HoZ7
zi;~xq0(%Ew)1^6QjN%><nb_uij3P;fm~?%NN3(D6v>_+4<1{POwQ4q+-sTayX={O8
zCuO2@6`xQ(+_iao6u;LTeQwj3rcu=!y-?*FSJ0q+?}STUwy0ue8R7C7H&n6b0KwJ$
z1Dd<x0gCeXMk6jcV6#ul(eBkpg_ZSVP)7VrwA`teX1sk2ir%{)6*9krKAMElI)CM0
z82tYWY)DNsO8+S)%>NCGFY+s*$gr3~77FG6h6UB3|3NSe{J)3|Q7(?lgAH>`l9(^|
zsY#N9&3=Fl>2FxjJW4qxNp3u6PboD?l=P1<VNQMD{e}gRzSd=^GlwrPCj5t(B!3?p
zGD=WhJV&|E_#a_I1J0xQG}tSY7ZcKZKf;6tY)SKISyP2*T@(}M{82`^Qk+O9<S&m2
zl{V%C!vy&Cu%X*{?Z&8uUbX|$wBXoTTYC2`?XvPsv=a|kBiEM3lMM?T33=;Bju*Gr
z)~b9=TiPZ=Yu|q%dDAk4Oe{2jxYn&hMkS8G$%RIc7Bh~LPUC~L+yj<0xR1zNhnDzt
z^&Mo}o|l9z@`(5xc!;}Hd4soW7vT9$dx?qH1;Rb6g55n$vGbXa#LR3zo>-<B(f*cz
zlEUIizoqBNB+~>E+@T;D(|;dsBBbK!6K|1XL1Tz-6~&)9&>FL?dtl{vZG>xaPw<vi
ztAzavyWuG|uENoCqw$h$<uNRCL3W1{@v~SRF3_<&(k9NtrMj>};_I7u$DRS$dYU^P
zRZ>wCQ_d1+&n4*G?Xk$Ak`_5^yMR*`+Y;+`hlv&cfD|xOlaA@1(deTsaHX1kh;LGT
zw07tNbd4Q@<{rL@yCiqPX=f+nMt9y2t1f<c&OD>3`w#RRCX`+%z@;g2$=N48Pu_?Z
zP8Yc-k9mGeO1WN7DC=t_7dx{Q*)E<dq(+RBI}dh~ynhSU+;%dT%YL3KjGnnEV{{)g
zS(QFiI_*+Yy{~8k)!aMPglYPF!mSfS<l1}OrRG&5g_<39>hBg@tKa|ju++3`Lt)9q
zWvWfvmupf!)sjoTJ*$5m+fyEJWw~bG+1mQ&uWJiZ2NR+Fg^|J|yV1H<eS`JaY7~}x
zAH1Sj{P~pdTi1PZ%|!(@P8B`n_Sby$O&evZHD`OOSK7Ar_@sR;6<c>wHFy3Vso(~^
z?tG!ws#>ZHo#W)0Qh|L#(#I#ulCy6!b-`ve(<}5$(505}_So?LhB_u~o67y*P}PEE
z{nQ~Nuc>Qod!$|#k)5_=$b4OP+bL4b)I{CAhi5&OjNGI)UshMOGU1-u^ChDT@T?$}
zKJ!RzzT-)HQfL?D_bkflRx_PF%G^e}v$wzg#ULLWDw@%t7b!L@Xh{4`Y^YS5?>GD#
zM%qvOhQ~IzXgkS^wdIy3kqNzP;f*(vaL-!3$bw`bd~j*ZUm~b}jTl`0Z8EkgPFHA#
zutOi=kw+Zx<k+RS+;ogOSM)|x)<w}g8c_P72y|g&3_8OerD@#0-&z#k)f;`-O@F>k
z@f((OKu!-FQ2+8rh4W!Yk>mA?!o_KBsKRO@)OcS8b>AO@ZYOp}qpTfr_;;MQ7FI;Z
zAf5FCwB(MPaBh04@N`v#pmxthZ)@zKJilTv4F3NGHq7@M=KBr*0|oJar-)(T|3z%5
z%;6jimIoW=#b(qb$;tl#HZ+(dDDz7llrP65QLe_lrPL%*(m%q8^m{}4JBN9nM@^Ev
zX+!**y`{gnN%Hrx;eW$#NU<Iz8vYZ%AuU4##i(=zqIKCT^viyCXqW)M9yT=PwHu$$
z_OdP9KnpboYwgmuX_tC;)K1(}np}4oNjB7oAjM+0lSeK^wQd92X>F@@*4pbYlGk(B
zk%@_eh->ANWK{LNIGI~c%-g>fmZ!BO<35{`7CkMr+z5fVpKL?k9@~XqZ8%1@McWak
zWhK(<o+a*5XDHsD;EU&N+eP>fBH_AK!tQaCu=Aiy{ISguV%ebrX%bUhNX)b%{hYl>
zTv&G!ykZF%^YJ;}61@nU4DiL5CTt=xmg`B2U<<U=wjfr2t}R?$+!b#va6{O4<^+yk
z-bgrR^Aax^e*iblE{5#V0Y6nvJYQ#Sg?3mJz*eu$3iFB!_;$yV$n}zf6%(8>s^Njl
zwrflrs%vmc;xba|d_PjMNh~p);Yw;uH^U)qBk;nokwopa47+Bf<A(O*ga;?bqO5I;
z@MO#0xZIQJq>5Y<C-3WF?DKz~-*DPCKcPvF8*+*GP|xEVN(sl)Zp&kuRh70TY!mE%
zuO$~f8KmB_rIWD!V;i|so!wIFHM=x7hBuPSJPZ>?9-N&qYM7nu5w}4){xC}z)G|%D
z$Z>M5IV+`RT?Yx(YxmRN_Ijb;7gAJeGI5fyXbhuTv?yA$<?v&<#6t`H%Z##e|7mA6
zd#>vB&+3j4YHYnGNQ;w%8_Dg3>T^Hnv-@Pp!NamNi!|$n0k0Ry0n7wFTXKZlZdC<+
z<5*9%+M%p^S>o>=@6&mySjC~L*=J3pf;G)_XA?K5+}I;J2iH)k0QWI{+^*?Tl~@<m
zmF$MPiq0c-DW{futbh5*W8a<%YCBtV^@!k_=^yJlsAmO_QkR)qMpvLyd3B3(v(gql
zQR^<BaFguUpVSTC?xGrff2{6ai8U(CKwovOf(g3yvt~;!-Cb1M0-ESz5|>Hk3TkvK
zj~!LDu2@eOdvvjJRODkrMPVDHL9wB^A@Mh{AvIx?s`LGZf6<mRi2o<pFl$bhw#}Nk
z+A=ArWbEb^c+Dz=d(=)MiCMOUsW=>S)pIJr?e}_P>ngLAUSROYPF3-Ug&G_yKfv}&
zilB~84rp?{A?W;~qsXl=LMLza&f#mdsyCXHuHd&NIo}4Ns?}pqg?GzPzj3dGGmCp6
zhoT9>`3_T%V{s6w?M7&3`a2Z3#zE+Lgh91A6O>u9x3D}r8>NlxfRY9{XvStD6!EmN
z;PDWl*Ef36XZ*^+ApQRZHq7@M=GkLv5d7cWQ<|%Ga`u(x#;G~_!+oX7{mKeC=kirk
z;x!a<$xSQRBmXxnlpkNu^F!SK)^Au)lO!hBAE=llH2$aG8&Z=bw+x|sNvTPqq<@47
zbL#sJ6B^4VeZ`qMe7Sx@5}}+$^A9me{ysKjl<@ER4Gq3OTE<?Xyne$!!h{AtA?2rj
z!y>t5so#)dKsw>R_Z!mZ{L;aofPOh_7;(Crc2jr>FPjC&wcuV!Yrp)HcFBn0+KEyn
za(&BOvOaACX<V!&IobHM)^$%=t&RGswhaHCyt=c1#5rFet~SHTNU0^>@G_3Hio8L(
z+U?hJ)_X|(jIQL}(9-x-^?qcV;}iVZZX5CA6ild@hPPioiRU%1O86~W!tUyb-H%nr
z&ZQrcg2l$-xP207R&Nj*)}a)MSnEb6p6O45Uz{XkM{dB4u9U^oRoC&wE#1lRyPHVM
zj^1clPjl>9WrmQw?IzypcUahGA>#OY2ZduDuHq$Kvv5=UNMyIN6n;`?6?%Jk8|u44
zjjd*s7v@!t!U)#m4R7k<(Yq9t(in*QrX-YLohjVkGzS$NvLC0+Af%LUJQ=$120A*(
zjdTiJgGLW-iYqg#i2s;6Xie4`bmfUZn)_rA?)=#wPwM*|mz#1NFDQ7MxZTtk`~07W
z4X5^w7rgGykS!;y@;o}Qv2bK~dwKMtJ<^u5M}*P~6XYT%ccGHM?-Vw@sU>%KoF%oo
z@?3K@%T%^Me^?k%$SGrFf=+Je%SuPHPpP-JD6E=c-(Q&QGfKE}Yo6>Dx><tBWreE6
zV)QqYM(g*SA0joDgN22vmZ~W!H8q=7G?6W@mDWFhZY4)IP1fw%6RUp`eO*YIC=0FT
z`wO@3&D6Dg*I9pg?I}5^);`U`fF?rJVsp8AYD-O}1!ZJmUO#=A!!y<Oeh*U5yzK4q
z*1d>SbZ%|cEZbR<*&3od<C3a!IpD6^dwY#;L;ES|W6#}}DsQ=@Hhobh-8ts0ZtL8S
z9_yZNP!FD2UFEW<t!nmB8+B0BU3HCOyVXg9E~X{*uA;lt5lJ=5?a|$ycT_bhAVYWO
zaH?vF+jw<@51zVSPnt-!!w#wo?mUt{uXd<p^YWc8va^dvg3CqSskRf1qaq(0DjM4$
z4T=p584`aJ8!FZ2`wgj;`4@vh{6E2l`x94ao1a*xwL8#|j4nPLFRwiXcSj7FeYZ4z
z``iIDQFT$xY=kSOO~Iv_BDy5w*Einam_Zsm&ZalE-Chy3ufd>+$#gZ(2`G75FLd-}
zHafl!(Hj`*>_d~v9Ye29CebvimKcK^EdYfvAB2;a*P?RgPYP!pl2Ey)jRfbJol*P7
z*(m$K3pCUP<?v^8Tq&$n@MlVkI%q-P*}~}=4TOi~FCepS<I#(4ODWH<7!1<?Utq(0
zzhS=L@GmNd|9k9)f&X9j8!9GA4o3Tt-!RuC`NnTZO_G>gzac%Zl$s<;Ixj}V_Z0Os
zHz??benZ71q5R*|H-5uk+$8z?*zmvYH>8T1Vmrh4h6bM^y+`9k6#D*qL&M(Ee7~V0
zoSy{4y!+#`Xd;%4(r&tWz{{rg0xbxuv}Gnf&@SFISvzslI&#Ck3R&N@I<d&olPAe<
zw63L6wAQVIwPoM~c~xIW;x^qSt_6Q5BU{?w4G-Fo!V@b9E8F!Z6EyuvtD6P1?AkJ<
z-ts==eU(S}WwJ9#Ir12POsqrvOOC=_zyt57&EUk#ZwVjLhp;tw;Ra>P;VQaOgem1q
zN(9G}W(6&U#05)9gxexAQMg5VH!4fUnfAh)M`*E0j{~Hr*>KWpc2DIuFAidU*d^@Q
zdYo`2YbM^B5hm;fWf#-#UBa>HO@%qr@8FNZOk_9X6MkH9A6oZtBihj-4qMeZDa`X6
zhVPl*K(z|I#5;GoVPdlfmwVWlRA?dNl*x~X)!k~u^4dybGQSe(wDT4kZJvgcdITtE
zw-&>$P!qeSbrBwpLMW^2F1&5|K<ss_D6#6%9nT(MJX+%)xTkcAWw=1ba<au(8_&bN
z9|(uKuaQT+uOw~0+)S|9e^M@d_@H|I-ZR3ghwbI|8|q4}tgmX;^?E349Zv|u7Tw4g
zvF^Owz_p%~wJlkQSUOHPweP;{+6YNa6%<~WX`<ga)J5i2HIy2?%n;^%T&jv;R%nvP
zm6a{dKGQ!dSWS*%%V>67tgnBR+EOSLHd0t!?6YvWb`7C&)+PPLXJzGpyZwYp`faj9
zqxZ7Mp3a(wOi#Jejc|RhbMET;8#U@hTkCtg(v_5oT0T?F@aZj?RSVUf+ErXtGvS4<
zjQc~$L_a5e%#%A(rK_Miwtj`K_5EAAEq>k}YacyUb&_AGHH@iRjDM?Zyfjoj-O5XC
zJM*;8d{LCTX;-tf1vl#IE?n3wRfl1^TlQ~N?pl@FPW&hpYF0sI9$HzlpE^f3=T)ZK
zdcR#mJ=RNZN9*VYul%TD7bWY)=!zMpWd83PQoUu62E~Sj4T-;r4XGKURGsfP{EPOS
zLHs|#hPzXbY8$&f)!N>APDVsz;G{m;xLX?sGP9Z&ett;#u5b7a+N-#QGzDArX^;~?
z71<NpZ*sz;CaH0$hXl19k%T6+YLAY4OhL|83_6;Yl*2cTJ%oMUbVendoM{?4M`xn)
zHD01Vu@i*j6%|alc)W1xc?>F7u#-?(IcsLfv!f`s%Sxebrt*6i1<IlHCF6w^eI0P%
znAxbTNn2rQe}w9LbVuXkRw`$f`q4Un<zSHh{{kBpQUpOM|9eBlS7#7>zTfaK>Wlvp
zyFvbc5gVc}IE?z`40tTZB#HTwrX~r!|0BO4y^jri)Fh#NhhlQ-$uUWkbY4uD!>?e%
z9KJvB8`8X-{PSPx$%&6t>iu2u8~#H~lE04)872HXenaXb%<DI#{yvKJ>=mNnkNk#I
zX;D6k2fz0l(lWF>&8PKKoJyZT>6Z?M3GnOr4f`F`Ztir>%X;?}Ei@{jE!$_IcF~O@
z+KDSRk{c;w$+{B@Nz;3l<aDokT9=?o+ETtRv})H^Bt@fq3)t{8ad}&mjJWU)Z@4^-
zc)MRC-N%pDvV@Sj@o`$q@@}Mt)`o<IXW<X_M@T?<N8F{|K)hqvEu0utkMIr(4xAN<
z8~Dt_ReFrW*EdweQs!dPV$6ONQ|dJd-#VAXuG*$GP3n)`?{C8QLIvEt))i82<SV@J
z+&a>_&N8&3+jZ<Y&|J8DJqo8-?-BNl_>3oatSuZnS_3aWwFoypeE`{wHo*@s`(v|!
z&Pe;v5|=#wPMFs|5HC+^h+e2x;mze*2y-iSCk@X}M>D#l2oGXgA@f_xSv2EU6RUoW
zh-Kwx#H7X$(y!N2GHuFiY$*>ww#m<M(B(Ba^!-V+V_7@&Qr{Q*+`fmiEMKEN16kaC
z;CW-8|MUEYlMh}MP_?ac@zJ|H52@A)`@KOP)v<uIx!^3J)JJEz(213(*j6`T-QJ#Z
zyNKsfOYdQtix2JP(pMN^h&DYVX8#b`-E66J$R<UtGkdOzAAeVfwH_**o47)DDR)e2
z^0Amusq9PrHMO69SM@BZk;@Qa?%}Sgo}aBX>%*GJ#g8TEpLk7_`$-m>QIp){DpC7{
z<j)pD)AkR9?6zfeEj<JD7d#SW|0R6{_f{?BiY?a3z1DbTyy<g9_P$nMk2*F|yEQJM
zo?c~<$BRbKr6RH0RMXeCl?tpLt2^0kwW@~i2c6yZz7qdodiogic2cF{eN@LC)=0%+
znq(KW*Q4j9*Xqau_NvM~R;i}jpHcU6F08J6-&CD=Taz~5KS_7qf2>q(fVu9*{0XX<
z({I(~9h*v}&J5Tp-AdN2-Z@aJ(P5HmTZLA-q0!ByGUgV#<@+)`97i_Sovc#NI4bh}
zhKj~ENP}X-B8J4@#D+?>`F_Lyz;H8&|0mdR`<=#GwC|SI#yph_J+%@iUWmb6MMS1=
zh{F%hoks7<g`mnY2$!AVjZ02Rrb{w@xbPAl@^}!Aaf-twtJop$nK5YGJ|~(-16r}m
z0qt#q(BX}}Xd0tK-O+@-1JR4t%Ae_#eCHJosI2!G6zt?K{2%t-1TKfJfBe6S_Eme5
zN~@$omYV50%M?P%S|PGzE1|gUN?H)vwOJCfCm}S`HA(htNp`aD`(Bp+oJ-?zd+z&w
zz8=5({^tMfyk4Kqe&*`ToHL*Ie9oLXIo1X?I=dX4IiU;R9g=`E6<c8EMY`~U(LFe>
zbBw(F?)Ps%c76yl9efL9ZJ8=f`XGU$;zB{I(ir&UNfT10HafBQ{|Pp%vm4gg4gZS?
z;_s;<Uid%AhQb(@^Oye@pM<{^qLRq-zq1>XG*Kn_o!yYABsFcw*On5MM2P<xBZ_53
zpQt2anE1j+!N2@I0hPq`+OCrPJRAN`?1tKse>ss43Fi?<81dV+r6i4%5$%SWLYS~0
z@kRL~yP=toPwMH`_#{r+u9Z$40JV<|=`?1?L2WOiphb*Nr)Z`zTF$IC+{YxX7>sYX
zl;W*}_F=tSGW=5a0@FPI31cvBDbwg+AN=Z`z=nlc*!g~2JY!TS+IBVqYb{d;8!ILY
z`<I5|Zf<uO$@#sw)x<LVVW2vCm6MJ0(RNg|d>sz8eu095eNpkzWR#(D9V=c4#S(>3
zG->z?SUR&DD~#QW^{1HQE<wp4Bdi%7O*O=G^l#&*@9x5bv95^8I*k@xk)n%7O>uPN
zUYNPF3)O%15_zs{1g^Y~L-`R`!2wnc&AV#?$}|_CtPSr`d;KifFw!19+L?erP-i$?
zx(d!MoeMr)u|SVj{{~y?SfP>!U6GgZIb_*?F}6YXQGRR`)_-4#b;A;HJ<b~k4vfb$
z58J|+;z>{=Is$GQ=mjs|>JQW3BNXU)2_==!N9GR=u>Fc&Xq)0!z4sTi8_rwS8F-$r
z<h2v~cpiDR7aR=Qz{lqG=kivY0fRPgc(rSjq2{0{u-RXO@9y@I>oQj+-MBW8hm{CS
zcvW2(eNu;SeWM|FqW*Y#_j5lgIn^J`Vy=M-Hy7Tisz2AEojXuD@JN=EzKEB+KgoHG
zSPW7(c~H_&Bk7iY*}V3#YT1*x2K<;wGo*Y@8`-15eL&9SBf$GkFL3$%GPa9Xg6u*<
zM}E+NY+zL~n{V9Ml5cloxbz|Ymbb3XmGyhRo^BDno?h`ez~lM3<(y{y>D0o{G^gBb
zHe2>Oo@&;@mpYVsiQQZ=q9D#Xh_eChsFO~mY&YNcY+lg>kIhHD>4<5^C|l*x)WWC)
zI#~S%ZF6xYoi^n7-i$jed;W1AXA)V&Mm>{Jt@QfQM&rsk)dwz=M%YP@tI`~{DoL9*
z)Npe@5Hg-~S=*l-PfIC<RrYM0h3VIsppFfNnOf`(!iHL6q>c^$9xd!Yv?_N0U$CL9
z`A~*RyU7?jKg1KCdZK09GEva1OuP_HME7(bz&Ek&phb%qWYTI3(qjY3tr(R~7==t5
z8lXuz_mFNxDD>N&3FD7;6mQcoD?<YJJ*b4G+breflb+8(ePyelPA^RohxWTFq1ohX
zaPaZ%p!ARdG<%;6PUq^vMyq=R>y72mTQ3uy@qPzKwkE|Ta97Y#kWH91zyX>K$OKvA
z4#O7XG-2Y|;ow45guGBK{3G^$9UDp{1mKBS*9du#K*Y92>;#_(`49>bvb``7#~LA9
z4HI#yk-BeKNF=@g!|4BC%N8&E|B?;Au^WmEMtq`@5dV+thN4RHdo~nQ5>j5Y9}<;B
zh=0q5;+j%<x$o?UL?w}@XVx&GU_V4+IJU-qSj$zCe})YS+llUv*pTF#)fD*Nen|3&
zi1tHrhxnci#rni2?bmwyp*R3)9~&xdW_GrqybK>}Gd}(XjD_A{CbL66le8!l-`;c|
zZ+R`n`gd~hs}`e~=Bmbweqt|%UNZ&nQq083(vjHt{6`$~xiQ*yeg@WF`WkF9R>yOy
zy>R#N07f!80k<5~o@uaK1vlG%5|8>V1id%s@lb0!6f~4Y`wc##^yMG1;-VDv>0Bq&
zu51#ryE+Fe>Z%FHjK;o;wt)<{H#lOSJ)S*%BBSgx7PYw$j_%v;L;a@g!R9-B(5eJy
z>|ZT>$qE=F&yr$rMW+<yAJ_{@UU{Q=6Mq9`9mjyQ&AU+b9O1pgkfG>dk|$C*PyxMK
z3Qw{94}#?pmgw>My|AUnDRcmxMBYZh$ns?*w(V7h@~8S@{h1OxiP`{9sC(nFukYf;
zDNm5DtQ?w*90*b_2cm21KfwKikHFW9H=zE$8mJU%!h_?ZQQy<czn=47&u%!k(=I@z
z_TaT<XLufZSs(15P|3&Y+~u|}>Hzd64dYd>`_b7uszDZC!TVP+T<2r+rRz&1JlL@b
zjN2<MoUU_$cgu%d>4-28+9DJj_l@G4RrKZBk3R&I?V8KBHhRuW)WbL?`yE)ecqY}@
zdAoE|cQan=u!ZbVRwO^#Jy<&9JmT$OHPFoR23fZ}z}fJ-z(Q@5?A%#vexTVpU~#A|
zZ*Jhvx7}_fy?1I1-{f`|Szq;hx|z>tdj86(9#2Q#<usx(wIEQ9Q`#EIo?f_wa#Xy<
z8rO^D6lJ3dW=bnL>oM8X$)xd|_L?D_>GBGXL9Oaj?PuMgTX$Ye56I}xdM(;VyR;0W
z=PzBw>hA1Dqryph(?|7X&rNR0IXqBjuZP^FT9|#H4I&S4styK}dSGwPbb1qZS)qZ)
z^(*~p&&w{HbJ<!ps$(!E8Qy`NX<qN^RZ+)=!o)5124Tam%WZ#>4T+W`G+no*^as^F
z@m%}`8y3uQW7;gb!srj!hR11{qeXoyQD9ySPChUj-I&lHzO-y4^t=RlO&Wt5JYFCV
zAF6JSOzNegsBZ6&R`Dh1YibGO9T7b8ZVa?imcXMMUFGFwD^{Vv4yjNpQT~J%+LgpW
z)6JDIBq0+VwGD)3W9EXBX}a)Lk}4?c><`Cy<ieN(!$FTU;d>WhG|Vf$2iA|SL_HUN
zfTmLuK$h|>=(1`eOjywlRE+3Jj!~PP*!%wk8xqxuNZp#!x;3RgI7$4!FD_pAKgfo#
zhQYpJL%B*4^Cg|AByv{!1G^zfM`Agmk_h3iOh{A`A^t5B%FEZRDJ9{*5?r&U6o&|H
z#?~<5FQStCJR3>`_n+3361(AlT2o5eAzb%o_Cmsg#MVgmoiP(cS&;A7l#=?Q2*KLx
z!~sz2*l_f*2xjN9axcS}`ixJv5sbxU$gG+quwg<se8<udZ;36$T}rm#3%#2%PC-tL
zUOHmvD;{`f|5G@by@j0*55h6?mC&{mH*xn1QFuVvHAbTBf?ITc$>`NvkDCqcg2SJv
zqPMGD@G!Fq6g2uE+TY(DrMH}m6+4_kAGd^~Nqh6*vBQ?=j`RrP$C=}<nYZAK`Dd}P
zxDd~}H=R*lITW?&sfX_Mg{a?+9BeLqgjV%$i@oC?A?1Me$n!xpxNO%G?KTSrCC&Gs
zdFow3*~~JOWw#7@l{JA4{fg0pK}!(0=?{kmrNX%u-r&=kaJ0egC46Tegmzt!g0!uV
zk>b89*!kHg@TBKnsPWnt<^Se}^)=UF9W^_wc<3CCq+jDDjk_aVR}*M5{~;RU`Wc1C
z&p^$t&WB#Q(^0T%Dmr$1E<BhOi28=%ujl;NW5Xn)w!ppLSza@_!t=o1Kv1-?Ge2Xr
zK9{>L5a{lE!>c^I0acCGf$ZoqzH9M*uCr#Pv_dJ6H&#vtW0UR{PVF^ZHebz@A9P)j
z&g-_9n%#9jh-21+Q~lg|$6ZG`?_C>#MS_v+ibHo<QRHL}-&p~cB-(p?;BBQF{9<^`
z10T4a#}jxwx!kjK#5jJ!w$5PVAO!#(4F(lQ9<rTh4U<*aH{=Ig#=!NxK5yB+8z0<d
zL*bM4uDoB#9+`)+AMKRblurLG!sD^_1x~$MLM7*?aZ0Y9>?xOW%AsO673ylpzDS)w
zg=!RWx*hJaU1n%e^Zib7w%s)fUMno6!<Xq(bNy~ob5%yr0fz3h<&4erQXBKVsc(m{
z6{^*ogINZ9?fye*a!v?sQf<u{G}zW|r|S|nTN=SRPB=&9KS^LG<y&$M$Gm6PEjsF9
zn>&d;H8u3>RZ+)=!gMY624O=TG4hjaC^TEQru4ti;l%F$3pUJu6V0?JR%IG2bH=0l
z1*2pQOB8Um63-o2gs#*thR^jHK~skqq<1q0HL&z2_hWR;;T0Mesf$M0`y&mT*06$c
zh4i!YB#$_lfkNQku0`;0-WQf^9dZiBpN)pkhb@=q+dZ>{#y2Bju-{5>DCsaV;%-1U
ztx{lJtO5ouFM_zcU~@Eyg9GHvNnmbk2avrFBF#=iKvsuJ>9W%?aHQKj;N&HI>!KIY
zB5I`*d;gzc!@4!4b!$rhiwWZIsUlwZKgfo{ASR54g-Pa*SdFM8^8D}EknANRswBU&
z8xoa7Xir{;>{m)u5+VLQBf?5yO4I!pTZ(mvN+O2kZT!)i(ps*P{2UvShfV)!O)23*
zV$TyDVK>5ff3~Ldd%K~gP*&tU;*%$l-`fpEMkM*diISH$6a2b0r9vls<HT|I=X=qN
zo`03u`F@v|p}xR|Jtd6gsu9e}EnZC0r2Y8Lq8@mQVGcHwy})k<1ToDvJ2DNn4q(h9
z&*PU0!FYa~mDqWA81~J&iPdLK#JYnO!RBc%@LaRSxMyM#{!9(PuC4FmPYutbm(2#@
zU6ahv8!J^jT*m?hO&pE(XM3Zx!wazT!vr)hq5#@&`hX=`hjG0w*RjEa_PFb|1dt(F
zh)12cgJ<=4gr6UO2}@4+A=EbnEt-~xE_6}D)4R05-E(x|X4MHus(TDv^0Y*|N1p`y
zhYdz^m#+h5vV4?(W-M}6X#);!D@HTw$w0>7O0eUFDSGyDG<Xqff^O>T!{mlMIv7Z!
z_U~4qCJxWAy=`ZdKgJR3Ejx|1{q|tRAWIzNJ{HHfpy2dpyP^8#TX4g+qwu2gTbTY?
z2?b2Kf#%GfgUsVTWBaM?(biSx#LoW(*Obn_odepseB?D!%{=#SdJ77l^y6brF6VNw
z3((Ok=9Q}^(5v&)!Ah^myr1w5`%eC=rE6VFdC%$fLByCTg_Bq1@h#Uh<#sw%g8qYD
z!J$)k_@*fqoY&hkpk9N9vQ2n|?88AN4m(7FMTtQkg}3@jv%Br(H4ZG1-9M|#ho4H8
z%DkV*?#Ye=m2JXtB1VJLEo?!HlV-B=sm=KQs}z9QM=ieLn~i+yidE9Po{M-ZB@bCZ
zyS=ns>}q;0Snly)X9rGw!Y*oF!wRncjtA_CQ(lz)mLlrlaA$VIQPYB%6WelDSNG70
zk9`Z=H{W4%!(BYKrB_g%z8vkU9Zv_1%wQS)EP8%qeOh8!!e)*dM9*4kyf-E86<eOJ
z%o*viY}jT6s=4lNS~uT_Q$A@(X?Ae-xUqRD`(}eDtv4dio!fquYo6oBMm+0INd^sN
zXUv-X^{S|2Lt&y4dxNl{t{C}AHY6&H&~%;M@CS7{vHSmm4R=h_W15@3VsuU@;gNeX
z(Cn&HD4;<Io?~f>&dHqMlgF0i?t?tz79ic;a{fd75;bI)bP5e~D?zG@+QE)fAdC$=
z1@{j;1uZX2;K6;f<aK8DD@Q%M)Q9RP-jO)8c@YAQtj5DWwxOV;swXr#dKett4x!nO
zAkf6M2o8G|0>>XY1;;ljf}aO4aBFTKknJNuox;7K@%2oQsj>h%xvhiok1!~!=ttVD
z%}(t7e}WC`?1pvUu=v5r;qNOhUid%AhOma?#{7#7<tj<cmpD;L<c#(m8{&?wT7AoK
za+O4=^VM!hR1zWnEfb1sNs+5i?z^?5m@`e6A1AZs_x#aX(qBX+`8hT;lYDXi$!<v4
zkk}111^Jc<NxImE5d59pkmL~|yhnV|Zm3ifCr|vu`eM0Szm`<^&2lFWfZAs_?C!?w
z3he4-kgX}Op*v&MFO*qv&5210e~j-cw8fj(Q@E?yVSLH)Hskm)jnOTVF`gaP;T<+3
z@%)@-*g0Ex=WiB;w$1$w_YCFmz-QX{Q<y1sv24NUEn0>h%V`|;)*iiD(+3a#;DCZ+
zcA@=`9Z=c;HLOrxgsO+WMed3=$j;~py1Qj6+Sm9a_SLR}>s8b7sNSn^B7c-okp`jG
zOgXx1G#3S1pT~{HI-*q?Rk(v5L@Mi7B54~JaIt3_w0plkC|>Q4=DJJ-W$(>Ex=IYH
zQd5Nudk8kiMoZu}y@{~+`AMX=_&Hc^RD?EahQlgh=Y-v}<3L(KDt28r6W;7BgEpW1
zVN<<ZD1W3g*0V~)<6pgpr9Cg>$kH`<snI~B<N5)bbPfS2W8%=2RdKLn<~;bi#2WQY
zF+#_T4#R`1?NOgYAz#n=uV*)$wLt<}>pbPvGpjxK6>k8n7t6=Aptx=BRX}S*4_@hW
zdsts@B3S)^;(dc$IiF=mrCEcI@N_^52pbe#IPu9i+1$w0e8^0HdaLdmDz2Rsh?#H>
z96hAZJ4`&vdC{$bLR@{>h7*ltRnHPR6dnN<ENto#o$e}K+jldse(*A9XF7$4f>HR`
zIDLM+-(Ijb?HKTIjsd4WFJn6~+Oo28!B#l17ieg_g*ScCn|IsfF1>ZtkhgewQ`ReZ
zJ#D}LEuCWA*W+GD6He`QFqIUymaE@x9D6+SJY^TJNDWDiWuHxMM}?kS%jsANw#a;r
zN}j!zvp%C&@Mz^RdZ=0)l@LFOO4wRVcbhYpZln}PFSJtFyUfU$J=5HuvrB8nUS{7?
z&6>BRwNIII%DQVPjTYB9<MBJ$#fv(7T)wAEd!)_aoUYrjqf`#C3+Es5Sh|P#dR5f1
zp)fOwy+PQpff)HoHWZqzvm5>wx}4bkf5C>ihL0GBrAruX-3mO^{3c59cSXJZEOFw2
zI8>Ig06rQT0`+AOY2}<kI!h*!TOVSFjzI>osc7IB1Ej3E0-jONf$kGCNgi=<$<a)h
z`&<G`N&`t8#bnta{}=vHO(#{JZ)XdkLFg$MpuQ3mkGY2oJP*N^QFB3)c41&310j7P
z7an+5346bW^75PA27&d{ijcSCJ7}bq4pwb`2OSUbFpgCPr#H$-ncC>Y-v1}qu+DB+
zXE*#WCWybMig@AwAR7u}Sk7eMupx<yLR1oY{&#FBw;R@|B)_v85|u=#|CJGmN+QI+
zWkh+rQkbFya}@gKSR|dOB*Yix`?aMcy|$|)KgWjuuk3~*<4FYfGj>DLj<|M}Fr~<$
zq}^KO!~szI*swt&vupc(FN1cAh4&4gF-`PtFe~(0GfDlQ;k%=J@n*Nh*m#UNem5$g
zar9SWbjm{+&uOYSZ^m}Kz}gTyFByY<HTAJtupZV^TL!kA`he#-e!#usqwvRc!LF!&
zfzi8o2s_TMkHf}vMlbDJ;1RbJg&ho5qmq_)Q0nVyth{>wn!9nNu<O8k^l|@CTtBiL
z8{V|R-L_o<={wYL_|^M3v6&;Il6(TW@d@aT?`sr1%MP1;e2G@x+J<{}xd*rGIgO-!
zn}Z8sE6^T8XRz<mbd*$l6r5>QALUmjpyrJtz`=xg6oV8%Mr%#5v&|j!Bv%bQZ+!yY
zwjU0Y-z%U)BV?%KUVUUeBndlI>_PcM5N@#LFxGs+VTEBSI7;_DUb@s0X|JK6iNL1=
z6R)B$15M;)8wtJVoIri1^hQTz6mm04LTY(uzMk`6j|~$i*n^gDvw5{G<(_=e0I+9k
zGd|kkD3=oqfX1QyyprZrdW8xP(mwj~T^t&49j|#yPY!eD4S+is9vWUa0p;+n^G&&w
zxtbv0%4|@aX2#nGpW~R=gP@@+BRlUBE#pqva4;_xBxe_TC`rtuS>Y{twIe5GcOGx&
zM~>m7vc{cdw+lZ4#V74Sx|1z9R@@mlC3Tjac8TWuIk*AGX9s!nu0?#%r$vRg?HBT0
z@?vFf%HFiq6H9uwYJHD8dZRhDs8`hNm-o1Oh3D8(<3!4KKqOVNBb&{>R8cT9cP(ex
zT}GYr?#Wtb2e3J_yghbA>r-x{rqIpQi|8IR+p}ot4LT{`i+Ue)id}uPIUT>|<=!Qm
z=Ch}ZPja>=N3oZ>*icbVvT1#%a855k$-ULoY<6|2Kj)BbOyzIy%l@WO#+h7S&#n!r
z@MzkkEn9k`^6OPm$A-cTE%pXsLp?F_lWa&-7@_GpyWtP&a$@)Y1siTDI>Xq2>5OJz
z5gxb&qS)~g)N3xp@sq>Q@zq!1L!&L^wu{<o<Ra}dOL_S8mbPe=w*%^X^*pM#*a~_f
z6Bq;ZVWD#+Y-9pq@f{O+Imf~f7^`pqKAHJ}#G$oI5!A~a4tsoj4fv;m4bgBpIB>rR
znp!vktDr3~MEL&2$iulXY$Am3Gt1$IeKsJwT!JK%4};ZLdrMab6~Up8ngCmaN_cIv
z9ci;RJF)lw2{x>=8`jwke{gd6`-+Pf{tvPttYJg{fAN@HC5ibGCn^cyu|L|2M&vi*
z%T<z^I`aKViAo~Gzhy$vZYXc>Pwa+bn}4`J=`W&^{2UvaNxr!M)^12Rj_{o52+xV{
z8<KP)qMh)M?1sPGT2k>J6$e1AW5bA(dzgIHXI}cpAmif~#x&VKo>}gFn@RFtj_+2u
z;7td!aW}jfU%tJBX}V?vqkS)gX{_HHKQ}AE3zodb&avb0v}aw>Huq}W>k5kpKMuzq
zj$Or0!oDq^*~{qpW>36xdq4Di;|e_Tz%>-KpgAg;5QkFd4Z#Zi+oJb2F34SB4YG~w
ziSDbZq2jzz*zfLRxS`o696szIPDrW7FXt%1{pOJfm^4C*EL_mJlQwwT6g%8;ZZuN8
zJp)Oji^2Js0cg)qTd>dYHA?Ee0-OmS3)1JTLGSfTV8Z|tbo)XV_@Q|L4BKps8dPP1
zjKU1G@uC*|z&=KMn*@P0;lmp(yGh`!-J#Gn>KJsq)dJ=B55W!EEybFxXJSd!INV2V
zAx?<*gj4&!hiaD|!u5(1;ko8K%uvcez1f9mHWb#BnzzRG{q4{e55=$N{MTc{gl_kN
z>w|1wl^f|<cyS-dx1GmNd%ls|`td1HZ?>MVZ!`c({2qc8bK?0<?<HJEM|J7SSF?GK
z=8r+>xMzjq)1r8n@K)S1J$HJ8Z5}m!`EoF6^FeT6;yMnV?!enx0_jKVIkIe}KC-tv
zmUBQjBXbXUwe#$eEX|zh!mFML<Gn`N78ae-l+GA8i*Mo>2{JVxaN7jIvFK#B<EI2!
z3ICAqOWg)WlPTW#Y7*b_`~m4r|Brm*MlEICavRXrEmP>l*MP^(qYpXNmlLR2!xOoB
zUV7|NSr5vFR_E$>8(h$BhdC8me3@Nav6U+AFptyBk#NR?l|5n)WYK-wW>d<Um#G<v
zcjzwk720^uP<mbuPmivbbJ){iOE_CRkG*g;hO+m*PHS{<6~39+p3-Vy;c@4oG5g}2
zA62M2jlFp<mut5F7CXG89;Hywgq{BR>qq?RzHdn8MsbV~Hq;j*Kgotdv;URdkf=XG
zU9#aJ+2oLHZs<~z)<Ouk5`=7p*;WvDK`22y1p$H}K^Q^2Ysz;J!ajm@7Q|POu7Y$E
zq=z8ANSWH`#P0tKHrzNvo3T{C!Ki0-#KG-t(Db4r)bnH|p4mSa9X>J(-n||JwXYN*
z)eFy%wx_TJOX!*%3y&i`I}_A<0*4fAXF+^P7f#=yL-L4&$;T?;M(ZMZ`1G*_=r^`L
z@-^{-%7ZoKX|}yBVFLwo=>ORi6pmjG_`#XrZloD}RR1U_%V-DNzSM<9j=8XF%9l1S
z-F*W#<YXf1X)ZLF@C2+_?EstZRe*6iS>WW3ccjhQ=)~UtC)n`svKtb}CqlM}AVO3-
zB1CN@VqPPS1)qpTjaUjk5vv+$BKSo9PwZ1lrUK!Abri%&5NAPLYtmW@VK+hA2+~dv
z4?%?Y*d$UxpdeTfFG1SZl<z2nI|)LrB|kv~Zjy8tq^BVNhxRE&WdidFDhY`BcQzzx
zqDms#4T(xZ(&gn#W8}VEB@xno$B054S$-)emKS}Zl89k>I~QZ*`;_9!R;|A7NmI*J
zlAmWovW}B5nxY`Y5nCN$JQ629;XiFbL`Tv@dmi!0<Uz`s2}0cWc0*F02)Q$e@@MZG
zipLavQm<AzGFpkNeQcOi%;fhC^V09H#rXK>G1j9>n2gDaOcFN6_vit5Q?CQq<bxuv
z3QlAk-ug0HANDYw*Sg~EK0IDnzcY3o<AA5>C!=jHZ?S&TM3B<};pArPaNyt)?AD|!
zetRW~(I4oCo4%`$M^0Ujo;A<GVOcU1loEnUSQV6N>w|-xpTW;IZ_uPYhVV$&T&$Ex
zW1~}AxW|GtkRBS02USnQ2?KUAs&=hWtL=&CwkCsu56!`5Eh)5e$$8xCd?w8Ce}SZH
zUV?KOVQ9~;YEb0A3(a}(5}a8#1p9jhL%)s9;KUQ1U~J)O1n16%LvmWeIqlTJhyKgZ
zt8PPJ>w9a^;fN&EX|Or6nZFJ@hUcQJ>R!0Pv@)#OVi}gqJA<P#I^$*24<M~|*Pw~>
zN|2(m16|5EjC^x_LCoIUDDdWTbmYYbcrZK$1-%^e^_>4|Y#3A+-y8$yTQXjybe$)A
zEgS5}0sK_%7`L?}1ga?pd_8+>@ZsrUkTFh!_c=C)>o7r0x}wDv-d)Qd3|ca#FzR)n
zY?k9{KG>I{*X=T+roKxC5hoIX>`^W!ybQ$KsCSfBIdzn+-MK>c`mQ<$yb8gbCzto0
zOZJnl%v{W?ly7G3jU0K;rpU8=)<r(j(GaLArGh0hn}UO#=K`%Q8M6H?9`JpX^MJu-
zC*J5<EZ<_gzO-_o4sWhgDC=5jKwIf((+gj+9@l5@<y50?QVBQ4a*D^Aut$cuQq~QR
zQ9~BbXP*ox;+jY%unRYTVtuR%srduvb5>{T72I;XLS45BWAmEsqT5F{W1;ChdZyMW
zTDhEOZEwD#-71Scd{3TbPt}j)Y^FSB&qt|Hw&O<8YEvX!{d(OfjVgQ2a01UR_)VEA
zxDdzQY#hKjR%@_B?<`{Hdlz`5Dsf-0j$g`t81!Wt`y2j>{Xr<vK#cr3C6XUPX8U@A
zkf(_%f)JILY`v%@2w{%~g8Z*hqHyfLBt#)UfT(n}*@>s&PiZlT$?m$HG5b7&QGF%F
zK}sHI!p;!XvtbdQVX+657<Ynq+wX*Gvm{96h6HJiBg(1-Z9C+I8aTW|-M}OGG0_#C
z?0N>a*^^50h=ZG#WkSm@@CZ+Gs%Y%mcgQF8Dy*MJbO#A+(jo-v1YC!HTE_ufPk6Jj
z^HVTtza_A8Ndx`wTf!yV6Jg->7~mf#ytT;mhUYU!f(@#fsIB!xsJCeeSTVQ=+S9FI
z?5&I7c+?5fW^H!jS@<Jr42l-6pKpG=s5}vchzJ=TM2G@KgbWoT<OLlfWY`cP5BrJy
z|BV_Qg#U?1(;6WJMua^4A>vdcKl_ynG98irCVfo$mGq^$Aew>@Wms1bqBs-fm?*p^
zWY`NnA!o9o1|eljL7E6+L-L3d!ghi<)P%|JCcoENkRPT;p-x9ZItfCqCqF@cM~*@~
zP=3%_{D=H-;{MXY7=&j1i{4<7FkJ{W<g_;CU+E&n$thA$UgY`70!j8OJua4)uRg6&
zUhs-LLs5)CoPzQq*8RHrlqfGk9?bmGK3bpl<qgFCrN{qh^{H52^uMk?t)WPg{;Mc2
ze@>I){aKt)#EFT_;3P~22N5zT$Y3FZhq&))k_;d*kK~gusZZShgeJ-06YG$AWU!HX
zq+K&X$Y3P{l7vY)GC;-hq+G3b;(+)Qs{H$vwLja(CdezIeG-$uInhh+*&)WqYdd43
z*PltxS;8c>tj70NO~V`S-^QkUvT$|BFvg*C9;4M@JR@yz66bF4!wbjcW9Q&x+(lmv
zs}vPsgZ7air@aP_d9@vnTR$GRQeKGP8Z=_`*9lyiS09gfI~YC5i^SoRuA-oo9;oDF
z6iO-Fh?O?1M{~;$Kzpy&s4De6Drr`NEzU&aAzHm)-06CFQ1Wj$zVtey8aW)bat=Ya
zymL{1Iu|!A@<1yiy5Zgn7s73LD3TtMfr=fKXm9;|z$YC-bE1!dGgq#m{0oba!_x_<
z-sA4bkZT9hm)`?B9>$`F=`479vl4B+8V6gBtdGsK9fU9RJ;DAvr@-`sr@+f)x=^R$
zGg_l|4L49r#2OQ|vBYX8j=G|Rm%Z^rTBdEGNzb*Y|IKq~#QIstuVoVu(=!SM96pVX
zEZ0P>Iu;<c#dp7+{eOrr-NggyMva&pIv_lB;LriTg$^D!I<kkDqtIg7v?*dlbI`!3
z&;b)dM+_T2E~>B15Nk0bpfJvCGjO_jj90!^;JLR#1#HKI_$hPxb6YM904l0`c}3|V
zdf5seu(%?h@0e-CwLj=4&4@V7w|&|l4A?inFtXPgS)$D*zF)(Az%Sz>VAZ2}8@<*X
z8dfZQ3;W5|OgSNYWvRnS7n}sMtzH!jlH8UqFLC3QFVAD0KE2>+y%wHl3|M~5t4QfP
z8*{LvZ2%}<-wSBQVOgn%5g(X%8|d8(;0<qd=3P^&rB^Ol^Np1BWq#Inw3*)}I_^L-
zk86H&IF;9KRQ$jMPO*m~dswd#WmUa}8l-uQee~3avy#f#1#2?dj?VT}^1y|hl~!WG
zjgxwm-Ky@iO-2;m8LwtRizK@7jQjM=Mt4}7`>u4W7GZnmy%64eoSVn#Nh8_dHer<Y
zhE=r6?q*y)pM{kA?P$(m=Q4Kw;87l@%_HbGJ+wH-R*%_G%@~ip{WaKGC$Ed0TxWYE
zQ@7X~genci$e&YXfKY|pCH|5sYt%70S=NNfox)TQau*>65DP)91hE#xRuKD|azqU!
zYG?DBxQh_}AKM*;vVTdGq|Msw#P0u7nhappIOQ`Y`ihK-&kEf0=6e)5LxOsYw8YcO
zh9W-UD7-bhNazI#YVNTBY4XG6;Vt&=NVmBI>e5mbzPo4#OC$S0x6>wYm%%+~G$aHT
zPW)0Qe5(^`PrE|J4}qi}v>p$k*3Kl@x#>=@C(Q(DT?qx@w$Fftw+-l*69NMlc)-4k
zDnVaP0<DrF;OaAFAUnqrwVdV#b#FWZ%U$n5JCF)z$RwaN-<7mko1NJEe?*Z1(ZY4}
z&5tKTfCy29i2Nu;ipm{%7(;|SkRd{pF(QQRi4ZCxLLSr*A<7^TGPH;gWsHbnjgVnR
zgeZ|j$dD6<9T|E=xg+v-*&rQ+wu$@@O^O|_9Z7D40|pNt5k4d`G@`Ff_`hz5LYt(Y
z|B@cb&=$(b39=?k`rr=<Qb_+pa;&LGF4mTUxCzomkamLnsohb?>nO;dk|SxeHaoHZ
z|B@O5{*4;pzf+@JC5icxPE-;gguh>xN~n>f6IvubQAy<GN@KpniAo}*|0pfu%$naL
z*c|2Ug$T!v6+~$3S5Zm+oEF9V?th|1iQrTPArlO7WHJyZD&lJjLIx5UBqUDqi6aAr
zq??gQjU)MF@R0QHDUl3BQdgW@2qlX3zipqiL8MkYaRB@YC6d1XJDhmfKV!rIuLy}Z
zlmFh)OK;|O#s|z~Z1PSsX*X9gN!I)Ez0W7`#^|=Vr<pRo7HGlPXJ#;(cB>gF!{J<&
zC3xY*N!Yp5Cfxb#8m!__iUXc#<Dtc_xGE$WH{I8b(ZBl~Hy!PaM?^WJ$8F!>QJsrX
z(Aq+DKzbad^iCAmunC&mw;r_bZHnFxEk_SNNKi>-Biy@*1jZ}O#3MgD;ke4TjA~&!
z)N=CzbTeTv>c8y;Zs?bVR{EIYPMdO&dR#XoeP{>HmhMJ-yY~gML(R|}!=|9zuoCUI
zdWanQ<)M0A5|QDE=^%aBK(N!R3_S>Y1fJ$hL7R<dz|RY-5F5A&q)sqK%Ao_W+pG=X
zWuPt8?fnwvV`Z#!wJ9ExLct@wR^oBy&u~iEM5H;l3Yts~K*85-(1>PP$mw(=*kMW#
z>YXzY9cixu-?!92;JuUB`M=;^r!y7m1INcjywb}~p1V&Nft-7B{N$kb+~&{Efl~BH
zULlYIZw&T>l)(0Uhw<fHd*fK?A=Od5?zS<YUzJ(mm;x)_Y1%EW*8+-OO<kv=(oTTH
zSC7Es(50MoR|Ic$;XKffr(|Ukb=e-On)AGR2qXp@7i<n*B~5=K;g#-a$|{ej@}X}p
zNM&<}$*wOl0E;?!N&7def{M01DLkW-jDORE4_JkO^{`32X_x}vYraF_W!*f!lk~Ez
z+2=sIQLzD?{Hndj71ODl%7o$6%-cISg-dztLEeC}yt;)d8P=N3x<8>{>N9uFe0)5u
z*kpZy3o>9gpB?Ry|MUT^*Tjw<KI?qDR(Folt(;!aTbs3`wlg0+x=e{>kJGO>Yn6}e
z*}ku-)Z=YvYagwGdBZ8r#(5B%5i8^D{DgNFUrb^nPZV=TAFbInO~XB$-)XalEy}-M
z6~C0t@$a6X2pbxSUGtM{C`_dPYZgbMgbBz0B^god{=Z<u%!Vn9f$wleX}vf0Kj)6Z
zK4hZq`$F)f^Mes<&;;H%p$V177a^t4XGqgAhTPK7zR3G%h{6!mq2nv~ikS&L*Gb@%
zHgP16IC#Ht44fzZ5<YhK9Wvi~7*5>w20qNqmgigjRs=PTbz#Tu%Rqh`SE%>Q0r2Y<
zK$GrmfJLh=F#k~qROs9ocwhU{M%hsVuwj2Cyd8KRtabI5ZhvYChh!ZCW)m}EMWl_q
zP%Zo;_WnP?hN6o1vy3P*A$fQ&x2OsJw@gS>J0e8oBl34K;SaH(@H@yOA0mXoT*Z$6
zSvC~fl5?Tp|Kpa$nrY{kWJIz5e~=A@Zk98c{}-Qx<?;Ppj>|2If=VKfC;#4}NcKAY
zs*=>yAu5SjUtWiN2ZN|2LjJdmD89S+{hp`zZ0T{Ll89|!{tJJ~+Y(SoOt0-K$<MK&
znQ%tPgCoLbM2I8&M%awRiBBdRF;57}Sy71u1V_q}$%70cu?(41NIj7eNxIk;@d<~D
z#}tBJEr}$LJTM~<wn%;Q+eq8B(uo70*0JHJ-6NUZILAxRNT2a>cVKM0v|`ds-ZDx0
zF8F@%8obe93pUf4fj{bIGj^{xG8(iO)41X-ezLL@FG9jM65CG4lTY}foO}~(xI_tT
z8@&i$(n?3OG+nXl#bW$=+6zW<l}AtamEaxQDD+U~g(FP0P|&7F=s<KswCw3kEEzNr
zy*jrMwYzf+*~AaUhkBkw<_G(r(Yf29!b-ApLO&e0z68JCRtk$QHAb{j3$&1TLT5iM
z!BYn`$AOA{VeYO42xvD4<+tCWy(=FAnc{6Ud$SfO_YDK-nE~i+!-vrHNjG#o?Hb(H
zvl%R&6owiYp9dM?Q8?&Y5OzE2jWq77gX9MZDA=-%umZ9It<m?zx=nUr^@eWf)5!IB
zqj?oJwO#|ecg}(?Bh%s9RbAkjFhiLBWEASHVucbn8lpy<K4E)@foRjHw6Ev<AF>;^
z6%Y9HcEcH!EkRRNQ(j5k-ZNh_2W(k6mY?M0$!%UU8PxmOgqI9GL@!!93Cw?&!ngPH
z<h)1TlBPO7<XfLv4Emsu!qH7iWpTw*_@MGbz$ah{*!6idCsjDaTOMgGeV)@smU)Dd
zJ$uuZ^AuM1#%J{|xUFm=O*22s*MDx^W?jE7yhm7!XPHtmAF*W-P`NM&EFYN#3L_c<
zRZU}=Y^*Qed-Oh_Gu58gzjcpyE;Eo`?l+Zh*iJ*%DM^hsZq}KeaYN7J;)765xoR>M
z8*!CW2z6l(L}*hM`-`c8p{v;k<vE;XM=drvqZ`{HyqcP~T*6tb(k{5T+nIWCDQoZU
zJx!^4ZkQf8sF-f3-Jg!8li8-DUeYcLay>dt7|$NN?8-Iqp3k0nOH++o-=^zV4CWM-
z0HvAH*W;OyEBlzANo$s4_e78TTvLl;HsppkrD$o-PV%%DPg0%TkWAEKZxA*#79&5&
zhBb=P|JZI=Q{G<qIYh~<vm1twj*1fOCj%pfh5mj$0kfisH=~<1gQ>3)g1a19frc$F
zLfso$;_)kl-M{vqfR**ulCz3zqMsp+k>t)TL2Ez1MOv>KAw0VhJ}o{5kF1;mTg)<n
zxjiyrgJDIa3_Nl-6AiXmfbbGMC>fI}PqW%v3Du*!LGM|%V8_J`NMn*W7-cyIm>(Jf
z`VGv4bEQVm%~=-&@)Bs_kq%F;Nd_A%V^H%YOQ6nx$sl9;J7|+I6wYXP5F9xONSn3U
zi5LGr!G=G}gx}i@MK&brov7k{%ZNlZBT{EKtXX*~^o3o`wBsOz9R+a`#JMJoFl(LN
z@OMj@{zrC0qLRc2Q%;#+4-`}q68<B*A>L-1PV9z6B_U<x<w|4ZzFZ{{(!OOvdHy%6
zObHu``C@(1C#y_RW=)&1!ttjHcEevpCHXlvB$EnpWY#BaM%?#os41k8JR*eIh!ZCa
zl4d4P`SRymCj8!RNb-n$Yd0j55UDS=O_)(ECj@J+6KDR~$A+VNFuN1Wyc%pA$@n<W
zWNfcnGO1lPn523~@cljW@P@UMaW7$in##-F7`x87jC%J_M!M1r=afCdi?ZXfvyC?H
z-2NO^R&0cW8n(p4SB}9h!aCDeyA>FNq3+n>S`r>U(+WNC9)%++FQTB_1L%OPKUy}M
z$4V1zQPPSb(0*V#dTXMLwfoFQOQXBtfLo(s{3%sD5I)CoMza~U&Sz1JY%g@fM-BCV
zWQ<MY526)SyK(2LG^CMM9|6}>;LPW2wD&;-D3pFev(W@l9v6*vyF5hpF*2k${sJ;6
zc?#0q<G{|@+tIxiUf@Z%F*?3|GHR^S3c92WM$smRkxK7y+(x?`yc%~EHV9pf)>x%t
zom^Y2HpmryT)H2RyLt(yI?zaC*(PWr9SN2-9fZ!`iGl}jRl_$g-B2&n0(5wK4m{YW
z8wxz!{_8pa_1G}xSUX^EJ&><&72vs3=M&fz62woG9OgEy9{?1iGi9Gu9O(t?VnDKe
zPu|-hne!_0lP*iN<=qN~fPlsQ3P;T!&pXDraW=j)K>IhR!Hy+5yk+?d4)hO}KDp6O
zwrYf<>}l(n939gE%zSFdYJcb@P3e)z*ZX*a2ZKQ2w&xe6*)g87kJnPAkC(Op^Hu8s
z&glebwB1^EC`5tp`9=$99bUuhJ=(@M&z&K?Xptvd$sXq2lFX_1)m!M!hXXv$?{nvr
zrw^xcro|P!9WaJ1u~4EKZ@R}RnD`d7QIDdA-Mh-J-u;Q%H9CtusnU}(z1W*Ies+#B
zo7#-FY#=-X8Fq^GR@p<(@N=gsbuHPA^B_HSzslakF-7c=5jmXB#|~_-kN~Pt%m})k
z{Si*VPey6P58(7lEZDh0$sVPXbm>;8G5fT;V!>{^Go1A<ZC09^_w}l%vl|N2wb&bk
z4Nb(zKg@>0&!}5dDrlu*_y2|6Fx{1Bv>H}1ieua3j(2yXf&D5`w+S(L?D#7vZ@vw@
zrjSYQ!N}rsCQ?6KDG#q6TaC2ppF*CGGU3C3C6LNG1t)xL47YUK0Ciy|+~Y`8VF~I#
zBNu^~T<~epVG@T{EQG3$+dw8^71*9I4iwyzfSUuRz`mPvz{t-bu;-Q~u-Ca$aA0r<
zd>X3)Gnz?2wyGs+N}qySt6zh3#aYm*P#xMt#KOjH&yzN5vlDy&S7bxcepttbb!$oq
z-u{piFZ>_08^Rj?8uP^`Y$jJp1fPV7N<#ea*%0^omrYMzPEbkY<wQ0lDv3~!upi12
zM0f*{a3r#<IbO)`>;KU=66NiM2*>7PB>2pZR=<i$@^frxCi&tB8;YFxJsXNPLE>u)
zLh^|t50VJe5uZ51e1z*r8WEB4L`JMHq>;KxHTi$Grc|si6sx^X900YC4Xyl`-A5mI
zHJ~mqKDHH%-RMtDO8gdP&I@Jypn);o;IS0<Ufl^_pC7>3X8AB`BXk()(LOk*)eyW`
z^*(mi?TaUYaVRG&0tc;XfJa2Hz;COUW4nb98H07Y*kP$H9xhQw_l{4+qt^lyl<$WQ
zd{~Z_*_h#=88_j_NAalJoH<CNOAqvD@*;F_|3chTyE)vP6pcq@tj05&A7j)O9Y8H?
z_Mq$WgV6w=Qrw`!8?<$dJ-W461y${ufItsJaK`iyiW{DW>NzN*S?5Q9a<(z<vaJd9
zbuxex12@4LMXty>H34cI)`5Btn!@AOi_jL621s&10TtS7fwaR6Zc}j?-Y<xQ_GKTT
zi<bh*x1E5sXWhZ0LKWemo$K)UMze8hieO*VSO-mpbU}T+o}ys~&ZFjfj<Dm^L}W53
z998tsN1g>kk-6>tujl;NW5ejE?ZCF95nqqe@yu(U3O2ZG;eR`4&26mm2MVfbvX4|_
z@F;x(SQuBxd)2$ic^U7J?o+(LYis*}o)0C3VLi^tVjH&Q14{4G8Ad~>!44Ba?A&Z{
zyImAVZ|cN1UgHI{^Bc;J<AbuDC%bagnLQvDJY<`h-H|TcRmIoS)S!anWqiB*L7o?p
z79YOr8km~^q`osTs16%MwYg;=V>?vwJ@xz1`_$%x7Ms=i?xC86XG|LM9hIla>^@$i
zjb;z0=e(49RIIqgDc5tMqOa}c6s$k6#i!p<=1Z)p5ScrB&m)MlXqCp!ExgZq9Wkbo
zT@G=L`?wce7^X}2eo;u*t2EfdB}r+Q(Yo|{-$B%-ew{shtW(${R*18_u#r9Wcp$54
ze~o%DM1xYhV?gV*xyPnZV>z2;+Eo6k1?=cfb2-DIN7&Vqvpk$TePl}}Mt!|1>ex`2
zuEpLUY-lP*ev%D^X6x3J{*Ze1rLfrjf5C<+{?8e;oGeCiWdim#bVdCRN|66$OFU|K
z9Lfpq052bQgNl2EtzUZ;A$8|H<bI5HJwhmW0z~e^yx?6Y4|quX3Uu|+C3(cb%NHtP
zBJ3y+A9OyCOd2eQV^c4~yRjAWv?hHQK$Vb<5RWSa+uUQ2>Wa-EJi-+;8oCJtIzhOp
zl`fQMrU87D6qmrGDm}mkq0L1=6*Wp3E@k;lIB-w{U^J%^o@f^+FH{Tvh`s+$uwmVr
z(z-RJ|HTCH_f!!t{2ydPVF=3^%>Q3(D36P4N(Gff9#0k+?fYG7M3p3_h9d=)gp?IU
z{yhw$k_c&p5sCjtyVM}bmpu8JQb8pV>woKG0hPpfZC6QtjtvP95?kH3JoY^sYS!cn
zp4^c*;XC3;S;B-OKa#ZX*OZEED6%5)#bc84gb_&{(k5Y4a+e`x%mfj+QwY{BCk}vG
z$A;l&-Y|RApL*$@h-Q2m?PKiTH)fV`JD53@o$!O<o$&h8?Qo;hdHD0}!Hms&3r01j
z17i^~6F(}l!HY-6<L1?~ai<L-xPDawY}|en*giZJUukp!&CYYc%~NynOWQk)LP{_6
z#AgJ~dk~NA_MU>r40S+3Y$7_?&J-<`y~j$l@Q&d5Flbjb0lhXT!$&&4K#f<?D6;4n
zR7^I+A%lA2*jF4ntK*H2Ke&k8k7uKWgO;K4zIu4d`WW0t?>Nj$zktBFYEb4Dj0#3R
z0bJQ8G;8#2Q2yKp?e<)W?8ZkRh1lPaf%8C+w(<_x*;@_WX)zf*X&sM4=8nZJm7<X5
z;<I2uUk?<bbQdf=XO7l1Q^4A#XRxZuPE@^rHd=Fe1S~l=8oe5+h!>m+f>|F`;i;8g
zF#WAM>gAJ-61usfM*1b#-ljX+sNDbSIsf(8a9a1Bz<PXVUa>dw%!PA6wx&8iK3ALD
zh|WnrJLkx%r!)rl<7qH|+Y26FzsfOVHKdEf75SE%lR@|1Hws4_&Ep*s4zQnt?ddd)
zYHDD90vNd52keU4#W&ui!bvq;r1w+1%a$MfD0^i6ilZEa1t2R&u<dUJOBcUc#VeYf
z;XVEL6>b^tBh7ZXE~}n41T4Ha23S6s2UsgBwg-J#R?_A&-+hGvP~SS7Z*XKW-|WRL
z>G}1LH(qf{#^ia>4J@wEQ=1ujl*e@ClxCGu(=?MfNzOKQU&0ltQS=D*bF6ZK>yFOU
zP}_EF=77W0PS+5&v@)JERUgY5t}CT|M=qfJb_}5cyO+^)d1G32c`hB>Z^+)6Yan|t
zZ!KqW<p_Inz6)id(Uq2r=*LNBex@|c+j+da8^S&?JVUF8R=7tyjpOWDOSVsk(e9;{
z57-UW)4pC6b!;e1(PD29Hf$(H{+HNL_&H69`Xl)Ab)|w|_Z^JiE$m{J%+P0)2R6Z<
zG6OLRc0&PEGLb)u!6SrkS8NI`g%?kC0Uxf#z)$Tgky@<Kfr3(%e*6<szvPNq>xaV|
z_cLJIgYV$D!Flpb;SZeY5CYR@O5n~dF(eHIOofPgyAo8FJR@<~#4{5rU04jkfyH3U
z%UrN~{WEZFnGp;y^aCS~YC?~Om2mF@C)lYUDK3G_Drm57H$>KVEup4HH;~q(BeW=v
zfHM@7!C~K3@<O%nk9hI_%4|r~J5j|WYF^#@hF{jvHWvEAQjjKs{M$~ZLYiaEwBsa%
zodx;folI-$lLsuF1R>XwpCAG^{a^eJ24OLxk`Vuo?1rLB0*n5|ZA2xJmoJTxv)mVz
zM3_!8zm)k;_CunQkouy0zqXX5*LIcU=h)Cp@`cj~oBb!dp-@Eb2)Buo21y|NM%a?H
zB|1_@eBY3SiHM9y7O4{(BAIN66WNf|C+(23gdIg+2-ZF)&iu8H4HLAOJsqRGbO)9*
zJ`IjB_R$TQrLSU{IVWxL12zS(ANCoW_Z8k5bZE@j_&;V;QjHnV=o8+mn1&Z0x`dnG
zorovwZh~@J?8e3?dw}hWZ{UT(_veGp4Z?4RZNxU?1~Z0czSu$e03K%W3f-=pg2!5<
zqoAU(=-{|zXlb85!ux_I@Z$zQ)Gc`)QZKK>s{6X&hAKyK;7c2@Jdwr2^A6)!ZEr?h
z?<{gnoP{boPe%jdOtHzpw`fIZHTJDEMw*|r5Lh-7obEar73|0aoK7z^OXUGLYcIi_
zTYZFGu5X7EH@AW_y6-~HWyhfUQ+3$jRexBzZ6SKJsR3L($Q+f<9)h}Rh9HM|J+Sl1
zlPKR{4%XT*6DzNohN@ne;_-V2;<S$Mk$Tt_XcDm%EImx4iYHa@&|?Mo*31?4P;y6y
zP&WieHi579um5_^e?2yw;;sU$Ha_MRqS|}r4B8FWyfWj*CAHx;4Dy$L=vgIuziR-U
z<Wvr3m5$)iz6TsG?I2xv?jzqK^#bTx8do^nd$eqN)hWK$vAIABA=ny%I4UTMZxnw)
zdgp<$EMs(U*@H0=oJVvCn647Q4(jPDT|__U6`DIx7k6Fb+bU;x-sshjA9>)h^i$iF
zV9CvDuygT7=_h<vw#PAr?^bjHsA&%8b<ZmEj%U|MD}JMRql{-VY^6f$WsRa|foUFP
z!^d$-I-b;~Hf;+&tk}jDdG4aj!gHyR272u6^;ukF>+bBFJN_(oen=(DD9+rpyx@Ez
zbLw{fx&n>iS3D|jETRKi6w!M6+vuoi{%otm7ifpWOFTN9aA6NdOyVqpZ?h*_ex!_s
zXHg$l)MG!dDx%cYhjF@>->|cTLp=`NpF_JcHk@76EjBRDm7Npp<gv!v^XpYn$A-c*
zE%pXsLo+e*lWbU{DAm1hNIK#NoY?(;VK-dJ`!V&JRpRP}3D`4tE9x$*L|r#l;?UBG
zC_B*!UPvWReI=;jp=U_-ZKXV%GF5`qo^#0cN;tgA`ofa<DbPi;2xga*LrtPG2?|*8
z!Wh(}aW-oA$pE|yJ0(xEN*Dv{2V8-mj~3Xp^BGb)nFPZ47+|Jc0D9_L!i2_+q05r<
zpwE#QXm-p7mdu|3)~6I9i%YpsJ<uMc+z5o`gNMUtJ{%mbx0JM5o1NJE{{$Nn)r|<*
zqm;<c?o&$CK_a4>M^ro_L}epFR5c=X?;F;=Z}@K$l6c|&pxqFD;V?YrUpyvPNn(WQ
zr%Yf&K_wxR%lB+Z_9^}PzM-I!kTUXeA`=poL`Wk{D6T1$=l{U_hVt?u!m)*?V<h~m
zs3bqfh9VEDO1^NJ;K?Th!et_-Y1V|rxLD?UCM1)ISdWwyS&*cCE8^txJrk0<kXVjP
zO10XF1EBV?Ve2Q%p4d5FI<Gb|KFV5*{byBXX>$oPhwF|XYHq{XpTltA5np^WZ6ss8
zaVn#nJCgz4XYiKLwRnlODQ<qIIqsyPi0i#PgZsuF$6>k3xLH(R{5-7_W7s<b+jH0O
z(517`tuW!Ol=3Gi=ztD7m}`cXypduhNj92eum{>LDMT*~b+At98k7>=6ZhG_9VQOi
zfCnU4;u#eljC$|p$W{3^x;94-4Y<}D8^6><E4<#~zCi_W$At_8cISdqBR`?IPr9hy
z5F?bBIT@Vo*B<Te9ENPeijic2J<?C}0clG8!A_e-=vHe3@c8p4bV{)ivT*JJTa0{y
zW=P*4)pwt8yZA`(=GjoF?<?31-Ns|BhqtkE#$r@uRgA~K>W<U$T#?%KtI%XgLln5J
zJ{lTog_;ZBSnSmH0P6NQ5FLCv3bmNM7O6=(eLd&D9ve=w4+R!?qIt<8=(%NaK3IKs
zA|ExpE4O~xUFrJ;!(?x(Gr>*%Gni|5kB4g_Iox!hl=X7uH71V)zFmzAhnlXGP19HA
zd#?M9UfM~A3ThJzrl{TmSLSu)JaTe*vuQa%y~$G9;gwBg+oM!D_w${=<eS6TX%TOv
z3v$YY-6iT%<q!4v*6-VURvuZ-k657s62VZZdtMcI>7+|J?oyWJ?=<55)7#K9&$<Ao
z?n->uj#mng20!9k{noqib(|5c73@R*_Hu;Bsori}{bkdriJk*FNq99YdozV<*iS+Q
zr@67WycIa}5$)O8_pY$Ws}nVkpUXAsbF`qMtOKnaxt9(oDBYVldIjyI(~e$!aT>Me
z!~hTPis|eD<GWnr)o<C-^Chf?*=6ch%2G<P%OhIbG?-niq{}tAr%dI0g|T7hhjH4A
z?yw`wX^#cw!R(RGx4vE#b!;fi*kW%GHf$tDev%D^X6x3J{+kN+pA*FH{|h#puNlEe
zw42~}bE>e1?QrC`Qi8e~OYk6k6=m&`z;lWQ;EmwFIV?e{j3v1xqs`773UKX-oQ~?k
zi$`|DeMh^%=Cm%!BMz1?tAw!w{pI1J4X#KpyA+Px<p^&*JStDKj4y(Um&QW+^g6I%
znggmg&k2ld?hj0z$AE4hAk01<0wpbF02;^0%kNw63$m+XVDc^rGVUpn9`LDz{hPK0
zS5h+J$u{|<Ol@>x@Bb5QShuFMZcXWbo)7+^65@sbgKQ{_VL5{d69@4{!Qz@yK_!vr
zCku@B{hCryC8?=LR1&eiyv{*kpHiZd2>IXI4dr>?FrrvTzNS=ANyPZK{_ob5)^e5P
z=h;wP-${6mIKpKj;}Ks|5HU{({@XsKg!R5%Q%cH^dZOL%dqyN2Djt)R6&dl5)|8U8
zTIs|AQ0v$*?3OpPXK#p?PU2Fg<GWLg!=&fTlA#TlIU7y!!#;&Ld)W=#xMw;expj=O
zR-DTy9a+j)Tswdt+`535Oew?73(sMn6K8R~{!g(<kqyX8F2PqnsiP!kXYAPTF@9FD
zno;z&MUToq;XJ#S=*HU=92wsU1sxfT4&GNrOBSsc7|{gHUNITkt=C4+?|s0>)RK|K
zno2Z&T0>ZGnlc_>J_FC_a2=gpy&s>nx`5hd>_Q7wtg%W#L)>q1DekKF7->BokHGmD
za57O3vCgjmyV?{bx-SD~7n-8oi?oo<<@WINjX<RDa|EQGb^|-7-a|Jvn}f%t4{>n1
zGj2EW3DO$<3@ls~g9c@M04b`^(HcAwYfbHfmF`5N_ub>rS{r+K;7t^I-TyjXc+?86
z9#964pG$=qlEJ8FvLVV*9fk0@dD!H^3Y6GA`0F|U_1JKN=|<4lahB}!kOQ8Z@}_}R
zcZ>MQ4x_p3iUR4IV{>J1yj#<WrNtnApbZZaSPsqVAWgp7ly_OU9dx=_Q8;9!DQ{cg
z!g__D0q)64V8iS4yxF219Nj2Ydi|uAEOqZ*+1=r5IQN#3U_z-4JJ<B6H2HJ1?9&FG
z_ZT86T(5prx<34->>Wsvo-eZi35Ab9uHp&ln^xOo{H)`ASBKw#vauDf^WqcVR9{_s
zww;YE<<nN)l^RcLUwcT$uV3SF!Y7HV-#Cd{@6@~ClVLNqaJvm<>g&t?f9#zHR20ef
z@R1~v3>XlQWL8ilGd(jE8YHNgk)&WiF`%d@W{{)=QBhPB1Ox#wp@`!2IE^_g=7fq7
zF|VS6@#|u3p1Y#&xzGQyevdlmp6<C_)7?{DRrgo7?^L~$43>0^6;Y$uR?OOh2~_^>
zbIj3<OHys6Or}|%GnC?)nZi~DyM%V5pEG?rstGl9HwXj#!Wo-0g~Ik>@eH$WoL!jF
zSgE?l5XLbrl4@q<LsbqRz<d<NP%74s1#jY4G55#47pfSXwVUGDm?@9jEy>N<A~kZG
z#8`}Qtf>|CV?(Z|=1YT&4cqV^{>!l;VH)n#|M7c6E^qx@G+deS#s8hLVceJ__^sX%
z{A#f(w$7|VE)j;vb%8G)HhnirRs8@jJRe2OFVc$jM-6j}tM`{0H$@F^H$k1wTEdHa
zcR=&7QaE|A3(PRngDTAo;nww+tMm0yRz+58i$G;_U-B6mZha0LjIx82hZ4x@?F91Y
zLU1iy3j1%y!2eD^*mtoj>=p6=xK9X$tyeFEiSe^Q7AQhG=k7w4A>m*Ja~bM7FNFFY
zccK1qb#l&sa^g$>?-(2Y?DvNCbJ1{!`nlU7XxsAhK6xENu$H_p{X<+S_qhWnoj&L5
z!tI-IQa?{Ax4z`0iKE5_jh!^{k5eT7NAr{tBnka}oJf#_?Em?_AwL%l;`4DxQk{=~
zZ%B}YJ4VKY{Ch)^7a9J3Ui_!IX!z@WxxOLdzFU1xX=wFaG`|Xx{C8tRUAf;A8L#p0
z5dS<j<i~yddp-W09{=8uY)Sg_dqe&mAU`(b=c3`?8<K02F(<zz`S~&9mt#>*{m)B$
z&;QRG8zzjU3!hxEZ>&3)c6xY)?)3Z$y)5-89kbF5Kgw>0v%1A&&xZH$-RniPu{Wd@
z?+m2D(nENooh4p=b^$isV27uL&}cK0hrJ`m-~elFT+w6`HtL&2w>aDzckEn_{qh>1
zTM;Ml)E@cB<K%dB*!UV+-hCw=eCZ?nATUAwo&30&3*Mn;-WSo)%~jajVkcav)eMhu
zZ;C@lWzwpr3Q_lHA-d7K3-WE;7dL6Y4{dBd7ke+Ygar!k5U6|&PGxLHk^XOy!qojJ
z>Kp(U4$j5SO<%&^z8P@FeO(xO*Z_6A*%&rjKLj=@0Puvu5VWP`WF#MV46zm5S{4bK
zsL}rI*lyoZ@TP1DY;Nw2Te~hq$y!?2znddGaJd1V9`zWn_IQgL4XT3LXEZ?KIC*sb
zRWv+ur#XB>#h@0i<I#nFA|zn$A>DwQrM!Q+^$i{NOjAE89#PekUDR<OP#M#hwX>cs
zrB|F{`!kJ2sh(57u=7jV$N|2xon2p0d#7w*hsw%<;nBXbP3QAL<_-<<oyB{kHbuAD
z*5NPN#(`xbK~f@XaO9lS&UK8e++ZOPTJ#n7K3>HtcX|SDIGzMcv`ayY31ehl;X163
z(kxNz;asX&v(aqJmkdzq;3Ru~AfFB1^i($G;0wwA4$4wJ_e0d_xc9=~T$92PL7_tV
zZ5NnJXDTJda?6EFB~Pe+m92#BE)NneZ_tVoD-RJW1=&b7Ol}MAsbHy9NC}g9_$(E6
zsgfzXe2{t7Y7Y~KI}7fa9TfHryvtM>T&5IH9%4G3QkL3=J)yGJbY@C>w5w^sztot{
z;iq(k{BI{CIDP)Zw?}Z~qNH~wD-0=d(vXuzpD~CJVIxaxljXFvKI;iy5=+7N_H91v
z4LF?<Cv7=t|5^8k)h0MSS*q--73x3drMP1vP5>u}6PoDjBJsuc&5@S_9W(L{?RnH1
zMj89!ja%oT4GVm^JC=iUd<?PIIzv3%_c62>R0QvhH?P(k2lyg~7RlU9FAhl0#1{oL
z4yxAoO6~w8sd?~Kw@=W|YzEPRt&--jSWX)*O8Wp)+7^S~G>TAzvQVV<+7do`cp4}+
zEd}?jh1GfEI|jnJr*}e!1CPPB-o<c(;sc_ui^P{&Z6hX!5bimCaZ{wq5g{-@gj7Ew
z1SE(Mr!o;z9f=T#A@b+9XzHAf$iIuUB=A9mI3b7-;34wwMoNGF7v6swX=%)zn+RzN
zMB06p_S}{T8Etgn3+y|q^^xXD%7-tLYM3KUg42=TO#qC%)+N8K`DZ<WH3DumBc0EB
zLrzETiQG%At1@tUGfqf_wdBN_6I)IMpTAEk99i2Ea)LRrC;GZbe7Sx1?Ue%v{Y?Fm
zq}BXBF^ptJN|?s=F#Pcop>o79l935YK5>%dg>u|a<lb@-!-z9`pTt%c7MN?CWF|{u
z7|C(|ocxx&1>^VmEisHZjr*Q2C)|n&co4TOv9PFX!}#ry1*veP@{s;ro)gmGNQEMa
zeC8Xj?&r@$&o^Y!VEN-jPxABMAzPBjaXyiAkcvx=k$uu2iA~|tm*3^D!5{luw|s^B
z#)yEF*?*t-i+pQ+a|iqJ;u-dKV_MOUL&NOVme|oYUbE=tbJK9IkZ5|M>tH&y$`S9&
zdVx1Jkq7Iv0&&lYPw|OmgJ~7TT-xxcKW)&tBVK2_9?jovjz>IPgdTD+c-Kdip{=tj
zkY+T*l6|IFy=hB)Ozs#qFnfl7dpm?ym~)cLa}rs}`M~76s-Uc30QTB+8wKgbBj4Sw
zXz0_6$opa?Jm&r$wx6nka|W3stx4z6#gQIJVQv;q2)c}JbU%b!CpHE7v-je&DmPF_
z>`^>^LIqw*8zTMZx@ghEB3R%;!5urp;pF^5U`gk2blOE1J!rfESq}Gx^Bx~Vx+@}J
zjKgvWuSO!%LQ9zO^Z`=68NnCY-^A_KcKikZ+qLH$_Dq$3B=+5>%*Lg!2Fm49)>dz?
z6u<Fe`=#fLQm*C!@9yqw#C|8)j_s4FB9)b_cUCfJF>9(!vWEievW>*0RoA38>Qh<m
zP2sHOl$Ij92aj0&W2sWx&4)yZdmTaVYmLPXoW`=MeeZ#5E5?9$=leh_x1r4A@CJ66
zLX0TdE|hAjG=gpM^d?X^{hREWrZ+o1uD2|ZwWF4)MKf!fX$!T>3<M#k!z50MQ>Ztt
zW0;#2g_3hlDZ<4sG1WI~uF&|%SYblTH5B!tt5D$tma0!E6Wq@4BDK8vkjdD$fSSMN
z8B?a=&AeP+$;6rs5!`-iEA0Jp9rGsd9Ho%fgz32biqz&rDV2G{nz>OjkuTg|Yt6Wy
z+x!W)8}J2D&+R|N7ksgOhuas9UqZX>S_PvT8shA&9Z-(t1JZTFnTPW5kWS{<>r)Uk
zZx7*ZqsnT%(Tje_UN#7si_B5$E=6d}z1(WObJv!j(9#S(zxNT2)FoIb2OosQ!7}L#
z82`EhOmAlf%I`q<;b0n4iFg1X#OMHpTfX2<@Jo^x#Ffgy8U5};x~&1&`q36<jdCOU
zx=4Jf)pPsrd~D1;gnDlOp@#RLW#%i|U*LAmFjjMW(Vw`TGmO>Tp7r~T^pJaWzjM3#
z)UUXmGmO>8xyUpS`Y(R3mD@SPSR1$3wPCDVZs!@kp4+)<R+IQz{cUa^_sG!RZp2`^
zXIm3{wZa9ob+#3)#l>p5q>P~_I@r)@u2b>erC0Gr=@PJR8H*hj9>v!)w&0KVi)bUe
zX|%z}$v9o`0L}M0ibwQ3j~<R%jY<j!p)DRFZvC(;cy$@V$_b8`NlC#5D~972*%Deo
zW{$3Ru0WPH2VnB2HK6S6UhJj(5d|$(LB6&o$ou+r<ehLFr8W|vA;r(}{A~k}^VT`2
z_}Vo1Tf0$sfx;_vc61tUUF8n))0^P4D|@3*v>T7#)&noiIDzyXo1l2*32=vXINV{U
z1gCTj0gJN((WyC2P}$PQ$TEBu4As>|x{7yU%;=>Mu33dlcD{j`Lz*MiF^Dg;Uy$1;
zD=3MFEpuVx^mYQJsWVs`B_%2LC}8`>1d5V<0)fX0#70;RmE{W?Q?m4Rtk;q;pp9Nb
zS#HY~AZ`6L@r{5!QfrSaw$;S~RwL+~$j<61+ve0bsjcP~*@GGHfz7A>V&`5utYY68
z;PUIYATB~5G<`Z%=HA4Z9jf3girSV%HGVslZT=_@$j_~kJ@Im3rv<#1P23YJIW*+3
zRCms3>R3T%;goA13VSQ&QlAFtGZ%DKB`5Y)2;*%wQm#X6g@*h33YXZ8qwMZ37Rq;B
zB30XBDJUJaR%(eBG3#V`ROraz%zfINd139y#2EGwlx{mFbP3zaytZ#a$xnk!honhT
z8|`&eMu#fqdi3s^r};nbZ#U!%qMqCTGa~q$i!ZkCaC_A3q4WT0HjI2+gfosRqpW)e
zNDmByt$gu-Qd{hH!WNoUg~A(ms{P{7DA*SPQ6O?FFGVeT%b^h^#8oN>d+yx_3W^Qk
z<89_}xS9#kfsK;_;ju7ZxF9|PCbjAf?x+^Q$_5ZAnI3`ntY-j){6J8;|73OE*fn`@
zO66M!V+MjP1x;YaspUjp7l|*mdTy`h_8)3)Kbo1ZXn%#<Jql{|w{wQER)0HZ7{BIr
z%`K2?Utcmi*{_w`Im1{Rx7W2{tXpp9JEwYX=SzZY`C9!QZeRY`-p+FlZC_qwuXa6+
zwt6|4ZZ_*Ac4kh~6D{A;X=(d$(cBokajZMYX!ai4XV~JCZXR^Q=u@=OdNtZ0c@|C+
zm7&m&i}CP`D)ew@04mXVgErgFK$@P;n2BwI)j?l;<Yfgms3^uS`);8XK6;>%-&Byr
zq_Z$ZXBBt=Hek=;@6a@bVC1uFB=R~r5qZ1LhsP2x!*-%+c!S(3)O?^6T^u+DDY{L<
zOXoC2*KaPyI&SG8|KMwU&gdcv-Q|nNSH$83`2f^r?Hm+ubPVRV^@sUV5uCEl4=iq<
zh)!;KjmlayK$hz%7%H8CbfzAJF$;tc4sC?G?(7OPW%8)evrxX!enD=Zq})mDJ<gtu
zP0|304d$^{&upY<&pFn08YNm?<_m_Xykx_3l4RSC6j6Ibhgi=!BG9bMSlO;yX<+S^
zO!2ky`%<f%K(>{91gkz%TVxwr$m*Rpk=jhw62*tN15U#ph~96~WL5m`fs6hJLCj$x
zXkr&FbMv0VdMj=dMVP5kn!m-cTIG8{12b3Iqm6-VQ2&>*2}P%<C32^k)%MqfEiyv|
zftFh(JsagyzfH?!u6NUvoL;eB7`Gsk>Z6K;`Uhpgc>foa&Gj)txusQ7)#rx<H}s;V
z7MZ)5bZJj&p7#Rg-Ym#GKa#>kH&Yedm_1(T)MhhNab-ExpieKR{rm$`>(Sk)^l2VU
ziS37)r};n5?M8e-)N}g}u>oIf-{JO%Wi4sf3$tP5xip;CU>sVXR6;sm7_?CiyIwkj
z`yW(+-On1rYg>w|^@i^Qk!XuMGRe?KT8oO%(BF1e>+O9NLH<-<_+W_{^pV?Ct-GDK
z5|%zHhS7E*FvZRUl!QR|VlEde^Q;2idX@te7D8~Nbu!5dVm!@Yz@d03dOIF$o-7B`
z=^&!7i^P{&J-63$`wum@AI;2Hw7<aZoMEih-_9AvTK(;uVf>2QIl~CK_C@{){w2HD
z%I%zCtc~02+A!8Fx7YjIYwMo*TKyev2aWCR2JE5fZI1Tp^4n-DXihhsm580L9-}9A
zv82<UJ7RX6D&E-A17s}if@vATH-?4d53lag#_A5V!Fgw#igHkB`a(Rs!3Xqk@C0;i
z<V9{h)Xi8aeLP;X=p<HV8ez$*;n=YEB>eKlKw44c#QEekka<o#OtF#&4<a<N$DR^2
zZR#E5WBnR=?pcDoRdrEnoD&)nppU~GOOZ?WNvQaU9DGsefTOe$&{-`3*4eBF@*hsb
z=W>>#`5ivs2{tM?!ABkGy&i?)h1cNrCNE$<><Xu9Hv;h)uh5CxXVLvt_mSnHwQ#;?
z3~GI+D~!or0iph7)TQ7mT;FyVYBU4zh4u?_dqA^uVo&E_Hn!zTAiu(ywY=skMQt~*
zeMYE?lBQk)gBG-8!}Tg;dG2#5rlgYf7}o+c32h|XIXW05@9QJJGAT%ES$UXk+5I7_
zHt&|m=IC%%_gab6`usD|B8?K@@Or)I?Sve*;Y1B^?oo3P-K-L5#u~^5ZOUf78txX&
z-;qmcJlw)IE1x9(bh1!Z{_!w7)z(-x?nosSKYA;ZWV%bJb?met;O-%beUC@f(~X^(
zYX_f6PRcBVF}HV8z1T#d-r0%5xXew|T$6LcR?=NkRm<gqYgaEzEgFqu(imrIc2x`J
z?)FILnRf-VP$^bW(o0F`Z~!qcC%aH`ow_pZ#-Ec~6$DYKN5#z5hc-1&^M9P%jroG8
z=k_0B1HRb4!|h?)lj&Xx_hBTHhLZ=Vqs;y!DpU?m>6nLIHm2g<4^&{cEr#%NL|(Pt
zaDE!HvkF9A<keA=r@qLe{l02FRyqK-wJCyk!xEtPJ1(S_JI9USA@JImN*Fcj6I=uO
zfr}zJ_{0VxxxFUvM!`g&;Ijl=n@N$pAX+yN`WL!EYAObs%njk%eTRv@E)rjA_1s?1
z?LXAqel#;*(f$gzx7|=Hw{wQER&M7E<5%3y8AiypuiCgBv%kmL@H|fpW3Aj?$A<Br
z$L)mW>*L!=xBYEyAA5hYy`AGn8qYjtuih?|wp=uuZZg{(JH8!8Pt^9L(?!j&Y={re
z-M<QCYPw*2<uSgoD;9s4*_k$;1ZYFmdw6Zn9w^kl0Q>shLJxbVpsTxIqui?7SZQ4m
zUUR=IRzB7oOPU*C!<4bOV)0R0akdgF2~k2lZoPvkt|j2X;m6oRXC0b$dmtLN^8xbM
z;)=Wuu0^S5CL^~8ZE#r1ZsbBIqT+(v@a4=_I5KHBI#a#^>%4yjc4*GU=ew>!^Ox+x
zg<1d`9ZW=et|w6ZkW`rWsT16O;53{X7YO2wm!cD`ve5lDYmsHydN}{pP}F*0D;RS)
z9fDiRsPj&BxPGBEYSbW%?+SiFZXa)~EOzf6&c-CVa{lh7ti@3WDU9vL_U?B<v`Wz&
z3}~#*h9!)ZZFvMJNr*Y??r|4rmZ-{hJnaZpmuiVGzBiIux@55}hTUXUqq>P~8b4-r
z?oE+e3+zO($#Vd`YJ;fKJc(5f-U-gk6@Ud})Pee~5wd}DYgkWpchS6gM=14sSJ<Wx
z)5RZXJ=uf74(t@e5SjmlDk|=*BC|>x37b|$3dXO_m*8RJs7H?uGFN>LNsgE23ZtFI
zP%gn8ggOs&g)xttQ$hU<g<1;(q>W}K39h6DOU)-OXHuCR)Xe05%$-N?m?tk?n5ehM
z1y>E{3hC)Bm=|g$f{$vOn6^Vwq*lrkskO%O%$1bkHBa+@oZH*-1yRrKKg0%nv3-Zz
zL$BPS9eXOn$jnf@iZMnRYTVz}IOd+T(Gd4s5ssa#bD-%WUwC2E_G-PMavriQ5u%Rc
zmLbjYX=qT8f3+TLzY4aT4uz!)UO~@yCe^yD0}bFsO+y%--Uuf3astI56h7!;2tVOG
zcx^!nP_TpG^6hCPFIaFh5RN>l4s9z6KyGCdnB3co=<6c!rB=`F_1ykL&Fx1s^A+tc
za64xhYvp#%FxJlPE?>vVaE1|b?W;C!=Xssq62n+4x7V>@{O55y>9Fd#os`0NxP8$u
zdplt)jc8YUb%&j_#kGNS<2kw5QD+G~Q7MN`U$_eIaae+LC$|KdG2R%x7U7$keenAa
zinQ^mX0#!#k5hWZppfDo*r#X%dPpmwt4)TY4JG<mDdQMU7W!l5%jfa#C9APv*<<{w
zlPRqz@kJ#L6{v?^8<^tX36!fjV)q%YXu9iZG|Wbb+*3CrulX7%twkzw8~F%_{T7T|
zhD4*{jAyXI`aX^{T!79L^~SnAy}%ChcKH0p255doKHh#;2b&tXAl>X;D1M4I-1@XB
z-0spDPW_Y&7Nw6v$NNl2_cA&nE0umQEbar+-X9NR%7#MjMFQ%y^9Wr3C<3X(_TsyO
zUy$3!+RPWb=^3#xEjo)ot!>Ae?`|pu74B>=v_!OGl^^JvevJ)Nc_!N&`i|P&ZVWr5
zS2}2Ek}b<TnFNv=ri#xm9U-+y`M@?`JdAA=|5ju@D3NXb{DIUetz1@a+Yy+-3u63a
z04ukzCpfLY97OK70cxT$S%3H5tVgpL(af~Tl-lhNY?CK_#BYl>$?k8t%T8APARAq_
zS8_I~RI1Z_4z+jbaN+nCyM%JqYS#Xvi<#5cwIqj1jtLhO_Mx23J_=ha&lg6E^Qdla
zqp7O-Mp6~_jNsBZXK9a17R=f`QB-ix4$Pen>CEHU<xJ#n#{`$&T@WJkE6nq38^OC1
zag4D;8>yv7V=8&R1#@}8w3?^+KhEtn6YJD-`wy`JUw^*C?em&qnqIRUM#dZBL{UGK
ze&qLfm;ft?aqb*UZ(IdU0uA9=*Hff3h6b^v$l5^<xg2bW)D?<Q-<vn8^`bFiuxX(g
zEJ^(cJ*sDNkOS$vqu~C7#V|~N16)ck0ms5Z;hlko@O^eDyzKW1D6}vH7YBDH-v?1y
zhR{c0F0`JP12*g{gh{1j>XAB0e5uuQdp)=RP;>jy%zQ=r3*62b##-asIm1|Md^=|t
zzw)<ph7ocNjIcQ}`+ZCHYmJlP3}bEFUe|`PZn>Q+yy|&nbh&N)d@`goNaAbtcevfc
z)ZVW9P8w?5v{(1*Nn3Q5(V8JjxF_XL2fXM=r=OXLrItB3SN|MXuQU=PEfGGoBav2K
zSwgq%bcHsY)fy-Fm!ObV6R?lb0QAsy1G+M%Dav8}k)|v6$B&0BR$uIh4?SpsjZE6(
zS4=9cSUC@ssFxr!w>K~)v>cSX8sQ-qZ=vbChoPanUZEjNcOfs~1bBR20yGwF$GMh+
zQH%Tmu=3GrboEXSUYz&<U3c1!b)#p29fL>V3mvYauz}5Sz{EJb%&q|GHt3Av<DB4@
z>jiLIu^kMWyaX&V3`fTz5W3fSKC<ex4u%^ABW=s2Fjn~}1fyr6j)mGVt4}6UX|b9w
zv|o_h#|)Sx9;9)Tjb71K{Qm9;wnuKR6!_?~E|%t^#O|*_ALz@@4-J!TYMo8(I+4h_
z0RYqrx68I0D}j}^$>OtS*;4Zt$5^esqga(BD6(2PnAQGhEwxgq5JjBV1i(90^x{q?
ztC-XcoH!K;B0AcEM(Ye@ee<`l?mCX5pi_#J>TLtI@o$sFl|3ohJ+&3=q&Eq&Q6Gg=
z^vhCarSoE;X4w>h_nFfYd*`jx116cdl%p>>GB8OP)uW1Xe4<8uva=EnSO@K%&o7`Z
z_1_{@X=p9DKw)VQC}L8IBvjDrVCMFSAm&l~<4nZE2*HJtM?&#iA@j^(xS%TG5o2W8
zUuv;=0JZvFOXgCe`uSwIZh*`u)1I%^_1ykLY`_=Wces7lToW29Si;B|5HGzJhti^d
zp9^N(Avr8Ae~tlGfnD7U;c0xEbjr}6sT}I&FGa?-tx%%^U({<HQOiNf_yEXtEQObk
zIl&=~DyntoAN7Q%uRVvM?_P7W>30GL6}Z@$$|Cq~a6fpV9|H0(4Z*oHWU_KO5ILzI
z^z;mcmQ7xPoCG<za&98g*G1w>t)AQKx&4Ql+mB}EE81V-b|3v({q3A#tkvJn8OE=<
zU8MqY?d#9}cHYPS<(3%6+PJ;04P)JM`=8_6Rk+e5^FP-6+qpvcj=$ai@+*5g<K?vY
z%6xnE2tV3<hK$w-bHonb59xrr(e%2OQJ87B0dF|LaeIg_hTL3^H+LK0_l;lBZ9}%u
zhMR}tHSUMdJRdzgEbJzFXc~_$%d}B;#zCxfxELp2u))e7?&89w4Y1KTh+n%<w37Kf
zbnRRb>Yfk>Q<4lp`H~rUh_x3AHdaPM?OGwXh^ff)jSQtNnTrO0?1{r?TO*fZWmLRt
zCw$e!8An)kKxZb6$GV5+fgLj_JWtdCPaM)8ot@GiUpR`8j#oz%pJfU+pVEcf+&;jd
z+XFyc>J4;Ms)p|7Z9-N~Yhd{H3#e6=F^p|r4ngN4)Ip*Ev$m{84bvv`UBNHN?S3J{
z!~+x-vC-OA;<uJctl3%>srdLz*16L*(X!)<fXlt3Y-p9PEVsap+8Ml=9c)<$R68t_
z<!w6(5+}3b(`P$M&7D55%__>-hM6BlmY2t~+8P6;mQ#j^!h^GbNQV+VmkwYRvhBdJ
zxOpIKX(UilQIWYeD`bbXjTQwqOrRRwv1T>jD2iX5+bp{?zCSzhzPW5<Yj0}dL?N@n
zrlC-yYo)+5-&=yGJ)`bxEn_Y^rbrIOBnl%6G^m~%`wCmwWC){XRZ<frkA%$zosu@}
zdq8lmnXA++cQccGZ~!%Bvkh}AHIOOadyfgf`&w{rKO+<#f5tqyw^s0G*e=Gfy`9uT
zp$nDd%FR`?&!OgN{*U|HYi5Y9=k_0B1HS%zhuf#WcA|xI@?hl1G#nqJic)(!kxm!-
z5B0@Vi=J5UX%OrJ4B-iQv0AUcLJoED-h>SHj6)40(vYL_!)m?ly%8Wsa|XPiJOd8a
zE~?fQzj+0ZT{nbtwwA$Vxut-WaonC$1gkR4;Mtyofc!Z_aK^2AzDE#2$-%+JuVIgk
zVIbSD5GJ;}Mb1$di7&N!Zm;L|A8KwtnwhU?e}UUM!&ob~bB3{YZg=|H-_99E$hEIO
zb35_3e-+=(8OB<<y^amzKa1N5#}ldNcCHY<$L(_t*xPAY(xNP}y?VMn-Q$QStsWJO
z?L+kFfYa&pI?wS~(jo<KnB5AjuXMwpuLmw|v>v}pOs3nOT}vC@w#BP`cc8i1&UolO
z&fjjd8(nS@jIyFBj@z%`l=g+Vq1t&|*myfOTIY{npI4!kCf-5UR%f7Yr*6TNykby(
zwm)`T!J^=Wr;)cL0}T!?N1pl0DDBL1G<bFt4nH~$x!j(Pir35FtHT>`_?|L!#<2_5
z{g425tlo+*>hwop_e=0@mnz)0{TkG|ARooE$KWQ`1?JtD38(eH1L6#3qazg;(Ougd
zWaTe}5vU_-rR@M??WIusWF%@YT>`T;$D)Q^&+uKrFUaj9*DnzFQ*dS%uJI7RS$v)C
zzO18EY&Vp3GEf#Jj5`IKRzfy($`09vf!nBp_FLFNCJjJSYdcxmqh(;(j;-R8p{~*%
zY0KGWoy%F}?G_@-R{Pji`Wy#eZzL<Xz6`o-x+fOfJ(j(v)4`D;ufTl8xj=b(n5_3S
zPu8uQlW2VJ!<5Q>F{|-WQ~c8ZitN@YEjHldIoWW#W|AvMZcDY_`cRC@9HF1X4(i=a
zwOva`JYkN%OOx!I>LCnAT_}g~2ZUOa0)!FedDLiZDb%!UC{<1h5)?o4keaoe$*ei<
zLIsY)OzHIm=7CQ+6L!l$a3-&VP>`L=JYMir@T&U-#-P<Hsk!G8YNgbMIX|bO=4t+q
zb9+a=AnLjOhuDBGw(oHJ)Oqh|yGG|=WZzI6J779m+YFLU7y7+3#5O~$vGw(2*tu&c
zJnFQnTCcC$1a+UQh_GT5QW~`c;RECiu^hDC@))e=eCuZhS-^oN?nDRH2)00(^+Gt;
z!3oA@J_eGl+;S6KjQbnoCGfQ4Z$Q4F2{?5(v^sBiBMAHZoq^q5JAf?F5twj6LiBZ!
z_)@Fq_Ihsrq2~6ZnfZ$LSGe77XsvNFoMEgrPKGm#U-{cP!w9+dMf~djHco~!jJ0ul
zT^q)_<#y6Jk#&^5jFTa{dTuAB@a;Gme}j$ocJi6DFi6*4T^d67&`zY)Vpn5&ogy8u
z`yIV5xdGnYa3S8%IUQsL+GFv=FnoH$Yg*}^9No_74sF!Z04I%&MsuFM#zUPpqK7TI
zp-TZ4X#J!!NYhjf@44%S)sNo92mP92qw@#x8;?=6(uSw#+VBOan_3l2Is6Vh)XKqw
zD>YH@lfB4Wn2ZKZFhHIY9pMS(LC`SU4R6#mLoK&;gH<2&(Y5B&aeTL1sN^z>^}5{z
zJESsvF*YBCTkpd=)N*mRC4Q)NlQSs(iay-9%@O8}&V|#896@aAFm$9_HoCKS8nRjt
z1tU&OLoH+8!Pt>B6mJ`e+OdaWc0fy{yi3Y=1-~G-4?m?Kc5S$iU1+dCT=61@?H2uB
zD#|&)I=1R4TB^|m^c*mW4Y|5Vmi<bO%D))P4s729G;H@?wz;AbB*=9YAGh|GnpH)x
zO?`b>rJ}1Mi@{-ROS4;23uigeETz4`PSaHMXhkI3;7ns-;ON<4y6pwfpnp$UTxbG2
zSP&u_osuDA4oqV$8vBcXQ%aYWTAXGl933a~8R|ksZn?=Mj`0_&ik=C2NA;B0I|Wm>
zKWQ@OR-c#bZ)8rL&zLLh)lpmUa9<1R?Z&Rmr)4sMKYdTyJv@b3eKw7nXd26u>Rpg3
zwu+W`Ssakc&54q*F7blX>x_lAi#jlmOdJF+l_8_A-b~sfe-5>xdoSjkU2x6Q{2%A`
zPJBW9L%5w7Xs&0fb<I>xPjT|Atd|<tViIkY9RnkUhIpYxJCuC&F?aWJaAc|zwz$;~
zn_qhmJL!bNL!Ro@`ZlShsNIkqNaw&fq^MGg#AON9ddm<`uzs*VJeh9<``hPK>yDpi
z;K5dbFgSB6T%uY143WCh5=8BkgE5{SKz>yoI59gM&T>Bi7N+^aKH5#7N#zN!UZ)9M
zvbc(zqb?F(+5Ugzb`k_dq|Im1=e9%)K8qo@C1UhhjJYk5UuxZ@&&`vI+5URXR8A-4
zM9c}~1atB$u9wOg##;UDoMHTfzn%My*qd7~l{1Wl+X<uBte46eM(*$*{O#3-k;_w^
zkG(&dY<a<9TwY&Ju7=jEms;0`@$chy()$rcm*<3}FZXqSS5+^BO!i40e!Wz(C3*S$
z{FYPw{fY0{>Uh1>G5ZJF+rEgUDcaCp{c?BOZ0r<Tb?Huw59ZJTxxVzeYu)g!w^MM=
z<tZSmtQ!`^PsF7;dHC(7CUm=iP}<0;1h1Of2hFkTfW0?8LJu2Opo<6lqs$?(Sm{AJ
zPTAp$8+IRrcQqf4ht0l(ucT<vYC0mcE$9t0b-n;oZmdIZE?h%<!{4GA{ca&IRv8T(
zu8%xBN1$}a#%OT!F*w3`C+ao0KPoQtg0GXzaM;D6sJOBN9;m$p`x>ppGxv|dNdpcc
z^_<bj4K0MZnL2Rmvn6o4X&8t#h(gwDXQSk(wJ7s(CLATnLsnU{VC0}vsKv*gFm`?j
z6i<_(w)?lj>|+^7+1{e&$plUD^YaNDK4o~oY+k1}aaw@SD8C7QL4KnK^2!Eg{9g6p
z(SE~&rcLpyIV^8pvm$CE^7V<6M)^(s*U_K1UaI3B-`35<z151?1(_1@3m?duMof{4
zTCZb!HdPfZ&L0WvTU=x3ok@{pWd>2(V?^u#gX=&kBUQF3ZY@~Sf35h)t6@^Jfd|+o
zs~lLx%Vr|;r7YXR!Cq><(@GQ^6bG#Dg^0@M+p=<ZhJyoL-hkN;lYl~?wv2m_>>#I3
zqTz2fWs;$D*d8C9#ZNcfmEA}VVaM-zEE^j6o{F%U!7LwgQmC?Ghrng2kpu@FrAh-3
za~7PE?CljK3|-_*i96gAHr`(*4D*;yjXE@1sOe)YRhs4_IJq`W+U-RXCh1x~YW(Z>
z%*~;8QiYK-Bpz1A%%_-m$)56P!O5g#q4gYnru^($!Sh>>m^KYQNPB49rIu&+WX`-f
z#y_H8Yu!}GpVTq&zn(<8cjiBQo8ZZ1N$;q@i4rFbIcfCSl&f+3WGVT^oHXS`>$9FL
z6HiveCcP}_dE0!}6Pz*PgkVei&$^D>KKU<YS58bh`H$(H%j-bSQJ0A?zHfTq9q9=>
zSJ37jIWV%bFOF<C2CYdk;qF`x4tGw&W=`vHx2K(8NA)zgKW25czD>J4WSC%%wEdh>
zgU8R2;LXBny}4T)$cSACj~PFKeTOGk>y9+eg+=36!6~aA!gxv#6v~Ifi*t+Ni@Ub)
zSnNG+y|d@wn63~8yXb)hT4~Vfz65sJI1psK4TSLnt7o1e=c%j2mtJi|?-;^8*Dr32
zR6*WI6GKj_BN6g<TOwpJbt0sC5+T8{M96~dL{vYEI=3Z4sx1++%oPz*g^4uzEabHZ
z5v|WcoPI<|)#j@=sp4dsPa>qM6VdrBq}mf9R8QpZCVNNjnxvfgvLR)mN}39{CBL8i
zX7XFfZ*2Zq-;&!WzlHn;a?kpo^@iNOF(>Uf>F`<CiQ6ZCr7+>78z=uU)pL1!l5^B$
z>doB*N#FI%JA%;9#4Sl$&F>QvS}WmmCiD-4&z&9jBZNQjz*mINnNUcM*D}-lpCf9>
zb!#R3e~1bFHtCZJNGcO)B%~seMo20cN#rx%ph+VkpGo2yIBCfIaiS;3Nu}kF6Wy2l
z<Q$|TlYB(J^w9sKNT0j6>cm&TZxBBzyPuKx%Y4gM?`S_}6tuU!Ii4114YXH(?m~B$
zhSQB!6=U>Joeo$woz7@^1@C<7gL7iCLH5uVSh%$<E`8~a-&!oE+Z9};je@V>mGczP
z?6B+DTiXehztun&+gwB$Fc2%1NpZ@jS-7Ea9^RQa7#nwKjVs-9XysNf(A7`o$YkM6
zm{M^Ry%}DCicTe?8QX1<7rKQ8xIIE1clV<7$cJdqGCdrTkcWDW9*l~!{NNiGPaHN}
z2Nf4T#Cr2ugMyGJ_|mw+D12LQEYWww?b-^Fwt^;#|F98mSa}$3o!J#mPg)6LQePvh
zE4e6nngPlbzJj9`*&?fhIxzC82(_5f8OEkghGM~VWPHRG=5%a<l+IZ5h4(l4>}`7R
z7i=<h>?}W@34X&z`%L#688m51%>bc6kGXSe#vke<hEMhL3HBR1#y@DPSG!R)vjjTq
z8Rp?Gc4^JAf0rlXXBS_vCZS1EVeAXmL4AWLey9+jJBjSvV+&>L-8NF&U=iD2&lf0m
z+#}oA;W>!k>?J-Vc`fa}wHMp?%qmvl`6p426VYsQFK?-NyY-@=hdRLWV2G$J@VxBP
zQvh~djRb+i_KM$MT`r5s*JcL}5sHQmzeuSKNoLiA^Tm$`&y!tO(Pqc(=qvNe*P_A>
zJYtqPpA#y-4ih+~-H^cb4%GE~&P?(BBni9JPv~s4Ss4CX7<Fo2M`2G%n&8%xO6t}2
zvCM}yGX*2trAxaFKgq1R=S_`0G>^HlmSOH`y<z61W(kh32oqWc^<y5)dMS9i?--+7
zl^``6TSP5u*NiFNRmK<Yuf_ZhKcg3@`D;5N{w{n$e4F^mMM>{kr^HY2fV&5ZlV8PW
zKX&v{x_g`FFtU{|4l|+A>Jh~L$-!Z7ZL!Jzskm#W_pn0)Us!ZtRJC4jgFDi@FGMXh
zuOPYTVq`P*ZMELaavaF$?h6lPP_R!p0WCRrU}!7I+)9H1x#ln~pp$5Op&U|K&dq7_
z!WTx}cmU)_<$=Tdqexy5(aay(7hi^*{L;X>8$~eAkUYscNql9ijqn{pet*RLjqwJb
zH{$=l5xz0^Ly5HgEQF?swErv}xNXfpSTv`QZrx|3|JVtmrua?tYB%9u-8+|$l#wDQ
z1eEH8>_0b8A$R>>-Dl4k##)J<GmL*AdPs<!BYMs-eiduO8Ak5#ABY~W_}8cbf8nzy
zh7qT6d3`zg(q~`ChVk1ZPwc_ZBzaPKzohps_xaHPsnq;FA$UH0`Q0zS#~=UOwtUa_
z4TAr<hWlIm?qEMgNzUH(_!-*vuEbuW;X%546Ej*R?FmMWE$D#RrF2IB)wtk}8_p4_
zf$TGHF;$$2ZwVXWDrOhm?(HnvC`W=<L~ld0P8wma2sc#zC<I-Yeh97WG9N45Uyau~
zNpVBxQFv!7B|Pi{jjv80M5`?bN81`nQP;!eaII<}D4)Cm53)UqW;Q*6JP-Cj{rfCJ
z9;u&D`u;m;P_uP7;>sn|E4T|PUcL&xsVu_tA4j0#TzT|>o2%x+Au~MiDUE$Uj>5CN
z+Tf&H!ANc0Cgc`)9OlHi!L15&V6fss5M#Iv9U3G>xAiU}t2?7%l=n&0{Qi0vyQei2
zeTqg#CpW^Jut20V>~PJK`SpDE-pftJPUgMXsO_!9Puxq{u5;X_)Tdn5zR^3;BGotm
zq{{4^gFR)La!S<Jw~g3-I*Wno3#n{PSr@RV=^XKaXkBS{buG5BdOub{Az#!(=>@Ab
z)mYkNxr40y{43CQ`vb9U|5dVA)9!;J+j(HR{3&tOhgGuZ^#XRlm>nYb^VelNtL#`a
zBNg#Ol|iy=(-YaTn_^@hccUbCuewNErN5`PAMGa`<}-$REzvCOX{f;*dhRNb-pmuu
zk;|j3Zyyw@+eQgP4xJO+T%t+6*sIUHD~b~MzMLvGJ$sy4`FsyGW=$1y{nkLKyvS41
zYpp)>!R&)%m%?1Z(N%|p=F{dfW$i_R$2o@?ofpTX-48dUmab1?PR~4A^HhJSn46zH
zkS7G+l`o2K6Fj*r=^g8o;JNF6Mem&MSMb@7ZoiQ3`fM$XR4T>umTRLV3+~1_3ir;d
z#GQvP!W}~uVY|vuxaYSC)p|YCBdFv0Qe>m<2S1#G$Re}a(*?U}mw<KaRN#J#BG_vK
zagoY_goMkm(7O^&yVV~?1l<J%k0Ct!D3DtT&mTsrz6bKXAAo~FHgKApIf$C74dI1Y
z*rDTckbdX^jD9tjoTDxiU-@by`g))J?{xoH$(}UZIwyPX9=@V_PWLPO>^T!!YcxG)
zLcfZpuO@tTt*?CcoC$?oF@Vt8qv^jSe3GX&pZ!0@gnpa!Nd^3wq_57M?@LN2`y`Pq
zp?ltEPxeX0=SjcbXaDW^dPn=w8Rho2JGE$=UEcN@ZTivOMyk;bbDLpk)qxHext`8g
zcoOfp;)$~#OF@pq4J>%^1{a_8p%vdwquW!rXrl|eapDSZG^<qw_Ixw|m6y1p^Ti!d
zdW$1Sv(;M6HXe^PniS&w6XLP)xFfg<`_O9A&M5E1T+~&iBV22+8ohQbL~Q&MG;>lW
z@^q?1{T$SghZlk;E+#<zZ3FS97MZBkDI55%Ef-(!z5&O1x}Xy0##pbg1nd;e!IuTE
zP(+(-JS$>3UTv*{)U*nbTO@|r^N+(V@nJA{q9=$>FF=-w+tHf$H&90Fk8osmFtTni
z3`Uj2qUK)Q;z(C#K+%EM$ne}rm{U@K6d&K`t<x{(vv=I%d2_nBr;837C9o1dEY)GV
z%r25rLHk%*rBW0tnFvJ5liAsOPsrBoN}{&xY{vH083h{j(~#xNeF@^T28vHjJ}K=s
zt|hDKG@g|==p!-{tFg`EmPmUjH5U1wH3nuCM@6^it&+VTvI@w=i@*#x5GcI*B<m@B
z&i0?VNHl1mhOA)qZnk@Kd2!jkp0X=t&sqPh<uY!rN-EUkG?OqB3l*&l1XMR$3HC0g
zuD-_1DaV5nX_rjl%+aSQD_Nvau|h`}sQZc<*;HMqI{La)q3o03sLe;Ise>}J;=>fm
zFL)?(y}h!uL7cqAdEZ#(-Qi=Bf^8at!)fk9vyjouy))AU50{;1T0hB_c5lCfTGI6x
zb4oO!=BfVAv%d*n6!q*+Jdi(}_~QFcyv~Scu5_n!t}x;i7m{0PhE{&~-2?9#P>4IU
zlf!MFg~GNk(jX(Mo{<LXZtsLzjh%;@4ukM|&mtroMBYBjK@)`&Ag$y9WY2en&gXKf
zb?h>GxO4qN=>HnQg>Qvm+k81#b<!8U@1YG3*enO~)`4KZX%9F>&JaXA4u!&(6|n7Z
ztw7rLJh<RoAvs4~CcgCQ+5hK9;@7kPcN#Na@%}=*4rfAZy!*bt^E*BfDo0G{AH4fq
zyQ+@Y;Y{e)?61@qlH-4l*O7+SMBx+W=cP9G|EHMHx@CXD_#}PF{^WCgybdXae?JF3
z$Nu*1>}}Hr)7G(Kdku>Lv}vIlt-Qk?1F!pZK>w|D#-0;6zc>hIr)Geh!UI^)(h%P|
zF#=a!d{65*ThgZHet3DN3Yt061ABTXqw*6W=zQmQC{5l0D=Uo0YmaTl4aYsg1x8WW
zINSx_>9>z=dRG};o$?lSakhkOEnU#7i@Hd5?Kzrx{2=l;X^Z-b#vzZEv1nb7U1(sg
z7)QDS)ay<FHz&?(SjmRs`KqR<c<5-XR~!U(dLF=eeQ%=^3gLMFf^-Z+&!d*{W@vHO
z+c0Z}3EZM1g29)Xfatc$$l{zLTJv}{S~p=T969?TvNlkH3q0l{tuuiz_RV4_iYY<{
zS0!+R)kCB>dj;P~{BrE?u*akO0kOURIyQ1Y5I>mg$9A4`P%3z2!Qw`%L@^U511kJ5
zJFBR%EPe82YID#z)>Zes_|xGYvTTF<Ai83VxTu{(YI@X})rh>uHV_UGbq{*NHqB0x
znoWN%in{C%%oIFCr6JR0Zx@UN+XvW!F;zFk74G9?3vR`;{o;y5eM=Cfu~nT_Suj$3
zFWf?Q*;|htvu>o!ZBS1teAz=LF|tsoaP+FcZq#lGTogfF4sXDmczH=8nY~PiXJcV#
z?@`pjvJpbK=B(gSr;XH;Yde^#fzJe9mHVV7g)^8HYICWP?g>oE*yGHtiv>(@YMS8S
z=8nQ{ON*JiAu9zB!pj)#hwY@@BKJ`7JC`sg<xkW+&0mW7f9`8P;_Wx(3*y_vPcB;L
z-hN`ex%;3v`Bma|d=8e;?GMv1;;tN?I@1%aIC`18dpYQC7Kn{6jKPMPq0so594t&A
z0nTzz*V+j+S8+#;jc&k7S6^hZLcLnw`ISCMi}r=mh)&Q+enz$KWUv}6@bQPE0E7#u
z2(f9D98zkq1exBS0OxPZ2J%J_6g}-v@`A{QPSCEa9W>gf2vXPC!bnL1(bq-dD_d=Z
zUmveiAFuNrM*p!xd`0^%(L2--^_LO&oMEgX`p_?ko->TqM4$b8+zo_;*tvKe&M<xz
zufrKe?(iRo{+sbSoMFUiTwY&JzKqwYW5f7uk|*{+o0Fdvc~7XF*cYDOzuYGzPxSTi
zI$R;t1loQ(UdQkDS$o@<-L#djpS^}-Z`xF28?D4Hz~b<kbbzfpo$(?7Z$FZSvj^+}
z8@g=5c7k^JcH@n>a<~%RKA)zId#u3AwliqP*1_20@I+KDZHdlBIH9%A<*@1yZhfh{
z`nX|m3%q0fEbJ5W2wzKYN~^c`MtQ@}pw6)^;aaB<@ZiE+JRo!*n$^J$dGvpYT&?qv
z`<YU-VWAMY^?HcI{q~|>FP?JoI$dDZm`^x#<r-9MGY35=+=?y^?T80=NW>#_7vb5>
zN8;5*QAoAPLgbdO1J_TQ2RCPJhBL&Q!NSb-=)n96R2s4rSqr^5@0Ap3IqrvX&3&M#
z-)*FSI~Z<=Z-x|AFY#T$-^A@d^FOvjX1a;-((7zwA9L}2^&4!bxmHrah&L=!J1>gv
z&=S~9Tf)vPQkJC|f1oy5_hkF%Uj@oRGTADd4q)NL_F|dJd#P#XY*zh1AuBgfUeql&
zm2GmMx3v4ihO+X5ML>VUaIwYnV%hTvWgu_*GvGJaL0mc3T1IbAW&5T(iFyT2lx=rh
z&6<j*iSM|4l3hI4iXEN$L^dd4y5!NQ3DTBJS5TWuUkE+S)=)2IDHO&OJZAP=%#al3
zw-&-ViNd*eCQ|#ib`gq4_OiX@-IqFW;E`1R_+i1Jrm9jC)7DI)&Sh#ih+?j7O_$1z
zSCj}NW-wJVEG1i>%@FKo4TUC~BA7ef*9h*<c+RwXAeNez=~3^u1~RJ?YJyaLt$2Il
zh5H$auhWF!yYU~sP4MKhbx!cyJ$yy)obFeM*YVCBM;jkL4<pW%;)!iXpu~0l<SD|z
zRfgCgWfE@V<OGeLq``u#Bw$(&>PQTc(e^^r-MBZbSm=v7tKn*W$H#|2>ThyzH$5Kq
zv|3JdAa3Ulm_NG`PMT5*=OvnnJ5<Uc`Q{KlZJYzy{Ru!`!wkrFO@WhGM-b6R8(Pg;
z1r1jB1Zxv*VfalFq+O?puY9!;eSN%6eZ0<(Vfzo{<}2QJ3BUIL*m5Sc)_5Jxg#IC3
z2XaJC{$tCT(64;<oC)O)SNr4<7kEcT5?>NNKeFJrfA-lE{XfNoew*}(-T0ZLug;zC
zOS&ifB$2HyCp_ts_?&;|vnPKruhYa=z;8t8|7=tLE#`N$_X|n0x1IcuwzR%vui*h{
zlMy+z;_;hUwDArdpx=qkY#V^L?R|x_6}-TPHLJ0$k1{@!zJONjGm38i$dWepT8|U<
z%|OBL9$}9jT~PVPR_N@_W+>&xJEZYE7_)a~U=91-cyA@QuIw%^eC;hmH*B4Xt~Tj`
zI-NWL*LsUl#a=Pmlimu=3Q<Jvm%5@pW_OVLA_PzN*MMyd_Tx>(ZISls4e-5Qdvq;q
zERK~simu&=MGvm`Ko^%r;K4z+@QBbvbU}3mzWh81wTN&*i(S=W=9oipv&9)WW4#4f
z*dYO#FB^f@1TRAAeRjYRYnmf#kKu4(FGti&wiCvgl|xZ0U)1K28f;V53H8u?Q}c}e
zo>={#_a9rwJ%f)siQ(=-HsX>{d}osm+j0J2sa=UY3mYvEEx5TA*aQgK8GEy2Yi|co
zxo=0Xz1x_G-wt>x%ZwZeViZP-4=>p)HHq!asw>`<eY_VZGQHW8ZG35-wEM6wqR@m2
zVB)DSx|Xjkdn30N6rNHBlMY=Hf2?wp;jV93*IoJ|$Ht>&dB2TjO{_+UZ?#@5yU_ar
z>zCS9HejA175eHbvwVA&utB>_fytbE65K73y09slIp)(<va8bq;gkSGb$X&j?btY0
zXxnfI<&mZ&RE}sQmDd|2IM7U4+I8JMW_j08%EzQVbM<v3^JzwcL~x8@Dw{WxY~I*M
zu=k=^*yXeXv(sxfb;{Y7X<1ewHFZ8rEt*!v9B<}Y^HhH+-~G?-5D5Es=Zm7A{eJ)*
z{*{$4zVF2Ac&yZ*4K6=}5m)4}|Fdyu`PBEs?7)FVOR!$@O03h_9U49@g86WIwO+^f
zInsRd0;#UIg%_WfBD2d&s`c$3W`VV4{%~j0Txg$hq*`}mN&}cT?lSb*djf{vw+Gt|
zAbe$A1S<vx!ab@lK!dlPfOO$>IN{`E5O%^A_PEs(>Q6fiQex9!c-QK;3FJI=mH5)D
zXaD+moqx5dzhRHBcz=QYITKpr-S_>%yU&@>KX~`KHdW33oC*D!{fBjd<oKWCbyEH~
zbLLm<e?RnJGid%pOlaM*KjD3n2>bJ~`sDM!V}Jg8ByXK0z5>=g`|Ib}+j^<e7Mj!T
zH72CcU3c%G6|VHd!t<->0M%7==D=q-PwJ1ecFBQUwRmh3A;h;6ZSb3rN?PakHQMx`
z0$zH~9tAtM!S3loRGzdDowXC8<kJ*Z4LXQZJTKseD@}3!j^Wt2z#ZQmuSz$IX@Ra>
z3P7Ejdcd`l7NCm$Pm%O_G@5m>8*=x)g?gK)AoreA(T1uQXz)!l9DaH+>g{QUiZf@z
zw;iK!$dpOw^y6%-SGfr6O7g@ycD?XQS3i89k10lr-l67q!qH;CO)z7)D%`X;2hLQ@
z0t<4AQIE5a&>H`lC~ciL95HzuvYxID7Z#Zyhbf9+rQ0JYykUd%DrUhAS4xnAM?}pt
z`qkLqVb7q>N@DSY05)Pox%k!~z;=jiFST<U$O6q%qNtQ2U^TuO8+_oNEG4-SwPCLz
z+pDdK_{~a2meK7Ph@4R(-hI5CwCj^YtXfZZ*@upIMW(k7a_h-jNxPjJDw;Rn1#}se
zCc1K9wd|GcBCzwFKkyf~7e5vZkVOXWXZxHIi}3EIRO2V@Sfv|d#5bNElATL>!j4L7
zChK<~fC|yGV3uXxran0j6Lh&eLIQnuQ0MxnF-Mz>kQ78v!oY@esg9+~g$gA=81z0%
zaCAg_s*F-)Uft3a4Dyzfc5Qu;StgoJ4b}H%u8OBIH@Nky0{1QuurJ05J5}9dN-x+6
z$~sSDT9jj{$>!ZuTq8r~Xi4jur};}UKY3O9-zWaJ6XLI#|MlC%PcB;L-hM&>+<j1-
z{3`J}ZV5)T-s>?i;%F%zc^;x=eGR$0mxKM6=it`!Dcth?U1;z^4(1h;xkTk)>$`bK
zZT~8y!u_Y{nE)c=<G)jV+oxF|rMw7kKX4S{o1Aly%X@$=f}6ZmpchyL!>om1OJfL6
z&NW1x_Nc&_cUyu64-A21xGl*GA|JTJZo^`r-YX1}Bc0&<_I2jv=WAYVgkK-8Qy;JM
z(^#LcXx}CJ+T(RN!&pP~p<fU^XBfXCdJ?b08OE>TbvVNaxu*9O(Q|9i5{m!w-?zjt
z;xta@%gLAVI(2LqzfJOgcf1Zy@`UOMsq_E3<#ww-6Wc`e{Fdnd_QY4XZxH;?HQe9w
z-8<NiVv_A`(Js12S%SUB+-Y>zrYf|2*$qs6JVQ@-Hk!^1x5Zlv<#5)x#vpfAG`7xt
zk8hv7iQlL_r91RbrHywK<0bcu(exG1uzNElR32f0&Lmo+HAVZd>Xc_VC20(9xGn?d
z3sSH#a}~dH7(lBti_q3%tx(6od*RwJZ}0%9;C{s#Xm(dA8d9<W_3G3Xxyw7FT$>y;
z*n2#VQ1?W={l}r=gzfO{vHp18QXh2sZ~@l)=m2(YPsLZ&wxEdnOYrOu@p#RQfk<Ud
z405Z?gzLOq;ii6;aOR{&U_n<Ov~Q;$x=~($tP?_EwD}Cw^hh3z>-Yi+*N;KEACJLY
zvldAHA*gvWe-F3+%y^vv5qV;fp*|b_EI@oy`5fCmMqO%qri2x@SR;z`Q34iI53tjZ
zN@U4{SSlxG4(rk-S6p#lLzaG30v4z~7w>PcAnn?JCaW5)Cwu4pL1e1sz-np-OS?HI
ziDutf4LVIv6<y-y!F)N@92A&afN@iz#8s%33~Zjm_P(DX5(f;GZQg3gb{XR$E;$w@
zJKI`^9l0)9)>m^cHD~Z`CSg?(^?q=?ptDVdM4YHh6~A_64)5<P$-gs07_g-;)!{-3
zRh4TZ^cz`54J_jr{%V=Df#L|kUgb&BE=%t+3H^3bUM;nmD+?wvAK(Ou>D@let5Yo`
z*&0a#nbvY)N0YA1j!s*s6I0@u=8ro`O`1KTswVDXR>8uWr}|6r`~QW{zGfcQZxcMZ
zY@HK4cMo6DJE!{<;&lcl-KTYo9bg0l@vvL2D52X4Vqjq3iN3hy^dQ{4p&ZnI6AHKV
z*i@}=?Qe@zGA)tvXd8HDh8*g=H>O%|R4D~1SPpK@TMUtYUbSwoK@!Xv+Yh>3+z3Ns
z6+v!W2!ESc1fT5phlTqsK!Zzipb#a)aft|ondZSRzioxOQ#*k*VGxFf#*%Z?W#Zdm
zZA4!muTvkd^V5j_&nMz5-ggPV_IMr6gw_zg?-zv6nb5BYzaJs|{xiSw*>ffoa_#Ob
z!k30t$L<iy|59q=b?%2&`|QcFe~JnHHt7?)@qZn!!~5QKxoh#H&+YzOpM8D24k;x$
zIY;|ZZkz0FJ9MGV_Nmxw#Ocvp{B7t4Zx&&y^CNn~xh-_&mf?8Ij{P`GcO%Gs5Ra|S
zX5l-UXYlJ)v9vDrmhNVF1TU^^g{Ivbg@?=wN9B{(qvGFoq1E{-uxj89oN{p_Zn(Jw
zZ{N!?|DHGao^}=8?1e455)_3xtWkt(mlvUzcmiT1NoaP+PBdg>B64XjL_=gfP;Ss1
zH0bJF9O1YO^`0Jrisx&=cjK1gx!dy4>5LXw@6&3q>-ZWjo@hHdIaCiH*k^>XeKOK2
zF+q!?0%5w_3b^s+R5<gj4~W`=kl9KJTK#%4N?q_64o?g~)?1Qc^g1hKKe`I6yn7uA
zCp<^Gs+=`05F)cCxA{)uZ;I9bdGR_9d-~nHBc{Ciu;H^`iA##i*mg_KN^M<}Sy8Jz
zQAFFZphs8)JFQqxwnl3TmF+g3bv8vn?$A-$vZ<3n<cfphz4FG=E;}i<(aA2ds?3cd
z(<X_mhFMFgY0(wgL(e#%?IkDf7U&`?FJnRelonvj`N87nj+bTO(jvCEoU=$^Vn{Wa
zbCgwVEf!zhv_n=rzL*`6#mf39r!p6X?*-K3L~8xmwZegFyQn8yR0|JS*fO#qUXuJt
zF2eD{ds6LBlu^IUbrpKvEE0T7XhYqU^kQB{6bSnMKlZ)@EQ((1e*pzVnjnIL(mN{B
zVRm<t3>L(KioGF<qM)K;L&cRM7DSo~h=7Wy*t;;x4EBbK9mRqTu_N~WpR5d@`hwqm
z@Abaw|0B<HHj|T?%xsd$Ilr8f%*tL;o5qdlgaAbJ*X~G{oEb-74W3E|hurdzx^EDg
z2i&8t&jB9yP7J2CE3>4w)B6$&PQ}nio~zZg<{zc=|6J&g=j<K$il|%Tub;F3USHtS
ze6`i-oztH3$z4F{4!Q-R_LZRlDpfE+{flRQ*A82ec6<tI(kK|T{8R=uoN>p4FKDhF
z2wPnJ0L@*;fK!!5(8B(rjBliTm|UJ%0XEKA1IQF3%p>P(4FQ||OF-aiCoo}9Co*S%
z06ezLf@<%tf=Md^Nx8#?<ZkO|*}2i13V~&sGHB61nM{lD0kisI_Ad#1t<|RC*U#D4
z&)L`VqWya;zN7t6qpy9=o)e5RjXsOp?b7dy<}KSbhZBt7c;Is{kZg@DCm8=SXU_>n
zUSsDy@NpXL9x3~N?KgAwoM1%Uy}qBb|J8!AZcQG`gP*C%e?Q;O&&lIirmr=5e2mZK
z^SMJ=nxCuZW6b}@1K;6(@tpneDv_s~$|<Vt3aO`B+9Jw&Uqebx*$;X24xxhgOs29g
z4@H}{??P)%_a-;=&O}b{4xqECF_glX?UeoqA=Rc^1X`?W4ktTFP@l>-@czINu(<1S
zn7WpRYUl5w!s`!^TBJQH)IPz@*`Gvr$0SgC{-JP--&AOR(*k7V>?AAnqEPp(PH@Iq
zW7y};I_PEE2lkyN2FD`8fmydyv}wx>*nGwe@X=fVOACz9d~r8e+WR#!_^^T8bH^L4
z%eR14`!=Gv7e1o(PaZ&}6^gL0={=Cuvm9&~9{|FfHj;DOO^5p?>%(ggyF!=aL12N#
zSg3jaIfykJ1B6azVT)$QAU8}7$`j(6mihDM?7ItJh~3j^Hc~}Ld}a1?)-+|g)U_yv
z6&ep0MZ9=QwoP?lLrdhD)H9|;j@bjYlWT(bY2iI4v*#N!Ug5B~%;JUA#-JhFNNXnZ
z`g)bfjuf)0z8$5l-J6R-_6#P?1wNv4qTNiToD#V$zkr-JsxhgQynzvsiLAH2jmY^W
zVsfY1vsNo!i%XWcGp8#1u){WnGT!}4h^eO|=!9}x;&tI14?X>!`JiPUaSFQAhX^`<
z>-xjO(S|PwvqPJSorm`dVcRFfxG^Jz&F_@bpKoS)Fb&kC*3lj5_!-(nU!6;IiNQqr
zz53LAV^I_Od7Mpt)&c>s^}PdKZq$$7_Q8udo|#H(z1k$TDSJ-5%GgCOO`c!Vs(+OJ
zjweBWM&SQF*5DoaMBN%ZzAYXd>-WU3MVsKOuTD+ABh~eoKh<>gQ4qC5f_nRA!^Kq+
z+={^4R)RDOyCU@-g`lOf1gxi~$@qE+^Ps}h5GZe}28KSBK+mWm8NXF4DVg3q1gxKb
z0f=tQl<}lb7lWLBfuQFa2?*Q6eYI-4035ny4?Xvoft{(kq}(1Oa;M%&5IAHhIcJd-
zFi$xL^k!`(Q=|RBjBST-8NV{{wO5-)Uq5GGKWAUd3-@zae8>BthF|-fJtsnI=Ik}U
z((pMETI-xWCqn-+XU~aHz`b`^tN)tNvXLXd*6#T{*_?fuqa!N+YR>*Q5utT!`dDuK
zOif>vEAMM99Uo&J4*DGNbM{!vug%XM^D*J;>gVjaO5j3A&*5>to~}=qQf<Osd#bIs
zq^z44P=XeNkb6Wh6}<8!wMK3f+PLisS~Dk$+^|oIoXm!x+c75SrF1%anD0yZnrEXp
z<DM`yib8#cc7^vl-h-z%EQBd5?2*d+k0=9~BBde=wC&<Z&d)v^r43y|xhr&sm$f!P
zb1P2g-|GRZTsFe|n8$FYX+zj2_&DrjG8y)DS_yN{e}ulX-lM1)uVA-!0kAk8fDc9v
zXvXIlczVDBWbiVD-1A{4ywvt2^0M@#8mgwD?pH2AtxIp<;+!oY(}w~Z1S%kG$ulx~
zR|D8~Xc$bJ`xIt`bOV0UPcZ1dIyvX`4oD4IL8eRy2E<2I*xb|s7!KSC+Ya8z4-$Xe
zoPEcFu3MwTu2=f85h-oNCG9(~CTpUluHMU8!lI{WPQePY^-du>>E>`IWzAh8`{iS{
zqwp!Isyv$s>#&lXU2#FYt&6SHI-;0W?yt$bvb`;`8P%F?JnoXzZo3b2EMhQe7KX%)
zr_E#zG;d1gq#BWZK$s|9c%IZ$60@CMk*M9#4b1ws`&rB7jl~xg+cPISC9!@xb}(N3
zMKn93w}(?#L~L4eS~%tYe4=N3Aw7sJ&VT8wO<y_MOXw6*Dx9FToY;PLw9v792ra+Y
zfe1+)NtAvvqg%K|Nv#Em^y0+UMDLb6=u3f9>9=|E`G))Y(^c&*<!27{_1O8~gwSN~
ze)_88LXV1}jp-(zI!bN4Xkz|SANsKR)0$TOKd<{c@l{c;`~O>71z&wX(EU3<8B8_#
z@ESzrXCa@x@-Xh0G9Gq;mwFjed$|^=Dr^J>+GQYTi>i#T=TZzCxod(KBOJipwnk9z
z(Eu6Wz(Yc&CHa6Hg9;!VnvHp6f7^KQL?;mVFWn00z$xO@)&lU+b}J}+90}zbaGv+;
z?8)sK{XoEM8&aa(516?n1KlI$WXi%oFl|ONT*j{qeC^fi{`G5Y|E<^W-@S<Mc>j*>
z@4Z~6`%AdleU7kxE}PxwMCdoO``}9+7NLL9{W%fJ>-9K>@mv{SfAQAuJ4_H!%k2Jd
zB0~SWx<A(Galkq|9v#2d{rOq^ulaan#iJTNkI%<3PV?9DF~|CKf$xBI%=Z86X}-FA
z^f}$%R>jlx{06FZ|1eLrJ?$u~$q&(|fr`j&%T+2kCX-rYlZZBKcS392SCJd-Dv)Eh
zP_$=YBTDm%K4tN8CS^KwEn4K70Vkc`j(VRP5ATz?@U-#+xGd=tlwXpJ)++Zw%{2*h
z!A=kP>6)TzHv&;&Yzws0(FvM`Gy)mNdckKWM!>w%8E|I2HSGP=4t6xjgngd6fbI7T
zf!RE5v~<N>sL*E)ymoK{wA!;2&1rEHS($MAciOqaOY$11Z{}$<!cY$B>dZvy@_SIm
zwE$?dISgcU+XiwI{6N?%2Qu2N9JX1-!nCl4aK+JV;J0)qbagon7Hnsr#_hQvR<{cv
z4rM^ScCH|I{~ai|=wMA7{WJ6aKhs~QOACLoi^*^{!m>nsQR^;iynVFP<-}>$!{Llb
z5_6oiy<*KyeB{h53$-U!ADhT_@OmSDaK(m6uPh*EIb@2r__vW-JxF1dvdWkjGv<n{
zQwFmtOUk8ob~8i)1ILiYd22<d0$iC#y8xN}>LuChj;1JWlLDze(v|h{<@V#r=|X5F
z&SvEz&x+4|*u$JSJCGeJ4P`p+a3Ur(|3D|SOeCr*&v_^X#^=L4IpRcMTl#>eS$=Mh
z0HMRCa^bk``-!dBnhD!gyrtz9$`fNNt`V0fw5Ro6W=O4O-lgMm=MlYZis*~Grqh>w
z9qE8$+lfsn`t;qf%k-6}#vbLqqv<9}<E7R+))LQ43h3m=mNl*UN9p|7RQjI>{=ehd
zerG;Wx5kfeibu&`I@^y$JNFC(M}Nv1+fF7yl*X`rAZn8l>e4<LE?Ot#o?ZYteCmf9
zhp3=NE?0rRF#y?}kc_XJ7Y{yn7II&(@&UIL{h-eLelmWGLGom(KpCt?1A)h8*-n~Z
z?|cKW%DWJBYkvz&GuIPmMhU>{s{j-<TmnA$15z%vgxspu2wzXm4bcN8AuoXrQ$;RI
z?gXZUTVwvO2z+O&O~bGE*Qxi{`F9ogzg)+6v>$5pwfpOEg0W^cU-CusmTB~yVEkq_
zAAHHfg7Gi@I-FqSvcK`buS=uHf)QnL=i=G?>NU0)1^jBkShpsR<-vbCi~qGIkG1))
zweYWx@p(AEHcg&m%kpqOU&b$+#pgR*9UA=472I{{@9jPPkL>Yu&Ff9sxzG1hJNS{Z
zJTnY^h}?=?uOFs@Lp`W9-LInD9mi1ilQ-nXW#-5sOby+B{}H`-G?lV!VNIDvFGjK5
zHQ*%k)2Mf+Zt%WsM|f(~E4Vb)6sfG*f--V*kkZ51XzQyz$j_)Dx^C7TB`%FdJ3~{U
z>E2Ty<BA-4Z=nzB*7!M`dA%X*J#8NBV0sDm+1LzjaJvkBn>RvHZ-uby!mhA5BOZLX
znUBKeOW~;_0r0+q2E3&99`(IZfkp)GLCs!2MC#6lDAOzf+DIT+(ajO$nvMoDdQT#w
z3XCAT>m|H8>=_K+Op<fL9ihgMOc3jM77%eUP!~7@!_Nt@&BmG~i2u->{m)!u+j+rj
zvD5hN?3_L0#pfQ{vPSz-r7m3!Sa**|QTSF<(nhh8o$zJ?v()P$u_`l!ZQoOYY<}?>
z)1z|$xp3Q4amg|}sZ}puR`GrXQ&rGQWbvVrZM37W)OKx>c(8CM=^v6MChe7&9ZOn~
z8$VnoL&AMX1xtbvnZ9K^O_CE?FREg48ac7%B}L*hvlcMNhp_CB!`qnlQbE3}bq;YY
zbC579?-Fru*dW4t^I3ZF^)>ld&$XpXV(tisYg7_?H?9+#TIC9fxFLCl2MOZz=ra0K
zf}%&By|dKvoseF1(2VFI(xfjcOs8MRd*^G9H>97wtIALLl<KkRRI$*=pn~3f^8;~o
zOix-<%S3A3Y6mgTZw7s^ZEnr`_DAXOKO4wn4c>*Xin=v;eA{2H!E?{>7ww(n{RwMq
z+Yd>jR4-V7sGWtVW5pvF8-1R8aslvs6oQnwnGVGVS)heI04o#yWPIJhl~8d>7}PfZ
z1O_QeAYs%=#@CB<AX78kK$gJ=;O=Z8<0ah<2Pv5$VEDB+;MB)k<Z5XlC|qF=#gs4D
z=AKB(#cGn9o9qX}eX_{#@~zzdo0*{Ll6mCP%r{`tu5w()uMB+Wt4*V?_t&ZS*ZGTP
z{<9c-$NQm%U%S5!CqiW!KH%oszxLPRM5s)|KlR0{p3DBSFD55K|1xLKiBPPiV?rFP
z$8+|wW6ocP=YJi4zs43_b#(k)L}=ZbK9(E*siu$R4h~pDSLNty?H<p?<FANd9wy#j
z2lH$5*Ws__WA3zH7x)fXhsOW2MSWd5e@9RMVHuvTX}2lc7WX~XPWw=nZMvX$o2AHA
z-Hr<GGlE((X*^oLdpXKp^MTwXn1tHpSfS-vi>Ov}TcSt8i<IxtNoe7yb#UU;bmW^i
z9Nss#g(nYhfJ>s+Af-lb$lmo9vKwZA%1bvQljJKXt!gyozCIq7ylx6j<)?#;2OVMM
z!MAYlrju}1$NR9id@yWpVFLS%a)!BwhrkXgW}s~A2-MX0B5E>kA-H%j7A5u8MV4wd
z$e?H(nWwf0UV4>+yzb9MDz_2Utg;YlIp2bdubP7NZl}Qd-KJp1j-6x_+yPsUZwAxU
z#=`VnW5Lh^a?myNELiB%2ErQ+$W;9ffarS!HuJFu8&vi|!OaUbZS<$j*?SjsdObkw
zu-}QD(`m8z%%O#>;pstA=hL%TH?KU=%tdQRD`!V`f}#eqq-iX%a_Sw{bJ%8aIoXIw
zTiupiK)Q-Ax-5`d76@2HCrjp;mZ8Yv?KM{UngbiX<Ai8vj6B&Ye6{G9^M2-j*cfud
zh#BPAE1O8UEq)BKVK>_`ah1q?b{3O;bPa2EIYNATPAGGfDPaen9maUJTqJdSe3@;f
z7)gvb@unBwx<ou#|K9z<EGnP6R6ra}0(9XM%lz!t1BHICQwZHBKE#GDhlK7^{D@&0
z8p5VIQ|XVwwjO(Yr%NrTCDO4s<caRSA@qfwljv7uOum-368&VgWB#(60Yq-+RQk^O
zy>v-#vPb#lS+qv0!BVRQmxyNuIdoFz2wL}A2dUzRqcyGkM_~c)pEz{!HGuJeE1#$v
z58zwlG4!X;=yPRSa)jrX@xGC*Icm#MJB}PVa^}dDBX^Dnj=q`6=hAqVq$5@kxY+Aw
zDGL8-Iec~2>C@v)p>-W8mF`bK)Y>dWE%k>BLp-^EAONU*8d98Agc|haR^vhe$Q<xM
z#&1@p30|&G1}|)_z<_xGy4v3P!r$_aTvi?rR=B1D*M(Dv>s%Q-UakXKD;j{#I=NtS
z+)*;CHvrP^Mo=UP2AlUhAmzfd$c-&W0>AJSa>hpqFdT9eXp82OOE&v}2?0`Eu6U}Y
z1joNa;A^usyx=|iOVjhuiMuE->aqHOyDKKVMJOh$I$%<&COk=q37b7IsZ^6H7h_VZ
zCOk=qNu!!L9Z-M?s~?!Os|l+hm~^TMyAoi+9|OgNRU=GTUBT3%n)JCClR-7L<YG*%
zs>zUxF&R~pF&ASpsU}k{#$;Aa=3I=)qMEF@*ov=6^@*cL1%?hC9ymI9#KeGc1I>a>
z`7HdJ<9g%k3fGMaejT_N*9Wcx{(m>E=Hvf|{}cW%`1xB^^NqM;{CxPC@N?j2u;Iv#
zqc$AbbL7C06Gtu_xpCyd5vLmq#2f*R5J#RIb>OH|b-A5!{5u4`(te01ym_4-ef<?(
zPAu1047mEl=g2GuoLK(GV!-`v<iqXR!-?hZ@dUmGaQS@seEh%q|9@pMz+xGdj2!v9
ziRHTS1@54@v*DLXo+JFy;tq%dPUDv!lYVuYi)sc0{NnTZn2*oLof`A-F}?;LV;&AT
z&EpH4UmL!_d`$Q{{Bq!c)4xUFJ7^tv1J~ux3jD3=!W`b7!#-Jgx`uC~tUs1|s+GQ?
zEEYUMZ?3jQE~Ew(43<)BmaXL0-EKtL18vDof#;F^xufXLkO1_;<S2UNf0gq6cmXY#
zGa61fZh(B-R>J$Lr{GD;#xPmJVSu&XC{v{nDXUwet@=BW$?OYgxk(k}UakmBn90zj
zE9WQl&Ky<_d<XX`+=a6eFF@b9hoPr+B<y3B2>shM1B=!?fE(hbz+Mu7qT6(U-EJ4b
z;vFZ!$CaPabbWbv%IzdF*j-5GnMA-6D;jlfH<xOdbpZ9yQH4!Xq}+-;U9j9I8m#w<
z12Z+>laYrrpxsU>Op{B8>6$uVXvQo!c5EMVj_n($9<m+8+F1d@cnH)PW(SP2uE5qG
z1_3SCwV+Yc)_i6DL-q&P8jlXmNu$F8h6V==8##1J!0^!V6MONGBG+!#tQmYl)qmKe
zfT2?Zuo#&%&}>AF`0y&|7?&+>r@57tT<Ik~o%4xpbvs+?-19N(Iw(sN=F*6?2pYzQ
z=qNEs?}~`5p8HuUbQ#%fUm?@YvW%R(s)u;J-WjQ-<x;lc>=fqd=s1yCKrE~DF_ew&
zHBsDm)I)NJrm2{4=*MhR=Jc8XBeHAXzM=(94M>&YdTfUsBSpqDJcy?8BbkrS*Naa!
zna>>Y8Ojd2F^fTMmP*~ip0h27&C3_QF(WRo)DcFk+fCdGw<kL3te_V+w#+ZtdV;>#
zRUm9VpqVgmMi#ODhNiH!{Q_E{DvbzeewsMvK8J2LC0A<k`VPJDeM_Qi$W{9MsuA=>
zFD-f~y5n){R-w?b<wJVoAzR{b)_Gdp&QNOkMxBUh-H6`b+d`_iC6jJuP_tO}&-ym6
z*UuU$YChAAk%t@KrRqi=_{Mm2#cEtbj<D+12#bF%Zp;x@(Xd+9gd^>0K32c5gup5m
z9>rT$^RWtL%n??VuzK__BaiCq|AIcM`7#88kAGF*tFcbR;YE?}j#En4Bp_;8AtD0{
z;et+Axf&1vP@#zwu53Z_zSDpnH~6I&otN>OZ7PQHgE~NUZzE8055Oja(q#Omw>pqZ
zCrLn>{a)arCl<=@6@d6|E5K5-EHLC+191E!Bi^!H0IGIMz#hSC@N~orQf|UtGPi9h
zzMhORoCjJp7y_EGB$>?i1LKusa#I`zjBx(1416uthBUlpb8Y+8!{IK8iB|w{_r!!X
zXI^{83df(0G)%bvfC;}cn6NgF>EA^d_;tp0#@Ep=K^XWo<(}a$D5IJ$LmK$_R|UQ!
z{t#Jsk&<fU@C~x)`MAbX!RHrA1X$R9W2pdNuEoOkdtW5JTpaV3iaLFfIAM#jxbp%z
zDwouJ!3zspeEshtZ0kl8xI_M@h(ez$0|(r(G4TTf=3^Q3HS)muxYJ|Qg3rVGeE9lW
zz6_j)2bNzN_zqbIlKA<`L0ve)%X3)j8&6limz32VHBYtjUX=NR81!0I9XU_arGm{W
zs5SWxXl<b!%GOaOHx+k5_KlXHba_Lnm1zlOIU$KMlRt~*r}u>uTJ}J_)_TDE4W+Os
zrX@^@RYOW*ZDfDg7TG15p}U_lk)Mh?x_-S8N_^WA?NXf!jZ-2(W}_A4J%zcb%lKAs
z*4qT=+oS?gtv|uuWd!t#SPd50RKnbAhhRtH0dRBPSk!b$OVs4xesD3UDN2$vK<4kc
z?+|EZ!b@`JQNP{(D4^k1q-&Cn)K6!i%;S@wjb<uH>oowZyOs-Pj_pK7df$NspIXB!
zW$LgSybi?IPe5?3Kbe{x20R{m!={t$z=j@6p};i+C@&fYnj8(UX{~?AhEb!^{-^lC
zyP*B^*W$KQl3B^vW#W@bciEPerBbI$!&sN80@1XVS)|#99qf2>A10A*Ok~<Cv1oBK
zG3OA*qzrZ?C+S=hukG|vYLTSDHYjps9&cwvW?7wBB^xz1>iKczaJPMA1IxyugO>74
zd8cXQx)JTko=j8GyqylD^2IQ={e>=~mXamR%IyxUX)AN_iM9dEp<Sohfsa2kU|ELL
ztx+4+pg>5U&hX7|*D#g15f<!mRe4!{`_h%fp`v7(Iny~m!*rc+u>Lrr3F}Neo@FZ>
zkui*x-%k_%OHLETrxa-&LP2UV&4ym6H<j>C6w~LPccxz$=H)9k1@xoIjq(##D-mm3
z#?g0(!SuzT4<7e==+kP%2&v`Bp2U+e6rHefF0JEMDOIHMYFfG8hQT2TcfLC6MiO|w
z1COeBH2q~rg1h%$Pz1;O6Kxoxq2sBB<Bo%<Nri~$vm4H*dUF3n0K_l-klbbpeqJ01
zbVrqewA6JnezX1(@aVW3cr={*_HQA8>UM)<eC-y><kF`Cuxvsn;50c)sH-U;(V|zN
zFg_Tx|1=RyeEWvXbeDj`JptI!<2iWXWJSsa=#lHZ6u^+a&&e>x2N+D(0-6WkkV$7t
zK=7z%xLon{?nXHN9RlAuYeN?GHjJN(Fz{=R6{%l}Fu42w1zm8w|DS9aoLH{0VMwZx
z2u2#5Se7A;^di~U!2tKSF%rOHxi%XHOdB~8a3|q&ctZS_#r*z<hx2OoF#5)Z(Wni!
zVf=1lxo*UPJLu0u9I9M-JX+A_j(HTp9e!iO_#Sa!<iTIZUsG?x;ARykO&&WmFksT8
z(Ze|7=>N=ab2bd8cb=}OA!T{uyr){FE@j?vFM25+hMcy?Qo-u&sWq1yqnyJl(CVY-
z$jvTSP+M>T-Pz}ho)2`PEMpH)X6C+V-rmVDWP%X&($|C)k8R<JiV~QZat><i^halh
ztVhaiv(Xl61Tyiti#|Tn<}kxUw5wAAG`e#KWa@2$PX}CsyGtn;j`qV|%aS2-Tn2k*
zG>1bj_W-e5*MZ~-=^!Dm8CoQKk5s5Zu=vPn@M-W}G<EA#cyi-PWDuE2=B+!9uEsdQ
z=(W?4Zi7;!{^>o+QuTq>w}U}y-=1LI#3^9r(JV6JOf<BOmcrC!pW$-3-eAb-NpPIS
z2~u)nJ5-A{0kLLxfXA-IP<yTuFeZ~=>uye<Nqj$`RQ#Hkcz>J?!@IyU$xz(-<U&>=
z$P=HK^NMY$bWrLvsDyQnohzEWgCb3y9bm_~+-4Hi6cQO4n^~AWUwp%3I<u^$H#wK^
z5TAPYSZe-x6x*PM0`o}2Lu8`Wi&gBZ$wnn#5_QcwPBt%_CE7o+6LTjuh0G~?M~++>
zC4P5bzz|^!>-naesQKb$OxE;)tci)g_~@y|%)u^!?0}DDjCkuoscT9!YtVcz5x72>
zUTkoUsIdI#UVtX$dp2lK9LQNu7bJ|yPv4a)9B8OQXkMO1WP5cLI`!$0x2WhQaiois
ze*b8o$M*dvrRHz_=moB7gxB8r^ttvXbk(`3`3){!qaPaY%#Tl!_sC2x73vQ-Nat=I
zMI0<OqE)%QoGdP+6VdNq(}lBpN*lfor?qDetZC(X48ma$5579;G00DuIpwRfPOFAD
z<#DKtQqW!kqDB}Y*D*pk&j`Df2!Ke=2!672fbZk8K(ko@q_i9^<2N%e0}m!>f{I-s
zz_(BW+e~;N<2UJRMJ^$-Kyu7v;Hc~`v`rC!&5IU*bnSTnsV9K(CsW9D<wCG$^*rdh
zi1QW=J4VX&TSw*u9s&cC)XAwgBtU;u51{@sm`toF17pTv4>o~#<^Tzfe}}-=W<3TG
z2#mM}!DL)bCR~gOTR1Rb3kRlu*UC|kLH@=7z<10aT03g@qvFJJ4F>tzkBSq^wfa$U
zV!1X90=TB;u?HVxKPvwC>$tXc8CWdibAC6m{NKeO7(3vAv4bi{IE|0>tB)}c2b|{p
zs4(WJ&5w$|mXGmuc%JUJ2z&>v!}@_=_Ma8_Th)z0{EC-(x|$B8EOtKkRC{YgnXP+(
zo=>ttj*q8ML2nvUYhDp(&8azPb!0DcbGihznU;v|%Fjntk7LoJUCXH62^&z%g+p-s
zp<AeDawAxA*Bzed+#M$5oJT5W&!fy#L!|6>7HvLbicH$=N6XW9Qy#O<z><v9(8!@3
z$g~^|pS&=KyB#0H@SIt&m+31AJ$l041G>V&4(1@%RS|B~9S?gMOhnO}l418jy<zdL
zUEtHxd^Dx>Jv<q^3>gf+P3F;0Vab&}sB@7fYTV;KrMtc_)O^(t#+#l5DTBs?bxKuW
zmT3brqHiR$Ie7}EE)v7EA$`G+jT@j_$Wss-qz}pKW63nTF2F-#3ANHXfep(>fzK@+
zfs%JDXksGaEAx-TAYKJj>+NE@Hg4=}oAu&jlXF>v7N@0-w>z^=>!*t*1v`+&?o-*Z
zUinP?^tnX(v&}5n7bCuUK7(0uBcF`AF<e}f_f%>goWd#uzGNPZ>moAIxW_h}*^iBK
ziDM2;fux-OGEw2aQ0CU-4&<5<GszL=C&h1!)-oQ7B<pD~TBNg%B$`cCW8S>d79V~%
zk=eheB|AW)1tT&xk-Az{viehQ(5KdK&Ues<#Fftx9v6(Y^HDo9V&6PpTH4Dve|hH(
z!v3~<2#uF6#HyreLWdy_h~7(Wgc^&Q)9;qsdTf2OKx#fCik{!6l<0VSGktd11NvO&
zopis_m&EEf41GK4A${Ia=y8u;K{p;UL2A+dKJjqhNIG8IjMhq@A#E7DqNa8KDD3g`
zO{Lh6ir_1wZsdV)j7L{Is{S(T2i6L>`~SrPQqBJp{HWaAcTocAE)WF(a*XnWF<MKx
ze<T2eo*#T`<qlun5&)fK30T??%RKJ5I0clqO9yv#grL_r0Bw#>lkqh;^q=%N9wd~k
z0que}3qh8EBp=-Y`FU1A?Bof8a|6kgXWVLzb!E^+D-^8PFd^l-%p<cG%j6;%Bkc#8
zFLnazz1xzBaz0>G6p70f&j{Fx<6jy0&R84LsQ07#IS2#4&RE&{rB;sW*Y+=#j%xm&
z>_^23+ggzYCv3mBZpc<>aKg4WKdM@-8?}6)0SjB1AJunzI$>cevu^w*!nSTifji`X
zYSqB<2?yM<G4W^sBM3gt9e#r-F#l^rf%Ez6`D=a~s|G(Z)`28`zH(3(j_~sI3u@x&
zs$fZ(XXbjU3*J&@%Dd6C+;Pa!`Xm)pI+)67>WQ*1ZAGiyX>yAkM6I_SKzCj2P?cm6
zdQ_B4_1^D<=Dz3z$Lk~1Q*9rtI1vnwZyFEdck4o}J8RL|%PB}17NN~U*C7*)erWl@
zPn5^539w|OE;N(`f=uU~WceHw)cNvW82<1U?3w!t0@M!n*4qRJE;0iP86A+UJqsl4
zI)fIic0nq^2Vn8)gW&UQZ!|^u4m=rr5gCA+WZtQ(@UoIB@>ZNeDO$}#Jsnp;%>g}O
zyxSA7%zr0Xn_&QE&74Ngxpo~&x$nqb4p<AvUGXO+u?kRi`AZPnN&$Fy>%b;kf`M`A
z0cf{U3N#<~0gCbGYFg{h^P_^N7Kv@*vf1!nG2$a*AG7-H4oV%z>|h=DEfh^qiz5x^
zg|oqfk28x0g%Zmz%CqF<5b>3O?o4v_95U$jaq-HY5~<mhbXGo3m8oD@k>R{+Y=c$m
zY-CB5h>W{SHY>a=Vw;9CH>ufV+MXw*=Q(%LMAgS+L#2l-1ye*#jt^#5Oe|!L#_kp$
zOz~s(_1w+&H_l-QL`hxp$FnWYA18)q+tP6{4T;;wwz{V*yps?7MFcxxB270No1c2?
zoX{e&wQ!hV1(6j!PH5TAmTvI+Au+(cF>(CCKw9fyywvQ|VtU@xGNOZaDt+eRO1e_o
zKCh}*6<zWEL;iv(Lp{!UZ5Fm6_35*3lRfTkkET^7I!n#>*b`AFJJHN$J!wPeO>5p6
zT+_;b6pr|BOgdmBA>^y0ZX|(k{mYRA_Y8kQ5ghMN^rLd#aUXrSmjR;e%TU|GnK1gp
z8}6S7fP3o-_@a#xe6COonr<=zNzuMCzRvP2a64E6ZbnQ2r`!8M6__RCtKIBCCc|}L
zvC3m$->`$Q_ZtDo9q$ZMW3qwActtQe-bY;Q&3&agx(sZ}&H>k{EK&|kBUjO@K>tv6
za!OVqXx=>>sE(162?lx~;6WuWR~$ZE_B{CbR|mdx)`l$V{iy0~7#Mi`lE8P&f5V2s
ziRBukA^Bp5kgWyh#PT;b4Dclni{-j(7--NJpDS#OsB6WBEH8q~$166f{iyKXQdlhG
zyx&bM*Nr%^9QscY2Sye+V5FeR(btHBKgRj^JbX@VD>ryQD*k*v#@E%`FlzIo@>6Q+
z>2k-EGF!OMQ@v3nWjaQJp5Adl4kNRupo3$m9Q(6q^{v)uRn=K?OF%1R_i!q@8=8))
znz~b#$6_h76g@PzsXQDvVJPYm<qIqJXTsx}z2M@*%aO{9r6}{A4^r-&gf=~?L_@c<
zLpSKzC~44hwCkJ@wmKaPxUW*c$8Wm9U77>n>@L}`r&}5%y<MU2g>kU|10S%k{c*T)
zjsomi?2G0$J^;Iij)KJrAE7|e2TgW$fG4{SgcVzFz>AwAQ2(RxC}8tAq-)a!X)Ioj
zva+{A>(HTK=@>Jx*6Agfb^bFsXT(xyy*dV_S}cI6zD>d4TduHsYc&AE`$JWIe-P_2
z0eCd)2Q?3^1RJh8gO8`y0Y%lLKr_6EA6Wi48-{lQ2$&<b`sm8en(Zw<6e`cQ=oBn<
zc;1+GDElNDcRrGAS@x6-nxx6Zx!)nuq-$95o6Dp|Ge@RFheR^M+fsbgd8pLPYdkBj
z(w@0zaztb(m%}QYd(B49cqjI}ARv7WZN!cmI!x{@6LQtEVsdEUC~?){L5#a?A&W+p
zh}2#_VAA0%)^M`Fc>k$1hOIon_Hzzr-19C<UAnwxTR8gV51BicD89N<IE(H}T+DML
zVEj`$?w~_{(F=R}%(%|N-bu!UN`rJFqqD8B%|p4ootq93`+}0_x8B!0Ha+MiHH!$R
zW76~q&rXm&0}%Z*bYNbkjvRe&<HP*<lSm?~YAb!~O*y@GM>(;7$6dNnOsLe{I)u1y
zTu#S@ccwL!E=e0)8dKBC^%#W1AR@jx>M_VqQD*q+{DB{pqfi;W8T$f6sTm<Vtqw5i
zsR0&Wz_nW$e7brPd@^A#&_3b^5=O6=@panw1FuHkfeL9kpa&>}=5o_yeAPCs$i&2T
zAa>P9&?dx57{vKeEj-&9EOF}x`h_0`2bJ!SDXJ2%WuX;xXcP)^x^eqaIjtkJp2UGZ
z^e1xCiDJ;~v?*xZ;RPA*ZUy}Ft#P^HSwWn-@_PinHtR8nKw!i*2`1xeGT~xOrqxvM
zNA*));D4<UzGMCy7=#ncG7JK~+uxQG%Q6h|{r<L`Sgs9&VEllIUo|c}{*fQmci*GN
zVi{XIemAlF-^CypFW^uc2Eo|k>(%4`n;#V}0~0Rux3PL~&ms$a2d%^U@!y!ztjqr4
z?Kw1avZu>FUCMO&WKVUq&y-1#KYC&`9kt88Nd;xMr*gcmqE(OIqgA;_$t_2lBRh+g
zDE&nh)zZ2MJ$hnA^)XnDqMe?@u}2By^O=Sf8*<^X&}%TRBmgNrDnRW%S|Phfr_t?e
z_Q?3iGnB4kPZ2t4u*9u1Y-N}UGJCke$4Qsr&Y%@=cKm$U<M0V6?mZg%Ci}pCUfaQf
zQ*Gdeh5cZsbOdg_lOUZHB}mJB1-R&*fD%=AAk(b3NdM(ZGT-Y3ygd3H@*X-IHBOmD
z>9w5!HRvuden2)@GI2l1DVhnw?b1le!_Cm@i6%@nI0I95Ob3JanZoh&4w4eF4HO4&
zB-4st0r#6vp~lt6z-01RX#46V(Cm~B8ur>(({BHe9poqOM@7o}h%HAiVQ1#%h!4yt
zWt;maNgZZ(XWPA>CknoBkTmcZ$c~vG!7MU2AyU`Gvtn&?@kLubCUL?ra#XK$@rv{)
zscBwgR&G!_b9a6pQA;YEmH*I_jWk@#9Q-sy{Jy_Pl;6>Vxo+{6T=uez1cyvS{=@A_
z`3VDAxY$CZVsn<z>+p_wp*~4mINy$8{Hxf$otHDNw@yl(%c9xliF@diH=gG^Py9ff
zU*PI-+PXW@I<cG{+kG0Hr)ZX+tdT1;?VTeW?2<~Pk6$1(vp7jNOw=ZNkIo<tS2)v}
zRmoB_rLOecf<*+HlS~&cIZYS$J52XX9^p}>VJ@^iF_SJnHrS(FqnK9Cu$7vnXAzNE
zZ)oYwQPKvnA8B>pKlHnHKi^b}tsi2(tJjS@@Qv~4TJJ~o1FeLw#ySy)7iE9!9eSaf
z03ttTA*-OyF!D+q781aDoF04_Q4Sw$ECX7%vcO{73>jZXy#ieCk`1nOJPMAJ5~#?O
z%J?dhrewl6WiY?U8MIap6iN;XNZ~Ulu;slka5c>WqnaEQU)Ul56{W>s{oYsLqN5op
zXH`sQTIS;G$$1_1Kr?nIP-(15F76ishRwW>`C>_%emMS>fv?5dkVd^9RlOh84_?5Z
zo5gp;A0ms|_oL#3ZLQV~PS}3qM+K^_8=SEHSNy2zvTk5uTeBb4*VYYA*kUyDy9nF5
z5e1enKhvtgqX8W2bHt}rze?9;)!?#g&gHMcF%G}ns=;^2I*`QAR}SjJ5ni4{iN>BT
zS@$TDz(t<wO;1uL_M_3Gp`DQZ?KM=;!dFzz@JzJweG9ZIAdlQ?<A7}ad!f6BcA;lI
zT`9{41Z8$j0Y&vSgkudaA)gtyU`3`OJbKv?E_yf#YSHJ=xp4$i9=#cDYUziDh73n#
z2JKPO{LN^$eLvVTgu@X-LdbH3{m9GvAe{YV3hdGS7!>&(g}yzwZ(wie3>Nft2TAly
zkRY`|advZ%N@OTJ64w-JEl5C<E@i`_!!EF5A_Xswi$nv2F(}|e1Ekw_8`8MF0j+F2
z1zKA+0m(BLgPajtL3m_WQZmUL=4YRVm#X%{?#tH#=<N<0JD=pfqxS~5Z@L22U-keS
zjRfFBq!=_fqYE^y{m&}le+WPPwEd{M7l>B27n@%j$Id7z5$}un!0JucV;AaZu<cro
z5seAjNVdo@WJj;mXBNKODs?7CvP9@@A|+nRik!;D=gu}{5@0wvdr4pMf#d6?rq)5M
zV5=H)yX=X`py0;dXRq5zwH`;Y^7g0Lhy%}<1FL<-ZxXMG_ImYau11X_Gj9cu15SAs
zL}glt-(=2b!Jb(n#lVM5YUkN(%Of6Q=J*4qpy3_1kKY@{W!O}y^JHySuWC14v{Ib!
zBqt#v8@LPI7GBTyoTWub$Bm@-oXpBk+_Od4Q|~&_z-1qi)~ZTqn<$`X<VO>ok6j}U
z-|v+_V>%->jeSW+-?Arit?cP;UUu~3fEjt02aTfdE*_E}IrXx~akcqE8_Ndtnhm#z
z!q?MjrQQ9dW|{>=`N9-B_VEK+E$q3pftgOtJNif2G`fEo;eOgLUkeyrkbI(Ubb)XG
z7j(h#8gul`PPbfI2Mc*F)~$~5ToE4OTXJN`k#RL2PsZYftd=;919xoAku689Icm$%
z-}>GLcRn6ry{pUWDl7Ci_~EO!PSnwzYBRhHJ>BjBBCi-BvzK>Z#O3`$yFvkQOp(Cy
zl98}Hun08y><1R9$W~L3^OH7m|5N~)?uiGNKYjog=@QW0x(pgF#y-aapnQo#A4@xd
zm>IJ3WIWs1CBlVw1f)m&Ah5}MD{zUw07f+QBbT);1RGM^z{+eIb|`I1%C+S7y&B#a
z_+|%^6BkK9Q_CJeIc+-`H@yrDX=H`V63_PY!}0GB_}Z-vjdY*QHUC!+iMuc+tT150
z3Iis*S^*PYfP@K8ZT_8Ia`BWVCcNP@CT`8IjPT~qnDF!{CfqofzW)vfenl|-Q{UaN
z<nDzDHzp?h+F`=q!Qj7zVaHeO55CKRhXq`ZxbAR$VTDbFBUO%Yec*cF|93O|CUR-L
z>bT~+930PxBa>=Aw#`^@WQEf>aL4>Jwc(EKIdb60i6a+|+&KE-_c^%y&Kz~AE~}fY
z(BI&Puiqb{m+lxHVEXzy9kR4kA^?To+C{La$9Y)Pe}iHKJc_Xn`r1Cii+Xf!ha<iY
zuL{BO*Tk<kN8metM76J0xkR?RF1`kfdfBRw-%QlkjcRZQt_{`bb9~&f`2mAZb1Yd$
z$1y*U;Es=v@e7Otz7D?tn8ydq`??Iw$7%d>;JmN*z`_F(E{nf6{~Y**!U3m$i@<l_
zI?xWT+n*Wu+tr16x_b_}Fx=B+wiadFzk{cGiyoA5QUmlLD+}3kd+Y{H9zx|zuR<#u
z#i3OOVdzTFCs2NDBDr<pSY(qq3zZ9cp~?q==&}4Us?S6TiVTZ^!P8t&_m}ptB4!?0
zI&3sJC4T}QCELK*&nKW(lp{K~<s?#`s)9CdzJrV>XQT9vuaU9-4XTapJZP{#9%Ke}
zfsa-IxTC8Pl<3}vJ~zZrIJPghH?Jb>t<e(9FMAG>`UZo9t#47mvNh0tpAZ)BT@M9g
z&Y?+-w!@-zwn#s7H<@2>7G6Hw5qWPs4mZ*3VDd~|O0)51Sox_4B*iQSYd$8DPXn?*
zN7JLw@@O1P+4~kQ+msImy>AD*(<T6(WuPcDo?PC0EN~CggX-#MfT?OKwC!33G}f7d
z2F(xfmHSWmbJgsN`k(I2+r2<Yz7(7FHDG5b9TT%@hOF-5P3(gF-mJaHU{PRuU9!1?
zHygOS8?)eIhScf!a@HezJh3d?oE7$nB2{h&Fz}HB>3@O}r>QrSnxrjYK9`+iZgm+f
zGI-T~Z{@@Ysn$3zR&L-vHX`t{m`F+`yUlhIx6$9rtQ~%h%!n)|JvFX~dVL-s{(Lo+
zCCf@hiW3c)Su4h~O&VVm7c>cB=vlUG?`iRjQ=*B~StWzj>lK<GEF4Ij*e4NA`#g{+
z7G5Jn9UszhN`3Q>SWcx+1qKOyx*8A)qaab*VWx0E*dUMF*$wENM~#UC8bP#1xT4fl
zdomrZtVlqkCv>s>8ai^fJ`oz(L8>t03O#;(29bV_^Y5B}mOhoS$D`bD2d#MeqtrBd
zKM^rinWmfDN)@ie(2Y;5t!edoEX0je7z+WuO6sxDe?>*&tM><3$WGZ7Jq&6AB2OD3
z<A`K9=S-n+3=n{J`;6eNTT9`s`CCDgfkt4V;TJ44FWLx;8PIh0I`DX82zYNb862MD
z2NhtZjIXq)4ViHD4T#n{i_<s&8`CJ^G6Mma=hG1+1@!~HT+{&bcnF!ym3wH~R*<u+
z132|4os?^0Pp){j4`^#wkf}zUfcCtZKxs!YxoAZo7;L&9mnEKK5`yF3A@H?ZkA=SY
zdzo;JVp>fYS75?Z4wx{;z*LWg{wpu~-z${wxc>nb0vvvkRAZ$gi2#dwl1pPz|Glpm
z=3`O+4Hl{v^*k2B=V1EAXN=qb7q6;Ee&1pt*?C{Bke97n;Y2;=|8AoGpTR=<f-eDM
z6+8)08y3PChsRDhpT|Nx?&0wimnFkPxGYRKAICUgtn^z1z61Y0SSaL-r_10t%BX8&
zPj$nal+mj_sN&v9)OJJ?6*Ooxm6NatW$ERimFIV&lFjZ=u4pB>_2F@3ea#uI2z^f(
ztb9mWDGa2{4OtYCX$OOf0#Wx#4Piy_A+mJP3sAJbAv}`(5yt8SBW2I)$YG5xYHhU&
z-P$r28FT5+BRZg@ojGXtf)Z$;GZAEteGE5@UkRU284V?_AED3a1W3$i4tt%t1$#|y
z1Lg<ygd5I(fL^2LfZN9^P&3;rNGs?PxKQqk5>lojlQxD(e_RNee=;9kdj?>1QF9df
zqAT<|_W`X8E`(N<QjnN*5Ug2d2*QuVkrJyExG*6dgjd=?uW}U_7dZlkjCUd>iZ)QC
z=V}n!`YLemkPFqU$AOLhC%}7;w?H9f2G9`O)U@S4WEc90SjeMlquAu^ZZ^z)fw*AL
zP`25o2kZhrZ?^4_<)V?jRY~0mqu5c!EtvVo*GQcPNLlyucZj8953|JNh2pCh?=q1i
z1Z3FJU1D}@2dRnb2<B6)HB+{2h^WQP>3g3%YbtH>bOkF&+|Nd+_hYrI1f-ntL~)B(
zQOvpNZOIij56C_-EejUJ><~X+aDXKn3q|sK&oWB~-(d~R3&r`@3z&SfhpcbHAjVO*
zK<c#8h}GSBiT?0nPQIK{2{He|S|Pc<J8|>#;=Bp5n)K$vvH1y)TL`<&dql{m>Jm#k
zrU<P<edrkpazqE4gT#LJR{qqeQf?qWLPxc2Osu<CMRzR@rXRL&&pZ5fJ$-x9ko@rB
z2R!Cabr)(!oTOK;Urw;%Lb~BYEvd=-b;KOo<#gVgMYPIGR;n;Dv8L7Qu@E<+Vk`vt
zDyhdpe@~nF7tiLa_Xk+WdiNM~&wC<>+$un=Ob0;8K6znMnE<qXQ39`T^@rEr`vJ``
z4#%96?e;~+Oe@0Tkh9rXL52I3u%Trc@NO!A`s>SO{DzOtlkv0<h={t5(>MUD<w&?n
zA|N5%31r76gF#j8Kp%rZG9k?fti6#1GWv~!;^J6RuAv*5e0dn?5gkN^D3*aHcejIv
z?>xxZ{S~19t^{0`Sh8vaj(>;1*KR!)s>ecNu0sNj5J#RIb>OHINB_Utg|av-#Hrmf
zTq46l1ElyEi+ULrTAs=|-hZhQ9Ai=c4Hl{v_1|M5X#YRB=ZAJ7Kd!3FB{I8^3=46h
zUS=2i%|!h_gN1k;gE5OLM|EK#E=!iD&&50z`d92ixLh3g_)F>+{_-R5?}LR@o_V@>
z^rj3^h^M+qC1o^t3A)#A4r-IbP(f5{Dks|uWm?}xD-$}RON}2xIlHywHt#OT+F%5_
zu&NIwm?)1PH|jz4Iq(3@Iiv-HETU1jXVYPYzcpFfZ!S0yX$Oy}j)M#B`h!d5H_%bj
z`$&E49+bDq3K=&Uiqa)3k#W0qRGX<1s6V<r$PAOfhq>$Eb~i6531|Sjzv~P=7HGg;
zai?I9YY|}HtDzvt`XOjEy#noA7Y6l9r-IKJkKxtlJ5l61Zmo`%8`Ad(CG)R^z$?Zb
zkauM!+_WJFChu8KX%5{6E1BsaVWmA-)2=`HwA=x7l)DElB64BM=w5JX?o}`-Xbg1U
z5dh*^cYwm#9^~?pDB!Lg2UXkKfsNaAz`NkNK%>zeAb;yhO<VqXSjc@vhS=D5G&?;w
zL`+{;&FUP<VizbrVB17B7L6dglR7sCvLo+}W#(<lkvcv+$hs>Ei6ujqvL0!9q%wJt
zA)7^$)A~e<3;c4V#^F`W$0m-<4dV<^i?E)1A5S<WZ8BjN^Lc4gcFxZ6Vwa^e$j(RC
ziEUK%nCv%=$mN%!NnfuH1@k=|#g#W(v0|4MBKgB@n5kEkS&d0u#Cc}M%-)p*+iOE#
zrd`${sgqk0tJ~~V{`l(!#8I^)!pWi2h@w{dgnM)}9sA~R{sHT5bWyh#!Y)Ocgj|t`
zNS2lhEw)6{)2E&wJPj8Rg$XA4lU>D96O;RNWM4q6oqM0|5_X85v!^Q&dPppl@0Lji
z@4V|#xF$$wG17=Gn!eDZd`%SHP-&UeWa3!j_DV=ExELZ;u)aYz>U_MW)$6ek9#}an
zg!n3{$3p)iy7_yj@zwhSEMz%O0o`un3L+DXP>V~!aCWFrxV=yS+O#%;S6&F=m3LQx
z#>Fx)_i-^6e&pP7DL4k&r!+zNQdLkjaxd_DS_t)gWp*IYAXkk{uv7*Tn?CqF9DrrB
zHo{FG1R(0PHb~IX1YJ)~0rc27GVW0!$R6DfED!DoJ+kkRg11&=;#O`Y;`MptQf|v-
z4JH^g9Pxl$_+T37H_#cEC5}+{#qsYD_}Z<<LiJea{~8to-(ew6)XT6CC+cgp3vr_U
z8!S{U>c7WA-`It!_Yy$dy>QuI)7Sf%VLlf1IR4#4{XdU|{;pl<dn_d20>)OnJqX9V
zk6gW7sP=C~cJ~~-=Ch}ZZZ6fzy^p85MI~jp{~o$KONv_Gzd;3An^8G=-4M5i8?Efz
z2wezPhJr<_$ZhMNBdbA+(F!()GVtobVWI6*pU3-=<dGX3GjlTP7V-#Ibm&Z$`Wk`b
z9YpYOXdGPN8IP1FbVH76pHS<8dFbYyL&&HUp!9StWNdzwYLo2^TQH44=FH15_h2}z
zYB>-}B74B@(a)iKni%%#b`AP;(gX7%n!pXWdqJ;H@!(EBU(_t(Invq~4lYc;j1szz
zM8<7cq_0py=0AE1uXw&hU37Bcrio`@a>+ePbMbUonG+A<x10yrMIy3tP88^{w-PR>
zxC+9rsliTmHZV@9J@je+08sL!u+fCOAlAwNxRo7(js4Yt>6Y!##{U_R_kRx5SK9MZ
z^bhorb0b7z!)xyBw2Xb?y!UI^rnel~`J3(8*4bl3{{0BDX`d7};PY`NCed5!IBOH@
z<`zmM_ex~l^E1RJPK%jEYDdUH9X-X#2S-VbsvMa2De26$g`-8ypObqZzE~#Jd|u9c
zd_IJoGf;=wcU&xf8g47v+)tOe7>3A%q<qrlm5s<lFG&2R{1Yqke<zYZoyR22kg_f2
zg^Blsjbrw7Ens^dp24&&{UmiPu40=_-%B4~Iyc{W@_k~)?F&MO$LjfA;$9MYioW!Y
zBAfge|La2i#czbZw-SkjFc)FVe$#2?+bs$2-a16Vp(I-ExW3eQ!$mqmvWfs^Np!JB
zI9+kRG;imdWcucy==>>ii5|>;C!yJeC-e!gmmYUAwdn@t^Q6WPR0xR@p!d4$qm`#w
zNagomu4(mpEW{147z<H+mDFRQzXx*u#k2Y9{Q(v-w|jwZSaboA(S=AiwGW&XWG_4;
z5dgd4A@Gu5F}&36Akc7<fT-toT%!rd=#jBF2HMG1;I#2kaJ2FrC>&}JKIP4o@fAkD
zBo|)=V5ahVoW=o|@9!hbOBRsMBecMpw#mTZLpT`PSylY*h5+2YTnSch1K?1g4=H$5
zMy}}86m%QEf*czW57fFw1BIm-<U;LA&|9(*mnEJP8;s-MA#|yJh<YqkkA?oPVWGnB
zeB?M$kFf|A_1~-)0$(r;7WLm?p=wdjW1;WY3)Qvz0lo){;3$xzE0X`Q3vr@eW*7R+
zMEyU5h4ckq!jJ4iU)yx>`8ci2(brfAm%`(qudxt+Eg$3aere!G-rvS9G#DCsI=|RO
zwQRT6Q{AR7WoSJW-7cDgTDMN4f;75NIVT&T72TE5N`-QC?$l!N`Gz&QU1>kETrmih
zuT4Wwr+lQWnwL}N5?dr`ngvInL#XRB1z6EKku2?A2#z&&hlj3a!TCe<pq9}xbbfdY
zQqFIHHZ=c$hRpkj%AR&ZNgqPd9)(-5g?1sxoZSFEphMv{iv%cHnFhP-K7($YU8k4Y
za@cL>8!%6O0!YmC;%qy25#t;U+l6SsGfK^&;PO=zGF${ttPF+sV&=mO3nrq011r$T
zh@D7xOaju3>w{K4z6Pzf+JVLFPLMsS2!y}cMM_k%p*b*zDf<3!N$yE7@VXiF89o+J
zvs*yrmxUnK(;v8P?gmvP+F)Z<3-H!jAE=Kl1#(-IYufV9vkSRYYKU8noX<`@S0dhP
zrN%au^I_-r(PQn33`KtJn~+-PSFr&GJDIuR7p0DxlUUcF`9zY}PS)+_JF?-SL`FF6
zIXP)do;XiDT52@Xh<VpJg1IUfD{4Mw%iafJx>C(4mzWQM=h->(UBwQDi^+~~sMun{
z5@r><iA?R=p6vcPQ9N)#5NUnTn-#|U2tNt0FcWPjvT8Tn#k($eFuOi1VSC&<$g~MM
z$$cA#V0ErJ=TB<gia2<9zi^`VDB`G#8sP%6=~y%Q{6f`f^l?XLq1UqM9&e%)iTI0)
zg{Dcx1R>F+FI^fW>~WjhIKQ{L)Yy3;J!eB(BB!el-K9Y*diE@1BJ^XjRL-n5J^J_p
zkErR-gc_?J&{-#4hywFaTEX+4)YyL}ansO@p6~NeDj)WqRy-3?)9UqDh#N^U7V_k)
zq#g_Xi|FR>oyJ%153rEQOHEYj76>9o7NVvzv*C<U=Y^F<+!~+kb@1Gp@$lRc2~h82
z4<eOsWAR5u`K99+XuDT}8?W@hgJlarC#@`~JE}~^m%ETe#*ZxlQ%}q6M>3un)lGN^
z2*4cHAH<#3171BofIVYdkZ~QeKvwBGsPilt_6|!X1!W;*f@2e)z9pDUdbSrd?wkqa
zBPNmy$WEZwEn{4kIHC%#IQ}gHU%T~Ks2&UbU&BJ+d%KY4BpDXsME&=6A;gxC#G?Ki
zEL1J(c`Ssl#q_;h2(K4{oI#q;=VRo@om>6|3t=7>^*H|BMEyU5g?NmD<G*Vc!k7mW
z#z4H?hsQ&>Je*f=7vd^`3w7_EFsRhl)48}kWni1;sc!p{YLy^Hw_096b`z!4n3p4{
zoNMkVeMC2u#k56d9p{2i*>B11BWPrCV=2l|m`~|H&q9yo9H_qTB`AF6QaIYa1?oDn
zDXeJ9VIl88aOA8ZJk&u9=S_Qzlv5@n$8qVXb>w?=(;OkA@o!Q3F&C=Irk-eFb2Zp}
z%ovcla45{xzX2<caz1iwPuMLt0=hDtVb4<zu&bFdh*=&AH#{2#JI~evcP<V?&CV4g
ztuiZcq16(Upmq)!wYiR3Ea^hhy|dw!Bn8x^(*sILbRSy0ih(=zA0wfeDTpgB2H6c7
zl9it_L5F4I-~!|i!cW|X9j2^@i(+3u_m5M+V)+4((2pe3r&a>DnO3k-CIDv86j~SD
z2XgjvfV$!+UW)#Kb|L4vOT-2rG})=j-s0VZG+FJI&DeRLvRK<EjA+QnGh~y#&DasH
z>P)nMq|_l>i*?DIP9(zDtXl&mvcbqPj7RA#azfvG;yqmlOAW8=WZqmfVy=v<6g3~d
zeD8g^7gCLP-psobO;|~;rr3V;JF>m$39;GQw#>?qZe)tq2eRwsZQ}mICZy$)RxH7+
z5Ps^{mx*8fh}C=AU%b<5JF`=w!uAlfX6!ZxN*x=FVs&5-59h(z!allCsC{{r`%zM!
zaO&EZUTD!dpYd8lAFT=%c6^fJ@#@nDV)3AMLgQN-2=|CG`eM>KVfUp23BT(%rACDf
zXvxKL+KBKYPB^&H<xAZ2R`<O_-{`zIf9%nT#D&Q(@{RWA(#Pyhc-*=4l$H<JE;TA;
zh*`%c(YvPuT2a24RKDqrnpUsJLfpWDu~2)yO6sxD-vc@S;@N!l{s0RZ9omU5^|1hv
z0|ltbn4WNYaG6Lcgj?fty9Az&Q-!BL=mE7|_F#_POe_w_$U#SO475H?1ErJ@ln)CB
z9bRX_rotyOz94-N8TZx=OzJDcOfsIyi+RE`ngSr%DFut{rJ()h7_h4`=lfQW1y(Fq
zhT6S8!5&S!kb-lC<l;k`z}x>886?;WRJ7xPTwg_UKKG5#9z%0+S>lLsgK+#i1ip6b
zu~0o0`oE5aI8l$W2p09VVj)h{e}jdpMg8BwLWmoH@I7R9q4Py2zqJcB7=`UZzniH4
z=dq9~H!@=U!Uv3J^s5tm9?s|23*lo-JpSQhd>xO4aEt>Ve@XqqUw-8MZR|pWCJQ~C
zH-uCA7VkXOTf0&%-|C~X344(3-Wk-GD<7zwN0n%Km=DUDT8@g-9)XX+yUFc^*O7(E
zWRzh!jnY2?(4)7iRNuh^(9E+_VBoy<sLS&rc<+sXEakrIa5$|J9^7&s#w^i6%4=hh
z<NsstJm8{c)<(bd-a$Y*Dxd-)pd#7Lltlyq5gT@~10tfLVh2P(LB-x^_TCT$H%o$w
zy<sn)V#9{L_nSfDhhBZ}Io~<wRqtVbzh|dpGMk-D=9&LKlbN*xu}kJbTv2R=ZQXa_
z%xig417<Z&lSU%5z3MP$CPw#8u0Y#NU!nN2D%9SqF=~0bDe5?LG74C*2&Ob{h!q;!
zfyc)OVbh)s;En$3*hpn3JX<&yXFQ*eZI&3~`k{*fGhi>eydxP04$76PbvcC`dbdXT
zeM+&IUxRMu%_eYVZY3OfZxdMDZyRc;poA8kv_<nbr@@|`x*&bs2zayO6{K#q9;VZu
zp;x=kNS#{<H@i20ukT)jI%h>tG}-^_z5Mg+LY^%WXp0O*ZVVVp=g;5C8A|$bscTEP
zre^CUz2ff!y{n_R0U@PqQV)N*yH^s|;w+}-h&ywwT;k~i7P;&U<totSV*ow7JWFm9
z{E&U!{T_Sq?k0(uaaQ4-bT_%)WGVZ$O(+-Nu{XO%v6Q}NeM+*{#DhI;oC0Q6H3Q8D
z50KcIn$yqbXmH*SuSi4_O4z75qdD#1bUH6|EW5*F2G_xQ8{5?9y4*b{hBIE{z#Lw`
zSk|)GjEdd$Lfp*q0@Y}+0u#Ny4YOUOBAd{zNNh@N69<3HqSChJip~9$7)^!cl=N0V
zYPTqX(LNF-w+*0}c%=i>YRg?ryZN)335!-!qn+cK&u{KAgYU<9@9MH&Y}a3v$-elK
zVn&}~6jCbWwq1@<S6AmVDJR#-6^@@~l>0JY?|K~zk&cyTAzz_N>R9L>q?>;(n^3)f
z!9v#A*YKJ2yKpKMk9CLUqp{sGCG|@AcYItb&@lyFbgZ8j)UnNllZTxr$`2&=_&|JU
zxZ({w)ZrrJT-Bj$d<A@C7g>G$)2An3_V#c%TzMUd69?@kM2gGrih%o#F)-(~8*H93
z4fgK!0Vs_W!K+D!VAk6JSQHfoL<dU2>}J|fJ9$2s6CMsVTF(QYKd6AzWic=~KAx0C
zPd$E-_`ib_YPXJs>R9N%jfIN8n<K}o`f3*9Rs9d=$nmQF8y2cj^#Tk1Gjrssd5FxB
ztE^=g;#ECK|J_vm-@`%z>kwA?nO#WW7;Qce$xq_n&ylOM3-Oim11EI!e_<EWTkF#z
zd9Ad5gO5B5-IQ7l(8E^`HNj0juaHI-uaT~KAB&gH(Z;zg4Dm_j68NEI7}#OyiW?2y
zgYTFg$B!bWNS&;QNE=;D#1op_L_^BY;lMEy(49LSK^Z;{_Yc~PO6tEv$$9C>;PrHT
z_F@@UzqbOff3XGkz7mJ8w>QA^u@^3gK8nohFM~Nrv1tA1z3A~+Pn4k05d|Inj9T0Y
zLLJ*@qjnm-U~<7&I5)_TpCfk!vsoih^Rh1J(D+hhxa|&(o}qz`u<KCewT<X(nJ?~H
z*#HmT`5BvzR>TH+(Rf8zDsmcW1=C;chb!q3;OP`)=<7cOP0wx$C(HAZ&;ATF(>RJ>
z$6Fct%t}JuE*c>7^>*lGR*KZFo5O~sPN;GH`B0?L5b6y3pSS4$G!_afa=%qV*LSSX
zjUN4k&O7PF8T44srG`xAnn=b;dW5wHx{>d>{?WSZRM1u4{CEl1LZgDp@H)h`3|S2n
zJ|AbjI-7&28=>@$?x*C|`wy@$?_Fmv^emH@`D`kzG`lL-Q{2tI-ZX-n@~RK*9QG2R
z^`mGz<vwf<9tjp~6#;+wnxgDO0rc&?F`T!xjzlzdJ=LIU8C$6yLT@YX&u(X~aKW@6
z+j!PKxjPlg8EY+(#a$?(il46%51TNU+QYa|LuVDsZZ%VrG2%Stz*S1@bM=9D72Tgo
zTeewjeXkzBztCQ)RhP3ASJt91#85+SbD=pic|ay(WB-^sT=s~0ty9bl<*KODDq6Be
za#QA@@pbRpDp8DR;~2S3X)ZM(O^eCr-ZDz_66FfvON2*B^N(VnpdWM!|NA7N4hR9Y
z6(T<;AoAtp-zw5OtMH=6iv};hbXOt5A^bHUUZlLV;iWAv{x#{<y9@nutn%;8EmZ4I
z$tOr^IjI<*Jp2MqZ3eMcY7;a%JVxSR%fHbxx)dE+V~q|sUktV5ZQ=N<oA_TQ0tr3c
zhz|`1U4&;B^nzE<`oT8N7057sOZD*&i;Tgnj%F}&e>8~`2W^|r72mxmf)k(l!I`dp
z5N9~U?JkiZt+5C$ZF>>Uk9&fesb~Yy?hG*VB}dKyd~s0CcpUgdzXvJD%wSN*)+C*t
z>gPxNU+IKe{Som5P2ulgt&0=>WF-R)BBc2eQLYivl!>U;2x-<t$e@G>Y2rjQYebv(
ziI7PuMD%Ke40wnb)Cl>LmxytV{N1|<Iq=_0#IZ)4c%Mk)8fn7&M4X8T75W#u2a(60
z)E}ugQdgvINSz3EL4LdNd;hlGgUG|me=p|co0Z~f(yMn7BH>@<gnIqUm9qKm5NoU}
zvM(#WeT~cGMG$^B^Nm;F<Tz2_-&=b~I#J++aBvF`4;&{F2?|^w9HDIDql}vG6;?#x
z+X6`^)*hn3aiaNB{Jph@SK!3j^SdbUpOXz~uw?G8DKDhql82bQiDOX{7di$Z&L>wl
zY~qt+<Q&q_Ntjq>h$Cr4NSfeCoRmTGko=@mAjbtOPwlsVg!6=QgtCZFoZx?n{en-S
z!T!X$^Pd@j{ETOUe0r`w;nSjDbE&!gC?8!{MXBYnB7DWp9XDwkDUDnkEnTY~gqN&8
zhjSjU#>Yn(!uJYq!HzMTaKnu|arWSSQj1s}Tvbsj4b64O<EC9kLs|hG@b(P4bL0Ui
zqo>0X_pWGPvJskgDio_9?ub2=J+RBcTew2m3ERjLaF$XAwwoFvZ3g-v)7S<uC)o?!
zcyt2$+~|!GtfEm+kN3#);}+CWHxBtt83~hp$DmC*8Yn=k6}%m@1e<oXMHiy>p`-??
zIAdoMY@PKUo0s<hOi3xa{PqeCoY5R@PHu-5#D_{%W4hx8Vndj&wH&S}Uj;|5uLl+%
z$VaA6?XY#F3DS>W4R6LqAvIbNrni0yTiwY<YDx#;<`K=|tBoAg5eI=!%fD_9`FG84
zYb7+9e|>MD=JUqTX8W3Pv0KgP?fQ9~{&<c{d4G&+9FZpJmhBF--(+(AW~^Zon@i-)
z2b|zMVJB*Ks{pRWBxm~e;-_pV5`oAS@9FKM9OTyG*6fQB_t<ksO(peSJukeqP9)b&
z*}}eR8pBQT*QR%<(O`A!B+2D7ZtS{(mtcO}63}+DEgd|uBWUoB<yr?fl_(rN$fg@5
zbM*>+=`C+NvD-$y<l6Un$~rYYC~tnzkTV*w&s${Ij*^dz6HnEBD^^S>p;~8OXZkzb
zmK|tW!t7r@L@f2|?|uKcD>cLIpxCONBjxUw&zx(}UK|iKlj;$7Uv4v?f|<DICAIQV
z0^{#AjJY{4Y4=2PbLP>@R*YTLRqv5wPK&jk1~HlUovGc2PcVkPF3If%$5Q2<N0{V}
zOXLdnJsE|U5yDOQvv}q|wdoik8b6^*eoi#x>q(FNTM-R^J&2cYXoipfiTkA1A6$-)
zS;xSsdhu9&`3W>C;*F$5HxX=bC>)hsevI~SwS`($`f$v{NBl43haSDdi4P4m)M3@V
ze7M=e7y6jnBK^G7>f`T*Gz7EN;^E+>WUyE5pf&3*e!-K??qREF@984gVL&X*-aG@O
zvbk_kt93}%<QQt_!_RNq_yo*!p9cMIw*W(3yFoSATj0IMY>+aVUvs;~RZ<w8w0zT-
zQh)uY(0G4DICcA^*6j`C$2ZY-y!`*TPip-4#53Rop%S9%3Gt9H5h&tGg}m#-tNL$j
zIyI_ZARcs|&)3Z3%buyVi0A+LuFw82`>PUFPrmPWQ}sV5AEMX(74qRv|4Kdrkq}>-
z7lB|%9+GBJ<JUeekPpdAgpd)@vBW1E36nIEp9rBP;>hve!U;X^PYCEgHDvi20|oo^
zY}3%Eg*ZWKW<QH(ppjBbuhzJ1;tAY1W2rPUJx02=-e$abUr(H~xgI`x?L2&Yax&Oa
z+5<OuW{PE}21|7s6yd7U%hJ%2Dm?b)05o`JFb<d$gzoHSL78_j+$Xw^_CAxLq^GfX
zJ^K);&)bjdPvCh<V;!~`a~NltjFB3=HO6U+wxfC{a$wG+Fm$(D7qn$X8<c?ZP~a0&
z<Z03gg_PPO-`8bu+Icf<H0>A$Z}ecCel%QQ(-BpK9Y&2^RPaRg1Z=H&5}Pj;1Ljl~
zDl;8{19Lp2YS{s((WZGQ|9~bIAL|9v?26%v36sIoPlm9~`vPR&wLMzo;))_Ke1f+w
znIZ4&OK|pK6Vw`Y0a;^=VSxH$q|nI}HtKa4ImJB&AJ-Q`?F*g1-pfDDrW0J`)(X<5
zgRgO;Di6|IdtBl4GVgOKYc_IDvz|!0J{SwMW@&L@>vpmUjaJIt-eqwfV;4}fT3zNm
zmoK1;GmY64jd~#X`6N2cq@UbshY$N))rmbD+(S~Y>UiNzuQIu=jurc2z7jV%b2nQ|
zHKuR83zy{Fc4Ut;<zSv~0q{_IBhi@cLstd+a9#<X5{2U**#U>waGE-o>CJr~uv--@
zxu9{wS%-<I<jqIta)uYDGlw{TS*zPasAz?z;-;#DWj(BtsQjuM%oeJXEZlyS7!{Oz
z-|N$nI*_g+4jQ_J(Q>e$B<j<t{Psf_tz#u}>!&`<1p6h7wN4l6P^v34`ejEd&i*v>
zQ8A6__b%Fdi`R0owboQ-zoM=8ZO6T`w=-F}^|jB`xDFC#hh{mW;M`3vVimvM^*_qC
z^PlQi2n&6k=vl`?|B-)!g%<ZyD^IZ0tZQq0DAfv1)qq%~bQ2m8T`uuiEQ0o?ZfMVv
zIcRUo5~vlZ4@XTUT2TZh@AD!)G$?%n_nf&1cOGmHcQ!1APrJ>pKK@1{56tf12m6oo
zCvoDSRdlXI6e|L5alUZLdLP(qCcjF|P&r5*Pyvf73gP0LkKxX}av;jO3(}qEL(L=M
zVD|ZVs1n!>yuEfEq}I=c{-N(kS#(l;;YX3^FLlC&)Ui<A{I>u0`E9(aCoDo#{WtU5
z_y?4v6IK5W3)QIluPn6m3)7Iif?$51R1(HvU($qkeX7&=KV-gn*N0d2)oZ~0W~%-_
z$3mnx7OX%Pe3&?rM$DarV+2Ri$nomlyC#vu1s3{|6^QVVz(RsgPOV)AiT^Su^t`_f
z3-!1b?$e^4L~7b_WA(c}7OO1qr7{KVRK89cIYL#s*6smbboB|&iD-k5gc!m%*-t=z
zV{hDm>VxmZm*a>1+@wzR7D*jk03IWqhz8x8ivyIqqC1%ppsb}i+;b`d?HzC)B^lmE
z1}9m3&i5A9s9%8BojHqb+&)P~?LzVVq<*;Iyd|pFM8A3sxOK6^(Zl%?l+ddM3XBg&
z9<A(ANJbiJGjb`MHh2J>^GS`L-xiD6Plu2@yn;?8yCH=>lW<hQHgx#f6Kvj53ouuG
z@HIDAG;OXTHch;S4W`}1D^55dC$J69Xl)Ny)c*uWhVKSTnq;BWyjgIvo-V>mhoSVg
zswkw3F>Et46sZn62Gd)#hON|nk;-U&xOr<^_;SPvsJ%uGJ_H(my_bI;3%R~@rt7Ki
z<wn_^q&KfV#p$wlxRj1&oMVxZr1SHcK-2Lp*Y}_v8*jEn?l#wzbKkm}n&}<Qd7Lz&
zKN@(mo)e70;0PCb^Za9St0p(tr*r$Trw@0N)ay5@@cOYrxz0Ql_POaaZqn01w8LpR
z5HB7|TPn6=GZnjox#r$LdZ$Oxy38>8n%f+%RenQ>lI}%zdY5$0#Mz17c)kz2xk%0h
zW@@mFY<ats(R<DiD#<1*Pos+5<HZpcD=FrMKjqS85Hn-T5Lp2TV)o6SC5A4p-glnv
zp^^`Vi|fy}U?%MCPr2D2rDR!Uh3hlz<<?VrFyp38qgL$Q$h76wFxSJb?(Xr#h`GFG
zuPo^EMJnUadFIBVam>DQ4ey%`pEJ7Q&E&SxS=6OtkV(3<RW6E4lYMUZ=<8jtV<Em5
zB`nlVsFFGs`c*7cFX$vL`49jT?^a+X^Ui4axJ*eW{#_s2k!FbH(hxVj1Zo!M!r^xZ
z6V(SMp8R4LG8iR-NA_gEvyN9GoFziKoylY*5qNns49seH5%yW1PvXQuOHsZ=HAw`=
zjH-lbhVhVo$HEP}CW9n1TR7iIAI_GKK#rS~foOINNR#w|ZEmT6$Zo|@Yeofl6}Jqe
z%!=W6Vym7BM^78J>PxA={!?hYbu3iJLjP?n1i!Nj@v5FM3Q_exoC(LP`fpgMM%4=}
zM9wAh{Tgu9Y0h7cea(}|=d0jn)Lo7j;jeZfqxa<a@22Yi9u^|(LL6ZgZC-xFLL`sC
zPUQHHSV*u73H(FKBT{D<;wyo7Ker3@7}wdy^Kma}J;!VO8gNi*p+6E|q>f=H$D7i~
zt|IB$rtx^;dmo(BC>I|pIS60#t9a!n1Y-NC7jbq`18M!&(YR{eI%zk>jW~9V0~&-<
zal0AL=uRTPPiph~uz2NJwCA)kn%ZI$R(~bMo=HmBRWuJ@eKZeS-*d-Vo_g4B?Eq=B
z#b=O7@>rNN#tz*X-2rXRQAY`5N>E_EBgj3Z9SZ5lBI)C8FzIy&+SITT1<Z!<_WfjR
zdSC}Oiphd!r|iNR13O_W;{<H3Q4W~<C8(^|DIB<aC%-pP7qp-}Mygt3j~jH{1E+@^
zfy<dj;Ms)3{7Oc>k)2HtT6lXsnmcAT>@GcyMn0$n@j7})<&h&y4`~bi&qTq`g;!yt
zJDSMx;(PEuGze<r4}uo`yXMHX7QXObpCjkOt)-3EKH^69>_l&TIh)hDtI8#R(&Zd(
zrAs=wP66us#9W`s3+&{ePI9*<6S(Gg6RC8d%(=fDO}|UDV%;AFfq^iB-pEzREm!KZ
zPnw)#PqiN>F?vlER`eev*D)W+K218nO=_z|H=;s;_wsXe{VvnkrJORzc%leURejpm
zTOHUc8*we~ypt$t#j$<*FXz-#x6|t{w_!I;oX-Umrn3#=Lga2cY&nB<X5KarTZ@Bx
zzZGjAz2x=reIhkz;9J=p-89+G*$0`uJr|4Vbxpl1Q<A7@k&DFUq8zGe_z>pI_B&$V
z%1cz|z$j+Y^_Oy6(?^WuyA<kR%eTx(7gZ|GV;1v{vuFCYh@_6GrpQ{Q3}luziKYtJ
zP}$Qf7vxsYT&c13^_lJ6%VZyy7|TT_I>Jq;n<Ga$7Q#XSLY369(63@4V}E<RXJ!ga
zyurW4Fen=h8+1(4pP$cWeb^5%Cc}_iTn;tOMR4fLC*-by@z<*7!a;-9{K_=*@50iq
z;Sfw0A?=eVs*gX<&<C@o7sDO{T}hlcSbt}gM0=?Sjy9bGrx$8N$$B@qZu~%yP$q(N
zq!4M;UyP(m=Yay}24+M|f$AG(fSIAiP${+@c#*INr1JKoHZdzmS#;7Z{^fw*!wHSI
zj)m%2=)azYnoJ-pLR9_tEL1&5j#u^HuuzSv|DJ_N8MWUE66VO^5j^|UtN};zRKFEe
z$+J*rK3wkMK~#P98gRdvs{eafi0}$=#Q&LHh#c4Eg>X%679wGReTYvS;U-cR5#bmg
ztd0}^mph^7{eA30Ce}Wlhc8J@T<ZDgHm;J^pOS~q=eS|V(XXYE-Y(L$E%)Mu=4)~G
z?IL{8`!#$eT?Fzk&ck*m-Enr=1Zn+aF}P~ZVrjRAg?N<KKr}FCEpDg(g6A16Q0B51
za&eAmk548_?0yJqD9y*7I|g7^QxAM~rZ2Y68H=+}xzx~o3{JZ>6&c?=3v<S<L2J+M
zL{&ljx(C_LC}1;(nvb4}LX37HJlql{rQXE~ao*tRPzP*AvG8V*J-YBt86|o4#~A^E
z*mCM~Y{s#Gd2Nfz#-6}|2Tx1YZtOt~-*-nlEt+8o6$97ao(mIh)Pp0P7Jwx)qfx3+
z6`ZW<kKprSly;^wGQbbu&1aWTs|ST3Tfa4I*>nj~x}OO*R}FzLC{?I!<PY9{)ctxd
z|2(^p^C%<QsPj8+#Nr0@h9EsoN2@=VydjNqFwU2R#FzrLLGQUfsy^(**6roZ_D$xR
z+dEKcZ5DFw4X@HnP%@ijI~4S{(V^GBX&|?>IKn<E<k*wPRU}4(Ru^7<dtI)b+lqan
zE#oF;En&IHee@OWhLXk48?cART>`U@JOkkM+M-RpXV91LS8^@Qr4r>fE!gDcGdZK&
zRrET?2zI0X9Io9Jb=KbAQ0~@AhcnQ>${aiyAoIGnff~};T<jSCSk~8~1C<BgG8?CM
zmvxz;E0#EI@xE;{jY=|L#HM2_nehitQqHRLsIB=EWC^T>+^V>c8QsQ&TE4`c@$KQk
zT=ST}+k5gX=0QLtV?M9MdzJ2au|>Eyv#0ce_f7FUMso@!w;5MVT^Ra^nL4n7`J7uQ
zdp9ia>s_z23-P@vVWB{wO6pkXSFw;`hj`3391aur*rN9{&!VAmBFRV*Kd;R>3>6%3
zM1`;7phmha3?GY$3IuV_<A@LSFRMdlkuuzL<_)BiMM(3?qw3>NqcXwFW~H#JKUo)|
z+ClT64idvW5pdPbfb(C*K<DurVfUCSFeQ{XDUAq+>0xHbKF<p%F7g7?gC{}!U>%5B
z9|o0zOu@63YeCAY&Jf=$AcfJ%&Ch-*_1Aw2jkk`4>R9N%jfIN8vkUR6zM6%2RsX{|
za=fblhJ|WWy}&}>uK`!hJHiSH@LRi3^)X?NoM0E?RXs`n-BkVG!$SXvU5Idv;4JvS
zU)hD~-WL*T>WeRQ^gp)?b>Eur<GJFp)YxN)kFKMG)cny&d`_hqcGw4`k=8q;Yw72B
zLF+C!dzByFzheb_X?7g!Y-WJ%%n#r@*9ve|?=840uC=rqI*dn*YJ~=TEXDqd2ctV-
z{2FkLb0OP)5Gu~^gc7E-Mh2@s;By<zutwWQc<t^2Y~85>XSMgocH3j6&CW$3W8YYq
z6J3ZZ7c51amU*Cr;vf_NwUFCf57gm&EP_vNz$6P>IA_ClI47qq=DH6??laTTshvZS
zLjFx0`8XXNR@;xwMjZfhr7oy!t}zZglZrNXIFA+@8c7W}1@vS`FPL)tHq7M|!Lv6`
zuuZ>S$mT&YT9_k4Ln<D^8ylXYkSYLuLn4rh`7)RuSONW3jD;W0G=UD$&yk~d0eGvW
z3bnSeLgoH}cA=)yEZX3`Ef;fUAiZwoNlx4S4VN66#x<f_NrI=j167STTyMv1?0Bk5
z-mG^k&aKy6YDRl&u6a;1`jzTJ)@_sr@C(>WCtX*STP)CGA9e{~PxR;_F}xa3cxAq}
zT-$LH`)Kk4Zo*3w+HOKm&}vX0+SI8LyLj~)kX+voG-@6zJ{4_5-x{@!YtjCgL|HtN
z?QWUIsj2Ux*KD$7*Ppq}`M-~6Z4(UT&7SY(*LIM|5)!Pb-Ag8l2i~BlomFkA#?4fj
z>F+Mf@|O2zio3iN>&)LIZd0X5O^{`Z^&dQwW$U)5GU!&+mWcg~=2&HB+;%;=P5YOO
z#r+A?{<}d;bgG<+o7IGQGgXc0HSV={_rP4ST0;$HvA-I%%feH3-}jl^O3j3dy&K1D
z-Bc-ib61=BR93fkLUqp~w0*)tK|-XCg?<$a>GzOe+0j=paknjcH9QJMB$`R$GepoL
ztr+EBd5d;lSOwLqO5q@@7v%PVv0CcHhx*waU~yI)JiILoZdEUZ_b#8VKK{6YCzx5N
z4m<8zMB>CjGc{j{8NU-iOwds{eNG4H?PUvBU3moRkBx_y^upo1_bPBxU@lOKg&=iP
zBvd^l1vBpELIrP6@VI0YNL^bD(Xz{=EPC3S>gyokU+sj(TgO6mEcD;TLXc;n_%Dot
zkHw3KswXT$RQ)%0AwC~TC#wD%7OGM80t=BmM1(nVc;S~7>hJ;H_7ldZe{UBeX_fpj
z!7jwB`s&r<elu17_pp$K=!+w~^E129_jBY(Uec2jU$FhuwhPrxBYB7u{4cRz_$l<f
zzl~j}dq7Vg&xuh|BZ~3SZMa`*-e(y;Gwd*SFzO|ZRPvIp<+){kkLftO|7Kj`dIUay
z`~>VwI*4tDw8S|EKw5wNVyWZnRZ@q=t?}?HIcPxdli1%r8{KIW2g({H!y<=SsMu*J
zieICMHSA1q3x!DR+WG{(a?zh(uQ~}||Db~BU%ibBLuMkQ)f~);u|aEFXQ2mLIVj;$
zSJdue8`P}uGU~AC0|KL!;nXc6w24}R0(Ba|%8nDUS*!ZkXvYwE)}sZ^&@;sra|fbZ
z_cYMyo1bxSePcZM&MVwUl7kkBLh;Iw)yVO)7_K?G48~8n2}j)B0G2#<Kq(WBz)6o5
zBhc9#rS+SOsE+$!23Lw&sg{H6v_RM*WC>Cn7z?*J&4bU?212cb2jF#n<FEJf&$A0P
zer-nUZ`b8w4DQftRR(fep?A4t6)mn|OsFL2m>y8xd6Mhpw~LK)bd|fl&gPmeDxs!#
zTgtgj9!)==d7E{8bP4p)YecUJ$&y>>o@O81X~Q17(nDf+#<H;7?SWits|Wi~^By-L
zXd-R%%o4OnXil3<*Jc-m_XIO@p8|0!H(Ju)99T*|bDjxjBr3z5*r~6FafX%>dUfMO
zc3o5w=Wlm{wP~&;Z?>Qzr*|vR+holIabVvL;{H2gs2v~dsIWD=Wp{l)$+msaVmRA_
zV()=hy)S=EqvDtM5*wHFq#7RXz??Q|Eygdcsh|&Pax3Mb%m}@cRPIP4#^;R|b44p<
zcl|w|nR|UZGWEu!Q3sE#mSLZAhC7n!ebc`{c6XOpZkarXI%kx}B)qU>K6Ofwy)1e2
z^{&_1g-FNBvrv1XO6pkXSFw<8Ofy^%&%(q-x#;Qe7&IjNq9m2y)71RcMYMg04%%VE
zvrt$E*zfEtqWr*Uhi=4&`m{cjZw-V8bWTF?^$MiXWJC4whZ=?;y-fyef1e?7;$Xd%
z<r3=`A~>9x0aH3&gsnrp;EKEzU~*P5Oq-jElx<Uyq-i)%o~I5{!Vf|4K?H_QHG`ss
zOTi;$2as|u71CwZi+Iq<j|P4z_1Aw2jkk`4>R9N%k%jnScQwBd7UESs2@_TS4GZy4
zY4sdAUe$lYLN%)Xdln*P{Ai9GNv|!nSI#EsMAZ}jcT@F$4+{y5LVRsr1g7DG)%;>X
z0=)at3fd$u5yDEs`$EJnM9LyUj*)qF#MP}MH+op#@Ij+SMf8jA*>GS3K>-B&bh|yz
z$FsAa)Ub_<kFIT=)a*nkK6Oci8}-kZMpT}Vt_}K#=S|YU**2^2-c2#^*`fDf=cQfP
zW=AE?aeghW-=QO}f|1g06ZYfic3G%@(P`|raUHtj2tk?MC@2?YBW}qiG$j*a4VSsN
zg>x_L8XS$U#684Tdv4>bzHw5+f$2Eibrdqv1Tbfa1G>Gt8QPd_j}o4?N9~5*LarB$
zQHP#BNb)`&PDSxpA*(NVrWy(>rzK*uo}19c@C209vKOBHY6rGZj>V?eY=FGmT2yw}
z1_xdald9XbL=9W?L^}s&W66d^Fu8q4m~+4dJRju_+ZgXa*325TuxBqcxbs7J{lpez
zaNrEQ)oMOcZaW30`yGKT8a_n|vo1o17t@hLwmo=NQVz9j=Lwbg2ik?4w!WkFhD340
zgQwD~hZS?0i51+m9qL?ztPn|HKq62YWW)6wx|1CPM#^31=5elP3aQjVid?e|q4X}V
zDQrTU*Pxf;Bzo0S7kT~ZX6*fxOYG6%4J8IMwF@twTq4(M70NzH3gO1D*~796L+J~B
zEF^PrF1z1<6-ZC%0=&CCEy}<CmOi_G7U!{BMWWKL5!>m$GN+P$g<hHD$FB8s<NW*$
zS*wMY<jq>O<@DM=V-8&TBx`-VkP7=?EN-arMmFG_Cbe}<0JH8~Kbf@u8nM@l3Er31
zSyPiYC5VjzG??)>wW&t0+EaM}$9JnW(qu-@m>{=KoypX{;y{&THe@0nAEe^0nJ}*c
z4lvyhd3a~e-zYYd?q?Q8U7_+PEMb(krOB;rm8g--NM?)D6WNP4qnVGhuYA4hbu7ep
ztb~Pvg(|6Ip<l&9+B3%C{0?(rV(K<jHDMJRw7N<%o3{&@^({qPk~p+YGYqQj(T9Bo
z&mig$jA|n$KGb`c0e7x*hpPfIA$7eNsg`!FK7RjjSCD>l9SnfeNSrum5~V9?WGMno
zx3z~E?h|3-v0Gv2@N_VKxCo}+=>}7i$0N&@%0R_710=shQ2G8bkeaX#d~VtdJg|%c
zsq42v$)ygYEIPSgG4X!~Cp6wV7OG>R|27sX{%(#Ouj&bl5LN%fIdZ(J|AvKXRK37L
ze>q3a`3H8P@EW@iKS!?meIZ`eSFa=Yo2mN0hlOg-k^7llNZ=*XaS}HAevX{LJ>)nk
zk1&wHL&CX&PxAayC-l6(ja{f)d@mnQ=dMzN4yHc3mS$2j_y(8yp1}?C3ZxN-S4!7*
z>Wk+t*TY#AH}D>QrPQY@pMqU371&0>58w4%fFJbPhO2C4(ryd;;V79q>Tk0R`?ZQe
zcZ}D9GOIyQR=x;vns3ph$1ccV+&Fw*WiZwl`2nw4?T)QR1mLW2V{CU^Me5eT78wp5
z4|Bq!(VE=5=-%-+DAC{*YNyg4xx877I#~5Y;-u~{@!VQCr|V%jC$ll;Hf})f$1BjO
z>${Mm`ZOHT>=`=bS&2<&xd8cqov5th5e~eThc?5tXkqsOQnj`$ZZIqruHLyCPR5yV
z#Jaa&Y4CoOeETSzbg>di3Ll{vPZLnbP-WQGBMY@`xCi8@s6gLYL*bkC@8OmK$KccR
z_o3#qZ18eK|F8G*&$A0TPFA9IEgNysvmVhaPY>cW);Hp&^_#-kpS&$;7nKhbO(t?Z
zW+67#MN#hRI*fDGA4a8&>d3j471NK~YqHMqFG2SY^XU~8@$&jg<?KDH^X%bQ3nc~x
z%?dBYyp?Nmci8&|kGb)pd$eWee!zY7Qrd9L8FoQ;V~{pt4DcHNl=jlN2h4ZLIQNJ9
zB&svb*o07hPJh`-dWA`UcJ-;TT-!*RwG4bHcfH(@)0O#p>v_eC{V$Y@)qI~8E@nfi
z-u@3{cbh`l7Ar5N$lgobYPyd1#m;A_iB_A$2IpT<wp$)CrShX<Xf%#$=W;}D*)EKU
zx}8hq1o<=4C05MkyV-@Whf~a*u?%B0Fpnx(7c27}P{b4+ZsUD3aFy&j8Y;KQ=}w*A
zH-w2#>BfB2h?PBUvhwR)uVW#;CnYS@L8y{C7W!2zq`C1K-fndaCPrnTJ9!ulI5ttT
zNS(Lkobo~&mo7n@_1&PFXBg~BUSsB2Xv7dX@u6OhIxGOGkYfP!zLASm`;y_H2;42?
zcSH>>fo)fl)mp0^G*)gXY1&2vBd;!i$th8=1!E6$JV$~t-9<1tNF9l`W+Sh#4M26O
zKA1M$4oZxlfXL7{;Qh`M;9kXTkZN=cdf&Anh0!T1dwnVO*MAC)w~mGCSm?ivh2Zxr
z<T|XHg?Lr}L%R^K>c3&38dWc_5II+n|CL>cSM}ul-%Zv3JuD<J3h}jhAsiz(l4em8
zA;*5Uc0!$9NT{*@+ZQ_epT95E&9a-1r;4^zzqh-Ou33cCG%p>WD8RU(s;@L+bBT0q
z_s4k7fqpnEy8v@rTfisrC&8`+KWyER!a2QErRJaa;0K>Y(r)>E@KEPIs9(Zt+;*=%
zs(i(OGV{K0w=52^i6&^GPYKrWx4<o;pJCS+8(e;H6t=Q4#aY8gOAV7w;Pk$>$l%l^
znA3MCx>ccuHmov7iH+wX|D_#~i~V~Pe7zZ>^k%}u$YEF^|2cRzO#_=<Y5;F-8Hq0D
z*F#Cpj(9e+3fDKy#-`K?Adg;w%HEjaz#CVk>H)J+gL#k8&SkM!@+1W&ozaKcr7OVm
zs=LtVP(NffTM;cZOF;vVQ?TOYV`SJAz+1t`k<!@HFrC-_p6xdykzNPrIQBGhQ1S*Z
zl1@O)xv@g!{(*KO2mfMP`|Kia*a-`I1+3uI&%1Hc^oMbFpN>lW_ILu(vGZK_ygls5
zz~ge4BS$%xpzBof)D+HDV<eq-U>-YpQy@U1-t=VaHFEPQ_1Qan2eF6Jk4yANjw`%q
zv{<g`cZ<C{yMP<l^A=k)Qjb0}vbkhd;7oS!`28T^&P8A?^AOK-n@(S`QRCbl7D-gc
z-DKMzInODZn9{l9Oxaag<2m1XG+Tf72)XN|ZJe%y8?*l?E%PewL-pEpSZtSQMAh%y
zks034f?4xqp{(^16R~=Hr5Hx8p@!|hAlB~e?Y;i=9cHzY8ny26Fh*mj6*D5*LvB^F
znlV2;ncCMejv3NlgBs^BiAm|yTy8fj)_YNh_u_hkjxzF1F5cJMcaVKPnkKh$*QH|S
zK4&)dc_@3ly%qDJ?U1i`y^e+W{)Vtnh)^YUEcB~bNd0sc-l8spiM=Y&O~pvm@6tp`
zb{ucZ!6LM7fDYOqv4pA%I>68>@{gkk44+v}e5lv`3EZwGhS^tj;kuc*@TPvt>f@D(
zo*-RY4t*>KkT`MBuynDc`EU_vyhQ}lQ}UtHv-_~~lMG-#3&OKb5YARqgDWo|1F9vq
zV4CzHR5G*z$)4-Ld-?{b+~f^XcPT?}r#w;?onk_~-@*xvw~mGCSm?ivg^Is>Ux-)r
zghhy||Hdu^zc3C__1~~ijj9(|=zF`+*Y}0^KVWd!PwYaM<Ez)yuC@#Ds=nGT^qZ;r
zzlVhc)*;;U|FR2d^La>ql9#+MM7T+?0o7(GA&ulCLY&}#iT%P)q38W=>_VXh8+<&<
z%cOckX&+r98>y+oV|=_xd)%N~Pie%QA=0(I({RQ^Z=4mj3bUS_;p4sw!LBopu+?%o
zzB|Gg-`_5iI_@oyI=tzFBbM8vu-gH+ZSY`Jd2=5qGwBNpm(r-{#ZxpsO9vVF9l__@
zzQ-DA_3`Q|7u;iMTYST-9bV9U0WRd6kU<L(%n4h7)@Wv+yYnfO=-(Row=hP|zB(v)
z<vG+k%N8blz63Kq4~28)Ho@H8j>!FE8+3U0He|S40}pvM3LV^c0^MAricZZ+#l7cL
z;K5h(aa?;D@(bbc%7f|1QC<O8ty~8ur02mA5lLX_)*zG|@&HcS?}Uz8cYs5;_Cy_5
zaj@;KQlzB34W@_j>uyJc!j~7K;g;-r@X7jlP;*ds@Z9r%Ruud5>_Uy2KBBeKO}Sxu
zx^(VVbxvJDnM>kMa&{i=B)+9e^k==JT(|QjY)tnwxyz8loO8MXHEqE%&PBYQeqf-_
zHfit_bhTBcb0S;F&EB14D|>~q2dxSvdiO^bp5N^t*Erply<@kYiz_Ig&5qlGW<$==
zdL5+fybeRb^Z}27=e^IgdvF*q?U&3o@2x0N%c;*!>V1mSb8)0|41?H}Lzi%Ec1c+C
z(TQ?byGNYP+!9%e-%~1oMV7da>SSuu$qdRGC^HLISjaZ|y<ixpwqnowy}VD%d_j$#
zeL$?&wkc)l-jg};_Jvr|@&wgZr?cE*ZVD5AAd1Rva)QB<!OSJ2jfJZ_Z(z;@ZIPLG
z{^X7O?G-C>&dj_+W2n4IM`f38>&xrQmQc}Ny_t<6@yz?ZBV|?D$zPw~Iu;@wE6+k5
zg(|6Ip<l&9YNF0~!<!(O2y)TY$-b!X%VNpu3K2A7Y|-jxd1&pb`A}6o19mQYMwA~I
zR#5%E4%Ged25vu=1b4@Ghpm0%k#f80_2s~=@jhTi$t?&kRojWkInZF(8%ZmE|JI1s
zpI~w`XXt6R7%n>`1EY)hnak@sz_(&I<l%^c`jBp5>bB948aNq5s)m8rD+YjDuT4Q}
zU_NYx8<Mi<)DBg|{~esrc<WfGj)nf)SO|V+7vfcYH4E{o{)cuUUe$lYLN%&hU?FlY
z5$wa4n^6<y*O4Q}XjJ+o{xwfx4IfqVEF`R*z^i(4{C89Je-8@@j6!^EUTQN9NweUE
z*nNJqzYxhwq_$m1NF(Qxuuy*8`$9i^UnsPbwvR`?i&S^QI3Hb|5NW+-G5BcC8*IP%
zl{8{Znsja7-Z;agFV3<{z;fm}d<1<!L8CL+^2I@%Gh@Egd^^Gq3a(4L-8h27%_gBR
ze<kdD^$Dsx)DV;z42A_09-yLO=_u}v3f36lgIjFBiCyO}z~yFM*fJpqXN{$#hAU3u
z^eL~9eino|p(*H=nh34mRe=)wK1P0}k*Mj&+bB5P6M4B9!Gs03(54X&P~dtotSnuO
z%`TK;Q}0_)c6<h&oe+%8T~6bA%ff+Nz66y!j^p1K+AUQd+ZEXtq@$hO0ZiL!z^T1#
zVb;|!@M4fZ^qClmEN2Cw1>9vc>wN+2a>*A_FP6hO3&$bPE3P1C$#v*4!4Q7r|M}c<
z>p6V<AQn7pcL8du_7b${A7>W|C~ELZMr*d;%0-2YrgI!jIW-q+E@}7*&Ni~SWcQ6B
zKy76^F7(3=HoE^=xr<7FuIZ7F?5#zd+<y2R`k?BHqMc5ofz!K>w7JSix!IW4>}}<<
z?Ed`z620=Ch3CTB$u)WzQc3G)a0>d{>5g0Pg6POO?9#;x==p6H(@O$Y0^flgXRrQ*
zo|Jc-b6XT6QA>W!`fo4e6j!FxS*yhC3cV3r$KEb%`(p!`Y`<KpnN^y2$dn`0@~axV
z508J%q}t1<v;+N_bp7d+e9eBQX@ntF!TO5B*Eq{<=1-&=v`V6;cy3`-OlLB~dRfb@
zl$tPRN5)Zmwc0TQ4s4>v85%Ov#xru;Yb&VYRYkH6k-Cg5Ptp5&+qtrf!?oqMQ<A8U
zRlAw2@UIiV{;d6k0{G7F-{pjMPPnI&5cxUxkgq0vFX?ktcv0g;gBLAcba>I@#ef$h
zUQ7r)@V+T8<~3o`=UeeYW>eYKq&48fjd*b+al!HN#=JD;#f6t<yfo*<gO?V(wBn^T
zFBC5lUH~tM7b!1ocxlUvzfjh%@`dWujv78{RNn#N{i25q8ddv^&H$-O%UyWwo3}90
zlHVmjt0U@T@j<fLi?`E=MJU#?9t!KP4pkyzU`WxIeN>0uiUnuAAph$`$T4sR3J*?4
z>NngV<8+*)fg3@wAkFVCl=Lklalt|R!QpU_%50d;Tflp4@q?#f7E+1#L`w27=<&u8
z&Iru|>U}PPsf+tT1+`Bg`CvJC)ow1hvFZTGY8ej~7<^NnQ10L93$^(pt_hgJ-{V>r
zQ+udDh6$v(5>c)Z(sYTCp$8GtjERuHVTq6?O+>Rsw0WNhY2rdNCrzFF#Y==Vc_L(r
zKM~^^Ar>+sWHKTV^2#$2@)!`YtP%1^5V5Wi@^}!jtr0ukCt_bC<dGpl;FAb>e26&I
zh$HV4ajFsWC=qEwM5svJkr6|}WBGO&5jAk+ApTY3sIRXYlgFIY8>uf+Kcr4bU648;
zQ+UX47Jg?v@_6xaGhXV~gvswBzr~gp`<gUzo#gtQNL+AyoLrMLFRr|}@#4;lCojZ^
z>BWmTFJfMP$}&P(zseWtQ-4%UR0Ln2!=ndA#6}E{{`OG^@iqJ)`?CJp*LVj1S41)Y
zIA5$eevDt|fLF`pIF|EaUM=Iq%E4dr`|*4A@M`%RZmFe~3A><WU%mr%;LG4I5ApYl
ztdH=ujPKWcJA3SS^}eV)w~#!)i(39Ur;r9p8XVCrq@h~yLLM;UE7TGaC&!5+4Os{i
zpX4WeQ9F&VsOs~1@2exniI7HJyKLb+@*t2fIVL#a9FiuiYakr^+kK&d{=`N@>hj;^
zgs=M9T(tn7u8(YeJZ3zV>ZHqkbk&rl_4KymBW4n8uNW(xrA|v{sT{?#ffmlJ=!zL%
zefZG+BDz(23(?`4_-uTjw0UV)X(#QKc+SU4Ja}#l>boTi`$lP^%JpqPna&8ftM5cm
zFy=kF)IApGzTJRM)K9@Tr%%Q4rj2oMOcSY%+Y<OR)CwowjYay3onTJ4`Dk_QFmz|Y
z8k9IX8~F`sk9^Y$QItb7Sp4Y;o_~))9xjhigqkhZ%x;LYy+`0~v7?doooK9i_dJ@e
zyI!iZ`7}ze*Ai}AkpQ(KTI06MU!yqYFkHDH6UJRNf+L!=1Iu(+G>y3jCzV*DBaQpR
zh|><paMfFQD?J4%daZ})z5Ss_$XH}v*b{m+KY(cSzkMz17Q)^8SNAv#DY8F0l-5w1
z#tqHLp|j>Ga;iNMmt=F3vzaqPLhp*D-;K@TLhUWtsH7Wm=amb&rkX3*n|l4__R4^+
zyjsFG4wQn9;}hx3F?YCOQM1{bE4H#F{`nH!CHD)@YHG;UD={^d3+6=9blOC>DR3U)
zMeF!`vvY?}1Swm3fabwkMSDE0=%d4(IitJfT<rJ}T(gr267|(f**M#4oDO@M&NSZ4
z=3YO=g`_63f#)B2ivo^{eWT`zdwRd8)=w{^LQj~=?v5;$#rPUBYx<87yBEy!KGbhD
z6}{-HSX=&<8S|)!YWQ*&wV`0~ZpW%N%%{0STfaAMB6q4chIwpTEU#Z)$_&i2qp~z}
z8F=d)b3tlS*tkrQxn<zYXu}Nej6i*{QAAH>&RZ*LTV;jp{QDttTb0+;`vE7J%pPvS
z&G@s}B;?=KlYA{ls0TtQorTEH358q$>2=9)j|}n1u#ODnw0IGQZe*zT4-pEVj|{WO
z(25MF8rL3T@bRX+xbX77q7(i+((?xK5?s67-ytki^H0eoM5;729IsaR023WV=)$5(
z)T@Q1BtMh4s+=)H%ds_D;i(Ok%fn#%2_N`hC<2kjx4^08FGv_}Ds_Upa3G{yE0Ab@
z53$uY5vXY24a~3(gx;!?NglyLJFz_+6nF$CL1XCVGzcz=(gvgaMKED9zaRCHa%9lq
z8R)O@LQ)_X0Zs4*BwSqqTkkjxhKA;X7oP5*B4HB9>=F;>Ze1so`MdZ+E&qsULZ<NT
zpw@*70}o+fL7F!aGD0UpnmQ3O$RR?SJrOc;Cqf<pB4iXVjO4ZXFnJ_|$KtPuhCD7r
zervMfua7*EM4X8T75o>ZL%Iu6r~ekx;mi3-IefTD?MIo9lWY24Qx1PF`8n-*=}^1e
z-ytm2^IsBB2#Eg+0)k&Ch2*JT^_m|PREMhxNEx6LgRAL<&sI$+$d=EyD)4x9o;Z=H
z_MqT<>kXlx>U_cuK>U3`d^u$0Ym#1Da5$e{8DDL|A?d&Cpy20ZL>hE$G9nNCKTAfW
z10fv_p(Emx2SmFj%zIxQNhglvCzM0-3N%DI3KAF2uWiX8e}M?;#Q)`l#9zZVPH50S
zAtqAC|6V72;m^1!#HZ`r1wI}_O{LmdZ+&z%x=2k@)bOEsw%9IYl{8{tzI1I^2RtiM
z31_a-!n;pzgjH%G=$3U~B+)pHb9VQYnx`t`2jf;qyDOFALAvizUt?F?=3`TSU!M!0
zOk*nC>GK2>92|r$F29F061L(NPxZ0u3MnpQ?_i6U1vqQ+0c`j5q0}v<3*6m;#X)za
zNG~b|<^)efH=B1t>kccS#Cf-npHd}iGwul*diXk4xF-V7O{!q!>r2?&&;(s_Jb;oc
zIXsNY!|kvouBY1t$gA3-@}8e?;K`Y2`;%>G&hsWxwau4sgF#g=Irj}X(#Z@P9MnZI
zNvC1Ly?B`Un78ee_kccb$B;!v3R)1Mhx!|4!mFRopiXLop<hB0@>D1Xx%!=<hm##L
z+j<vzoeM#d`7?z|{+nz%Ud@Fs{MUKPZb2TccCZr{S(-#=8a3fmX3Ds!rL#Hf-A^U?
zi>!f)+YYX4hemAVLUp+_?#VT2_mRCmeXiVY$uN3f@TsDm4F-ZnuNu%MkKb}pYyH?8
z!8+{Ty9p9q?p@*Ootxz9G3Tko^EcT~kK54ggVaG}nkBm=Yy~|hdo{hVX>WjUFXe1s
zY0~2YJvgJL=ebd`7_ONX&r_-Ktk3SLoI)!#dg<;FY|e~^T!;K!Y`aP^lO-KbH9h!V
zJaAk(mGwwv_pwtOm=q-~YI^ueX2!dgRN<qmOyhdZsPgGC;z9E*<<_T<Qufw!sR?)%
zqkJe&ZeY7tHfK{~x#PMt=8>9IUO(mvGr*H&O!pg7#Rq0HVZpPgacxgCQ&*pr+j{v>
zMH>`lo$c2%h4Ojc*ITucotxnxx0$I)y}3DqSr+t%&U5?Ebv1;ix(F?_j;H>k<0zq;
z|AMC!)<xhIj_+V1&qQaf@1q`Zo)YFR&r{(QC@SwN>UMlFR1SeKU=10nia@yEA#l=Y
zAPFOTX*BBJ+XyKyS_}(xoy9)<@vBYp!HjWFV9VX(NFKpKTf<|puUrl@-JM_;c{)6H
z&Jl@rSR;i49boh4Phm=DT@aRDA=zul^OSKoNO+bAK8?BqQbxvtr<Q}k)lK$b*%&97
z5jtKd^LO!uTCU@%f0Lz%zp-^Z^&jmReq6ZFkpBgqD(1U|i#6PHjJG23gMw-XB0R+p
z3cj}}A=~eGs@9<3AF(J^mtDhCc;f#s)%PoC|E`0Af1IZ*_=n=3<*C}1CV_kYx0WW-
z`xEXG*o+TWJCa7Ej;Ba<2v5*o@Km!FJ|0pfsn)i`KDvq@r6!_!_@MrBY`gr1bmprP
z=`6jLc;>PcoH=j}F6?&@-ha3S-HbYksLc=X*^H;s=BxFkoy?2yT#deXz~Y9e&xBRD
z&CFG(a%>1FQ^|(;&TT=VsR_F9pbuVd+7}(KY=>`}ox<_WgK_ZSBB>43fls2h;i-zT
zurT=*4oqo-bk9V?oDNZF)s54r(rYwIT<?q8W||_O@Dph0ut%_XA%hp_JVzc@W+;5?
zM65aA7H6H<gS)YD$U0*I)_fa*QZMuND0UA@=U0*4u<<d}nwEguR!l*0b5=lagYK~9
zhxu4Pe>@r<;0zOV{b1(ec`)WdAXqlEKAPs-5l-6i5gl&T35IJJA|u7F@K)|Hq%d3;
zruQ&}?w<{i>3U7rddw~)(T74M|8YFksmONPG+K4SP%hHIj$WGjfK%SrkDHpXnzOn&
zNYY9-pMLp#D%WL7A{);2lsCPe$2CsZV=Gksxe1pR(l^emVVxp}gZB4j^pf-$+|XNg
zY{j#4?4CpiiOv+&!czkt%hlc=r4pXBWj}Vm!K6kslQ(U<gf>_+7c@>|X{`Y<?3|ek
zK(gW);Bo}hjdxPO@T3`Mm=Mg3d~e6O`h`d|a!;`%UmJ1Sp*i#tcW*X3tdI-7eu(vZ
zCzYk!zM{4*m>^bYw{`d8YilU$9R*BE<Qv(hYXg}=!)Ic*ITyY6c6&n&IchA{#Oo-N
zy_1;Z!TI7=$@Ua#*qHh7tk7He_F%aq<<3++TEq-KvsiBNE}E&APf^^c!OXcaM|b)5
zD`#%BdBA8)I_%vnDW3Xld4tJtJxp!wG*EWdf|lDD@1|Z2Eo7GBKXeXVC(=v&o1O4H
z5VGnjM1D?I<Pu14{ZCt}_;ZLBA`^zlBq2LqzOhpA@usy07JS@Ai1Xop*;>Vy5h9fL
zyZAzN|CF#g;m@VRa8B19FtKF}Dm}jjb=%QFvX7r@r~feqW$uxoEX8e5>0BxFn?U|Q
z6@kH1-hgB26RF$rBDnTc65P?q7>Zwq!H;ga;%;stP~Q4Jn4YK&JtnUv`2`29?|-#m
z!2wH>;MCq3(D_9lI4{Bw#8imj<OA{W@rilJskj1!UHBk57A68(hulECq#pEAQU?(q
zAb2uuIw-f*14|b}I7`D`DEoKuh1&iRX?2>yw~1O8N}4zkVSw`Qwp@`vkBJcL)xX1n
z^|#K&<FEM}!s6q^piIP-h)~ggVZkEZ2&r2#FeHD(6KkJf;Uo1z2AV&dtH-C4DNSGJ
z>G9!)yg2aU#7h%ioNGVceB4!t^I<n${^_}T{5j+&wdaMm%7{7&<^3+cP~U$^UY!W-
zR1?pS=JLVsELr^Up*k;5Uif6-@!FOwGA9q&en(!lh7W|igyF;2?-cXpXViRut#^@-
zh%blC>-&CgUl^ZW$$xj}FX#NO!-t;}7-`_7M;7M#{WBIVq0<p8S|l!XM%p!D-uvpv
zalsM767rC91j`l)3nG+H;w1l{ZrS=z4vT)qVx4@toXzm@Xy7Z=+~3qkSGl9qctR=O
zpTT0A=gp)M9Xxs4)(o6}A_HeO*2lY^_l5V)Jw`X=Es%HT5S(*MkKYs489!*zU)tTF
zKknZs4E4UIgxlDLqRIjDK$$`j++h+A3I}VT3oXup=i(>GqG|`$Sauh;bZ&)Rw>-sV
z11qq_;0HJ>;i1%Ue;H2SqYDcvML57I7wJ-cVNP3rbfeD;wD!6TB_3FY+O~dzq}@BB
zp@yMo({dLS<kAM4#~y&UnG|dss0h!Pj>5C2>0ncCH8z=S4T{V&P<a~9ct!j=c569g
zcfADd{Llx}Q>);#xaZ(-ehaL(ayyDPV&U>zX>fGIfiPxG8dz4Ui|Q}fh87rGqOeu_
z;Z;c=Bpw?M=Qhno9*r@`oi+lxpZ7)eR_=k`Chw3q{i4u;{asAvA$;M#ZsW2Uo<^$x
zITz7MOfS)eoYLz%+*A)+&dRX0WUEIeP%I7MI&a>@4laKzZ<?@>b2@&Oy*e$Cn?RkW
zxy3d`JLyU=<Wn$xDEARJ)YgT)ws1CE+{j&`6aA{N)M%t!Eyb2f&>F$MKX9K(IczU)
z^56jNU*Zi0AI@VJD-NS)ExrjfY&Ajhifp;_J`6-%3OR%Q2f2~r1kNRqk!a@8EI3QE
zpEHYStqD1D4UeN-u-*=~t>G)mENY(I)K?_#x3B}XRB!d}6UuUC+KC5L^6}Zs41Is^
zXP*khJq;7Y&3n(I^42R;+eZg6t?!+rb_P6RBs-tW^`kRnX(#u}9Zn2p9-J?bo3lYo
zUpH+k(|})sabjbp*Ue;VT<lsV;k>WhW}X_gbho)|@{P%|(_41Pt+N!V=O0=zOT1<a
zH=}OOAm11Bj*wWWP$@qrF=AvRJ@_9(Vr00)UvCgEzs=l1p_+e6U?KR!fblqUz7b4x
z7op?Jo}sQUlqE;vcmi8rf(DJUMInuypi<9b*k;og0vjlc2S;>l#cJI|$SR{F>RFf$
zC6TtsqR34=>4^wj_N@fd*O@`Lp!0l9e09)j9~nGXJJ@^YI=D176NadFg9oEN!>uRp
zNZy|o!H08v;Jryafn`}r&adDJ>`F0+Z)^tMUC#umrk$Zq1AZzHKV(|MT!d*Qv0qC2
z^`Am5|A@T)?m2^mE{Oc;<n_-I7wIm@!0(SCuA1(mn!5fd()#N;gT*2dgf%2YY+U@H
zpf+jMwsDbkWLt~0X7O_dYYhsjNvmd1faAV>dkWXg8?1hdDy-)FelT~Cd<Pj62&DD9
z4GMlvSfoMMCM*j+{*T(Y1OgIlT!LMSq?5lMh+eJjNV?!inEVA%o2E#IBE-o9M)Hs{
ziEb7gAu-}eK9c{pa6-@g8_gN)GQz>f{hgy!qwIr^&W9ONqgS!G#3&Bi_<fSjyrnLk
zWuk-A71!fs_W|CSG8Wz~HbghH=b_e`XYtvb1ZnfQU>rZMo3v-eFdVjH9O~V+ANI-X
zjw*fHfy*Cnz&z0sP?+Bqolj^Fo+aEy^<|6ja?d;H_=ZS)W5pO8-`)u=TR9SYbbgJ+
zm(-=s8=As`))e+X))DEf<M(x?ZP2Ptspz&r6LeM@4fR#8AsjFTMHX1$ti!h8^3$`(
zLu7)&JF{3bnNRCG1b5e7jjZW)XmH2XaQWTIxZzPv7@mC$#g+!5&;IwM_JKvH(fKFP
z3s%9F&1YcU`FSYnY9gHCa|$loLV=g9pF`<2AC#1R8ctfh6&>=+gM+0Ua_qVo#V@vp
z?wdJelB);3cQis`&95(<{9QctZ<{mNsmQwDbz148m<wO1N-vt@!zsDV<`Qpx;w-U=
z#C3o={d98y*Xf!fJIMTkys5o1=cFIVUQuhwjn6(yUrh^P9XF_e7V~=2!&U`yk$t+d
zSN#^T>^?h*R@k7z6Z_Z8)eO&3@lO5NcP&Gil*T3UCK<EX>(kl-1xK1z-;&N|WbFY-
zHmRU~`5}74+?H%TO&MokS;~!=JcD!IV=U2}Rlp9bkaC(Y6zPSJrEKQfH(Yyq<o{vs
zJHVo5*0xs!1*Id>rGuSfh3sa^VgVHpEP!A~5xat21RK~D3q=u76cr10+=K*s@2G$c
zd+&-}{|pk&>JiU*-=nYk{mykgJ0&xd>|`?Y+_`6-a4no$FemRVZGJK1IW^^}ixg5X
zD8IFL6}L)q73;dSW46ukmNs;Za#u8)L#>7yQukX??)UZ-P(?HH-D~a2XHMT;$-M2f
z-d$7pu&_f<JLWE*&h$KwSTlMaW4L)N#Wgz2oL<i~*W#R+;;0i$mA!fHvHUctu2Cyy
z+tLE}s~wvuPI^SLwd}7@PZnHY5}oPtXZyFZk@q8C<`85RAT~?I$ckJ78Kr+4WF=f{
zDXJ3u-;v{b_3=GUx`yGz`o8GUr8v~lIYM?aTR>PH3Q%I59F#EUIaE1a4Dq04!atON
zp06O-zp$~?Ojv2SB8`I^I(fnL=ppcUZcS;Nuq&&;xdg;r34jfE6H1}nLGvY7#RxE-
zxCzeawieb+=mzIZQ~`qn^5DkRVel-a4~O|&1>M%B$%-#YfR<Mr7~jGIHuZA`VJQ-D
z|7;sj^msi;EWQn=P4f`z`&E3gbAJtK{o%O&g1rghhW_EWeihgyT!+}P|3{81S{Zo>
z`?iHRu~$*bah2JhfWoc+H{>-+Kwe7f!zbkRNqr!BMJeaFcDFr>xto2kP#F^H`zpsJ
zysG)ke#I}UK2(grz9+{;&=Hw)33Adb3kzPkBk7_e$ci`-b%`7o$wTT8>k;E5{~wM^
zXoN4E_)L9+<Eq)g!?jQ*SAX8cL+kA-xxt8zcvs>PTr2goydSPB&+J6u8E#ea;?2wP
zmRi-|t+h4Lm5^Jg+3qNuRwF=e((HrWv0YoaW4AiETZ`o=c;jm9(Q+}mi8_IzH`*}!
zK|I(|=@>e5^bmM*pb|2f9tE@ajKT}mg?(IyI^pxxPGVDTnp~2yMy~358f$J0g4>eY
z;MT)}kd}U30gJsuSLR$oE8hpAiFekamK!=C1pH8VFor#)tH6iEcs#|qGkiZb0Ts@1
zMU&OW3LIB!Y*gI<*EszQ<ocb!#r2w@$#5jz?!6Y<G<c2<zv_fc^BFj~gF85AEXP{0
z<52&s(J-xe0vr~*77ht(3zpOiL?$V_(1N`8s2gPlFHWeB{KsoT&%nk=GRq9k^cV(R
zr;I~2Ql3G|TZ*W-&0=H!Q<&^Ka$FW2CA7-!cYNQ%G4vv{E4)gW89y;W#+wZ*k*(fj
z2qba)cz^9ku2<`}Y~5Wic}M?9?);4I{1}xankhP%yLG~2VAXy$ty8NK-*0gScj2)G
zmmA(oR_%O?oTFoCw#w3*RMc!6?$s(=X6g(Bwr-P$bPLn{pqJSuZc&aoJ!3@xJ*WFj
zAdQRXt+W@=Lk=J0b$jOVLv}Xj>%BLSRZn`#QI)Q8?@k-g8tYrJ>T@RY?FOlGa=$v1
zp}Q|zb6a<5*Ns)EMO{ZTNBd?mRh!?VCVSmxrh%u_Cfj;UZLpcjzfDQI-8#+IGMPeI
zt{6=XUtOP3Z643+aIF<nt5#y|OZqZ*R(D`cv~rj(O?9Z`7qc0<?oB3eViYwxaW@mK
zsmj)RbdgHrnkmNJa!?$<5YJj{@S`3ziD44zgp}X?-wKQU*nM1qVxv@y#Qtzx-$4Zv
zoB10Y*NZilIKk}-oG7eA*uP{K@*kWdD<~Ge()1w_bqyYm+FUpQRRWzMNZLo{5YWR7
zg1vTIq|QSm$i(s>>KM8Qz6%`!H?FBBT`a6JJlir1#GUqq4LX%5&pFU+<N`4cgBreu
ziA&$Xb|a*4*TC`c+1eHG?fD_lDWEEhNj?g?XC}(-RTB`{;zTg+zya_w&_?)@QykQ|
z7+iV{iB)}JZ0CMreLve5Tls6q>kr5E_mI~gj_W%-{(rR!u_J#IY5hlz>$81af>NN2
zw3In6ELa9aRss?d?P3s)OGzmxMOtM_K{>~DI4Kzmm-(fIz|wP6#Bm8qK{?0uizx*a
zBdqVqafxV%`2Q`(C6*Bp6&Yj++WNzBk(Q{)iBC{PxT?KJhpo9DuAAz~)wMl6v|jX;
z>p#=NJFQr3@p7Gf*6DTf*+w>a`rs3I@d!`6X}blyne+-3XE#Poqr7qc7ALt&J1qA%
z56AJgTX9IiY7}gC9?Oet&`rByP*j58h6`a}hj%JEW99{(=(I$}!J#-k&<7puAC0d%
zFU8UQZepJfi{+NB<nU2kKRl^kL%8+PRNTrm2WdvXgsDvqpym7G(6tA-D8Ef}sC^V6
z*!U<4ue2YhJnjmLq+ZDN3P62d<e|;=r{b-l<8fd|TV(NOIj&y0GKyQ?P_A{j5Y0I6
z16QvshShf);MQLA&?u({uxVs4Y|?Kd)*Ppc!pAIw<04nW<o#yg#rm;OzQ7MnHs}S%
zC)uI>AtPb$iH(utB7YPetqom6qL4w#AV}R3?4ehEAvW?qg{Qt7$K{i2-giA+DJq)p
zYq5Y{kamKvv}`>;(X)s*%_x*P?jB1&ptkdVNT2I5)0nN>dl2uC(3UIGd&7_JYfcyS
zy}~&JjsvX?{OS3(uJB>!t8?d9+~HWwc$xZX)tn>F#%z^(e$=>QZ@HJ|p3Ia7+H9Tk
zSGX&N)#&%Tn$uM-nQ?PQ903z!qkv<FX0&ydJ<x7z!s{>{`5~&Yd_Cy{S@ofpDEFB?
zxx>|$(dxbISaqA7eA}fxIW%fMbFv-VoNYCgn$)9~RJNxdWmrNp^D>$$BDH2P%R<{p
z>zmbZ-x67g3Otk}RePXHX<a$RoSRHbT_Zv$_wdH7j$fK$is?Sqentc4_WWZ^*ZYrH
z)5+JF8e3%)Tav`wef6AaW$}(ms8ysGvvjNC*ofDxg_|FB|KfXQk?p<myZ&3@D4&W(
ziocmIwgTa^g2YJ0D2kk(jNrdCpGDLZ;Tl^BQfdQT@Y@K|?yssZ-#fq9ycMD+AN({Z
z5idxo0Vi5mp*^mzQ2ULoWyR_Oddf6L^T+aNe#^$N(uosLI{c3Ck0hYm_)%aN6D{?4
zE`iI?Fqm~c2ufA+;FH9)(u_0-$anJwalZ9oy`B$Ae$hcwe?Kt{YR1=xanAyv!_q2n
z=9o=jU?mA0+gKOgJZ^`qQucsu^$y5hG?W1CJ;q>+={r&mEQX_CRm;*kL4uPNoYHWc
zSl`d`#n$~AYVw)zsY{60M!K-5h!DkubY~(&86on&S`#F%lZpH;D+9@1Cn6$G^;gjn
z85T%8lC~pTP1FS;gsG+=q#cNoNR+)Af_!E#U5JwfQ2)ptEb=%D=V~p8S6P_!8E+E)
znNIAu-$Y41A}@shn>|;;RIiMZM0@B^_`Aw`u5c4!ztn62B`Hnyr6{RvsxLpMhk%fL
zg~vWxC{OlW345u;?>{N?QDmye6HSsyJ~GvdDCt+3>MKS^qysCj0Q_EitVGl!RA25$
zn&?FSNgR+w{z;6J2a4oZu7`w4KH^9|@__wRCwAZpR{oK;{hm%dT}7D4$D>2A+{1O=
zDS6d8dp)$CXUX*=QZS$8fh~Mz%lkRB61XN;JZ)7mUJSe7jee`(jcGejapf_n2_?sA
zEzIO5l@<7Iyt6#8R~sBWcqi%-`v%Jg3*UXRo(YPcj)v=xnt>h30-ou23_R|<5g9qR
zgV`$#@Iv>4xZ#-&xM;~iY+7e9P8mO1u7Bemp7|yZZuLvVE%pvV)$ebEsZE95&3A5M
zX<RzW@BSQWtL{Re-V@X>b1m#~Z4~%$Gzd@WF$}(67=?}2t%f^fL3m&b72N9iTwFtz
z0CL9~pbJ+g;I`8?$u*b@NI&ff+NM<<(+}UmCS3->CZ4-+^<jfizcz1RYH>?A_-PwB
zq^>7eGG!jpGw{d8@*~Lc!c!DIY%FwbvK#3yjfT=FFXSF)A~x<ngoT>9i6{Ku_fMJi
zZAVKyukn3)deifpc=D3-oB5b`r+AZdj4Z=Tjea+OG~a%>Dc5b6z%5nj&D)<p$rU7j
z;71(^qH|1#<!)Vg3-oX_r*}#(^I>LMTv2;xPLYu+t8zRk=g@6GRxQVv8f$>L7xBB8
zDL&iSIurZSFfa&o8@GmA7)sG`d8(lDvAtlDWIj7&#!&jDB7@hd!SjP#58>;M87tEq
zX~~6dIKXSDHm9qad9hWu#q({B&*Z@JA(Y<h$!yJf9i&~ZJ5%v%Z|>MVErpqM*piAl
z-kXW*nc#lmaf-Av43ySimqTTp8AN5xdc-teU5jEknOoBK=gey>H+QqT16g~kA<V4_
z)mh_i+Dzw`JE)}d{Tb<n70k(IHq8q+hBJpb?HvcVcu)%`=P5>Y>8v<vkj0wszC_)f
z?aVB+ye8g^Kl`UX4Oj#fbrBn-VpQ~pTlx<Ali17^qNDcsk=aljue}IPG$=+p_pCua
z@9xWPnG5L1+ZT0iu^6?ylL#vX4uNiRJ#zm*$etr0FL0bRP~eto6c-?$hW4=e)$YiE
zQ<bheApxg4+kt7i#js9flJW!vO`M4?Q0ic(ZFX?co!+p`;mI&}kQQ8bY#yyA*k8Zu
z*AEt7$^qTl2g^RTlmMM}ufXWGlVOu;{vhl@HdGzjoKyf71wc4Shs@)@gcDo&Ybfat
zxAccw!a^?<w0%iSK}wO5;I}1Dx8QpV^2^v>7d!GdQPY3qmLM!cHAjT~Q-V^UjGC0W
zC6bP;zTlRWl!8yF>621W&MgUuiEvBG`=?6lkqBvDa7%dNr|Td}fry%ZHKm|p^z=Qs
zC4z{=S2LPrVZkeRD&?V1sHmd-Q({??pVUcS?}&B(Qs_ziKVpZj07a2D{=QB;VMREq
zy@&tXDju%={Nz<yp77ARw^y!L(in5iL$Udq2>GnMF#@-wgX6B*<HZ^tc*EmtcztXq
zbh)zvHF^_*^Y>qpyI82<Xop?$VAEXOMZ*gPJ^O&=m1m-x7B4{2!|iY#zY6TQSr?t&
z(HT5SN2q3%COAE+7dmQx4`10f5Jyi+L5m{-u<QH)EZvCY^&bv|TedC29>YeV>LEce
zwSgBZZaD|7$eV`pN3?@lvQ~(;%SHX#J;h6nn}Wg_uE;f~IqEw<6<2HOiI*&HjRP0&
zLKf?;p*~>?VY)>4e!Zz7?7P4TMY^9yANJOe>vr9au8+@#6L(Gq`}14kYT=0}%yI%8
zy+Io$U8@gDtT#cqrve$b8j2R!oI^8)`ar+YXHjjNIVd_*4Z3Q#L3-(Rq0FEia@VjF
z8~Go?Q{T_#x=*fYm%6eK_1f{FnJegd2M+QQV>Lb|+lDu(o+Pt8o<!d<3+H`TBye4I
zY}q=i&hqxws@yq;zWgZHw)EN7Mx6b~2f%5}d%AbV6~1qfIagS18@I#TRHl03NzTD#
z>shrH&AF7oLe|o%D>Hd>Rklu@(X=FgFtEPakyf>*x!HrmL3GY8VCY_-UIFHFCWG>L
z?ci*F(99=%9p;ow(<`29)Z!5LYBxixo!!7z^(vvZ6j2<%F~e<Tt1Kxr871{!qCzcs
zn@hDjW~{jN_`PCn?0aVO^2yRVhX=c_U7ATPn>|<BwDAh}YcuLmr|<1z7IM1oSG+c}
z+AC@+qRy>g?Y22HH~Uv-x~M0zCPxDpgB>F&hB?G^2zyA4oq3)avv&?#%XlX>|It~+
z2#e~>lZM9?x;duhcl{5yB#c=EMU{V0x?&VX-V>3L|A%r*LjC2o0L#=GCn3#6kVb<1
z*WcC^^0pB{j}ZPHxTSly?eLtL``|<kh`5*q$Xl8ydnnld(|+C>%`vk;v+Y!&<j7pu
z)SY}?SOS7|AmF>}N(Ww$z%&;RnE7!iOxd0d4<53S@&yub!Y>EJdA@^=voDkU#DO!1
zdVdOi`h_8xtKcN(2xy;r0Zy|w1^p-I!L_%F;UP`}`|Yg_y17Kqs;eYGxA7`4;%y3e
zwmAY!H>)pjTzAEKpwr32V)$qI;`979)bzV@OGFtW^0VyyH5AVM-`Mvf!vay_2!#G&
z+!DDK@o_F27Mz7NS3w#J(o_%v=iLR73PKA41;K)R6)lz3@qdL|idI5N!c<RCOes?O
z!k*t(QBv7dU-~UyrKw)5qqNN2viiimPWwK6t5=y@QqC_<^#pbODpP&M=!kUSzr!sF
z#Y#Iq>HMVQlev)~7ZDxlmW2hc)RBB&I#Q1CLt<HyM-=iviD7bFbRs$;@vqe>=KDu{
zapbK46_K|6o=!YnMVQFP!#~~C!?jg`TrD)rL+j2Vx!$Pem_1;L&DDCy`_+)kGd+jn
zxLP%F@~I%aex575Ht0CIwDvi2WtQNy;Ye;=v|R2`a#HTNqy`RLz8(ejc!qJpN_5k-
z7AU&=9<JS@i*`Hifx&eqgNOH?p&FNJ;cE5!;-(5S-0<;RTqHe!O-5grOA-U*szai&
z=6XN4MSCxnTc1VM4!sjF(Id3%<^goI^(2%(!vkuL$OoxrBhikgnpkD_PVj6?KD?!u
zj7`qnMuiXSqe;(%?+y1{gbla!!Ui)VLGHS%xLBTtCT-r0w~rl$Z4R5E+07528MYT-
zql8JY@zg3<qxW>w=Y=y|dhHw>*c-vY_a}lSm$sovcrqMsV~h5wB*LCffv9%h1}M7o
zI%Ip<26@jc5gYd(!b0DZTQc!kBYRs|iSK>C4L!GCP42_$WqeGpL%gsmN0!>{I{m8d
zPTr^B6c-#KVe7Qn$=mh0!kx)$!H-OQOmE3;mAiG5J}|4YfUdg9m+!OKgFCll6Suu&
zrA+0VUe1ATW~}O|4croYUa)0%l$mU#!qz@%OiRPVL6^4|xy;1zv|sLcI_}|O&~#x2
zZ|U-s?z_AbueCjuA9zZQul?q>Ow02&*ZshHzUqqUbbP%&TvEv;YIEvbj_Y1T>3Ga!
z4VO=n2G$Ru=2&%MVmu}8^-r2n&*#Ux+u5^JR%!|3*kBlSbWbg5P-b`5qNf&R{-84z
zy16f7W73y-IrE;oP4$DUUE6-ljm}3{qfK(gzsCzIarZQan%9##KHA1juh~H6Ldr44
zyOryyZH8wQVUx0%S);tDY`uNVWBpbNo$zJlcmKD-L_hAe3qeKYo4G1RMdSj===|HD
zBH>y~(U9Q(PPX}O@0o;WnQed*Rh$v?=n`r>F+%o2Dxjk|9Z-A8YXqOxhLR4xuu=18
z!atLMpy2C(YyDgrV<l`Jn0y&|);R?qU+NCmx`s&)2;9=KQM*8#-#h4FSH3<2oVHj)
z%8Cy9C%VFgF12Cp#kz2>R}#Fr$QeFACs<3*tPP{PnS!phUeOvW1$6X69YkJi3LACw
z1L2Ky!L8^5P&iCbnj{j~;QA%8zMt)jPx#kR((lSG{cMy}U%076{#&#}h6|#!{WfSx
zxYkmXB>4ZwxTVkbEeT42h+v3?2*NGlrJwBV{oB5!QNoJ6GNqstH7O|tBDYkEnz{>|
zlmG(Aiarv@!9rYU#xJ?0(qs8YjuI>AL@6Ms=~q(<Dn?JFLo1^vGa*iF?Gc~Mi=vRY
zh*k*dA&$gFArCSMll;WjEDH->sUvC1j>HMKM3$_I=MeKK$4R{+w?r&MkUU~O(HD|_
zt`kS*3Q*LKQ*tW8Q3AJwIS*H>6>`<MULIOk66Ct?+%OX~2%8PqAfL5%x_oxc<v6yB
z22M`thu1Z(53lyNMwd)3A(yC+IRAJrx$~1=a({IX9Pg!u1F#heJiZ@er(@`5O?6Oo
zt0l}@<AZkP-hn}vSA&Pm_926uDmXoHEIM*N74PnrgqKcgfPI=J%PrkQ;KNmC@T6{|
z;O2;(7@dwq)nt({)ovxaJmEabxV#fhY8r}K@U1}V$Rd=pZvbA}!~hf&zD2HaR;aI&
zC0<#`q23J((Aa?mII8Y-TwQf0itA$`*V=y?%~;?ASFPv?HLKjfzE9myXV*d)laT}V
zLwl^=y#)$AS`ChP`~fDZgoBd#DG+}gkBmAkMf3A#qF@IJJl{wa8C=PLH)^&;E;;rf
z%}pQK>fA!!;~tma)reuCq1}e`7}jIpSTU{opvZyUdWQ}OjR@`SFD6!U7DJ_n`-Jw0
zh#VGLeptn|d^Mg1DL!a$@6h4@I{N*%rS`eT0mEdk$L8_9UB=UMDqC{ztuOO2M*Dc9
zQDbB&FAV7ySsA>K=4dV`=_6bFku`6-t}mA#+?gLKk<*(Vugl&1`UVKL_N1AywfWHV
z1GuvzZgSgJwUDU<<+6rM8?JeSRb28j0Z*A*Fq6ivVr!44Y4@OuAV}Apn{Tm>o>JGH
z{`heQh;Bceo!OP5AFnLpwIm<-fkv5pZP^x?mWdYEaM?AkL^F?8ZCJuq+3HE1JmAN?
zUYSO1>N}Xr)z@KCj3-kT2eGtsn_JYZLIraO_h%{(m`Y_vtX2%OoaBCVSiH2uxH-}~
zjT5L$wYyZNemv7mFP7SN;GA37R*uzrJx(z^tp{s+ttNB5MH{AbLr2!c=n|u!XH6+4
zg)r@H-Ken%otcqs%vp;uU8#8wA1Q{1n=ubdwkou(EW}&+XRY3+v6bMdu41G7L_8&2
z4cR{7^u_CB7a{F0GfYC6e`A(}w4aWv#Ag1+TD=>qF5u~Fj=-4L#VAJ)Bd>g^>>a^V
zb;3~FOBWF|90EShiiXZhtb~6g0fEapfZRs6r8B%GNZUaTwM@SXo7klxtr|JfqEQlX
zWZYd4D|~O=?r}QF53Q{RgA=1QNmz8y??W(*PiPBU>(_va02R2_O`SH&lfc5kwy<bN
zbAfH@O>3u0fZmcJVEE1J;IT9tOwU>X-mCr_hJy9p<%#wFEMIKp|4Vp^sB%PpHm-6O
zuAzK3{KnU%emI^Iu7hAZ=P!nfzr{QW_52&-B&7XxTqSno@3>Y^PzvzWf3Z;iX{{bn
z3QBPhE3ETVQVPVKQAn@@QF>g-);Wonrjaj75gGR>E~bB}6qK$3{6&<4?~A7h-XTuJ
zHUxi(4=_1K(v{gL!XSN#eMp?(DdLkiVxmvVlTrM?VWWg>rS8kR#q@v77d!MXgs1#&
zDLh=>MawI%z3HKKQAMsh{w3b=$Pb(5m&j)=c_p81p@pX=uEfc`JaJZG3cS+A3tfy|
zgPc7k<NOQb<<5sU;t5$z<iS2|ai=R`C=krSXulJ>@nOGUt8NbTb*h4Pb=VC96Pkku
zlNCsR{sWx8HVhrf^TWk&&g1AMv1oBX6YTQQ3`^(DmN%$-2W~oc7sJ@;NMo&F2g2S7
zE$g-dU1^wu^5-YR>Vbnm=F~>u)wx2DdfFT1be;|K`k%%NS7agAfkCLRffw57A;DW#
zpT~wSA5ej|HR>~M9ZYLC2HVaX3Huab6uH0yeF%6f*Im#8UEgW}T?&T6MtghXsv-MP
z?@UdYa?cTlUz`I6uYV0vnjS<G*_Lp;=_|C?@-*x|(h=2Ow;n}HcOe_Bg}evql;73g
z4Nv*x8U@voy>xub_Zk^V&&n|2-ljV9(MM|YHM6~BhA)=WS8wa`-tYn!@NgPiJN`Lu
z^KK}2>P;d)B8;X_>>bP5sjdT{IES7U(2)<d$l}h_nZs@E@J1%-vomKw!y&Ay+Ho#v
z_bJw5aT{i0aS2=7`kw5?gO;F{+Z4Kz;xISMr~r)H<qj<4EokFNIZ!Vd%WH-V;s=DB
z;T@ye$+Y$7b6uXj;;VS8(JD`lvQ@l3QX5@Pam-$++pOdwscd<n)Hgt%O1$7h>8;zy
z%;m!sYu((Kjr>Td!^xiRX;a5it+zFnN_KftRhv9w&NewGZP02y<x*3J)talX82Y3Y
zYdfYfbFEP<YgE;f@rm6`C9ErE+&y)eqr9D4<3pR6qU)^`FQ*z(b3;=ULz|vr9$YX|
zXci1Dzw5shFZH8{Z-Sz_iA_>5iXx{cBlmB^N{Q-~aLxaQsKjIclrJ`Kh3Lr#Urip0
z<J#PZF;9Ha)@5<X(^8YJWFvuEyAshfmpBy5X@U=n(_n+_qh!(p0WaeKYn3luI7|W;
z8$!7JSWoEwC=FgKJ|MmNN&*gLse{<G$<WrM{9PY7dO=WV{^elcT^WpV?hUQ4H-?j+
z$ASJ{5RM$>3@@#aB2)D|5VEzHHkc~``g0F}VPlp-m$U^SEJq!@s(eAL1=cm`B8GpK
zFShR2P}85adVg<+(|^l8kzs)-XTJ^mBtG)OHUArO5|8~;zSwcUiIV=B9SC8n7tzXp
z{Pyl_fpsdI>PuNCrK!HW4iAB05@=@<|C${LF`u$8PW7d0^?s45zG8GlIxu-X@mIgK
zD-<d1_@wg__DMuVqOVz&CU~XpYY0XxN6Lr@iiC-X=;%wf>Caj{iKHTq$;ZQQ_B9We
zA~m_n=@A}Uh30bI${9E(R<Hw3H<gFo(UWJ&vhkDx51i~&8Lx?ngT=j*(S?#u$Vsz4
zPFo!&H(n5e@2m=w2WHmC9VfFWV1o-r-3!r;H^HE&-4nR_WG%GwzAp^$Z36C}I*jy&
zp2pRJ9^j@gui=KTuHeG8p4fQiW}MPfTW+9ck7s#k!%a=EVIV6;8rE`{YIXr#Vtr7C
zS}&BJnFXsYj0I^8&Y<mghG7-ONAT?Zet4_eZfsg}1~$5Q73Q3Ki|61=xW=h7SbxbQ
zko#&Vy6EhW+tzy~*SHag^xo}8TVK7zU`85r-rE*7S~Uh&2{AyuCN+i;)F7B>cO1M_
zb%S{8VpKCM6U~o(i-Hc(uqZ|w)qeB_MLTUk){*hZJEWZT`R&%~1?JZ5{zCTrS`gne
zcMCn!cM|u;rWPL^y_+|@qbf@RYv?Ea&++X>R^vK*w`XfNYsTAnm~$r=tMQR1uFxB@
z_T_GV)&T@044`wG8}Plm59dzb?Za)Uwodx);U(5k=LFZtb}QF!ggfunxHdDf<pb97
zuo>MnZa?U>>NYn|*d0DG%$k0yVg<(SQDYO%y3+TT`}5Tm>-qi}alFH>=`yX0Gq}3?
zt+;0)4s@mM`&hLrfI8XDgn89N3aY&;=9tBSxr)p?{NTPLsp`IuS;H2=(hl3BsOcRZ
z>{wT*!o)OeLyf7ln~BTtb>DMeP3qVDwbWq~qL!}-p)y*pW|};mLuDQ-X0Xi~=0&f=
z?#?qlu(o<TnX5L@jDJWXYuvjJqj%7i+R@INX?MF0H8v@a8D8|1HNSX;ntjDpF<5=1
zd%D3G>hbFhtjf|FZd&V9nTKgRs5{&vwr;aJjGnEhI92^#+*4rb(EB5P#P%TQsk<1d
z7(I~-A*1>aLr+58r5u#tyNK$G5dK^IlThw6zDbA^4B;<GM?pG^_5W(VcpEB2S%LWS
zqGou?2Xz>8GY@T=6^~l=J3*^15l~jp1=O;j1i5SFf%mZx*1ZrX{8NFWdSwR~gLl%@
zxe}!Do<{I|73ebB3TXt?klqWBfCJkXfT=TwK<n0Wk{?<w@r3%`b3vN#I}#@j`uY!m
z^Q<qxmiy<z?amM3>JuTfbteftebxgOsEq<4TcT*=u>#6^+ZqhHum;>ez6Z=`+8sQz
z5EQR}Ihyi{gN@U?q0zC+boy2D_Vt%^;$8R}8Vj5t^ckhA7L^^M91$Up2N9zD5cyTC
z@_or+k!3$be%4MZC*j;goXdnz%|r-?<SO2PZ*W{>I3n#$+L$Pz>VkY%>wQ9fr5u;w
zyNbhv5dO<MtAsM%f_%nj32{F`1dDW%PJ#r8_5W(Vcptur?gB;R^i?Z=dBX4k%g`6G
zS0N}be~kmvIZ=w-@-{ajzNoy2YYK^lzc1}o;O_rgQ}|U5Oj&sm>Le%+pNf{?8z#xW
zy7E#n3M3DNG72;k;{R#QAsM{LARrE2|1C$REtC-*DN8sq<$;hK7vsbi>nCB+DWgD=
zMrH#sAMt-lCq57raA-eXS*r*)27354eCOek?JlqMR>MQ<=svm5wBvZYbrCjMHCR4t
z$~@t_!Ef;tlK`CbrWIaY?<Tz5tu49`dL1=5^8)8ztSNV1l7J^zImm;1-Nzm3Mxg+!
z0~o&Egl@dp1_y6vp-+|bXhCEu(kYGu_pM(e-S*pX`p(nn$UrSzJh2~+-nJJlZuA(t
zOl^pz!_wsqT6w^Yse7=jWC~J`Uk+2vy-<45R#a@f0p&A2pvI|8kh$?LDCu$(8h6w~
zG2!o_qyJ5K#K;0K?H&dSf)*p!hA&Z{EE}wm-3>2Z<A#G&%mq6b3e;!LKA4)_1lw9S
zf_;2g6q(x-eW)^5ZgXV>atO|c(H4ndpZX@O*3|*^>@glLDQO79y1Kx@L)U?nSx3;s
z=IU^~;Q+J;c7|Pd<)Jz*f{k^X?I1nlHkhO42CrI%BE5aB!Op2!V3xHtToJhtBu}*}
zzx)3X*H*r=@qf27XgG+KJzb>7_f%7(r<bI2uhKj4(M|U7hPFLr+LL|g%T@LHwpkWj
z$JMP^$MZLM>jkU06QCI%>260KRfC+ZG#b>FzNUkMp7XtyS#qb+)^nSf$<o&*k!+2%
zUYtvzDwj}aJZpY=CKI!62J0Ackh@ZM8vV!<$v#YJ!Og5Y5sdE8324u(MyJNRaF&;K
z`RZ!#`S5$Wyn||*O#9?`uCvP|UiI}|S`vMZRU4&F9bcZnyj-<}+ORo?+o8@fCr$S@
zPwsk(ioDTS+VoKp)!KWM;+FGM#oC2tOg2oD+NI5KPttRxk|)fNx~NZaFRHbjI_jn3
zc5845bE?-FR`XUhMW6dqS)0{6m@E3uY|X9)Oq=Z&sYS`d7`Mt9%n=PUx6TXhGKCG(
z6;H=#Q?q&`DF$46$K2!JDynA8Ex-G}73Wq?oqV_PRBQ)=8+(Y6ig6>k05b0XaNMY@
zJPGF`%H-d|j>`3ruu#uuSn|u`|3qAD<_d9PdwgL@2%faj2gVe3N7<1bP>Zdt>8f)j
zQ1ej%n$js9P0|_w-U;v6YFE7}{3C&VyPgM_RgI;q*GOPewWTmESRE!+mcYGlouu!C
zwTt^6tOZl=nnTO+JxP9Oaa9i-WJ@t6i4zA5VE~*|kOM8(&4n?8YJq+S^Wdtx>M)P4
z346JZ10mUOXp0^aP{Z0647OVXo$kAXzHW2D!}dh&{mel}^>v>m{Dg?u%3s5Mzw2JG
zFLB?`!h5ASPi)|C;5sr~5cThe<2vQXRyZHQoqr44Dc3{7LOq{hy)Tdd6LGPfzlqzv
zZD$Y)7%Ex`w+TvtGHw&sAPU(^nKfi3;3%bUSP`Y56t}Sg=2KD%NSY|+tej{;1D2id
z3p;~i{x6k+(zT1fh*D57E+ZXU8JGPxR@z0JB;p~FWh0nL#8aAOVZkeB-bh$<CS?H;
zi;=QoeWVWZfRQ-KN9JbY6D;^8E)$YU^AZ22Ik7`mfV)T=e_tn_up+$G-lP55RUR(0
z;^dX=qCK<@2FZ1F6?iK@0-G4rkcXYFBG0Vjf+q)^z)Aa-<II8`@KXOGbpDJxs-J!d
zrybUl8xM?<JB<D)cP!|I{Z1O7&hbq!TyP%UczhNPvN#F7cU(m~t8IdvIskBQ7(zOY
z7Q*b63cN6H1$NRohYS66vC)|Vxn%M*xoT!3thr|=%zl?I*c=><)YW;Is{a68e0vQo
zZ;+4jkFiig_c&NJG6Ot+X9d!h8lmlyld#8;%HX5Q6+GqUb@+aX1}gG4L6c4{!gF9g
zu3<M4>s{XiIGZS3>{S;{e7hKLU(R6LjvdgEDHDa&H7d|a>nwD=cM7X^|A2a+J8<Z1
zf0*Fa0lXYO9pV8skm2|^!PbN&3LG{c7M`ku>I~&kwBbc$c{d4p8>x$p{15SU-*Ycm
zjd)$zW3TmmkG50kY0K+!FCB026VBG<YlNJZE$~6~gH~_&HdlLd9d!Iy$LROG)lJA9
zyS9^$$f!!MZ55HbMRfq^NZ+BiybI)e-nh-347K4^7MbSmlFr!9=I&%wt~hZEKfYnj
zyB}s^Y8+=BYdxo3{Wk*t4j;MYJG#=IO|0mWPzH>y(U4u{wuHW&5yMyOox_JW8phju
zdC9aBy?Cpa<LS{IdgfZUT*vBOrFgTwM!B1J6;tX1wz4&HRHc5kt5Q>+4`s%?Gw!bP
z8kASULS~LU)17^)CiSfoDz$6lOQmH`rqZ*zGmQ&B2x}j+-Slc7VV)Hnac^d%&)Q%U
zrdVY$<Fn|ZU|-`Jqnn>b<(Mp>#<$C5UPNwZnpc`kUA;S)scEe1eo1kY)mG`HxVAlu
zit8A`j0?{xzx#jiRO#47@KjH+QGOzxDpO(_C@U($1(KKbe+yHU)z?la|I=}l_@BgP
z{sx{ZT=Nvi4Bro9j-Ej4`rkwzYR&0tV+1@kbsU1bUZBP+eZkui66oMQm)t(k`ScN>
zSTt9<d7A`PY1kD>n<c{rITECn+*_t1m4Lk}(NJ>c6}0l~O!5;44t)IFwnjS>Z8&F|
zGqk<G05W?sVCD)B+P1a?9$T^$=9?CP;IUn48%n@a?I9R=VIQ<^pb92kG=<uS+0y!k
zYzc#oPPa=d{{?=;R{p<)r-+(F<Y(b1LXi_`NJMPlpNXf+9`A<Yqg56sc<*mvs<QIl
zLiwMLqs0Ftw)6jhr}8A_JQ%?<L@5w)&6l<{NIJ6m98ZZ#L1|efr9kAtNILcv<cqyv
zNFt;u?FB3U0v6%o1f_u3aL1!0l3z_J`0w$QneY!Q;<<<&4B`lWB97o4QN#yX#8V=N
zRhm)wA;*;+DM#{<I>j;~w$fBeBl*a2A_P~FIB{ayr`S*a6+85=gr~+>dbspyCYSi6
zduZhu%C!^Y@Rn{%u<-;h`K+OX<g>LIJZb3+oD@F=uZ(>UFOGhX&bM5K>J7e*^KTT$
zod-Y0QFEQ;!K1@*`?1-mvsyA*+G8v3_1qa0+P;FB&L2@;Ml|fGrwQ)vPDk2CLvVU=
z4RplF0Pg~0@zS(Vv{=0ayHwwbrT(Mj4SLUl*?rexY7m2}j(rPL4IrBKCJfrT_r?Kt
zHbLjiVpM$yM3DtM@zR*t;9Pn*a(Q5f`XCj&VxJ1?b$CCHo!t>NpF08diAxsnSO&J)
z5DG*0l%U9~{^<SIeRAFX<I(loV_=kCTd;SW1+E;r6m_>74wtB2g`qcV!@-SHLCUo}
zaJcvk8Z&AeSj#XVX@@qt)+iqxOPvFgKd^A*?l`z{R~#~bIlla^{zLrKcl#!AV6MRu
zXW2vjaeVg$wsf3dZSF-zG(Q2E@dhaoG7a~ZbkSRDzKzjT&acxu*3n@cZ{;+FJDM_$
zkI<e%A9Q9o>y@p6eYiK>@sSJPv-S+`gry2!X@hHS-p<)<jmizU`nNW6J(f=6n~iAC
zM2}-whl5MF;t{*)dzxotZ!$-4(~k`Tk*{k5&B~7Sl7j)9RRqs#Y#hM%8=J=4%_@-T
zOikmhRE+77C*yN1_ZG3bLq}7`-94C+zVkt~8<)843lHV4olt`x_#u@!;dQV1sJ`#0
zq1H~)#_2mKtvhF!Is3;bMmicXOIB-3ZN{E*pSQC=l`!P8)TzcG_cPHR)S+rCnMJ8p
z-A`3!SWU1+5v;YAwJs`VE<Iyd!)*(hR!_sJh0~fc&30N)V|x`c&zp>6n%SgKS8T5^
zHO{_wzc4h$eOc{&)Z^aE*h(Sq-P|9<GWXZpQg^&U*gC!K86C~-<-Oy#!drnqY@`(1
zgW#@SVx(f+MJ_}f)5)T)s)CSrdDR8c5=2K3JwXfvF)UMJ$clV2kB~WvD2$eZSPNn+
zh`k_=g47YDURi#k*p=ceQSlJse~ZHs%6*2lggALe_J3jh<Jp5Pan#^U7^9G&HOUHu
zL+{gC_XS+0p^jn<qfwM|ckpIZcWAqa5&p5T{;}Z!z*K%E%~eR?!hI{@l1vUR^38)g
zZ@9^-rAfeU7zRG9>kVt|eoOL0^U%>yN3iamcAmT;Ep@=awhD}ya{yYzbcf>y^#);H
zc`!4)HDu^Mu$Ov$5VA6icGMI2u$4zZ|MPm#vUd=eXx$!aI*7A>X+3mvwN=nneJ?aT
z=R_~lA}aDP>BNWOYq;&t`o~X?ubpt`h>*vah(no>N190OG9iyQk-B9feyx~1=0r#*
zAVOZP5Fwc9&-zDk{QJqi_#k`}_kDZ)Bm5VS2BHb>a~Sv6c(lq5NI5L7e=Jj8NLp#S
zhfu$7Sy<%Jlq}JU`98;eO3DkVTWS5{udcjQj0?&9{NM6yA}%EJx$^qQukmckxKQNK
z2<{Udncs;M@tv55jQm8%EJA#ekKjR3hxlw}5Ylx85zBmeOgQvwIPrm~05_6*@MD~K
z;)?jVK#%s;yFFYmjX%7r?V+V`lxtfB;?0$OvC)fcdDyxJ@=S{yJn`ykoYYkVuW;K0
zFO0r`iVlaMx=<abJu#OXH%^s1;A?WnSF^FNqb2Gz>I6!;AjiFqK8F3fT!-xv^3nXs
zbCLF}ByhK;Dbjr30%nhP#0&3C!%miUa6#c}Y-HY6E*X15u6pPi*4(xhZrHa0yEpVi
zRi0gksTzf7+F&ba+s_mSoPGtJQX{~s<q_cN%*N2z_ce+hGZZ@1w}pq)tYMEpGw{*1
zFP^F!4By8WVq@KfFef4n53D)`dt@EMdUaI*=jn-y+iXM=H?Vm7?(^7o`B^l(T6;93
zS5?@ciwksht&dd(sGx2drf|@mm2lCp=iud)c@W#&0Y?J$&}e@Puy$Y}NbcPQUA>`;
zj_tYv(#H)3bL=O=%P!7HFW3w4hFica91oYz+6j^_#)voJpW^Gj+xkcUT>Wh|WcLa~
z_-+@j)3ItZxaSTkeAL>jynay&*_^?{={vF#-pl7a=ew*i>u{tiZ#glMJJM<(KYVmD
zz3R%&+|3^=1O3*?vS*4EzQ@3p+_76#c*(&{xx6RO8l)ZL>aAJH&7W0?HCwfenQ$nP
zb%@wOH&lBHeDzy%a}rp3?3`Bgc-{!qUtN!{b!GtFIsF8$p|_L|+tZS_&A%hl@tnY0
zYTc(t_&Vg)YMsXFR_Z_<om`E1k^Po89h#e)bz?Q9Ho7lc!>O{=XH_j~QpU&~tG!1u
zQA{%`y+bF(<V9Ijy73^!_CpD^GrEe@zs*b5{KRs~D6%FM=;qDXKI_R=FX*KRn!1m*
zj?iE(-k8g@DSXHpRc^)TT<uG3yX{Pkjxu4MmLxGvJ@!+VdrV{u66Nki4X3eM^mxT3
z_f1sn%@k&|-rDkB@LS<X0)4)>6I+5H$lhY4VgyMpK^*;mD1ubhnuK!_weoMF$S>;g
z5$b8Loc1%rVslr>;Q8az54G_a-9<2Fbun5My$!(=t!dp|5?Fl+MDE+pBIn&!;B}Ag
z(CU4C;hzaBB5MYN9k0`*`?pAt%Dnxk8LS5{q|b#b%&N<@2S~uqkRjmhHeG0eZ<74b
zbW0Pk-)}7miw=6;T?S{pi-4%k0=Q-6LU`iTYWUbvSata_0uGO@2ZHO>r|Vr1kmAw+
z5Pr)PTBNyy=>8j^#>~B99mEGipgFYjCc4Ql;l$Sd8Y1+cAoK&Js}vO>QJEo14-ujW
z5g}cl2vN3(kQXUL)XRjtR3Soka}m)j6Y`RU2vNR>=#&XjoQUX^2~og^7?cT7_J|mk
z2_XxJ5M_}FQOt<^EJlx@KqAgW#D@L`qeq4j(zc{6N&As@6WfWj3uz1T|H*%@Ngh$b
zC;yXlCZf#N62wXn8$s*@aS(){Rf16Km*sCLgq=xPbVA%!kj8>E6{NW!?t(}K`Q~@U
zgyWytC=uemg7}H`{%l`t?{6YJe-TAhw8Krbnosf(^+6foDO-8`H>>%xh5Um0Al9#}
zK8Vboi0+VZUzM%qlQI=Ed;d}&${D_2Ons;r$&n6DI;?2V#7qePCx(v<I>d>C4#`g*
zY7!^Mi2o&$Bgd7Uavt&^iRDNh5+)CvSU-sqAp;vpQ+DDp<+Ps`7CU$ah>f)M_jckb
zE5d629=>}Yd$^e1$L|9yJhZas%C%Mx#T!=&_Ck8u%4Y@n$!AwNh9}lh$4PaH@bU)*
z@cfLXs7Pjm>gcz|`479xon;YnzXKUKe%d4KeReMD_)vmUIw#^@nRj5ngI=&*J6psT
zW<Y<lC*V%MRjB$61DyWR939Tp$CtCBaP;y1*!z~F+)}#;K6tkaPg-LOH#8cLn?JTj
zRl;7u)M|Pt?s^uqO&Ej&xSp_KVmMgcHyb>0U4*J7UqO+^VR-5Ce&Fo=Ey!hsJ_<df
zk2MB0$H~uoV#B$~sK9(AuJ&jGiha~xuC-wTn*Qb-%-mKVYR;;M+mFvcor9*s`rfCY
ztFa@l6j2w2Jh}iE8@a<?k^SMIm&d`<<}1OG6aCRBr`BMtRd=vhdpx?j=p{OK;|NU3
zkAow2MZk^cCCI$)ZLzWcDNNQ#JmLSkCoM2n@3MvLPSRDroBd9D%GP-9>8kpClnKS_
zo2AKA5-QW@tgiB&u_HO}$B$WuVd;FWvzxfXYR&jzH{|r*NzFN{%*UW<W)FG_+m!FV
zX%u%fBZB*QxL$7V83WdUKF`%1=D-ENis73&Php}`Dzgq&-t^L{HXvcjaM{bKVcfK9
z+F-c788E68L2G3t1C@(Qc=ch6`7o{SysgPynXYR%U(56b9dW`U*ZkNWR%hN}>hQ_;
z%=5Qapqh6)x79E@cSYe;en8<~W={J|DuPX*j!bux4$o*p$<O5|Za_mtR&W<)o##ra
zRhFvz%xw~?$><?eiTe!q4-+()eC;Tyqdb9fSSDqju%YfPbTDhJHIKPaV8R;e?q)oi
zc~T3;)M1*&45UUbiC~`WsLC`6t3+K~-b&HsZiG~_S=W7;9Zx+nO=2Y}C)@%rhBNo3
zb*FB3nabAQF@@2x-zwg$KQ>Q34RT_85X2TLMk+>ZfkG*9l>ecKO*qdVn<oPX4<FvG
zS6GiheM5(LvFmLs-k(5xvQ}*z$xeqc3m&5tqxvA=7DOA&7Lc69C^RN*0~)Cz0k6Wl
z!&(D3k^2lfy;lW_nmN*w84|eQS|6D7q$_OJA`j+Y9wO7Xk^p|WU;%RPb!fJa0162-
zQCERlBa1;=BcdaeIvA08f*x2U51KZA21lyZ27NT51$$I;;pvN;kbdK)AXue7?Yvw9
zjI5nOSjr}7R-6pRk7@+fFA>GN+|iAn`9kMqk6{hp;q<ZvdF2Owv4GgvUqg6*IKMxf
z-(N<3LjV43{iYE26QqM6odo&6Z1V&PoScBx%2A!5yeK0=F<r=3is+D);4AN)6O@-y
zbSH9tWy*`V=Z+jJ-#aI)_ryY*5`GVn`jqz0m2-YG1(d0*ya?q#<NSVc<)vbzNakl{
zq)1*H{WnNa<otx2RQd{q%<%-piT;;JksKq4P;?|t(4&YF^@Xrlp41`ML-Htdek5Jl
zk@J&sq9`BxWy0djPyvD@_u$7k@x&G3$UqO@A;BKbuP)-Z%o`7_wbkWXjauPs@3y$+
z`4D;7d`h0FJqpJRnU51+yur&d`oW^5cBpW7IC8wX45u5elN+mt;@jcr^1xfExLsTr
z>e%xwT5@^|?lsXAhPicy?Npwi_!4iVmD~*6=Gvla#|rSm{w7ed8eu2fr??>M1g<&e
zGEQmWDmSoShG$KB2iK=N;bvPfQoEW3Qzhvru8TUf-P;`pta=C=#P0@c>h1=Q&Ras`
z=_AmDgCC*&LK+_EcN}JSSdOQM9*3=~7{LZ@`=g>XA2cab*o$YJiuI55!n(0Jfa_h1
zE)Kto+oTPWSF1S$={_?=TXXd=tTPynHF*y9_~v6tR1Fkduni7q7YG+FT@7A&`$AM?
z0*<!4jz(%V0$Hcqg2me-u<xcL;KLpW(kHrrIq@vKILH#|=?nHb)AhitY2k30@m-K4
zUnt&$e+plIH_oqpuI^=p>{iq@zN^6RO^(>iJ+Yq1kDqG8>jhcMre8Zs-;j3ZTl1Z`
zc6Ldug9+wq)jP%=+^o(IYd@Y|kvS%J^TB<<r{Pw5eRwS2tz;l~Wbg;>gWBd?);PU+
z%OkhgO8u&H^K4qNrcZY><A>~E?T>Vz>*|MtwpUtl%Qm*9rClNYKz9Hbw(K~Y7czz}
z&N;(Z-Ra8r?R1;B>Dg7L^JFM*QOB7c-hNiD>8|6fj?D$$#Cm;hMtxgKWoK2^Aj44F
zPQI6l?l6^!IyS|9Y>loIsujY_oAb<l^`j7J+tZz;Ru0Xm<cRjvl0hw*Mj5TBthEE1
zhlbZ>t2dga@G0!dT4j!4&L8f`w079R*6cWy(SACX+Pb3_70F#<9*^70G@jXlI)6v7
zkNMovy})}Vt2r)1QE<|Rij7QRB6mJ6zx%%x*Vq2Lk4IuV5Zu^Dj8u#p$pw(Ho{arJ
z1UHh`=0e^7zwgmI7StaP9d{naOw2~h=Pf|89l><X))H84gD-0Q`T(kL8US8;LTFy4
zSZFN)7Zyvvj-YYU^KlaR{y{NvdE*P~#LR^s)K17uTT4Lh0b}suLOwL@vX0~@4(wfF
z{VDY67q&d_4QFN+!)ATzLxoHWu2>aMH+B;2rr0fjN3*R!uvs46M6h{M^XdZ7_w8h8
zYCi&uv3monFjGqF8@xXPT90_BT<6aWi=FvvxbJthc|z1KB0r1KYapDPNJAoG1Al|j
zBf|wz0e={yS2kSy*`xPun<sga&-dsFN`Z*g%J=A{eEM#6DF(Cp9Jh%|0Xe3u6o^b7
zN&ng&z0&lG_UH*pK{<o>izx*a<1*5rm2sJw5dTlOj8NIciCBpE;)6`)QW96jWkR&{
zIPpa%<{@w3#4;jA(-hMF6N5*}5cwsXIB-;eyGR><UnichBD~e!!`EP?hx73}_>ILi
z53MvkxhCHOuYWZc*YsK;pXG5;KI?4@9G$ZVC+_`#(?j~e!cEIjVN(t{<Qn1pr|;y>
zx-vXI=8`;kkv?uqX`&8=Ptg+J1l+6FMsRLOI9z@<4)J=OVEcL)+^$gxX($r#GPCvQ
za7a_kO<Rf67v-bmJ!`PD<uoj{xg>8eD+sQytcjbB$wF#@^98)cqu5h!(Dvyg9FTkv
z)}I}XH1=;q5kc?p(p}fUS=Xn?#s3Tn?Xw6k+cFe&UA+oVZ&e?;kB7o{+FHP+l3LjM
ztS0Q8a2$<r=z-q5&XnukUyg35ZG&}}=R%jBLFl8wB-Ca1N|@ZBF6>eLB^<=iVCl?g
zaFm^ZBJW=XSyPvSCEWnJ>hvBRS6c`Z*WQJZdmh1!&$c479@b(b|5JGCJMPibc`;CS
zBQTH;$vI9>a*5|2We(-XJ+tR^Q(R=z5_ZzpB#wNmmyfwNV<xlqc{Fb^(v&+8v7aBx
zdC(bZPPv;JJ^<|^8_;W0ukqca6S%|9Pq=ruBv-L!KdYaZ%h{*Pxqx0X_{I+%m~kz(
zv-YD7)3uv!25oFxbF=zAq$BCJ^u2n+!H_gPmUA9VU+Qv%uWFml_es0RTdz7Q(><fg
zn>Sxf56$nNYtp_etG#6sbvXPY^Ni018rvedO-oMYruv8T{c|jt#aYIb?ye5fHVdMt
zsGd&DUb(O0&4E+Y(pnD{Q+FM7U)9l1+GhG_X{{5%R8qh@D)~wR<Em><Ep04gTJ)L9
zJa+5g-lnAiYlXHjMSKgk#(;PRPVGz0AJ~d%;xUaHe#3`(gpM$cHZG)!8W|}9&K{vY
zY#Hvp%rumGaIzuuk?Zd^%36)N+xHfAYk($OThEHA-lAH0@A$3o){lP$L~vJMv2iNK
zUF1T@`2E9hmryrR?8tJhKYU%qeBI&HPIzFaG#C@^i_$t}AgO~nZ6es2tmXufOJp#r
zv*bA_@lAs!(-#XZDcDYF9szbZc9-7hDS@vG1CZ1GtI%O!8hn*5m028+0M-zKr*BR`
z<C`}~erS|109N-=1*y}dBu*UkxO5dx4~T{!YaHBg`W;+8E{<-fDuFu(M8PAPLqO23
zc-p<D1Q^dv1EB*tLE}N&z=(^JVU@OI;aj<*U7k2YC+S_Ne>8_)ZVby0{9*y|VfY$u
z`@`4$;p_hJb)PLEAQ-C@XDL2?GrK%KR~S0-1c9H9lXRlIDD!p7D>%t<Wc4}jBg#u@
z-6CICro4!J-PgX;jl2H`zD`+r5zhG;U-yeEFBRiLGC%)STuA0~k*_28j^Id>G9kxA
z%tyk+iCi4PeWDZd5TB%rJ}Dy#Nh9_C;p>D(_*+h#k}ATFfgV0=KM&`udHB^-g@;z+
z1-YhIK3<n0teM=iQ9i3luzc3LU>vRT5GTenIL-JNEZ8AO1>78Dzc2&mzlo7MJs63{
zH`A2|uX%yJo@ApAzS(H;F@$^3onYv6RoLeCBoyE81JYb=18#-yN9wEE;AQn+pu<gF
z@uiX#IQqILN?vb|oi4w}Qmwl32EzC2)(u;ao5+KZ>KSdg^koYa>m`GBR%SS0%3@e=
zMg~~ZaW{A{7DMCRS5ee*RcJ49g!@jpK>l1`yvQjEx!B%Cp{>WD^^`u|-1iDLJY<5-
zy?cuK%&r7emdwM}Nz-BPzEU*8vmSc)f|J`)3gp0R!ciX+!0y8{(EEnnP*8Rj?6)HX
zE;u>>yxMUPqIoO8F&8O{IMxAVxpx97YQ@-hY9H|N<}#2TS0Bvzm<Z2jJ0jgfPXOzz
z4rZNb0n;*lKw{Q(@h1FJ`0~5)bsclHUtgD913Vv6IfRaRD&Zd5CGz8X=<qrhgQZV{
z-_j@JJ^5D7`#I08DXe|pc;5WzYHq*7Sbk`|g>+t*vz%qyC7{->?sS`{>U`Ij*4)95
zZ@JZHOQcUg46EPlGG{kJi<`}FV@*LVW~|vO*4{pwPVzSa3!8k9J(<{=i<@8o1`XB)
zYPVD91aAw@;p#cQ%J2nz=sk+JdYUHFol9|sb53)2)_tI7#MI{&K3Gg0%ze!~tA3C-
z%0HjGWZ_+A*5%jKz>{651CNWPLwZ!FG(IrQ?5$N4Ymz@OS;LE^78@?QM}0g^`48?-
zJx(ulKVn&z+AVw^FTrW1`>uQ4*=loJDO$8|&RSk*!xV15&el+0%>Y?fMqBk9wPj`p
z2JLpGCOu7M`mlMdS@Zqw-MjCTR#&%kbMv)kZXbzctFwm{r^g(oVpV1^!^RFT?+w2d
zo+O`W`~FUB3xXxX#7M<hl3WCt8-6&JRNew3oX<s&MuIdEq?sUYf>46U1Ob8|LF9t8
z5TunLo`SRyq@5t;HeZA=c|Yi{T=%aK7Ms1oU3(qzfd`qmU$a6O)A2D{YX20uulA$O
zJ4m1gzZMOF$5H?OVc<nW0Rslk5dNXS>6!KhIXldyk6a}%zFu#*aM%qvZ>}!nhU&}g
z^CUolF^IJYfTlV`Gmt>TXZOJFmjuO^JJ`QxJRNBufyP${!oeq&fj*&veU~i|ZZaPL
zyIg1tf~y>&>0JVLbbSRvP0oXR0dg?6n<lvBZ3Hf66p9sr!Ct|z)|wyFeZ`af4PR{a
zuVKZG6NG-DRHw2!L{uWu{fUrQ=R^pdO@zFzC-VRM?!Ed#8xZ-cyZA^aA?^FaI6t9o
z!ashuU3@}a<?A_xaOqmkUtvg5z6P<Qe{(lqM}pN#@!Hq0AQVPe@%WKw0SoqxSH^;3
zSs`0#9mq-v3yu=7qo8Prd6X3m5es4up?(2#ig_@1vk(5lUJD+lbUf@+SX4AbF7Q`X
zG%Ch^q{Ay?zi+M8Bo790WH2I*#Ff`-l98Mo6Vt_fB%NS5Wk>RmG;v@fdDI0V=|so_
zsGLWLmO7H340NIs%Zu?}!WTPy1svgznTf=cR)q69diaD2I4?E<mpqL3(3%%1uU-&`
z*ZQx;hD{F1!}<=FuYBZ!qZW_AiM=}FrDvDIb0;36f<{A;-H=u|y#+5f+Ot4zpM6+f
zyTKytx!Mf*9~_8fcU;j8#S_@OQajitZ4Tnv%!58a4cy$7f~qDw!wVBFp`!3Lc53zt
zpL<Xr8-~u8OFH+FtG?C2nupBc+OrY3v36Ue+U|gW^Sn^%f~x2O9gHTeU57l(<3N^C
z0JvXgA5t&bfQF|HhZ`<Wz|)f*Ve8TAuz~wsY}{-%%&F{yXFr{V^<K!Z&X8EZrO(Dw
zy?t;*-dnu=P8V!v5{qVC*GDt59boPEgP`+<G3agE92A(E2gB<3fD5K{gM*^(gQb_f
zQMA`WIHt{Pl=u2L46^HwI_&U+UeVU@>GVo);RYR;5PK6w9C{2lX)Z^m$^STS*hIX`
z|LZ=#&biv=8)aAQSw6VkYdU&+PwswpSAOjAF}#kAxonE93w_x>k8c@%o@-q*nzh%V
zcys$^+}`^R{E(ypblUYBxtr8y1I>1uWLLXA;X@8I;12Blz`c&0p1ZBy@a8*@>9dk{
zRXG34(R`x~cFgE!(X8F+O0-?Ksi3u%@ZGt3cjzH4>e272LoolsWxf`Dm2TG|mRCDB
zj1O({fwz*?k?9Ru&YPYupohJ_pQ{(wh1GT)4Kys~bJ_K>a})3T@!?5}+~1$=#~J_?
zsV9u3MrqC7F>eoGM&F307N@^a#Lew5*mrM3g$8I#eN)~ljH<L}&6|v;436KV0?g|$
znnS$UYIPqe<WGjPmLr=m1*;n|*s%v|*l#fv-*Y<CxY|H!_`wCtgZR@_;n2;D%XNQ+
zf4i#GdyO>rWg6$G`*8!94<2pZreEyA-0@sZ-5ghmbqv4GXoRPTH|h7<-&bw`|2vPN
zVrvkD*H4U8jPS^1kWrnew`8Ozsw|n6stckeh>jq7f*1($w=8-R)kG*;${31jiV*+X
z2(PR@AEAy?bSL;7#d?1=Uu^ygkzQxKuVoh;>NX3;NYl___7rk6@}g@!6_6g?7S-3x
zMfL;p!SlLlu;$$3!atROj;YQdr^#*Us}c!(rpBVWk4M4NhPPqrosP0Px)PAH*c3dD
z)rCf^Kgs|9*gFrfD0cPXuP9YIiXawL#D<`N3e4`LELQA@GzGDu*n0;RumK`APy|KA
zE{dI*ox!dsii*7}*cE#(UxGVaJb&@rbFX^vekafKk}{dhkW4b~Z{H+C9n@{u2P9qT
z{Ut`?$_?A$jCcA_;r9Y=kXM9nFGE<PN*J^?UkwMCUjlx!vsh)Y3|JoC270zQ4J&Cx
zf)Uqe!g9@5&@x#2PcLA@vxlHb`*-Y$MLANrrOlUW|69c89ZH^+VmB-)Hj+YAT8WP;
zaa5==fJ&*D-AV4_uaX}fb|l4<5;Rptf9U=#bSNNYeno#I?nuO$$X~V$s>|z0&h1R3
za0MStD~(Qi@V`rd-bM8FEdtCWgm(U41V&YoqWmY?W=qyUOn2LC<>Z8{ixFT9*&0W!
zk`(ROsa8p(S)kH>E)bIQ&K%2@%BH@wp9>9twR(@LB=mT(ojOaqN>VZj(hg9Z1g%K?
z-<ciyM=PK-V9^1LhW|J_l%`Q@pX7??q3P0j^f;wLi3DjrItbF^lsc(T9SzfClF+nL
z=cEo$0ulaf)vF{X^mgx1{+xTG9)|d3Knr(+$VbZZy(92?&5^jmmX*rrYI@4(f*d@_
z*&N5)f5uA}o`PrZ*Fop_BdAu}k2v>jccp{aN7*^*9gbVo9=GZ}4S5nRVezN_xaZX@
zaMtTAT;3%e&Apb0%4c)~x2-~v*34*};{Fz8ot%rWPOX5$K5SRwNn=ph#LDmyY>%g%
zYz;TG(!h?FrlPWk`opA02T^3GGpzM?74~r*1nYa9f)*cL(4^3N&}QI8c!2f5NsoQO
znKd%hDC-UCeZC&nx!WBtHn@!|et3h<y~)GlZi~utWe=hLLt+5m+zF;;&w%>*QMh$V
zeKfYrQdsBp5!fi6L2n1oLq4&2Fn-H@*nRg2@V3@Rh+4;h<Ic8dM6*1w)GZpU+oi%C
zoo_-}tKDFEOc012Xaq03M#wn470B4T2*gyX3X@%4fcT2OMQ#3zzWdNjy5N7yhMp>e
zW`>GuT7IH`d>%XbS*Y;9@qjo%aZNPr^+=vyp)8yIs;Ag|)pDVQ&j8+Lr;BJcTu<1)
ze5*KA`!LIgrwG-mP5}<xMzEoeri<N;#tVlQ-V^Sj3#!Dy?Rk@VH-+jdZ6T@;!&^qL
z;>I3p!`p;$?1FQ4VBU~u#pAVuh3Vt2fsl~dz_{HcRui0NKkW7pHRTn>-cxFc)gw|B
zCbrc@kHaGcm#Vw@J?CEYdLE;gBVDt(r@4bg^Vu${1vTe$(bK(|;2V>e19ykZ2kTfd
zI-bk9=#U*5>y|d-);=(jTkUgq8(wD_W4m}c^Qdcz+p~H+cWTB%dCd=7nQBY@xySV^
z-F$XKzPjmf?p(41Z`L=TW0ut93@nE;TZ3}=dhs7KE~mZZrY+gRylnM`o74T2TeXSl
zyxylf8ONJVU?QW(b3@pwQltD{ELfzf|G<${stL-01EfgF97u10j`2T@14-FmF(6f(
zNZNnJfs*n?$|>YQDgJl+QgxTeeV%w<$}=1!9}TD2^gs#mcBt9%D7Iz`8Pv({fr2B`
zQLo26!1GEyU`4yz<i8^pzBbFiu8I>CWxQl?4&kr3{fW@2c@E4<3|H8>%fODKn_;;F
z8L<5Pc$yzpm^B;hZFPo*B?tQkTxY{(66;@77VPi44)i_~28X`$fyc^jK?YW5fgjU|
zZKXlDZ@x9?i9Un0x<0U@@+i2!dxKO4^}*o7PoULZYKtuuPO9y1ao#`sa{j<CG)NWw
zomG5v7@?{mRU>~2*O79+VmjK@N!owKb<%J_$|>YKDgJl+Qhk4y<G#NyCnO9-RQ5t{
zT1G5$M13g9l1KN|MAlz(9919axm1d)58txn(XZ}(YZsQ{mb}7pim4C(vgDO6^`T^L
zqYrp-Zu@U6c(kKP{3TiENKzq((Rgu3^GbQ>Ih56;^J)B#<xozfEJ#-Y7I#wK;%R?d
zSbD%q;IyBq7L~+kp6=~;c6V>2_<)}uHE=fwyQb88F%qxcb&z}uJX#s-@llz2NyHOQ
z2H|*FGo0w#AD(%69G!D&ifT4EgqIIkp{%rUJ-!1MDE%rq;g&U9pw4^<+V<)m_6mOw
zg8~=8Hc{G0HKRRj=dA?!qXr?(NtSp)#tE45u`PB`^ugz1R^SR7_v6HSTa{+=W;lBL
zTev=BIBvY|4Jz9_jxgF5RAEdT<TZK*_E;l_Rgc~R>v2DD@62kXQ|BTYes?cS+cyf&
z5*EQ$XGXz>wQFLFb`0D(r6Z1c=!{L=uVKTT2Z11_qbt+SVh@w?N<CL2Wb8N!ZJ*_i
zVd_aZy4qE+cY{89J?}R14zB?FtO|znb`67r@kNl_*c2Xm+XJHe!N@6T8PpC;h99Qs
zV7p3};KDwW;fUN2m|lAyvOII6sC|DCll{PbIraOTQCxnWCi>-huoLI>7w#SCDvsaS
zOf*>Ms|Y)`mc8UZL3F=nA-G?KJh8Khm5*u(`$B*?Wb_JlX|}U!%K=}Y`%qL|O@AwP
z^9mLY_UI_w$y}#e(q{;7;%p#POS&m^80aiIju^^~N%i4v>@Ts_G0~v8=0_pv=0w)%
z#uK*RRRn5<gost^-elYK(i6)?Ul)5FTO(FGIbC7$IZSNx+E8ffzLL+J)sfe|ahN%j
zrola}IRxlTdo66-tEGxtabN5|*~0D3{64(twny@o8j;K}ZZkJ7YMNW<@zso5t3)pL
z>SSi&<tWZ3(v#WIv4-4Z;RN1l#3RP^kqgs)a1+j^N)WF*ODn@QVI5y><0tOyf(slQ
zb(61<No;zRH!$h-uk!V5?q^(TGK8C&zLa^E*M^H3w9TzbzKPrN=kCk{7{GnVc63eX
z8p7SRpU>pa9?07s+|Ow*Ec(p%@5O4qKW(&>dJ84C5GhhJvC$i$qxnxKHgb)B*7=pZ
z&To%_74AOJ0Z!4$M2nCkYVtXXwaFnQ*Cvy!`7V#DAFu$=^kmTV^&tA_0I#|_U?&b%
zXw{Lyhr?K8oA?lB=k9`uYX>WwUdX`q1{tvIsr^t-@sj3;rUi?jw&_cd<d8_?)Istg
z960@;4Rjpg0=I5E48=DG;T@YE(8lcu?29vi-*6qa?IIbd{9-={Y@G@=*_VUuw5NeP
zTC2a5@Z~RSSH%U|4UK_DxpwSIGwb5VN>f<s4BsNWf7bc^v(E1?Tl2`nT{MrAQXYwS
zCQ@kCBmV#LzMPr=vh3kyln4VOixVNW>|yo(F5j~3QRStOCZ%<LYUM?;>=hm(6#Zvk
zYM}Wf`AT^q>0ep+O1bh<GAYvcb8%9%BJq+ee3ay<qwn+L7CwpkB+`@OG#_;m1%AuI
zN6Am3z2fB;x9~~V`xYtwFIf71zOq&lNBX+A?=Ew1RN*0h2A8=Tj99DGi_phwhD^t1
zDUQl$?Uu^u>w0+npg6qfbbGv{T5ov9v_3j3n4uc_Da6*-N9i#4va<6K6^>iB88^S4
zjXFD-qHV*QW3NHuVc^yBuuY3rXs&k+q?ers@^XSvx#46#mp~Vk6}%0rhAqL%)2rh4
z>yIm|?LPt^w%dTGT{;8T*C>Y@P27ky_Q+sTo((eFJs)}1e~mqoyTK|qZh{ROlfm6t
zX3(<fC^WIhDp>217u>h0Do!pR334AULXASIpx%Ak;^nJbqJYjxc-Am~<fdha^|D8!
z>HHR@!K8O+R?|?pD(4Z@e;bNBJ*tbm>+3*UpI6Y~o+*0CZ$(|lwTFvN%AkMHXE>P5
zEJ~go0S_i<L9|VYoEnyc+OM<V`|}sEoekNSbN(?9d%h|>uk4GA*=Jz44-aCx7r>?2
zSHPkvWhA}ew_E4eNmYK$bj8K&rlMb?(d_u@GljeU0pj?oWkvl*N9C9Es<T<mvPJjG
z`hv1wb>2qDTC8mILD*}vSR9=Hp55IbRH!nwKCp{UW5;JDivCN-2nXtY5?0NADSx-2
zx2xg4+uWz%9ATDeCU0@IB{zD?TE5nm9&Fqx7clqy1I5D|W<sR<br5`54;Vywv1PXG
zWZ%sFAeMdpNbF@XU94u+UtxM$lj-6;N!YG;gPrBQQJAOl6)U=Ps_2s$T(rq#ruUpH
z%s$*g9&&3nqex;iZf!Ek7+bKETcmwVUfCquE%?q7rpD6u%)K6M80~{8+|+ZPa_hEF
zm?~~<c-`7(GhEtR^VM3P<<3Mq@TLb-IhV3p%-r#*oa2$+-1YZ+xq2bIT(hdLoATxh
z*Y2CbxjQ4*@_P6|#u4puOr&`jH&FL_QS1L!>-y-V#UJaWdZ64mP>Phyjr0cSxc}3*
zQLRw@SNn3R%V<gN^P6k?=<&bPN!47Ug|8D9#zkP?Rp~ISAQR2+J{&ps8qC&dD}&nS
zhoYcv+fnz>Oz>3S8XD)Xpw9#7;yDBC9I{fOM`m_LzYB)3jTO+@;t4!3tG%Kr;li!6
z62bKTF3{Y~hvugaWG;6768iEN25sKUhQGcJ%{pem-WDxD&qd4Nz)k1j(M6k)j;AB=
zd6Uj|szJE$eiR7o+O@EZRVy}teAoHl^2SUsSXl*HHkx0&%)c`%)$+Hv@1K1+zyHm3
zx}gu125PY*J{4+&r$Vi0|1<k?(xHI-Kdp$gAwr*<_C&s7ywWgSeAklq{e3xMF-zXD
zFv4v*))GI_eL1Bt$@bOv6mSzKCp?y{pjImdG+%M0K(ge~bZJ&5wd57XbG|TI@$V^6
zr2tR0Tr6GhUlzR5r4*FRW%T`5oXh?l3m!FPQ%5<9auJQwcW7}glfopq&{;|WwNH=J
zG|Fo9T#4PNPva7o(LD6sOr3N+x-x_2p;9WGG%}Z9x%+uaPD#Ag$-TYyGIxikmiWoG
z#_k3oK1#hxT6lF`6*e=!qYSQbMVWeF4<2WD1}{oY!3p_1%xz?Z&NkIS)eEBW@>wa$
zO5LLH?c?K=el{(z`-;}6)27B)9v^}7`-g%vC>|zVTZ{NZGoZ)FG9b?`1eF~i!wW7r
zLC*X!c4)F0pQ{FO1?>koF)LhY*8DAw<`=_t3;eJ{$0Vcy@4}>uap0_p3vP1fJ({M{
zLQ0=!NZY>=8t!xhrY(JkXI=Azt!uW24a>)%iy!^aw82_<;K5!PjjoCfO<DpWHx^x)
zVUFA6d{D|*9>u%fMcadyVz@sa*7hC=9Zm!E{O$|nH8d9XvQ36@kHf&*ksc7f`-I9*
zHO6MzV_?v31Jt4XVfgfv51fB(HeAqr8ytS4D@+GQ$g;vOpF{b>_T>yz=?UJ7^CuUJ
zz7s9jF-KB_+xLRSaZ#zFev@m8ag7?V=a$8a%C6f4w5O*Sx__}~IikIg`SgQ0*ei!!
zy#J7D%cv0GKKBf}BK)N2mw#K>UnW*~el|+A>0}abduP6AvEmtT9A_z5ejFlr=#CQ`
zyM5qB1vKGnMYUq9oGbv?pqnuB{wucMn@{ZJu@ynT!6*6m^F!Fv2S1Bt{dlowZ&9oo
zoUAa7$Pg`z(%3P9)+((%EU$mLl^~nnme&Re%%PS!TtR^$(7v}xSRc4Y6*ca(7~E&B
z+w&ogys7<lx%<f)OvrS+d%EfcH+tM^X3@cs8PWP3+-9Vnkhi#!Ew^|wiJ7y-nwgjW
zf^!V(!KB=Jvg^^34cx=(kKOuQI>=Yef6L`YIC5?uH24Y@{kZZ@{g^G9y3Ck~ncRJJ
zh-=h3jk%bjnc?yNG4uZFa&FH=mYMaUf!p%4N11zX4Y~Ke<y}`#e8$}|Phj#E`|`Fn
zX`JR^Tr?K^RvZ@ilgCl1Rw$JXk|HHj8ND4ky8l~LM)Fl6Lf;ftMCc-*>O^V~sYRqV
zkvc@`5uxf|A&C*+L9He=CSfNcO(d0wgqsm@CBhJ)Gy4D$L_|rXIg$TEVkC`@@`byr
z5dW(+cqC5e*!vRkC(>QIPHFX}<|&cp0x|b$9rk*V1jBNSQQY-l<aqZ!TR)!AT$gxM
zV}3NMvVR6Bcx(-g4)tILh7l`YJ2}|V_P)YMC4;w(`l6a+G-1sPnecveD~0QI8Q7Bb
z0X&>-49zY$k{XhM@?bypp-FTHSnl&0ur%}`jZ+5|S7yV=1Od7RwuP&M*TLl%pRn!8
zJkA}F?cu@sF2Hx43+t64163-$0o@{c!HPR9z=#AH)EK;io)04LPouu%*m|wb!v=a?
zp<(yd?8;f>$NJLkq}KTs1qOzaXR6rk(=J4XDo#|&s)Z_7RH!0Fg(`4VwADh_pHZR8
zAQie6jS5``OGRHT2E?aAl{hL!YN1LY6%(~krH+c3TIi4QR4S^48Um<LMU)Et(Vq(K
z&Q$0R@>FQIredv@8pNkkQ!TZKPsK(pwChu`RSO*ksMJ*p9TKQeGNe)x9ZKu@=rBRW
zSuIV7Po*gpsbRh|A2g8UqwPTJp4K<5V_L7YK56~YI-~VO>qe>%Y3kZ{ztK+e7k<fs
z_=UT>5TAA=dY?_DVTOcVh`14v6Zz9`w39rvGjt}>g_c45u2Na*xDQG5BhrmXK=EUx
zF)X#ucd0WFgpnbFNJ-yyhw#hsqI{9+{KeJ*O2?4(ALfq|)rndcsp?dC4asV#R-GiP
z;r}5|@?6mTNJh&0)>k2-NSQ=+!o7)KTy-Mnd}TfSO;o3nX_a;$IzZ6(J?%(VL}*8$
zewkuI<Fpe|N7HF1qWP)N{8U$<LXXijI=Ij<b&^jzB0WYsrsRs}rRmafdJgTxQh79;
zhN;j&m-^I6{+HNqvVKsyS*Zh+K)JMSex{QyUlQ{My0_c3*4^Q7E-tWN>uwNerqo@n
ziC5j4j7=AMDWe{pR7U4?!DG@3@S>6A`+sR8;AyxXo!Q$DRm+XUxo?7$4uQk*gm9?r
zCdOlBaAnk~K^K(JH5B($+{Q7RBH%K^$FO_r1F&_oxhOVg7Sg?y0dCD4i8Ok7<CJlA
z(2)=M_)6LxJjL(>THN9#w(oHeGuL}68y*US>-6Sed)vdPj8KiR??4oOe>|+!!xnpI
z-GOx+-a*~gQLt%lN3fycLU0>JLCYZv(S+vqu$IRHxVOeSoLsjP$ZbMwj#^2m*K<3p
zv)l+L1opt@PPXXWnN-v_ei>YHe?GQ$D+7BDY>h@o8lex9c%_L|GnC)61svglz@B-#
z(KCxw)TRF!xbS%t^fd{DgAUn)<V#&Zc5^uzYS#{|eRB&W9_o)f?5hoB6RUwa@!4SN
zI}fmY$sjOSDZ;ZvyEA%s7wmjC3dF430TcU{2MZrhkQ(O~*&bbg*j_ZgD&5?EinC`&
zh(1}z*-=C43Hd`#h+{uj63dT&EI+9o$sRl~QpB+@1!y!_3}rJ#i{l#vF|DdN=wKCg
zd#<iv6|Mx8s()nRl=Y&Y-Bn@l@s+}@&pT8LyzO|~1<MKF4(E-Xuwe19qA>liBX7~@
zEjLoG!PjD96&u=k1A|Xtio2ag2@$R%K%YH9?8oyf+1NE#g$CJcM2$_}V$hcMqMKO@
z)kfpHV(S5Zf<uLPe&gWEyw1xY)#uzyUh7T}b6}MjSHRv8E0pn3MW(#lHE8^Ld6U{+
z%vEu1MqJuiMsrvI7u7y7V{OxO+-i*{a*JBq-Tb#bWR%JT=1x`KZI9VahHvEPI;HI>
zF6TgRUT1pa40~HmzUtIo-04YId2_BNXW=$Ru9L8to3dAzuN&Mu<8<N@E{s{qJe_UD
z&CaRqR&CKeF7wH5W>(p2yzY#n8T;-vV<MJr;)1WPEqXeBD<-DE_H&$6AC!g%OOcXk
znBIu=CZXy&Rnw_jPE~QLep9uZs@hb&rYiM+O~b|2H&Px|asMMCR;!6$?Kw)y@*?70
z{2HYpEHy)k)a#3Phi$=~osD5wMh_Hg?1vhU3}+iwmO-uSZ;;>RGN|hgYw$RK88p0T
z&uk4NHcZ>LV8@|_iV72DFv>CxMm^XAXFquZcV6QZsI3fa?k$65*TzHbCqbk}WI%7o
zF6u+0cLER|45wkqK~Gr<3>|q4nxuDu0Vx6qss!Q6882Y!zNxS?+Y$I&gsfj>8GAV9
zJait~5^Rc!g00?rf~)UxXc-`4{ROG4!uX(Fm!bJIW%0Dq5SCiuTXg%g=eGV`bX%QN
zJQZuT)F3{Unriu_R4X;WcPN$)M^wT6WfWU{cp%rMwEZ8Eta>;qq*<v<QdU<YrEZR^
z)DGXJRbNVlRK7{8kPxGEe3?35F<M2(zt}ZNwl8#PP0Ar4R9IdNAxWaVe4$mRqHi7+
zS6+&)?M|)}`{lgCbLsx2q|m~!`rGrEw3n2h`c!!-q}5`|i)1@3t;$QuR7yKUaVn+n
z=8~wCb{y);eDMl95>2B&2hlW2oz$mdsrHFil%F1_>3?+kBtbfl=Al0=(Q;`T?Wi<N
ziI~QvpOlIdGD$9SQaMElr6C}7h!W_Nw!zPF(uGUnPG9$S{z>i*sTTOrhPv(s-l9_1
zwI5!&O2DT2xyoS8!OGMP2k~g{t#}b(!bPDg;i;f?=nQiURpn-pxug4(l^RDWZ63ud
z>xR6<xZxVqaZNq6wV@5}^4bSS&vb;z{i;L%6MnGO^Y@6?b%U)JxPzN_rlK+di*fm>
zhjFuGB6euA1)o)AVl(#wrL0OfrKW3dvd3w2xOPMyw)<=c*PZGNUrqXqOg-<RE?R-u
zqm31;eEKxhwPRqDlyYFh!v-MleHPM+-He7!Ie^RNJAvov5x8>N6L|ObIBd}$!=2?v
z;g~&ru+f_x*q|NR>-6Dg9NGK@9+5u-@2a*L+pKAXvd!8cOO45}R;D3zsIwbA@i>A!
z`&5JNttLY4nf1WFAb)sZ)mpgUuMC7sR-neub)Zf=fB5#zK5SQB1H?QU0H%eMhx6-3
z!C_BRVY*KQvhbQJHNr3AOP3$^4GV9TZq06r-0Yd6kL65uM74QBo=%)NcGzc8Z~rRA
zFt_&X>1SI-bfmYyE{_){?+z3#8fXYYSX*&W(@X54XCG8soE`u)vn9K1Q!~+bv`p9&
zaZb1yX{DOqJ&w0^*AOdBSkD{f9uz8Fy(C1QPU9=>p2m%^GU97KXu?{OS#_X(3t@)P
ziR~5Jfjw_H9Q3YpMpY);jLpI8L=E$3vBxI|u}b}WiYgDUh^>|^7aF!Z&2Q*n#p^_O
zSAB|j%xldV#O&AVz&)NbgxMT@T3B-_#qII=c-~}#w;XR)F@2`K=Jr_j%y{yq1=GWx
z<7Vh|bqmY5Aa8D1z<io=Q|^2xgqb_2FV{HeEwijuqupAw-f{QW9CHha&f=?9H{(u`
z{ZE_CZONO>;h9(=mveY!%h!1|F5^_A6mIgSc&5N{BsVMXyjxY7Hka9lV`h?xw>Ld)
zcSpx?MNh?V#g*PaXPhdW=S7RAR5?Vdnv$uK-Uc1%>F<-jJyohzyRYo7l8X0t_)_(k
zNR!@pr%4=czak5UC0|D|F?*21*;A~;d_t4{*HM+r4UvUaB6!>wLj8<brXW)WI)Azh
zwlD0huym5aYiaXQwJI&3wRH~6^XQ^*FGpw+CP9tu5NfR`d=~=U<UG={GH5t3AE<T>
zpkc{D#<>QJ7@-GUHs->W*%RQh>X~f6PcoQps{!{UZU8=k8`ywZGEj9}81Of*1~$%%
zh0QPa0GCGcv<whFlrsER4%TQe<g0|gF(TFew<z*w?{)hBD@9UUqq9`;-=Rl3>`-Nt
zDy3BE{pmK);@zKI?}yT(df55OE?WG0zd9_{|97eJPxm^7P)%>k)P6B)l=eE6XbxEu
zYFznc#w{+SMt6-uY9uO2Ap!DXvf?U9k&W|c!eUHrw`g|lH*B2JH6)*^BwwiUYn6oB
zI7^#KQZg;l4p5vHtw{W@(jv`IDUb?%htm!vg-Nh5jrx=X>9OLD#;LuN`qH`dI1TF;
zOQXlBZt!QcNV5E&YtXd6#Yr8Y1WNqbs#i&j=<VLF+!A+($wTnN#(mrk+MH1891q1S
z2K2-xF<Q!~Gq%d;%&~Y>+0}TFRRg@Rb9Hz!yb;Phl8LIUjK{f;E-4+H0`T~&Yn9!O
zG{^9DZPd|G2c@s?g1cPbfTQ}F!=%hP(9b&pw%U9NajLPfRnHdSW{X8g=6?XE%!24h
zObEWxVhEmM-3~3b7>pa98jcxNfwJL+EV$<WJKW&HK_ttc3X>8Hkx4>x<f-a~Jx~_3
zd|Vys8a0B>!wSI0wF%(XuBu=eYJ#@x?v0b>ZNTYCJCQ@;0n{tZ7_Hw?AE*1|VZSF$
zQB|}6^<B^pE@}Dzy>rPx_<R>MI=(9U;E<y<u{T5c-P7T))_P!%WiEO=)faW{*#|DH
z=Lo%(%fVZ23xr*iaPOyN2>YE!jl<_dom&ii>sg)btJ4?6C@X+zm)atWlT%Tf<t>WZ
z{1@%3^TYN!?XJ@C+o(8o)J^mb_F;#fv=VNvJSvXK_Yw7Uk0=J;#q7!ZNJN@0f}-hm
zakBFWvC@pTf{Ha32d*(>7ml`6rLA!U<@!8TWczOyeN@RpW{(%b4Z{M}ygvDS?PuFW
z^Seu2JMF*Dy^p^tD0A0~WYY|8*n2O&=8|S?rBf|{BJP#2q(Mct!R?{!!`Ip%Cg7e}
zWx+TWT2>Ovgp3t?c=Qlm?!>89WkiWBvu_IxW>4nVJL>Z~wJ)eX%Jq4zW-6e)_p`8i
zWd&7e?Pg*>i*&b#Jso(HO84ZbUJTP~f;DH`*PXYzju@wrj@+Cs+RXE2O_;93vgEC2
zvl$(R4&W=FO<{~`Ycnl!BRJckro8rjjSQQb=6n@ii#s{232$CGj;pwHvt0YwM=s3k
z6JIC7HzViZ3vS}wY0SeLEx4KQvfZo(`g56fH<+1as=B45I5YSBHMuu0rn_bw9mnM>
zFEe?@PJHd&6S=bYPZd2azZElf|EZ&?R40@ihf0x>$&ua+eOvr=a#X8Vg)?*|Rf=5q
zhu9-YIfZse;!|Gom&z}#zSJxw5@mP1ZB01#sC5X2MfX6nv;C1h>dZDKRHymC4q2W{
zN9HXv!6TzEsJFsgUNKAtJZ&$79Ts|us<&kDGWo7zm5Qrimfl^sXw^W42l;+YTDSMG
z%wBV-=|?9i%79Leoch#3jaUXO&7(?xp@S}u;^4Gyo1tU+2e|&mM3_f*Q?0gm7p&2t
zKI{QH0G}Pb*`5V5_Q(!n*!aw1upx0j#0Q>(b02on0zi13E7WIgC%k}lhhK&IVJ_^-
zd4;x1nqFF+)GFU1&F-P(St@qpw98PTij|~X(Jn+uhzk7?h6<%3D%8wRg%T1KYF3~^
z8-vQPB2B8GQlUyCmA~6wNrwX}j%xX8R<6__-yu*se9`*<=>$rL67@Yg(=c@;{zC|q
zl+%@n50SzdxL-;yy?>>4`7W7umq_oM_RLITXFRVa(q&)#qWtRFw{)+bufD=To>!Wu
zkW7g}M9EZAh>E_(p;m|_GQ|szW#f)yh=b%j_18FXH+4BB+B0ikz+qdR3Kb%Hz2aZx
z_)Qd|l8Kden7>M_bO0+p>sA`{s4oqK-y&9WxUh46Yu0V?b7`15S{CidG+vT@Q_4$z
zVkpc<<5C(4mQE*im=Z{qw#m<P(#1>S+3xObw{&oK@LPlLZ*SsmfU=Z2y~g2`#{IF0
zcDyp`U=?MwYAhbHX%${rkc=1D=EIyd%}{PjUt~3B6V82dQR!forR;234#(}gh`}CT
z)M2|lO0VA>cgeECvzt4@Br7*?dc8heq8f?jJRgd5R-XblQa8X)+tYDMf(tqlFbnfR
zz47vc4oYm}jzZgNzz1_JaJb%KxTb4;Tz|)WxOUkA`0_|RGQPF}d5*k_JzPVfrLGF<
zJR1O=-1VU4U@tUowg;@~Y6LT#s^R4J?ZK&x5aiHJ6ZHx*##=UDfa`U(;8{zYkgN9%
zJSK0OvRs2osNXpba49Zu<?VE6&?OspZjz0>Lk(fghThPA@(1*g_e7n7*1@(N5}?-8
zr(oa96>$GC2e@ZdEeM_aqsHbhpzfIU@Xe-`*sj((5ToG*rrn$jmXF>J=Jt63PhS{@
zjFRHO_SOABOx6y#c&R5?=v_~0lwV{6b^U?+$7*laQ{?P67rX9^WCu@j6K)_Iag0xQ
zQMXeqxyWR*d)C{Ckew+o#|3dx+AGoge7L~NW{CqWH?x}$UK1=|gaM<Q<Jkt*jOe4?
zUl6Tc3ClX$Dm0qZ<ZF{}f0%cz#v3*1FPL@n62ix9;VT(6;f7v5&)4*bV`po%12NN<
zD)MXD3ez4=0zotM*=NJ&sqQrfY}B(&qU?-`7#M$5tXyzGQTtO1#vfS-X|G?hGj4no
z=HhhK`xi5K&FdYQeaky=kAfPBrUSOBMs>T#Mb8Lid@mL-s`|F_e*A03)hR#Y=E<rV
zYdX1et9-QO6-VE5Ywos}aXpjET+Bb`c6-<mZeHurOxVnp88^#*<h7?S$*B4MI$y=t
zmCFga%A3TM<Lu|x;dJcDI@F|f+!c3$tF`umTUTvYx$fafu95nqxZCE<IB}aPGsEpQ
zuanv~LnU)&A|184-s?6OJsrOl*HZNQIZmn%%Cy6zNXbk~Z-l-}emc{VYkbACYNhZm
zF|GQXcBHHhL^=`qUzuZ@jvwKc>z!cO@Gvy<^n7HuW-8mHGhx_Kmr*C{bky$ddGN4n
zCe*E5QSM|-7}h)%Y&Tk|s2MGTv-S>$Gga;2yu{5gVc{`FyZth-DK-a8PxpZ)IdrBp
zVc0S&sSgb*-T<nL*J)UC(07dwJMR;OhN<?@XG0IrW3>z}@7V)J^&Jc|Cyoc+iq335
zGH=&<<qO~!j_G+I#d#OVpVt9gZma{QRkf4KDm*r5;6PZR#m{|H7r)@Y8J0T3x0v;x
zIkx}V7eZ*mQ)#Fcd*W01=E_m20lveibU30a>Q84>at+GSMSQ9rTK*EFs?TXp$|2nJ
zuN9*-ojQ_M$f{prrRT5I4&P<cKc8b8ONN0k!hFZVzW9VO3*&#-hlr*jYm$#xOQn5?
zsPgi~TH2&PJx-;#^77SwMACKE5I$W`${=-JcpZsJCzAaNi1I@BBf`PzW4%dv#grFm
zj%{gGUP@+A+98TF=wF><YfR3kOiJJJ^v5*n(+)<3hN+W$YBjYiO!?OznvbSYE~WWs
zp5o_A3`+Az<w#}IAN8a(5-fBy{>L=+p})_QIz$P~N!#G(IO)PA@ushP+W=j6ho&OF
z=jP#V;38LQzthLd-rm8+VMmnxPG3-_Mn>V`fpK`@{tkHF$7k?_*aDs2XNM|JJc^ee
z^HiEY+N^BcV2#r1#t_WT8G|~&0od(RU6fDuq@86u1uh+92))nP!<K6UP{z}<u*Iwm
z;D+`d_+e)%UTAR?axS6Rp}8SG>v92`+RstyFDr)|Dr4}C8WwQ%i7L3>g84{hGzlgJ
zT?Dy!Id<-5hNfMriSP(wyF7CYI$CrB8&Btg8<TG%&4?g0G@va^J2(~3uF?y(KH37>
zt=feyv1BhKj~X~;X;W;}tOeF@avO*ho8s90o$-tbJILJM$0%u1L!7>)9@;H(u!iFp
zXdki{-G93kb?kW$28>98vH1<)zyd3fytWb29Xbq~e146*v}|FU%n9(xZGSjlmJOo&
zt3Wuq2;;c-aOlz~m|i&xRqA+KYJ^|Jmp^WfZJ<i)aTUe!<0fKP?N01KFig01?y@-g
zSeU4@RIcc|O@}?+!&?LsLj^aN8RDb{`J#C<2O;BJD=}oYz|LDYOqG@v4HR0H*~CsK
zMek0Lg6c`S@bJ<jRciN5eC>`O#ftko@`mRw38wzB0$5T>v=7nchKP&!8Xuao6?!%Y
zZn=3v<huYiV5f}D*=`L2$6%H5hc)ccrprYc=qCo;P8FN2w^1eCh!-m?w_+zAO5|VO
z*}|8vvqtr9O9-zyvnI1wdkpt*>lC0}J5*TJrKxJfpmJhgtut<SQX28bu?2Eahhw^D
zOyAwNT@p9kyBjmlPcLKc0A06Uq4(r?)-&c!(tEk1!8|5LYc|(-*L5awrSon(Lo4p?
zdQG>n4*9&*tM%N8ehz%afzLU!L2c#Q&1-Ozo0efF7QE$dGf`Ya-;K<r9{n=hO)fF-
zuKIG~gxkyv+YxRlBP%g?O<!}br%!M_Tu;vBImI!zsu=S&2j6fS^|gwgn%{~$1Aopq
zR#d7~E0jKmOOcZ4lim(}8~if*B-i?9zazCKDm71umeoL<R^X4_<zrx2mrOMM{36uA
zc^%tqoeY*MD2FQcK8;MmH-HBonNT~Tm%JmCfld!B!1l_M6?GcP;Mu`bk;M)<tX8fE
zyz(Yf(XkPs(sE(o&c<WV@C2rh4A6EONPSp7wmy_aRRBxvF4H)5u&GNhoZ7J!Y^q!c
zm&YH2Nt^bt(==poqw+N5o_+w{dwQ@Ti83~;;aKQ!>H(|}>H>x_4p6qHaD5M$dS>XC
zlD_<9Yh?w)ItF`Td6Sjws<KosD%DPEoo~_VKl>g1v)|D_`yG`4)KbU!F5Uk4{f@q}
zxOV(lNVi0FDkN2DzazEkBw1YlY`>$zb6p5M=cuVRicl?4oeC|k#Z{-UKUiLW6V<6?
z>ZN)?aq6`qadRTnmk5&jG+sE`tJ8~HUTJ<xr4pIa{G^eJ=#$2&lZciQuH-1eN_lBI
zjZ;U@(O3I4O|rbwbgIKhWlH%;QlX=78=5A`m()`FSL#3|(D1KPAxmQ7K=-!VLGBKQ
zLHN$0&+Y~d7^QYp0!}`#9vhcitBl%+l+kOO;9*8}@WQ#tIPP3?c>J~>I_=pFS%y5o
zxes)d_IaQ1xW`?T-OlD>Mc@t8UR4<_>VR<2gd{vuuPjW=tqQyL_Jb{h{m`6YTafm?
zuHbtA3-FyP5T~TMpu+_aUtawYPpR=4C0u54Ls=8dYzS61e2@WGx4Mt(j@}2?1f75{
zE&8CT?+?S8OO9agRwrOByVp=>_XybN@j<X@&OUG*K82R6Poc5n2E!Vgnn58g7AN;}
z2PZ!~LH17@qMnbsV4ZrwIDTGhY(BICI=A{H>YKO<E^f8~y=^%fp<(yX=$-e``wthD
zCNLc3`|f~)XO9P&`rFYxH^TaTtznx^hoIK5b6~&Ebhuwb369<gKm*6G0BdrsL1M2F
zxC5I6Wh?YSbiGUv-nuqeKG_+}JvkJfYBm}fb>9lMwFv`rObTFvqAyr*IJM~6_%(Bm
zf82gY-YTuKs};uz`ifrOXW0RoyM?R0ZN$+?SJb}UK)x*?lobNni|qEYg3J6@;>0xy
zvEssG!tSLb!~vh0vKv<q6D(c@6@DkBuCayKb+Mknrv(dFdMB!)7hmRU%i_d}P8D4z
zPQTB+9aBS?3YENh-&}6+idlS(jqTYPAQ?nGYp1w=#7>x+*8~J4C$f(_Ojq6EwAooJ
zOoh*OPGW%bcF}V82Zh7ODPoJ(Qw5uOtN8f0_jqkKS@m}4N?y~ksc2$9OVw|!jEj1(
znejUJhRHbgR^Dgg21cXmRc?0U;TdbHx8qivts^&E{KU=m#BHWYasYE~Z)>;waz0$#
zsE^FH-o9>ro*#Ivhp`!!wkvq6`M%uoUUfK!!w-1VjVYW~!_Ul?mI~hX_=}7qz3Xvf
zE7f5h#2n(LPt<a&T4gLJmgSh~LF0JsCw((^86IFFwqP!3fxPIc_^nv@XD^DN3_L=r
znvxlq-iGx4_^InrslG(6RrD24b(~Hk{7Y6?lE2Ubt3JPz+V>>srDh!}y(j9V>MxOT
zz468sT`@eJ0K;52qln`jQN6wAS=SeYamNND52wed<)|6pek56+x-(lo$eJ+jo(*7I
zuP8->BQiK6VH1o@84P3h?1Br%A69r*k%5i+RbiPqsjzH~y`)BDK&vk`Diu1w*Dah;
zEXAQ$`6PBh?d#BB{%qL!h71HGX2PT+FW{_Q8=#7exZV}cvqNsnK+TtRfsaN4*zn32
zviV*hC;2Qb15C+|DD(%Os{&2dB}nC#7GJ9UZ!zru%6e3)f>Noj7Hi^DsiBsd#HUhA
zEjGlbQd=#y#HUh6Ep>@crJh>q6Q4>0wb&7#iezz>EUjP74wfqZJC;^D>`---8gQtA
zh#H6J!>Lb%s=QQXrK&Miaj7az)p4p`Q?>Xn?a52KAvwp9`jR7YXCky?5We|qd-KvV
z$T^+WeisrhHS18N|4*v_?=tB3*P}wheX(lpTlU2VVe0sIEUYxoms!8ExWZY#YL$eh
z7gtFn3oCXnb{)yWN}h?ra*FM_D_y&=9HNpGu16&*Ns(o>l&T~pGbZf-#ToP8v8>XL
zLLKcmw1dz%eRtE&Lw%Yq@g@ltrcs|dnqJ%$&r8phIFzQ-IPI7;EXAeHM>`~SG!J#u
zm%@b!rQwg%0ZL%VpRIb8#E#zX9^3D^+dmkCZ+k9uH>f#Jsa-1?C(S#8jY1bI`)#kH
zOdSx9hwST*7xw9k=cZqT#|<B$Q#qTEMRx<dJkLXEzW24V(VZhot4G0D-smlA-+C|F
z{CFkq;yD3NFW3$f9Xo?ltNdU>pG7FcH3PcuOaa%9J%VozUd0O=ZGfEXBkbT~g3nyY
z$0q%vmHN@Qal^)&@eTAErtUb7>-bfNpN4tDq?(S%XxahP*>@^#bMp?Yr0WcImLlkI
zs23`iX^w_$4S;F$m*UyYdcrn(w$QHsc5D$D40lAg#4+=<v0*fa%MT6!V(oJ{RtUv2
zy0;^C)aNM4cOY)OQ3KBi84atiHiZoj&O&!4C!qEr9&o<*cG$&94hQzC4wCoIgyJYe
z2yEUVhuf2(?lBYi>bg6&)4B$t;<|zGHMVf>DjPUthY3t?vK^VnPb+HkU&DqjKWsf}
zph~l2H$~QG4YAAWWVYX_2;quOBXQLB>Y}#OHATQpV>YYcw5WKFgl0|NixX`=iWTmT
z6n2ft7Y7V8XJhkrsnSAD09n1mihWC_iC%eo1TNyWaOuTqRn(R&-e&V4u|i5DZ|LSN
z7!;frm|@XkLq#oa(2U)Djezy6@e>(vsg)%}6x?F{3S8JcVK|t5?xSe6DV}xB>neOI
zyHxBxt-RQDbZgb3Tdl<AliLb4Z`I=CbsO<o=hv&=IJ11YOEZ~0DHFK|Gl{-AeY~)u
ze1xiBfw|cG^%l3A*YbE{z14C>qXfpMqAw?O@0szS*H~t*!T5~W!_mxxJI9&!!S&@W
zusoyJqtkq4Yh6bFb0X8~d=t*N|6=Zr+grCu^Xl+cj*!a^Jjho#>Bt$+cqP}`(v_RA
zmV6f{FgN3{&RTA?-*Dz$>v~+|!elqA8Iw5Sm<uz#ZM<6wT+G})dYpSz)!y}tOMC8?
ztvz$I&LZBXfhQ*$Vp8<f{8sE3_>%`&sa7aMj+7!LGbFto`VRQVjw)$jztESOr$ojK
z#OwVNu_A6Q466iDxON_@>(Z4~$jL6aPlh7nCw-8?HGOa|EDV<0-dG-<Lm2Z-53tS3
zM$yPe26LWdp^7>);i1tz;Jk!W3g0d=u;GL+lr53NGB;M!2N7r{45U8P1NXtls+U3H
zi2XE99dw%c7*1*R0y-_VhD$rOhZoxAz$(jj!D_EoK>vL@pzE-<>_{6Kd(3$kY`Ciq
z*dXf&nFrNCcBgLid@v<4jQWyeYt(_T_L}ohH}yKZYB1G;O0|<(=UWW=j~(?NJL*4n
z)DnhDspEW?VgJ;Q`p1>4lt~NOve<WHN?f^0RHrX?RJTG_E?T*&R-KCMsANwiS|)^q
zebp;hX&jM(N&0H(|JjL`s7{4;)Z(fWIp?bttiOrsR5IgIy`VVbT9G*YF^BpRH&UO*
zDQ8kg<A1cH(qmMlbH2s662E@Sj!Ms^>GXW*IyAo&r%Wqdm;S&cF|L%CBo#XPwxMZ~
zd`T^(f29so0t5dl6|y824s`bjN_4m1e--EDzj8OI_*ALIrQ@Z&{IQW{Q)Se`5z6QV
zL-63Sm+(TjS2#8{4QAKhi%#|QB6DW#ac-VmX`gXK+3Cn99Jgl=W;9=-c1IVX%|m<Q
zE{Y5sd2SwDGFJsX3rt~)z9Ue~(|t(mMlEoy(Fgb{w;E2_e+V6(bOv8;-5*b}tEWWy
zz0l;=>*4(sRdINwSeWWK9NU6axY|L4FZvBZhS>;pHk*dqT&f4n>s5m~Q@o&kiVfJb
z`xCfodIwtGsEfvg$YG7z7EtBD;pEVx;3Rt=*-zbydX9aC)>)jyTlP6)^Z2poTxdET
zouZ>GC%=LEUg-t6o-AB(?Km`uOu}vOdNgLsDL62`J`fW|qWpuFsNL}XuvOe%sCkSB
z`wv}(`<je}g7p%}KF>i8WZw?G02aQ2j@ZtuCW!K^0m9Q}g5?p{L7aRD%vl_OjH(%e
z^rzNfj;|41bbSw4!2Iet$3M=F>aQxdVxr=R_B7G+O%~fH{)ljC?P76M{QyyGa-e+O
z-6kxjSyxop%@dkj$Q37~R1qt*9xUucJH`Hae(b`-+JZx`a8RDjVr@3m7rh#u6Ea$P
z3W?643awgRyiJd2v4ZJL-r&k6LH~V6A<Q_8ubAn{4IEOHuVL)V`lQtX)2bX+t?e{H
zcv8(5_}}i#-ml$2b?4kXb_Q-QeAv1`>~?a6*hF<*wP1L*>ctRq;j-w#PTx^knB(H0
zdiBnRFBegj$uyYC-M?Zg8ol&U`8AE&jlEwo5e;6-yH`^%87m50uQgxK&G6FANPaMy
z%Re6=H@RBP%|2i_(|AuiCbxfkx0_}4xVf2n%((d)8MmA?d9BWOGK@xE=PT#*;Er`S
z;41{_aYmaW<(i{+apOJ?;Tn%G!_3|{ne+19!&|)X>gGA#RIal_a9!AKEthv}ASZN5
zV<Knl=e6Z78Cx9!m<am<E?~x-q7me`Vq^cGI37ziLb-U96e*dD>8;TB$}i*M;<^;M
z?tf%gCFd2cY$g6z_EZw5znl6NzeZ^aOU+Rt2m9l-mZsRvO9expXQC-9#vt33jaV?8
zaPZi8<UWW+C?ONv-4O=M)?(!Ih@#l>h&9-{-Cf~)QwFz=cZ7YKX26)JHE{0BL5dy~
zWMKWWMPPbdCNzXANX^JVx$GqBL!G^jAY;^5D^TIYX2U^kYz*f_UV~P52ZQcq!{Cx8
zHgLvPFSvX9RnYa0F+0{fj6K@P0ye010Nf2Y2o?@s32qL^0+*_-17TA-(y}E71}c_8
zBTM?rf2nj*YkZ4){X@xfQ|zv37m-vks#?+RLWP<jsL*K%RH(UwN@>}liK?kosQOB!
zx>~G>Po;)hY7(DHEw$JXpURK2!P=9us7SWhzq&IM9j0i#)4Hbh`_pW(q-;kb|JABj
za(;Uvv@>)j(uK%Z_E!@3A>vn>hNj~8B6W=Ka;-lIQ*&y@7q%>l$CBZN94oTT9t-=z
zv&Fbp$_q&~&@i$lTuHEohVfWphb3xGA=eT$N6K4V%|TDe9>ESyPB?^|yX?!?YOrLR
zCG}odj<ovK<x9LUEm(c5H@QYJHAk}1mUcC#WRCThea*4|j;)psXw=b;MID{oK+|aF
zqCOR4wNJdlIQ1!)e#=%%%aMfUk;1eb+Hq-I;#d+abo3Y<IH_OU(fA+JiXZ=5!%_z+
zfm>-?{46J3x+G@xclR*f>2AL~7vCCV<!+$AM5)!~CQfWx7aLB=SN5A7q)hdU#Dg3)
z@j~Ohc+Sv$@K{$Lbn=D`GH>1<3-P8(9pIyEwDOg*iiSCMy_AUB`KDr5RezLs*cnIc
zNrH=?dBDyQ4zNX?sc84K&k*0M3$8BIfiLna<BemFBb|5E@#)tZ=vlR$*m%8>Qh&S?
zZfIwKZw$7Dt5R%n?K<8tb&@N5(bNnjPK-roKPl0)2dxm=eIDxcnFAY!>VUM71Ht8s
z@u=*FhiFK76KuUL9=j<t;i%8`;KCPc@e=P8baPS|YHP3zMOC_k^|rJIqDvNz%}B#D
zT*-P^>$NDU*)W{`!3ym@Y!9nhw}K6AG*O=MbJTXiXxP%XE7V+G1sphZ81CI)6HVw~
z14plZg7}yT&~q|_yetA>n>ShT2~!KsbBO}8`9~naun~-neGCVmJOk4^Zbubw?vNVe
z7p;qRZ7f~Tctrp4eF6ve3F;d-x=*i>Lxy`wN6IvwG^yyDtNJ~IM)V0B)2DyG;E^Nz
zZF<*|a&=dgy`P{sRQHqU+4=$7YiO!)u~n2fGWorznY}^bz0#RIH0q=%57rT!13!ur
zsxJ}E)_Vy%s-F}4`;=j0`ixMeb!^Ul&_AaT{nm<I##Iw`8<-0hLM&7>g}c0sae-(y
zt(oh*a#gw4{?mnK-giYiQ+F<;>rUQ!uQzLGegQO@c0ve$H-PnSQJuZMb2^xXG{njo
zJJ_be4&i-thS<$|yl5dis=yEWiSFG3g=*pEe9VIgUdwN|>gE0}d^!8aK=bY!VcC(V
zs&4DD#9j|v+^)Vj%^NMhAZJ?LV>-`yzq|RC_S}$Vvly=>JQuNlAamDo64Pe>F1LC^
zZRD+6x8N-Y^<~Ouc43<DHRFtYZFtRR4jG2SPw|xpZ|9Esz2@o%cHvFSZ|BN7zF@W-
zoW<A9X_&F^;d*XF!?w(w&+oYiWmUH-iiMm|^$Zg^BHArQ`xcWQ5yQRMzQFay+uhtv
ztCh?R$J2bRxuF>!M;w(ZU+=eK)vplYhmUGfolsgGEk#PEReCe@tw2?8`qrRoHht64
z4Nnb-7!ffcVn(DQkxE49o63qvRU%aVtwDsUxm2~KQwr%cLOOM@Ayt8h?;xo{Buu9a
zIu(om$F!<0yKpZiQl=M?LQ*CE|HA&lskipyX0;o_&`n_|ta4LSyG{=lC6c{>3&tV?
zjaZ~RF&Er<8V1X3ye3~pW^;7()B#&78!B9bWbmjm4w=k(OTPOhgR$%L6+JBowZ=?>
zGRvV*mKs57h)}DBGxezhZyOH)OLkrU5|hbb<38tMSlc(ynRkYZ#|OjH4L8H8VVSV1
zMLg^}*cNyV9?njj8U}2`9s;j?C0L)b0lMmz2S@r3Dl9LIp-+>Htv2@qv~h0)b--PA
zRql0~R+^pES-wTD|LiaPW9e0*)~{v|lZWH4QY;<5s1p3sDONq)IFf4>kt_-SN3)5^
zc||jc)#Y|2X@vw!{BF|lSXzClqkNZU|LgsQ3+Zwn*?Xy#lM}Kg6kGhuH$)*SoN269
zh>EPVYK5rCN=wKUliP*xU&KnwEiAjFnZ`sR`eLOe3K7Zsm38(vQHV;WTH0YOh|u>q
z?KoCM{>(Z{e;)dtb(WU%E$b{vF1!Y{!b*<jrPfx7MyW56FC|=wYH2=tj9&L!)>%r?
zG>;@CSbCk*VM?G|+9p5GNf$4PZ@as<;qu(=$KAy@jc&Q?f4ZjBd{`4NDc=$s>bfeU
zCR!?^r=;SLf@XNZ^))!g(-<C|7K~1gWKl(Vf1G=2q0&C)j<VAVjN>xRu*>!usO?=p
zl(wh?_I$Y(hi^Oq7kAMICs!rIMU`bJX2f!&RmKfm`JfM<y*+_ba$2Ipx-7o*U<97x
z=&wYFKcY!1yTW^i-{A0C)8MM=OR<efL-?WAXt;DEiwv@spiaFtaGRA&U`6A*P^XOn
zv<oN?D_8D>M)%kRt(TJd&Rdgla`aA+vx2N?HL^uL%X(w&LmoI@I~)7sPpC@dEj(Hq
zD$BKO2o0)gBERkxVam(L&>*z}ZWFu)jTtuqR&DSCHZ*I2ZU)vw9+5-gJgc#=v(bAP
zGJ7LPUYZ2?KC2-cSRL8#6rkP~Q}`0<;szfQ!0gGxKt#oLU^%&dT<QaOLZdn|yp{yE
zENKqrEHi@(r}qW(H|I%>@~b%a2ktLi7FJdqAbUG?Ui_L3!n1|*Pq&IAE0z&8Ei>fF
zQ+BgEFIkGr>fVBr?htYO(vhO+rx0P=qZVTDF&%bwMMJ@Sbazlq&a=JB?iW4xrwKdn
zwh+#j!KxWojrdx7Vnx#zqj>{VAn2r46DH(r;wxIM<_3VNy!FVH>{N%^V3y*g;)=;+
zA?%?Q@O3o-vSn8lmwH@a?^U`XyzB2N`VWZ}ouiJaVp2p=InP6=ay^=lF&W5fzMQFg
z5qpp?d;TLMu35m{+u<S_ie{>I<?`L0?C2#o;W{zf(;mrtx~*fJed}f1aO{(jTEm}P
zJ~K*gTu;lbRs)vNY_G+fw>#waJYWnL;dNYYfiPoqdjgl=s-9c;rF_1!fr88OoynUW
zy2k0}PLY?(AIFWE)RM2=b7#ih#hTo(F{w=cfdyQ6k4(49>kBwl>LVs%b3U&%Gb3YD
z&{-yYeHG3>d}-0s@mq1N?@t@Ur23#tJ4T9>%(V1I=)2>mGcCEsS3Ij$=6(p%O3EL(
zMj_iu@zUZ;%}}D{)fcbaG#@+bj)9^5Gtq=MNvPHefptGi7<TkP#ID(cn6)|J_C0Ix
zd4h&~(`Lf3$6UbHa;FrEi!vCIwFyr3y$kDJ+6*(ihAN180jwJ^8+`Jx0G}>W!<P({
zZFY+KP<!lRuxsxl8kQXF2r9EF;bBl$xdwV9wgUda*I^$v7Vhno2;WT)23`lduwk7b
zo9(d-*0b;h>(b`KrnQHGgH7o#7BVn-7+r8!<UmOBb*Mi#t|+0D1f*8@7PJ1dzwpmt
z*1yWAbU31F>Q84>a*eO}R6QL15Jr`T9deCAR+ZwV#g{t5cbW9h_ZKEuQOJDD)P4yT
zRxIA`i>wJ7N*2}_V*Mn_%NGkPDxhUhDXzRoY1A*W<SzPRX{Ea@AsH#}8y42Wa)|O$
zxcar2@*-JSORMryGK10%QJg{ls%4e3A7xVdj+Z!*hAq`;#49{Teae(H{f~~OQ7)zD
z(LA&q>eIMXu4GyLBZJc8#hr9c@wC4^EOm$yn3J}_&vDX)OX5vm_ckG%yS=v-zP@U;
zyZ+0*O3lbAIN`=wY%qO=vR}v$WonZOc)$idykN&C9NlaY%v$jb<-C}VDm0mdQ;hp7
z&3iF8uMAT9^`C*8#oj_~2PUF4t0vg<dJvwLSQjSjcnmvMISQLMutd9Zk|C-N!IfTG
z@TsW_Uf3-Ha;yh-=!Ef^s=3(cF~Es>HI-&lqj7ZhE4Xs$eO&V+v8#6M44==qjSS2;
zpib2V+-9i_tl)GA>ez3A4L}2smb4OF+!=$)GB?oRKHc%m6}{onI2mjcbp$pj$VQhU
z*P&@v7jcZ=1Z)tQj&+|u24Wj+bY;*B+`4;frEIDPiq|kf+h(7{sB1ac{|O6(MRw@=
z=H;l(JTKThMGKbulnf3w=?nL~kAhsqwUBin-x=&M36@7%@I^{Kw$nKbX5AYEB1XJ~
zb3(hpK~J(_ddNXk(P5m_2)~Fgf8_qc8l$Ty_6=Gfc6zv#4QzBkI2YeR95EY<<pwNK
zbeu0|_glUe-EKS<8gEY#$6KX}ra|k3ttWKFU^s}KeJo40=@P@f&T~|7D-%Ue!<oX4
z&B;PSof!(Py8ZZC!-tBdeFJ&@+tz}%YKh>~?u}UgegN0M9^uP63bwp)FmSx!EKEzA
z$#%YC#$JBX7|if|AX@I2#yVZNE4;08Q1lb7i{>Y66>WPoW%@L!Cal%&z($&W5TfS{
zQ#}tF&6l0lnh`8QxO@6#fM%PrLeiYRs!qvm#GW_2xrA$d-QF1Pk-PehWZJ%2x!XOt
zH#ew%1tz+Vf5!X{Z<)N=Axz7972GVhc9yruXvACW3}y84?U~hG=ef?(sKjgf#b%Uy
zoW@(Of6X27$>fbq9l09!G`TV@9x_|{YjWoYZRV_&ykG`C=*!)l(!_OHgN@v+xwf2Y
z=q@H=iMQMGtny4AbmyLTT<-dKa5{IxET6fqIL6m}J2c~6g_}iB&2Pn>fj?&)D=Jm0
z6-u9DrAW#2NpFX~5q=qcl573P`wOd8#15p4PDDJ3d~^OUN%tqxy|k!%CEbVAJS9>o
z*-dX&ecV`MBn+*-42>0@p_=AT*cOjvu*^d_(z#NAG;8kyw<}qL53|?F`Jpn<A)y;c
zuhd3?Tg%{qjrWm(hX6%T7e?=~RSXzSs8mafj1k?So(hv1k^zlDr>GCLG<fi`vj7%<
zaHnzVV50#m;N%5&VPl)eFuv&qcx;6aw3^WoTJ=nWUax$Cm)wP&+D!)P9^`@Na6r!i
zNz;75i_Fj9!q`(_QvO$z%U00~hc&NVgj$z3v#HHuY5vmeq}KTst^Ttv_P<*fYeyQM
zN<+2KpGc@kme#MRm88=jsi;soY$`R(clK_g!`d&USbASlHz#2-=k(v-vq?RybtLC>
zCQ{;jVREb+kpSsBrPY_(=eu<K@2`vf#{6MC^>$xMnqRGpE&lZ!qB<4QEm55c^GW*)
zt5qjyZzpMgVF<qvaADrHTb&AhiEby7ujdfesqpJL*PXr`qhE9_t~$|sDfVU8-$ivQ
znR;mlDo(vtB>rcXSE@(+ndOysN{L7%Um{vcxRRs!s3n!=k;qpfW2s|PpQcIW&^Q%3
zGmQGh9i?#T_#clI&sQqKQU@x5hH2aUOebBwBqk1YZ)0KZZtswQuPN`k>))|fYSzfd
z@!ULYV7y)#)pL_FIwTJFA2<pxh@OL^s(HdAr{AHRnWo6B(R7@9XsXgaXtA=>m`cP3
zYlWK*YK=TTq+^%k<xt+@CU|Pp3Ybv&6KubGFLZzGh@xLNN1C+~z~!tru)w|}PPsK5
z9h&n9UkV?Ir?8nyv}OXDc<%tbd&>-mH@**78e?4J0fO&lM!=;*u7Z;r!muM;hQiCm
zA=IEb)G<qd^=tM5o4sSfh49m`vS(W~%6BKUuJjaUFm6z6_6#q4qJtXFyNQBkzrotO
zYT-p|dSUaNk?5SC1s>HeQdzEj0yNNHiF{KNVTvaC)@#OIv{bJJcD=d<T5Sk~b|Y(}
zYnsDQ>lAC~vvD+xam<1tWdlI+E&*v}hGXN{P&8KOJ_sw50}IY*!ni4sVAlFgAYwu|
zSiWE<m}h(wW)I$s3{wKZ=2rK?oZD~Ug2tX;ew`$#aefgi|G0Ir-l{TOAH|+|6~s=!
zitTR73uoPB;)pV5#j?Ac<@4KUv)fKw72Rr16&m?o62~oWAetOFBcv}g5c_SnXIDIn
z`+w|x2VB%jyZ+J?sS2nlRk5I;6dRD;Oj)cb7Ho(GE2!AJq5{%Hnu6E?v7sm;Sa6d~
z6njICiem4I9edY*W+mM9Tsimq?sxR){rmoYFYnA`W)dcu$@}axGvR7ZKMkr}DWk2=
z&gOgcOXYSXBJL)8Nx8zb0c&TsfUi+<-hD&E^UTY(54mXxfvnl|0w&OG2WxY|mY%b3
z8HmoiB)c#@gA38?33@MCL*MAKSozTMDILDtg?s(J2H($UB;Uf<TN&+qQyDpa3-5e=
zA$z9m9b2v1dgZe{{aCHATfE_dTqQJh_P8HcBsIR?lFI$WN&Tg7Jw6_s!OZVurkEBk
zV-nVVlp4(n^DuAKo@%PEqze1Sdt8|{iCN?h85@`3)X4Nm=H`{h9#H`;**cxBF^BuE
zU`=gaGkR+;O11rcnJM)H7}>qXQmtAEiZfw8Y@G%r3ip5l>fPE!jM7d<g&S96bxN))
zHm=vC!W&*<`p)lB@l^a$SeQ(K{T?E=2Eo7;KQ2{{fyrf%cgT0gz~zqK@BM|<*CO=6
z=>gktbB$m)=b{8nsTqiDSH7S-yb&<&L~Z2ub{T4IXbEoXgn)P9x1>j|Nr3moz96?p
zYgxOk5;%|dhaq;`;rt6lFurjYSx|Ec*jR%Bx9Y!wy610@rweEvNg<X9*j2swOX$mA
z*m*!Zdc#D2sM~!!Y<IFX@I7t|7jNkaqpfSg?QeU6o)hZQ;e!R{bxkR3?EDhES=t6<
zpG*Xwd^W4<o3(nM%8vS^4fV|Gsn`88gvFllEe!j6f8j5S02&E5iYQqOK-9im$-)4l
zWN%@jzxNj|U)Nebj8)7E7TV^k^{qbxE)^gAzr>*b^8UgE52`D!Y=7ae7*@Llq>Sj2
zkg&Q-BG!k6AKXM7Dz0HA$B^V}h7~hk*4g4%p&r2{QPn57Bo)l+PwJ9Xjxou5R~=*i
z6|+j%O(KLzB|<QqI<s2YnpN^n7e&O6Vw_kJKa%&qh(k%;Vmb+n%qj_!X%QqZ5fQJF
zxR|Co@H6}oJ3u8E@_V~pm0`y|o*fTw@@#If317aZ;c0NWNUqI{!b_H{#0H5+<pEx+
z<?Cyn#DUGa;>G^W@PewI@QBV-RHXL@GHDixGwj;SYq@`vJDX<8Eo;BTt-3@YuetUp
zIV%qPk4nO!a}it`(hL-3DPi)3NR)4r41w=`aH+*L_{h5^P8k;u87dq*^*n&j99fEu
zU3}yQ?R{{wCIDYw;RV+u`eECPGvHdQ6!`3#0>0B<j~u&qz`dh_p|#5}sH>a>?eSHl
z8T<^5DQJ!7=V!xXV|8Jt!j{k>vlyGN%7Q!c&*C7@=UC=V<7%xV0WYkdP2A{;qi#<@
zY?JdS)qX8XJa2-P!>htT{dmAN?T#)Fh(R54|A6wHmQXvQIyjip4(_Gw;koE+5Tkzu
z&axZ~FPaU)-gAthB;_KAq4hzO^Z|??9|Xskl)>D{TgYtA{)&74tL-oBtCW<TlJSKT
z`EH5fw4atAcjnp|e&V!fUQ2JitYd@`y{Bjl?>?ZAYkuVzKg0YCU!!hMZd=4CKA>rP
zdOq5!%%1&;etyYGwkx%i@4ogqx4pkJcc$M8Ww>7;TmQ^;zDB2utU>2moYtJp+?10c
ztXY+KCP2f2wTbhhbtRL4bC;#uVpCn(a#kz)yj?dCd0{Vao?S>g@4v`9O$_44-s!~G
z%!rir%Gl52YEE1&+xBc|qo%BmskidM-gm6#hXP8Om(1KPRq_VMZzyS#T#vJd9<au(
z4@ldDDyjBs4l>p)MzR*wW>Ad^x-oIiW2ozzw<vjXsuVm=S0pZez}EhpO6i#cs<n?5
z<FTf(N35?N^X%$5rkZ^*Yu*0=Q~zuuwub9jYGKA?rs0GtY=bRl6^!X*W{m!E>h?5e
zCaimkhefZ=3_GqK6>+j7tK(B&kvTe;3Oibr>HR6B;_3LMFrx2w8%)LaASiLB7^xg3
zk_#cD{C7u*!a07=(+wIoY0{vffrG~e4F787x-U-cdI>vd#ltxfA!x#?zR1RD1l`$M
z0ws6$Bkem8NW(rB+;W28b<22ZiL=0nE?Nq<+4Ycl8A{-u`R|clgPxF`m;+-DkCcV(
zm4M7JTkvsZGI)my$fE`{Pv;N|wfS7I{p|!276mqM*&7D0z6D#?eg)I2&w&Ro*g}hS
zZm>?yDA+S`Jy=p;OK)rpfx~PTbYI*SWYsc&EoQJ_Pn(CN4iN0nR;)`EA8FVZR^3K?
zpr1;_&hRbN_<Nr2?|HhPg{PG;vHup!Ddbl%oaN}Tr#ea$j`bF_uX@_g5EeVaU!usr
zo~OG<KyoEt&?8PSw~^(xe1~7W>dpv}$t0-mtF@zo^YVqs>|9GkjOxydxONn$96y1D
z_JvR=U%taH_7}p2%a*Is%Gpe@4i$P7oEO#FQ8nkK0!{v;&P(NJlDwbQ(WHeC|5q4G
zA=_8Xpk{fT?1n_bA`%pW6)2A&MUt*ABrjnsi4_qc2@@f4F`ZcAL;QK3u9#Oiq!O_X
zG5%9nu|rgXD#<<gJ|dpDGF<8F*>ResXR|vTz7+P<)1W9uuHCl~r%Z9i1{PuR*iM1+
zxZYdvh-Z;_v70ZR|11(7ZkmBkrXN8y9H-+mitX~|ZKlY(d->x<`<~;L%?Bc{>Z{R~
zJGR(o_8J^A={;Ohx*m2OXa?o4ozSiejUnC22wYsX8$OsY4`;lXiw>C=V?}&ty!u+2
z97P+T;8yM7-M39}xTinjU*w_8KwbFe(IdF3MQ^0f)J5HDG{l{JW1$He4Xch$g!aQ(
zkQ2&-b3y4yvqlygld%S;Z65`SbevH$i=}9AEfc);Q5M{!XNqIaBqKL}Up)En3b}T#
z+i2L$lR&Xx4_s~P0u7Hn!F^qe5$clz3g+%cdB^iX8b1W32ARNx1OI?st=oXN_8p<@
zR5Z-L{Q=5s$DwA_YpCCIH+=5U7CXFX0On5~3?hc`FfP{%2HmI)b4$aJS@R*{P543F
z<KH<?S2E<CO!=TT-}R;~-S@5=cRJ3EpYS-7*BtOn8XKHQZ(C)<yR8_+HA~Xsr!RTI
zSD$-^%L&TnN2KM`=|`oU>BZ5YPS6{=-*FAT+rt7buLH-WIQ5iOot4Sfj~v5S=i0LR
zPt7^a)sH#HS9yGsflkbDVeYF9<mef-jX_k)7qat_h1~2zgF#P?Z2C=Nd)djVh4f9$
zu6*-#ANa9d?RZxzS{WKrK#kbnlUr}<M2GLb$}PAzT=}r8BdhtslVa^1n7hywXutI2
zR=B-Y%C2YegOg`6anDy!ZLj)LIfL&@2X?vZ@jm4P6SaQ4Vr|+fCiNvPH7M@uVK{TW
z$J?B})Tz1#9`~usOvH>9QnSTM%D~jyW5L*i%+qTUMmKCUYppq!HHluz=(b-Z)mm!L
zOq?`{ISafP^R}*1P3Ys%Z0{`hO<jYT8@?RF_Gv<e4-EClaO*_f9G1^Kjk)ZhJ$^BB
zRpCcnz0sDfkL8LNY33DA%`b&Jf7B!kf<7xY?5Z4nlFK1)gdc`Jg>(I$r(5oWicj!g
z%+p;-)xq|)ZQz_1A!v-u99eC?PkWn5prqeJ<a(h7a<M1{H(p)?&kJ;=w?hODvwu&p
zZK|%UtG@(>p38*6?uTGQ+wpL_%SzdTQvxd0sRg1;OJLPRL|&*slPx0_YITnSWrw?i
z<vR#Xr4rc5{0_a@3_>04Mo?ZO8uV@M4+nj8gUVN1;p431AZ1J@otYa#7iM&W4ff9>
zg}}=2mEhXvaB%MSL@;xDy)QL=`AgTCuoTuS4TC!2jpz**p!%_&F)ZGlZ=u!S^K^gD
z)BW4NUqeO%p#!K;tYCl7(^a8ORJ|O{eq)}lh&G|nTx1n0iIY{RxRtPX?{tC36kI2g
zMqDS=F>#)5x$7j((^YY#iRI@}TZJm3TUA*%VV<twI+1z0BrfV#t`j-G`aIoV#C571
z^%B289rgYdhbkgW;zx+{bcLJu)#_A&ddYE;mslbqhbr=;BJW9#k$fUTCi%rY#H!aL
za;QSGsth?VnWw8>7db}KNu8pSw4YYQH%}#K_(!>rm0{vRo*f(Wp3MqU@Wm$B)8K%!
zT<hgZytvmstiS%VJiyjZzV4kX9=`K4UTmC?qpzNVhX(1RlWn@8>dpG$47U_{E$!;~
z#<TVEezU6M7RKjLr<EDF&HYX2*2q{qr+6J)()Bg;66UbV*|sRo?W(X}?{#odHyqwu
znuJp#20^C9IPBE1E<Q6f2^&qGf>-2^mYb%;;J71(h%5VyHZ;$M8J`&V%p(T;0TQr_
ze>MuY%tvrpCe(HO02@tw3bwg71!uuvSa*UFO)BmNZQucz@9Ph@K8nE$BBP*}{y6C1
zHx8SxUkG=YVI1#r0vilnfOTiM0X~35m;0>59S-QqCCg``CD%gHcGK<{MNa?)nJy^z
zU@%CVmyA}mo&s?dE2#ClFF4fL3GNxsA)O>`Z2bNa9P%a(b)D4(J{fKd7ZzeLzpW04
zGJ7uUnKTe2^|pk^0=1A)J#Ua58V3?Se}G9*(IBb);EHGC$8fQK<2+sVbG->Nw&gy)
zYioD9_su5UDTjOfgy9c(jV;+S?Aw)AF5SVmDXzyk)+*+w*LLBJ??}0=cribs=4{%#
zMqAFv)de*FJc&*STEKT}d78^L@5o(!lBQgI?;2a*&55t>B6C+{ePEuqZpckovw$@n
z;l&KQJdw42F;(`*gk(T5X522j`?NH;A-(fWGU%RiOxZ;dM6-|Ne6#b9`7!z3c$cUg
z<(&D2%CY=M-U)`X2b#!O-KMRTx7;_gn$tXZ{Z+e^E>l-hH64u<5ALm|R#rJ8g~P&`
z+65eQLz+nSN$SId-?-&ovUj?aQhbz-)X<^cjonIx$9OTVS1zL#J#4Xi`wa_^m`G!$
z>{<*{_0kd6DziCjVlkPiI>T71IpP^J{!BN<-PTR2d3Au|#KFm|dAlZx7MCQ{TlZpy
zS?okb_Hkyl*B(-=Ik<}oYx{)hX}q=KsraR^@b{i9LNIW!*ff=6;NSCf%kk*<Fk<sp
zigEkk<t{F`Ve@D>`))cKRoDqx(vRt`?<C+eUma<TUkBecb^|wzL%_48y3*(A641p@
z7vzkaEc3~dAPwzas7CT9XkDWlEPB6Ew)hVTSYI+rU}}%UDlr$yD;{XIOcr1DAkT{x
z!^FarCKS|r<_P88d%~oa8Zh<!1$t|l1ZEVSfO&f%SZvXk&ZH&uiJghCez&LKMbbQw
z9TWuKF;hr+Fsl{uNF*R|WIojC(42&SCJ|fzTNw8DJl)^(bXyA#tAKC*^);nJ-fm==
z5bXc)dAeloEQCVW4*Bm&=IP?pufI=2@_n@vlHigMhE;S)$Z>U-1g8I2y<~S@EZ|SH
zPuS&GfGVoG${AKwShz=D&C?ZJ64g#ff=ePYt3RttQaQ%_^E_P(N#)Ec!Ffc~=jjqG
zN0?ZG6N!o#lVCj&V~SQt`ftoCIY#E)iupxsNYV`iC2<lKF(!$t&(js_CRPj!!Jk9K
zk-riQ`Mq7Q%CKV}&kkpLdNy00fzO{v@HE&tSgy5D6DPYVuzr(G@>r)i@;I3%9yWIf
zPQKxTqfQ3FgUL5hAp?-Hv%S1dY&HCGT`8WrxwpLk$w}Ddc{J+eG!i8(`HTm>*?@x&
zMZy$CJUF>)30$=PBiiLS7)qx;0T(6%cy}L?Yfeu_`774rCDkKwm!|vCvTD}2Y2$;K
zT4^h9RyrCfpY%cNUhjq(J$k}t2D9Otj1tuJ$|BsmbzNv_UkIxlG=z<|8X=8dkI)#+
zV!Zv;aBTB363ua63va*o#{Lowv=Z0CjjS6WOV>GQM0j1e#Ih~OpT7t<7&;S8J<$-o
z|07#o!(#xtJ$@1>C<;Q`3c7)`4t3E=tu_#z^?+K1W5MBi4dEW`mhfz?bs)z11f22s
zEi5^ZiM{PZpyd2|5FHo>BJ7sH*bSRukZymNr}+SxhWc0B^B;o^-P(vJ{7=6dGl=~-
z>99-@ro($j2h%-oT;ht3jp4^%n#pTuMoPoZ1k%}Sr}J%$`*2Oyy7JRfuJOiF8!o%q
zaDMoL#q_EySI%U`aG;simNri=<Gaqb<8toXb47c4Dd*PS#@4&vfHz(j#p?IXRepGS
zk85H&ino`wWQLybXRR|Q(vyM`Kt!>>?5v#?H!Gqi=sp3^7jj&bWe+XrknJz{W=5DF
zQ|}mW`uc)wL`TTOdE+_bx$W5Dybr70B13um@l;lGL;=O@8_(Ra9SgL3uH%*&KUB6D
zT$A@tO!2sEwM=T*<q4JDBTL%9*9^+3?6TsjorPk}=9kQ>_#;w%*K`lfn<Z5JWsj)C
zWAA!gIG4;UI%h#`+R@m<y@j90{M38Qlk4M|s%;*#R^E*ntJDu{^(9*r?>khZa`PNm
zyZ6@=d0Qfwz?{|8?Rw!%2zcya8JWQ_!)jCE9fx?Ve!PpiVXMiMId<~UYwO2c+3inV
zxxa_4m)%D3bbzCH6MwDm$NZ=t!3c(&EjCf*7?NBLc?bLwJgRV=6?+|(J9Gcn_d8nZ
zG!NJB)f~=_2|*)f9z=CddD1>667XqVU)0QzMh?nh;CjPr;K`I=nXnrQ@b)SNIYDKz
zK956S2vr?UUEdf+_+5iBSRzYf1&nzq0DQPH5xl%fekB)p)NB>Tgqmhgz$4vGVA*p=
zl1>D6Y+H-o9C8h6H+F{fy1Jluq%BPB7y_emAH$r0Vvuyqjoxqsg65~EgYJ)QLDtmq
z(79L}C}y1{<-zpHN@7K!YinCV+t61~+rA;4>69p@|EyN*Jm12gzj@UEj7R;S){g#v
zwcnA@0lEp=Lr~Q$V8MR1epHC}6||qA{RRF1VZS3N%n}v`2o;7*FSly5gh@J4AzKB`
z{c4u5;5w1x#C1~DA@Zo@u9H}v*oyOr-%AyslE|Zy9er`|f1N{Br{FrNth(zY)T7R$
z{wl6h<rtUv1>_A;TTp@@{}UdStVR9S?BT!SQH3HZ+)MaS;-82-D!CRC|Fiw`?BU-$
zs?bRPOA%jum0{sQo*g0+J)2Dn$0gJKJPop@%e9=HaFXS7thcjBKH`10eBJrFcxb2k
zIGO2!BllK=2e_4}(8mcGwY-Hhx>k|bJmVmD3OO&gbm@nk&yPhN3;sZxch1K?7QOLI
zWfDxWdj~t@Zi4t|0*c*Jg0vcBgY(x);q9k!IAxVNWUL<vdjMa;r#}Z^!yS|42Bx!x
zHLHX1bz#pW_K5<m-B%yJ+PxaCJT5_c!=9k7x(#rrnq{zhZ(mq7bqZ{-aSqrv)C-((
z5%xRU)E7-WR~K6IK5*x~Ts;4NCOp>YGxT!b0v)s+(ZxN%DC{PM<Lhq0`bQ?=s=J>7
ze!MYGObNzOiE|L!auG_kcE+w$2OOQ_4+`D{qMSV~K$^ibwEUD0OmtZXyBNQPBOmt%
zX+E9cPOb-();33u&6Ys@Q7z!pUA?ixRbdxOo6#W3YOb)~k-(So_VCEny~yycJJ`}D
z2_&{Rg^S#4fkg$A#hdek<{bZhJgP7IzI3=O|F{+3<x(xW$Aeqk$yvww@jct{5}(5|
z>Nrm;rs(snyI65e{Fm_4YOUjq)|7Btsuc0VH9pau+}?18UJK}ljrPj2i<5Zo13BE*
zlc%}MwVjkn!*$tuD?9SWbs|~4PqUTpyUymuM0R3L4sB<KaKXY_(XF!Mt7ids&5zs;
z#XH*la3uZ5QGXEL@)%$HXguv;o54Hc*L=`|#k}*t3(5(*IxGFgw&t5XoyzXfzspt~
zrc_=!lEG>`TTdyZ9CLd{1g|&2SJ}{f6J_FcUU6^E5NcVS04eP~k*PI$33Kf(OZDVU
zn0YTxQWxY+C~3-j_oH(qQWUJm*6y4|=~|DV){ejKP7gWf5xu($^Z3Sgrb^O9*7Aif
zTO;ZiqrKyURHLMb89S~D)9TDxsit2`#gP%lZ0#6{!X<*GUf1o)D2jJeQT0c#TCd+K
z(pt2kLidC--J1-ncshP5KK1)AlOSk#j@USrqhWF(KNJnCGnc}-$(EjN1a%jb5>zHA
z5EKb27nH1)Y%gd>LA?a+BB%-xm!o0T_f*9?g=4)0?IXs27AxL{N|{w(oZ@POZI*gM
z;j`Fim_;X4r{@s5=N$?7xY-}R&$<F%82N*1niBA!^pdP<XMtHY2?kqt&yn?SB!Ta>
z79gXg49sto4x<_`kZnwsfOTo_z|G$NP`hcW&>{k}npmG$D9P>xwxxcBMB&1@-C(r?
zYauc-gNe=skZn~R*7YuewdVxFUW`6iG~1Tm&`Uy}Tr7dMgLi|n_i13u!f5cSXoafo
znWr8TD+&nM`vPi~J{99Xixuy}x6tkHHLbtbw0;&I)c+OBDwL~WSk;FdA-%Vt{|DE!
z62?_r(@KybQNp0AtQzC`)tXje*01V#yns>#=S8)qRd8O!^6JjZpBYyOzm!##7k1|r
z(W)x`XU0`<UQ}yZ)tr|K=Jh9aUMfeW<o&FUN-czVEkTJT?`=^@Tx4EJ8WGKMCHckh
zUoo!)an=!3T}WN(%qxkDdBi$NT4l^D$)heLFVUY$#5Y4F3@o_^-$%p~SB5)%Jv+4O
z=-I5h9zIv^t*61Nu5!)7`*@M|aI8l)k;j@{lE*bHz(dTkadOgZ9I?F&?tk42ohXSz
zhE%k?PH+tV*ss65+r2%)n${TXv^N5E?7S8&I%bCl?H!4y?>Y(>CvJi52be&-a2eVe
zavgdohk*0mA@G*nc)8|;M<~DNZJeUa#9iD2<jDOFn)xvq-qr7b!+V@X%riT*Cb1N*
zcCm*~1M9)piixPnZbRJLA{5pg7y_%<*}(>%+JM|TEy3w(pO9pw90d)ZgLi1I#Wn>&
zX!gxL@OG>T9+Y+-t=RblHv&G$qO=>HH2H*FyMG=uSaurqIcEdYjb1~;H>=Sq$9mYq
zcm>#JYmc_>u?4B8EYY$x2O)5t2(?@;gTt{2koWuui_NV;%>1r!hT{`>_Tn1sUF9*<
z=-2{8McfAAdj`V=Y1weJ%Ql#2<%>+to)T}u55kv!<C<3X-HiFNT_!X5E>0}n?O_|P
z(7J#hcifNr+_RT-eDOLui@(daiZ<sOKcC7^O)2J$45o8gFYEKerf;V`3Py2ZX2!tm
z*k0PFT@T*dXeO7vt_injf{x5^M+jTbJC!$zU(f2TU8H=w-I{9%y!pm9hRooc0@k{Q
zBfT^~UKw`(1=nVoJMVd86!8AAgf45fP_}R8b^3Dr2Hs)1AwT-%M&9J4n{1qc6*bcH
zHkUEbln!swnw$Ujpz@;f6swVnsr=o!%&pUHfL7jiF6B|KvPo?Xeo#UkDz;rHW7fOK
z<4HST#{cA4X3sLG-33#uSd)nHiU#-hNUN>p+@HqR_IQ~4fI4<s)8jffgo()QFRej0
zqjXtKkEmif^XOJDMyD)>wOn4n8m$?^)ZAdIc%AWq%I#dAIjt;VOz--6crMA6R+VYG
z@4h~Uxo*9mQFKeBBHax=R;N#<u3hqH9v8WK7{5HmTxN8r%g?RYdKO0%j~h8xJT<=*
z?j%2QeoqlwML?e&C3D4C<?xeS4|yH@5@am#?SyNsAY_H`|8+7pS!RtbPuGLNm#!gy
zhcl@5Lub18W(oL^xCb@9KLs_q^#NS1=?w12LYd)V3Gg~^2DT0fl==4zf%6iZLZ4j&
zVZAU2vp-Fh<@FI@Y41P~agu}DXI0ahfaczCp%n#kcS$L@*J}${=CqW=iNJIBSlE4u
zFI@EDJQy9`7xa9b4tsw-3>CFQ;LWm!V4;f}z5cocIL|EsU89MUBLT}F<b&(R!Qkwr
zp<wzv74#+PL};@$+o6rcJE(cGh|UcClK2z<6+6$j;OcKO_CF(I9fkW&^!LYSgbjVm
zhqVeqR%n<1&&gP1E5O_8<#4r<MXfme_z5U9RmGxK^^ea8zS9?YyLOQZqKaf}x$i{M
zNLh4BD4*K-gep&Ei&_OTmiSJpkIw{_UlaNGjJoe6)Td6y{wlsx<*=9d1?sT(-z8&3
z@|E}&1cHij5*Fd7Xhot`oj^4x&qwkT74r}))=4aZ!eTvQ-8w=V39F0nFsahS`qYp8
zbYbz$QwbdYQ9fj4pm>mH`_et0&6*Fz#i#Cg8Y~KvYmN)YiH{!QYDZqmN0dyHuggD-
z{cknI$w9Ah_@*;(zsn4CV!{n%;8{a%<ogNde0YYh-&V@|%@IC3kaZk&xIPTGK7I(@
zs@n-q-DwAtKiI)`)gD0XTNTB2ia?s)3@A}*z#Dz9<GtMu<JJcQ@XAtaWV?P1HuzW{
zuLy9Io2IS8ahyF;yh=nFgLUCcm*#Ng!WEz>p$I#7=zzkT)Ii|I1XxAi7}`B@1Gy*O
zgFkMW!n!vYG~tpTv<BgD$Lt+=h38DP)Wsd`Tatq|zO+UwmS4v~n#YiK@pf<}YAUX(
z(HZbFPom46x8V+rKg%T>wa}97r%>LiSd6yBfPL*ZqU?fNAa%(yv~*fL^l6*`7pxiq
zM~+$n(k8S*+8!?0*quea!d^lz=`Q$qr!8D)Q~)CH+JK1WpTX)?=Y)^Uq{GAgn<2w&
zPmuMr8c2-$1QQ>Xf<?fk;@S8y6PN!!GPV!<)^3$-N8kH==XqtccUd#;_@Q<DI8UDY
z`1Yc#)g+4E<>||}JXC{gG_Ni{wRT(HaLQY5)2S-_&?otHyU~|8gRcIvP`!Nm*8Agp
zmp*g2EeW-`6Rrc4Q}zvJ>uK2XM%vTd&qcFLS<)tM<g_H#r0E{Ue{Boa>cCyup~6p~
z_2A9i_8RZ$*7Hu#{H$YK{OfB#e`agh-jh}Nrdz`K(f&HTQ;W^Y;mhoKpz(^+{WzTM
z)NCND)jLFaA^0h)k@1?Z)_$+j{PhdUxbGRoox<r<3R*9fc6rHcF6p9J-Fg$%UD)tx
zp63zDqGYaAx}z0yt6>!i7S*JZ-S<oFPfVv8)?deP_v&~=K2tCc@AP1Fyfs)$<j+>W
zZNX@!nMpPJI5R=bgIK%HtYUMZ4l`^-73$XhEG9Vafrr%|eMZr55*1OfjMeI#t5}{>
zOoh5%V7$GeDxQj83Jibml@%%wT(RkL<sg_`2YHEncMx3e>HYrt%-3I^S>#m(*ER15
zgQL>X052NViXBh)9U%el7w5nia~Sw2#~EC{R~_6fg)%d90p#9b!B&kh*|1p>_`;_a
z(y!wR?+&XDAI(jaDfJ{^ZF^nt!LkTET~bEg?Le!?C}N3#t<S`DQK~qM%~V3&^}`@2
zeF)<QxWYlM>*1%%A@FuXd$_TGKag;DI=wy!(kD;ZLhBSAkX5uDHgD4&?66s{s&D$3
zER_wYWeX)qgdzW_L>w5t1!8}%YW=;cwYBiH3jE#gRjpsIP{oM?IPCTX?5V(E`hSI0
zaW#&W097nBp(_0=j#a~!q=`NW39I`gBFBn^L5i$ug?q~D;L7cvR<)Ayq7t7(RiEIK
zRB)?5sZUZl$RzJwb&zQx#Q)5#5`ah2ML;Kx-Xf4A`N_MRsK~9VgF<n}uW-16Hzi>r
zq>Q*qRjh;XsHAQYM3QuoTdi!yuUJ;d`tyi5@>c>PzqjvI8F=jD**+!Jvssl<_)KVq
zr@_2&a!vhvIN|&TT&?RX`GVJj<Z;F!cu?+goJ>dHc^T*6zA;+p_?yj0-+QjSPQXU|
z(Z~VMyMIpJw@ET?wiKWaBgdeu*x|Ux&a-%O{t}oR$biDm_Auf6TeRa`8g$nk3Q8Qu
zz-tR{$Tb57qkK&nP6<fGUAkCcy=rdg{nCeW`>SDCX5Rtr{_q*CZZQX@>ve)<hZ9jX
zvwFx|dlT+>atkz?xC&NDy$0*Mrohife9-8li}4Qqv)Cr01kIlN5Z<n4i5u6GV4Z9!
zZZ!B5ve;4|JwI&)Lq2v!iCaujuXA~F<LQOySgY08B3g;6%y9(!#y&<{4ps-L0|L;J
zE}2l)+W~5Ff#C4{EXc*(hTBt9A!XVQIW+Kw`k`ZCnYST!IPgIDHp+SsIn)BiEbjtG
z4K#pxZ4M!m=D8L3{KtU9zjIaV>%+}ud8^0sUgtFE&L8r)W3w#yvCL!c!^UmWL1z}w
znMXJAEj5pG4cpJ*r!3)lgA=Q{jr&gXLj$VNOB7~Y^=>RM2~VTDcCW#APFHZ718#BW
zN9!o#1J|>*d4;^;j4W2q2r8eh@Zjpr^xzw5ZDs~7J<eLqyhaDQ-v{&d^_HEUpv6ts
zsS7$^?nXaQIx62J9;f4CBlspa`|+cWuH$QDO^{7Xvry6=J$T2#pV*ue$!wMRkCbPE
zyjcwk6Dq$?Q|9Kbw?NBeCYO9lrnJ%A#Sct)=5g}UM5&(gHnnN&2C4691CN(mt(nL=
zvlSU@4l^s9$4YhERdc`5Wr4??iA|`(1Mf1^w|4gUXmy^NSSL~ue*dgTWQ~00LFsx%
zd$W|aD0O0L`Rrqj5A{~OFjzrtyLp3gai}iUwCS%XxZ8=XmETk0*f^1TnfIRA9Un$T
zmP$NUcS)nJE-PUkO`Y#iGi)+*iI-BB-j85yV;(E+zx`10)cjK5@kjj%rUH?nVjEQs
zBFXiT7r}Q2k-|AtAEy!Q|9X31p=<?<S`JG8uQREM{(-pmjOH-ddJpoQXn<-O=hJ>e
zCE(rkzNmhdKC18b23&em25v=OlGQB}K&G-K$nHH;7MLP|vq#s5<92m~^{aG)8;1qS
z4z7`aHN~3X=E%uV<9S1&H3g7a`^!Y%4=v2V?HpgQbkt;$P6W2AUxnTg-VI7JEn(|p
z82DI*!0uxp>_7AXJlZz~#Ha0{*S(Q|7I7aymnI*;Bcr`wi!2d5_X#EC!L;Y<zl}?1
zldd12)z0NmW0nn_St$6QKevdT=UX83H<S9GF{!_owMrzNgvXyeW8Q)apzZgv)^Y%u
zC=5ODznD}JJgQF=7Sn`m72xu#Wvznm^o2<^f+Q~%nbdOMNi2^&h4TpKQ{^dVQdMEK
zkKd4GtzT`;B=}CMt(nw)Cvpz8?SX$4->Gtt`|mKR1ZWZ=e#E!72PVLlfLsDl$*52A
z5fQD(l798J5RQw0nB)`lkaLM)l1}Ortq6*Rq>8#pm<Ty9$tx;J`)Ngd^Hc(Yf0Ped
z85kCr)J}6e9dEA0r`wo$8cc_BjV<GG{J|So_u6pzh@6q~bxXbQz(^%dt{sNMgk`7&
zD>KmXq@hT!-wB*CZJ)g6<Y;_7&_~`cI0!pNUPSFbN1=s#tKmW3p?D%+4<?mNg7RYl
z5RJKv78GAY8nbl3xs?U*O5sSHa%etew9>GXv>2c6v<@5i^}#DVGI4$Lp>mg3K4`a2
z5K7neg3mWpgDd;$z*hs0Bl{j%xYyzK(0ph*)EV6t)^EES<i2hSPTop@7Ikl-@wcl&
ztG(Uf_L@U*Or6W{=!HGdYyNcDboL=^o+E|ZhaJap_e-!IzXDeoBrvI=!lzd|X5scl
zGtst2+fkC9iQK3p2^&n)0{a%fMw^ctf>gUml+wrq#?N<wov0ibSn3VZ5~jk_xf4Ll
zwjelN-xr=q+laetT>&*>I1usn9SFaa09LQ>0Fo2t!h@G7WH@yc*tF#yNIau}3F|(B
zh05fLXXD3!<-e0jebwrrY}@BZ-pe7A_NrBtJKE5kAKP*l_r6CPnNz4Oy}ii`z6E;E
z+1&``r<kYm25u9$%(eFXkSnWbtbEGpx2p;oADm4`9eTxk-EYQa`Q&g%@6J|^*Q&|d
zj#$eZl=Wb%?Wn0NtA)7X(>&Q43B#Cy@rkUJb1m7v+A~0l%j3A*5RPuKrX!tY;tx7C
z%ux<%%F}s!`twcdB=DnJMe)sz1C_pQw0YUR5Kd?8NLH%QU^NrBDbMt7#cI?}rFNF=
zU~ZaXYFo8MT=JcHl)<89id)GmsHDVKQjdYR8Iv(rnJcHfDDRD(nJ~XS?!#;3NZsn`
zNr%t;NR=I$PX*5(!nC{;K*c6E*?r%4pGSnNjJf}yC!?+J##$sevDJGHP<%eECzTw2
z!i+o@%ho?IPLUZfkQtm^kGkof%gh+M)x%0}7PC93ITf)shB@2OsZF%xNySs~OM&6<
z{cD~I1c!-jQ#lC!VN9y<#`*4FX#Ey2CTahah|OQ=D%L(Yeoi%PcKHdMwO@jI=e$6s
zd8PCKeF=Cw3&Kb9H^R~kdvNiOB5<>6U0FRx3Fs733bNaW$bvFM;A7MGsOpoGu<pL`
zaNoEFvLfO58pCzqUECY+X!tqujt5$9{Z;mD@Mn-6?m@z$z-VE`N!4HoVdHKvrvD<i
zD!L(kra%Ih3Ta!~mw>o__Vl`WA@m=qOQB`18OWNw7CI#L0Xcy?NF88mU|+E=(L!_Y
z`C|B=wqoml3&j3kVN!|DNz|fTZ3Iiywp{B8mT3KQwG%AS2IWeA2_f33TpJ6PsC~IM
z5iHTB<@!H?*Oo%QmSV#jO&l2zI9d22@yMWI6NiuWYY=279wNgI@kfc@N(drx`xgTt
zOnhPDvl3sI_`HNLBBT@fKLxf<VlAkxpyYod{|C8ta=qjl9R+Ppy1QV%`i71A5Fi};
zU$Lk{xo@soEkEB^Q-Iaa_oKsNBmd<WSo>4}LB+S3R0zw#VS2fZEVpV*s#u2#I12Yh
zW#a|bRPaeinD`{BG&V${?vudsI#tJn%l)7B2PXMMB|ZrW|Jf%YAoOSRNh$}Kqyzj<
zOsa;E$3jrjQHYQ@5fUd#ItBrXBFH4iMc^m|RX=PKD}qK67KP*`olgX%Vx1(NbV3p*
zVbTGK6+0h^6Ztb>C26G0Pa$Fls02ikw*MX?p0+aZ*vGTo``(_8%9r?$2RfbxqiV=C
zx-P_VyEL$FU^V%IizV{dH=Xc+ek@LUx*vxw>kju`_>7KQB%^A9@8os*MBxv6df>^s
z2gv&u$gsn-G}JzJ8rpQ^Anq||9UgyV4@?sF0K#)lK-9(=?Ql+kZTdU~=L|o=%SKb=
zn*J-$u3bZLit#+$WpFB5I%hn#pV<&oUJvBWo?w)3T#Qn$j)bXC_QA3yO_8qk8`NcT
zGVYk$3K|@I53AJb2W_Vv2YH*ugTj4JLE3q1l+{89@2Ir}+w`h|W;f{tZ^c~21Gj8O
z%WrJQjiR3-iy^zvh`#mV;*PVy?#^>?{jGb^)EC{+d#laz8ek2&9sB|8V+&B$8C|gI
z-Yc|NauiaE)=;xyH*lnPOQ<}Z3UlADf*#>(P}A8Lp#FtY_@vcv>~Jg^L?~;6$Z@I2
z_<kX3H;WP*|3|G!{oD2j9>BiXs+8sUS@NCc_M$ts2;~l6e8P{}63@MTy-n)<ri5Pi
zGMRUsGm)#m*@&OKES%S0TaViiTF4LSJ&SJ9z=oT{Hl^RX#nQ&tJMvyFin&crcewbS
z17+0{nzFWaR`UiUV%+a-SjIeF*pssge8)F<(v}$zF^#pnJ&#Vh&MW8poa0=3&g122
z2SBHh*7V6eJC$#3Q|PI;>hkv8>hmMhGx_RKTV)}Vl~mBFGhFJ9JUZ;fZZ6s?L3zT}
zgOw~j0W_0sxJAi!${G!p@dMWHp`sU=Fg5pf@whd>of#DC%5d!`?aqD^ChWDemTekt
zC9Se!tb3uy2+G_oo8pgId7NEn!XyvqOs(sHJ(_eeX68qaVQX<?7_CvSSc}#J8B?z?
z*0@uVqAa2@wQXj9rs%N~V|-zv2ipBcTBYR@_ru0c%+=BcO#a>hR8%nVSZ!rXT}fn^
z2aDc#)G|NHTpY$x7Y}N%HlM>3_pZ;Vcv^lb&^X|Gj9L|Sify8Tj`PG=<<OB_4S6+u
zcmA~8zxoP33g`W|HbN?|qhd28p}cA%B*CgSKoYF4pngBvSNnI*C*GDyA>{xZn?4eo
z`1-<GQzXcz(LiJ(HK7NlNx++EXJmDC9kL2Z1Q)J^fNMiK${Jr1Af<OW*s?fZHa<rJ
z=SUmC9>)w|h>0_d*xFEbew74dbeDq&hXzn%RiV&A0;CMwL@W_-!{!lK>ahPyOd^4&
zbO*wYvyQ<;?|2Z%9|qm0*utoXA7FI5LohRHJcyfVPOlR_chiy$1f5PFRn@W7NEckO
z4F$zJo`Grh-AEc;-AM}Ta$CUXU_E-nxN9WsXBP3Ud<$w0m@C|4wTmZRhN$Rqk?up3
zcw<C$%9X$(qE*Y4KqR7MVHZ)oa@7|sQG;?d6f9BVp%FDMSK{drtx>MTD<o=KuEet=
zTC-e<cPT<I;;9l(lqi8<M87xGbQI1(w6YbaWH=z|TCQJh2Q1!@zkr}*_#*d!v^i;K
z(zc{cNjs8uBW*?6hqQ^<4x$(QZ$VJf#f3V^b+#m7B0{*epl*VC2r3nn78DAK1@#oP
zouC~A?IdXD@-p5+m~@aHf>vw;EQI?C+E38_s>*-jKjMA)OK3WPz&oP&ThP>2jki1=
zQUME9`2}dIvgIpHE9y~SX)1U`gdY_>q6&Vr+#@1ophP&wsV~={s!x5}U*X<BA%nQ>
zFY$=}+e%a75efCE^P<0sM^rgvB^`zg1hoa#6qF1?q+?hJDh_JIk~ld|gmf&@X-J%O
zE@DX@v9po5m?i{O$A~3D(n&`Yg>+1D;3NYk>7452#cNQnPYjbmm4u0qjxClG(^Ln3
z#y?_*sRYXY7>}?rKs&&*-Bu4z$K^M1QAVDp!9clO@+=g`ZXAoNK3gCkG5?8t-LwSU
zzr`G!bWDyzmK4Cfb$N6wGYRR=(3TsGwZu7X*2$Z%z9F~lLgA*PB2as~8@ScxBy{ui
zEj+d)5H89;2Tlxc1mpHjK?`~oAjyU`;B1IByx2n%?;Tf$TbC@tE87|(o8&!Mf8|ZN
zzG5S8*2o&)s2YHFS++u}^3TF&_F-_PjU1dzUxuBW5>UANDg;`_L+umqq3xPHXwkX~
z8h1$(T3IZIxqD~g6~ju<Qpdq)zfK|AnAICC_f5y62YA61>|D5Jj0V<8-vRgt1x}nS
ze8flc8L`dXgw1`mvFoI@IQm2i>aBennYV}lt8#Xtq{~NP+@<cY!_vVpFkmi7%Qi-u
z+cmIJSUl>rL;=0VYQV?lGht%4)gVF_g7BmrV0B6zkX-x%?!T}U8IIivHtLsxg$|uz
zeE*YR;i63yPs9&mL0gC?{7*lG(~Er`^--3c5yW>q9Z0wLOy>?ITJvKX4&mOc@sTz0
z?n-a7HQ-$ebh&zMAM=yz9^v&qHsaO~-^ULwTtx$eOir)IT+q<poQ@cHitiM<oZD!9
zNcm>s0Jd88CD!KneqR5I0b9-1Q(4;h6gRj-N4EOQ1g8J&DAsaCQyCXv4_rEZ=C;`v
z&@Mr}gpX1vLHn=^%Au2!>72rJ?v{_7@3AF;cYNfh>|!{aiwM~zyTj~N7PfE1O5*gX
zom0Cp*WdT$tB$s3UnDi6sww;wH>&7UiASGF-9{;y8Vz{na{OSbbDJSd=#csDvd%T7
zty8y1hvs#o9*v$yO>btwv?wW{VtV@SesFy;tC4a%->z#Twq~p^!}u_)@%~qecT@AF
z5|3OaAnKzc)%X>YusVZ^usWic(daIdzfq5hxc!mU^lhkEIBYK!7Brse*h)vdIltBi
zZV2T1`$cRE6@U#FW0eC~auwvI@wWq5(E$_cZdUHOISJvvbrq@FIl2pVtH7+7_D@=|
z*((L8y>QI_>e#p_6V5UcmTXOUhpIo$rU%DK!0YG`c<1m%cq82noIg|qu0|b|H5a_F
zPW{cnmh52J<ZKDNt7w9B2GoP*CZ&+Oq$#`MD*>xdFNEfq(}h-03DByuoCLt@29v>7
z`=eh{zx;*su9m<mBRnBp+Yv@BbAu}qI?$JTN?`KVdoXiWXE2nhOK)2%p-&IWhjmYv
zftbGSz@>{Hz!cdm^?E?S2}|(N_Iv%3tbVG0DJ-`7w*Y9bxx(|HR*SlyMEswh6@U_7
zlPK{Yi4wn(==TPmm2sS30Zy^O{{mo=;f1vC-wrUv?k&_^!F38@S23MfA>LBZe+y&^
z`Beb(PxVxQP4)DDDlE49UjoQpAmj^p`zC-C05pW<$K%Vb00>E$Z+-g|*$U~x4<1+m
zo1&*d@)A!&Jde7k@jr2!s`Cinj8R#)FXyeON6piySS9+Cc^Z`iMDoCs4l4pg3n5$?
zKqP|@5z&&4LX_ku941lqfl7#~gbY?h2>2s;)P>|Hos9rI5*F(uVFN+QF_K1p(Gk-~
zJ?bD+h*q4Jg#U37ANWcD;P>^UDg%DKJlpx(c{)zsk5Be{=V{ROrd*N~ffuYY!c}LT
zl`r5u<gwQlU_TQFoV4mCp6lEW?(tTjW3KL~YRp}E9efghnAQnT*4`xV&p*UXhA%<w
za=YXBG1{<^wJi>MP#Z34G6llU10d{P8*LBHhpjeigW~56;rV4%<eI%A(XLURc=7%e
z++}zmT8ca2#y2A{<q$1z_EHb7=)4Qp{2+m=O2)w_u`RKy>sD0ky$$LlnnCM=Vvu(_
z1{^P33qN+<hemZzz&os7VVk<mQ1HnS@Rpt@9@x7OEg#0>M(N#<h1n1^qOC7Xo--Bf
z&M3k4YmGzGG`pa8#rNekI+&o_0R_;+tP5-qQ6HU{Q5Q)+9)%wDd8iR@1CH!fLZ!ui
zRJg4eEzX;dnvNZgLTb+e;ioh}q<3RDzsfrpxNs57<$9s&&;IMX96tuwxwR4>t^X9*
z`LWMT+RL`+8t@(MJJW4PZ{-el*v|*0CUUQR^`z9^9`qWg1H6mo4bJ9+2|sD2F|RkO
z9=C2_2YzsSZF*6Yrks)U0s5s|H`;J~RleiNhunrw1C+0DUA9`M9;{7>KCj=)jnzGL
zQh6u;I9F%yC*JP7H{&;zVJ*As(gTil1fd74WrcTixXHtIfcBq8)5n|U(nF7Y<QxYc
z;~VW9#|OrA=8Z@A%EId;bKw()$ZjoZtvqPBj+NA<&#rjJe*|8E8D6#3e@7RaOn_
z!}s5;;jwSz9jR`x6Sbj6g0zq8C(5DVlH!WiLB(n+fmwRKwp6F-U3W#)Gs^64KZ-47
z6*nUtDes)&Ovc`s9)&L#Fi}lDu(iyB8BGVk)=f-j4Fdxh{Sk{4j|?VK+l-egR<385
z_{=%fJf)Fh>Yd}vu4C3zRJzn7UAdaN+%=22PuKLY2;9$H80$)1DD+}&CZsFw9P}1%
z+OGxp{J!HjDz=CU_C<)X%3&Y57Bc+*FxV%YtA*$<3E@_Pwh`1_P)bmlpg>S0s9eyt
zf>!zg7qxnPgnVT9Cm_UEO#j)ecsnYEgMK*r)d+0pZwY6v-h;YyUXP3uhtNZX&zHUm
zl%P7c(~<d{hoIzEb#VFE16j*p3Fv5L4>m`Rl1*PDfioSlVL<e97;ID>&g-l#D|;;g
z>4mwlmQk?KDk=e5JNl6TcoEElD@h~3k|73PjtG9BJf{Y|yCesEp5y_Y7W4#NPh5i$
zRffT&grji6rqLk&qdC2{>mJa0`7O{PVl0TBnhi=~rh_TtH;8o*OB=rNhjj*C5<Z){
zf!?sYNd4H)6c+Esw_u{*T;bVKyI9gih>Bj+uLctZm;HzEl>ZW36t3mp<tNE7McV#{
z!AId-|7(6yD64{wf>lkC6^9`q-c!)tg7y`(pP2r$S+QgMC9L!VA>}af8@wchYP{q(
zV5L}A$X3Bwl69M3VC5G-N40KK@N-Ds3SP3@&k@TLTd{6a;3ZXg58fGpJ%!;+s9Y5n
z20t;s>ccMTeh#TyeZA&S?&nkvH~l1E!_B|qBgsHUgjn)h66sh3CK7&<q!Ab>@{{D4
zC}KHsoTUF5DiR1v(!@GQ9+E~ZNh3<)#FDp;SdS2_5ON(Pzo-=lex`ufK`Mcv<X(I)
z5l>wi81?gPS5wo|Q2=s<7E3%0<b`rc8!a4@bPQKDUMe3k?5KQQuQu5CSqe^?%;MRt
z#zKA}L`P3vMO9KWaK_R!c}??K^5%U$$Sr$J#P)+uqjp~UINqxWHnf_IM{68{3s-qS
zP{jj6%eE-y=4$vk=QSt}FofrBhT@b5Q=sBhCU$Cl4WC*ZiS@3WlIy2;z%N%U##KyK
z3Da<O(TaprSe9J?SKRH1T}p#c@xYN#yM-pSsX7sCkLU)D<x$XLtQ?Jfunk(Kzk=KR
zgK><!Av_xX8hRbM2Af<Qk1ifKg~B#G!f`w2;A)&P*1i!3_~>moakMUuERI6EM^wXy
zuqm1sHx5NFIf{DLYK&@iya!gfo1lfPA@m+K8_u5*4g*T<LE7=psBnQRTHJO$YML2{
zLiAdJc{ksH@GwKLI&C0WENcSy4KG86Zo9#TqPAe+gbgsxA^|Kk%@c3N51MA{Ua@`d
ze+p84*s=}ovaGRYe23ZRY5CGe+yR|We2}>*_p0g|ncd<+bat~G-nsos&U*V9ev(x-
zU+vsmZf)B%-k;x0Q{h%zHJ`P>PO}a@&nS-XXl=%=f7(O&qE;-cd&ix%X)%e{JCW)B
zzGXi1FnJ(1VAx)^`T)pU`qX3wIMkOZ^wxpq`}S~K7i7`R`?jOkt_}j8w_7WRT&_iL
zIdPY7_&SOYcxB8x9R93C3sbpyLvP7$O#7rf-1#~y(Hg*4={TCbTr`HNYHqB!x*?v5
zud!d+dajJwq~)zhu^vjrxlC1T)tu;VK6r?<RlU{H!O!xk`(~G@$#Fr9t7$K4*2ou3
z_eWVwWY;3LW*)_8#9_9sTYJ{HQ7^@-Df6k%6IV0C`zI+@z}ZY(&JrrjKT$C`E0@`I
zw}^^tuz}Us_DT^~t34HZ@jBCPTv^3a@JmgfC4lMg7O^E%;4@N;RSrJMHISFVcL$%u
z!xGNpr0!`6aYAAcPxRjgq2=|dHX%~4^Pdch&0Q(D6eegmY{PmVTfmu8h&l~=g^Z|0
z^sxC7@Nz^5yw*trURsq8&K*bumrQrbJfbC_L!L9(TxKQ<WkcZg87+{eO(v`<pAL5$
zM9SXG6u{-oVrV*drqF^a0h+G^E5ci*k-3T$0_Ub2ggV_rAbl$xMutCw%i@O7Hy=Tm
zcylz|Q0EPZ&s$2bxhQarA$?(;I=Uco`F?PwYc!Z_a*R|00%{n5H_2BjD*T57Vrzd3
zJo?NPo&&Y(6MY}ir}^2zqlIwoL~Y8|R<K0tm1}*$616MW27)Epuv{AnmMB>}Nz}ev
zn+TR@({im0ERyK~M4gF>4gD9~A{j<V+kSU&NV+$<CSpYq;;w@JulPk$hfubgpkDz+
zvF?AuitYWE;Lityl!L2pfIqVHEQIC9%fX+RpIDsw^%_f6n#d`Z`wt{d^dCrA-G2}{
zMY8j(s;sbK58BtFg=!~Tf1!SL@b}+1MXdo9T;fmWKU5Cx$OHcGa)|`Y5wQ@IbPjbc
zk$^igD3Nqg$e<(&0cq+&@{-O)ECG0=98nTi*UGp=F^`b_pBM1~uLQi2w*I?CJY{8|
z&BwFt!EK(74%6}R^G7@lT5iRkcY5Oau`#&H^11Q_87t(m2lwH=XI|hWucLStJq~ik
z_0iFOcaY9@S9u-hJNSeBYCOpc%lj*K;>LrjqPFLD;`pZLU;}GEJkoM9TxfhA9G^D_
zF4&Gy-i02prFJSjbGt6MVAxo$*<}jaWicNw4zk2uX6U1(Iva4~4&$)LyEu8X52k3l
zw?A4wZVOz=#KOnVuVR<f{it}%S*W9b3tE{L!uJn5ppje%-qC0owk}Oa!IOK!n-Q~d
z!`nR8el`PL96Sv1iQCW!S0|X13&8GA3S4jc41qcHMeim(mfKCOiR=emM?L{|sAj8F
zuu5_eC8n*0ZoNN14O>fa)FvLXqd%a+VfRpSNh)f3eL0%@&IHW6cM3!{dkv#?x5I!#
zjbZMEIjDMfBsTUB0%dN0<CM@RjuT}YFE!`e|M7-K#~itR1sD0ziH*1ydm2g|qqOPt
z$ws`>e44Ww@5)b1>&#bk_2br{NZ!BAblRav$<5dn4fHQor#%l0<~syU;?|w%sC@b)
zht&;BV6E?b;Pu)bWOZ9kR9<;ObAG2*vc_dSn7%GYSc?O%=md&WCd`_}HA@WOu{R6a
zu6#gW-DfJ>?4(DZo*l|Jbg#+>4AJ8qERHK>+l;xez8<n`13oIb&ph+Fxe2v>xdU@e
zV7qmas<Ic`^rph!*Jo<o9N=+&cM&tt;{e0fN#DKdqXk<-^RU8<FOYgRsZE_PbMQEA
z%252wD379{Rhfvw*-``fNlMbyl!=%c$=2-Al97~Yvvsc3W{s47iWi?IQ6C%6Vultu
zD3)CYOziFlRH&|0F>%TgX6I`u6>W%F4d+#gSR+p=Br1k!E77ZX8h$Bo_I)QZsNh+}
zM^`F`XXGl#(EZ)vnQ)HZQ$ocjwHJ;E^u@Ys+rk<9(@}eGGh}e%5*;vD;OtN)GFzXE
z%=FB`*((xoVUU#!mI^TK$$F5rFJBg&8v>`CxB$C*Z-SOF&T##*A+pcH@id<nu=;zl
zq)H_~>m#8dB;c8IcaSxnI0F>|kJqz?Xk}j*w{<cY)m~V$I4d2ty%r3&&A$!LeX<7e
zBmL<$!}rjq!Xd0x<OIU^4*^9@Gr{D+#M7@3Fx(~xyr9ojB>ckxv2niz*M3h4{d=~(
z`8_4{pTKK>I;Z%c|0R6;>nWkO0;g8}Yxwr(Jy-wR*DEXF+ZRvc3wPIYB7tWr_@?G*
zkT{eG=Qu^6puqVpShk#Oc|+1sQRVQB?6s=yX;i?tpUl&!9LACNsXC1NS2;SNm<n!*
zoE&*46ZrKl7)Oo~A>7)ZVVr@GCYBW;9I+%XNf-6cFixyf$f6Q4pBVo~t@yxK0_VQ3
zCsi4s>*d)t*vQjSw-r8?deGCrz6$=VF%3sYGPsI!E%^v4L%z;ciu<rRILXci&+s||
zIl};S<n48&eLO{O6x<naos)&H9%&`-H}^7b<PTBX2|SM1GlzDzXK(;j3noS^htjJX
zA)p$fycMUQYuQwAdfjt)W@|Ry8{v;z-<g0{Y>h(JGa6#OdNf|1pCUJ1J5*rIUZT9Q
zp=enT30!HO3LhW6hFyAXN5#Q!q1N&d&}#fiusvJYaOTiE_}=am8o7?aD`w}RrPkZg
z{xOkg;~+n@%pn+$I?@$so)+dIId6h1<<-z57X`Z9!VI@Nmm!z1W@rhXhH{TE7*{hu
zJ$A1|W_BaM%EO0ILd0a)rd1)7ydMXS)wluKDuJkweuI*O#vz9~pV8c_FF@Fx;~?By
z0;77$U_e?^nCGrU)pajd-05F$O6cRN3uKv8Hs8K+5)IxQ;|fAY^P{Uh<DSo)D6`gT
zL1&>=eDh=7ILqb@`HA%?UU&5@E(5gW2j#@lZu&l)ZpW7Nh1$(zDH>h)_DnTy?e59S
zCnu({x;8$n_3{k98efyGdTERD^73rX^iv(ae!wQy;*c}rTUsRBkuw!I_PWJwDSb*i
z_}!uR^xg_)_vy;l;=*amZq@k)Gt2l9g{^tR(=oExh7Gt-?_shl9a||myJ^g)=>Ak*
z1D3hE`XSIru;Ah*Y-S%^$l(2^Oro@hNfnnhHc<;EzL&P#xR^0)@RYeY(UWTL+Kvfz
zvZ0POYD+oP$d|UtyP-Jn?jT!hfHtMI7E<XK-?X`<jAX)7tyr_C0gS|F9$P2ckkON!
zV~s|2Q`~(pmf9AmR4fgC!z|c8lN!G1wjzV7&FswoNJZ`6?~z`*o4Pbck11V<JsLZD
zG3T3~qAm>4XRQx^Qe5Z4DxQ*G3h?=T$1zlF5f$u<7GsseK5{K&i2q@*PdL}_DWO5*
zCQTA{ha5aMVE82U?@RjOc^ie-M)xXkMz?FoGjJ->j}4&%4@kgs>mYc(^fo+OdRSNu
z5CTfF>&n^{NkDsH_|7^OD~n5m@M1zK{CKZE+_w4}3^9+TwbDaCTDLrC6uMS?;((UD
z;Oz;1+LII(To`@>EYT2tK>s3ent6Aq-L?UgSvG*-6Pm!xhT*X8;y`GcZw33gLJ)5q
zLT8li0hD7VXt!)T2z$N=9N&8zObUG~)<G<-f1n#Q_jd*F`Ww<4?Gx3H{Y+u8b9@UX
z`pp$wZMBOPy&%z(BHe{3`JtSsPPvjF;)zx*S6#spCEg!V;>8iwFINM>68*cjt|1;L
zQ8Lqus71N{o)TKguBjrT658pj6@^0l_mt2{<AX*DyV#B!J8b0Sk>kdGJya10N3^n)
zhN$G*uu@f~oE60T1W4GSd_|x*CA8enQNc>V&r#(s|CER5=ZLJJ>X^`vAr!8oxO__J
z#=I6HD=2PNqsn*Y_z5y4^eaDyT)*0s(4XDUsT^+lNxp`g7DAk`fW(S}7qMbo2&&S>
zL4piyB)>SoiSU!eMIq&h5C}=q)u)7#V`LyCZx``=Vp(F<(@2;MdL&)UBLr1K%8TiL
zK31OPpEtr2r;<uwD7hEkOT<%G21fln+d6r8I@}nHkB&I(X<(j?KY8omsCm1v&cS-}
z1>rm7v6~m*-s_j(Meh`NTK`8-*;5-GSvCx5-B!x$)CKtcm0t3$_ov}SmmzLAbT(>h
zFdWC-OM>+qT*Jc$Y=8;xoFSEV8v<QB6w~S={1|Ts|KKiz64z;RO>`3N+!u-$*UrOT
z;^cBTG7C*NP{P~mH{<ZIVw9U0fR?sShL4wThAZY+VHZOwDqe5~YDG4OmSbJOj)5uQ
z@V0HxB5ofV6WtD4T-*z{rpxgT$7k4jOCJ<$R0?mDwZ;PiTcc(1LvW*$Ua0QtYk0ha
ziClZ&9pwM?I><kJ3#Lx{f9$;nT-40kKD=}k>?jB#*gz2}b~d}2vTMTzDn$`Q6zpQb
z-VjlgCZd7@DkAoRUD#w3Y*?_MVn@Z^1$);ovl0&a%JZJ{KkB3J_uRkV#neo~WM*<-
zdrzqkEB7-&%bev{Izk|&mEus18Z<~*V1{Bxgu$q@5VniF00-4i2P<|oMJH<eqeWV#
zsH@x_`Cgg=!j|m=;Ukm5%BAbU;+a?A-pCfnc)vYZW7hyIi1CL}^E-h!#U1fw{37e)
zkDL<v=xB(1&9Vx7`)P?ZZF`;DtMKNB&br4vv%e=ZUEPXacHWJ5sG7)`7u)fpSM}fx
zt4-uqHf_T9YkY{d-G7^#U@-?&P*XGtYt474aE4ozk)(dSV*+cy&SL9!3*;-beJ$0m
z?ae$$$>6+oDzjDkAg0&zIjjY>gN`1fr(V$IHrG@h!J}E{fTFJlefg%3eBHdebl!-$
zd;>M)gQN@jCZB0_^Qx`5(Dwc01&z(r>QOn&r>Iz7cU&v>V6_HR*tXM5t+eLS{O&86
zzPVQz)v9S(OP)_)`d;Y5HVF@u;rnXpe6`im<F6bjcFa)e@oIKV`0FHDMZ12|kC`>3
zsk`<vw-OyxpM$5ewViC(%Fc6CMcFyjhbnuS{_(q1&CPc(6IR7i(;cg;Mu$RX_r828
zqW%$9617Yfan^;J@zjaI?QfN~f<KCc{>-Tl8uB?$te5i1CwT_)G5G1^lW2Lueg6MG
zC3NPKtytHPgA;FWMc8gUswn$F4>c2PgJw!p<w7G=Woc!Qe-VOnpXbZFqzmM-nsD@m
zZa4X&YuPY(N>k`&cmY~C<iRxW6xu)`0n2OKL*q(a#cv(ZnHEs$U%x*|^b;2z3Z4jM
zd#b~ze)Yky$xA@5aj6hqDTG^^7r?x0wLom=Oge1}r1M*N!<u@=U{=dwkgGQjjJ4TB
zt_K7A-vdP#?-Kv-AY$YG9(nv{O6WgRLS;fD{mXq#h4gME!;+ie|GzXP)cSwg6hUYS
z8T@9SQq14c*aAzpnJLj9NPba&ApWxY0|`UP7n>sS{|}pD$vKXiw6<UFOZ)^xe<-yj
z{$~0^`Q+}~DWU(4Em52jN=TGQ=E%2J42ymtN+aYOEXrTm5=lN%27zcxBz{t!XiFp{
zj--hMk)#p)79x(^<&d|ZsTY+;+IlLLw^Nl(vyJf)`&6Z|@gn>&`5>MXb`0zFT&oDG
z^-Qt4QU>;j^T+XL67aY&=8#Q(jgHt%Kss6(ipt^ra7H5=d=0%<^qJfbHyq3$<?@9%
z<|u~s?55!X;nr||@ClH+wmO`*y*b+cVKj7ha{#9vI>A$O<MH058MyUTOPoARiY!kK
z#1+P>anjs6f(0=N$83y5+jdq%iI#ydxxzH~q{Rm8bkGN#T`v4oTxYCs0GAznn==Lt
zskt5}FHS&9ss^G1=^1FfX(U=QA{q}}u^A?LPKPTyy29jE@#v9xEp(;HdE9<VSA}F>
zOO#l{8Ev0vjj@F;;9l-Ts}Jl3DZO{27_XzS)rJBn8Ege|r|g7GFEvVVZH;naC~7+7
zGMaHZ2ZTj-0kgLx!8v_e!JrFM;11y^jw-|ImA>C!WI6m{Q$l^%hf5^#)duzWcBgyM
zvc43@f4adB`OtwYeqbXrIZ%;K=@-B^>)w~EopFpG-ALGxb3}74)!v@>OT%<j?_AEP
z#vA(Ko=LR+-ot$RUNg9~CDqgq7y7dXeXQ8J+L$-o?#&vw?oprpJeaFG#e=Ws^_jJh
znKPc79?@<OR)gt9W8}H&YFzNHJb-IB)BCf=a*~*F^f0y-U;kx3AGp?vH_q%UkJD0f
z(<iT&U$Q)*-qUhC^D)wx+P-fmb2V-fkUaF~qC#xgiwXO9!JaMMsk=y~m(_(zTNNVf
zHC2yl;!#(1IVVoF{K73J!C<KjSAIjC4eLu)s##3!wh5P>^1r|=PEt@S9=k|u&0fQV
zO*ze)baGUEav8>&T?k+dy!_cpPeZ8qTX~FWc7$q?%?c*6(+et~@fFod1<UL@w33Rr
zp_Zo3m`h!5X2aaYRi*Y;b(srvC+gzh2(~UgO?8#CEo~)#6lwGMi6f|3BO3A+DTc}?
zZ{%6Xp#Iazn{W@!gi*o$$8uP{<uFw0hPC$Ig%bxtL@&k2@Wx1bxG-_F__;r-G|?1Q
z+N=U+F8G79UU~8!`2x9{7z8%#F_$mxnGMIkGJ$@#_rcK}-C*eI>9o;a30RhA1}mfw
z5Ncf`KxgPw;sK96ox!<ROF=^O()D>z*yM~pFrX@Ub159!#$E-zLL_kNmP|OefdsD1
zy9ef57}9Bap+MFu9kiPr0%mSZ0f#ny2BS}WDZJz_U17BZ*7__3uk*&!>jSrbmG~P4
z#Ln?O^5-+-%Wn<h<BGbEs56o7Lhz5}@ZVb>_|-&Hq25}QprzpcJLfHuVT#l}sc)ha
z6KgEdhm8dg{Z!OdiS9}aAfok@SWN2*uoh5XKtlmG0vZdj6JSrs8xg_(kLB=7ReTmZ
z#$QfI{eRv}h7dRrP^fm%U%Hu0iJtSta_G8;q>G!$h<c8A4ROh4G8*z&&LJ0KUMyM;
z%j!9#>@t?a-(AlspIrI~HAx!1xOeHlLoUgnCRz?j2O=Gd#EG3t9PETBjgT}V-?JQ&
zctSWyXC(Q=Yl%z3B1o7FoTTH5c?55%kmnHNiThiM*g?u6pX6QqED>*A9trhPDwlRq
zHcfKGhu%C<8hvbvKio6NvuAb3x({hZ;F}JL^iM5tuZgiZe&ZQDHYyG>7e=GQhdLwe
zx&v@p)@FrC@+d{KMFEOBgLQF(Ay1G}Is?aSXb-KOH{kwT!eH#Zk<ewf1kz1!pm~Qg
z;rn-;;fd9?z&XEzII(JTs7l;`9WCDAQ|oTy3RM><jNEA4%yJ99ft=CS<HJ#c{wVm^
zelJY!D929IUC`N0YoK;<3N$Z-U{}NhkdxOHS{w{P!&6P5MPMDcrGpwr1{=Vm)i=N{
zHH%@B+JWfufmJAMY*!o;WQ7f9N5Q1YlhDJkSvaoCM?9xzC}JJ$&~jsE+<cWYo?Em8
zx%EAbs?i1@rT$73t!xjYnpcI2m;J#TSpz5?GXx!98HN`2DMnor_afiDkznS`wIICT
z0<bde6Igur0nD~GM#gcKLHer*u;9#g80j$$%s(O#U&bG2IrLy3)Osmj74ejB*LWu_
zU44M#4m$8d#!uvmR?L)}cwM5`+STCg6WVcR<1g}~)@JbfS3|fJ7NdDT^ILQaNk7hD
zX>U1ba#vVXw1scCY6G`2WvBXnSRkwarU7fYyDe|n%!bu}o}$iIJ>z<z&TQp_D;Rg?
zHfz4UwLGJt6=?h{go`+Ikxt)Ni{3QKh>O}10<<c0lc(-z&t2&6!*?@Z#y5VhQrnE_
z#Z4W3R(`?2U%h8j0`qa|SZbU5R_01^U$uq4j5pfdl9DWKtGZ+uL`8%@mNob5#td`L
zpqdC9x9(ZzqO!Wtl+p>xm$lJq#1syaQ1U))sE9ttWc31;Q)X*hGTAfdFrSzTF8*8V
zu{B&0nH}T3*-ERERS!qDpx({bXZqFgSJ_Q;WkND1QIq?HsYcE2#q8GaMn&|tq7H3N
zR6VJ-Pr5lXoYlQ#S=t)@C^GtUXWMINXp~qp<<roA)-9IkUO&<itG(RqWjye-I+f99
z`?YYw^Hd}|>WU1OCeS162@^{nPK2kPe1vCPZ33rP$AL3jyUV>pC7^xF(_n+bM4nn8
zfoGP5!PlO3;o+naFn_B*UFD`gHw{ie17)80^#eNY#C#$F4~~ul>wJkeUMg_76Ag7<
zMZ;w)dqMk&DKH>_gD>5B!E5oO;HurT!BCe>`sn3QI{&o<R=*enX70EOa&#Jl(Qnt6
z79x1SnOhG5_efbb?(g)Awf;R?`Omt=f7UHZg~llpKsp8#fCZ4o+g?CN0j>f_8|o&&
zt?Y0hgnJ0koSRrS{_paO4gD`^;$N>@bSp#uV!!wa?IV<}>`@k)ZDNFf9a#(U!XTpA
zbF@U$AbE+VL0pZ$jHV$@FvU4v(qMK;+1wXbbDwgKvM8%*i1hP!(=^JbgWs-Ow2=JI
ziKK+Ck$92Ti7ugC1VlvICc0ugNh36l2%&?7MwS(lpZr!s@)Jr&!sNFZ5+<|k#kBHl
zjY1ZUko<&F{uUxO_;P69&();LBYYl8W!HPkrsGEAoc)Z_=t&p+!KEP%pA(ODC-+c9
z`3Of@%=E)O2j$`T*)lwO-CoEvsDTc9>_J-cOA52sO8kC$0G`#cx5CSBKCVBu6;hlY
ziDROMKr3kw?pLrE#`gON+jgD-<?q&@?fsfU$DP9d0j)FOiID~hZHGf>x8erg59^}B
zx7Bfl>5k}KBVC2<t2``U{uw4r+J>vF`V5nF7sJQGuA)wD=AyIQLa4KBKdfE9HQ3!+
z4i55F(4@qU@LV?wVTz~~t{ZR-O&O<vHyY{SHP&~~;I}-Q+tCm?2h>E*)>^`u9@=Pr
z=Z?r@$7Dt2lQcRai@|ja^^v~MEohvu8Cv(<g$`J`pw{klVas~y;PXi%a7=$9R4w0t
z7JsxrM@PRvP4_%TGY(3@%=N<A(D4db<-`Hxu__U2jdp~K7ndF${)>p+k2}i3i@mqO
zRGy|+k5^88NVk2^i&M|7$PX@F!98)4%4@V7Mz3DbmT!7-C}&EA@}rtO=k?v@bIU8Z
z^1h3Na|OLyaQf~=a``<wI&XrCS3Y~frOutho$%9Ehs-$2S`KZ`8?2oqt=z+sxwpZV
z>k&z_mHRAX&9~(;Jtu_7HwR?^+XXzgar`mb_FYGM!}T~Wa*hRPt5t_i@pI?v`TOz%
z7hdO$R!o&Ilv=Pk?vS_5UC9nVb&=JcpRC^MQ^<UX3FUPp>)4f^4$@DHvQ!sp$f!9z
zmdTu}#4&4IOi{&TW>NFv-Bnu;?xVCDFtS!1GnlJaE>hG4HI<!FM`mm7Mg`8^%JlG0
zW@27uu~xz<7w_-SWX)P;vBouDt3L1bSKS=GkJ^@5nQ55zN~XJ|jcV<OMAjs6rpl}+
zmwKUN$LuoTsJX#?na>F)RiS&^P&0xLGW3|Z(*FNP5j=9d!p{(~HZ&A3S`3v>@yK(K
z&j9&skWT<vTt$ARB#WrX!l^0(stKqepr!!wOQ!gVvK0JQ0_q89AfS-|vUy1p0c1<U
z(o+gWT}X&?7X8E(!o=jzN<bR{E&?b4|JKnJCD*%`xMXUH2l4+-B36I7RL=`f%58<-
zo!bs4EJ;N!#tuloi#Z+aCIL^1qv7$#lVIM7IB;rbRdBkivD|O21hgBx2CQ%EBu~Et
zVP3tr@a5D;@Su(@%%3umu2m!fDGt@at=U^ak?{bbMkGLI9nnrT0@gWP68*%5gXY^q
zZ6|Li(>H`O--biK;H~hfM-X6jx5C5?!@&Zd#`MajsX(4&50v-%fcq*2Z0&msJaU~z
zt_P#5MQYrESM9-rgZae&JBe8P-=ln9GlX_h=3z+}ARw9z0qG6|L?a>~U4uZs1b^2W
zL}En~EosECKr}@H(hUi$OF+6LLH!bt?n%(F1f;7H*pz^DTLNN%BOqOvfLP-Q{<j@Q
zzp^BX75^7Ijgn!9)HA7DQm3ME!&vYW&5~%RM1%d0Er-H2r4~bRC=lX)=qZLmd73Gu
zg4;`gr+A;=#TD!SFDalG2rZ#q<?K8vrhm^BcOE4a5Q^mpYYa(VEKo+GlMu=%>Let-
ztWE+`zua5gc@$=U32UzR7s^<4>^Oua&o@;FGhcQ(#nD1Jf=;5@!bZ?Z#ObELt4>lr
z6(k*?tYy$b2$POYTrv<5h~HV#35bx6LWJZYormNX^Hwa06KS0g)T9xY2q~+qkn2e2
zBQEK1#1-#D{G@#1lIz5<m|uv}#EC9R|E)yq0Oe3ZQujYY#M_of3cZv{y*0|FJuUIU
zMIDt!*KgzZ^K$U4XkDyZH9`^PTBL}ccnSCLnug>33~}($#!wZkiw-^0M-snk3bW$=
z_`T}~Jgc?7!pn0jt~X^VQUu4M*zE<_Hy{oBRXz`6F3kf+PacL5Om(!~(jGdj$%VOz
zt3dvO4+`yOZfLhzBwiGu#9bqTafPsl=<R8YyHyKTG&t>nw!EK!7QScT!~Fwcvc(?w
zjCMi|+poaAMl66;+-pE>-yX2GS2ld3H5?6gS%r7G_~5!Y5>4s)2wu-|#|^g)z`DLR
z=<>b*#CMs3o~5;gGh-*B*xNmk$HhWy`cxZv&)lh~-FY!;JnT6dcf1<R>&bxR9Uo96
zoC-U6u7?q3RbkNZW?)4^7(DsO1k96+f@259!V{NX<1XDTq1N5DAaun<5N^>7&Ti8L
z1}=(#JG}Oy$}#)I%Kug5u#I@b|Mmz85B9F>5_#%u8Lv29pKjB#HOF=W{NN!$+~aC%
zsdx7((@W-9@lCB~a5bOK;)6GZ@p_wAa?7endEZJ0>4=$oxeCEYfL?L|Ee$c{mAEap
zVs=OM?UpxK{WcX?%eq5&g9cWt{s4*kct>B(-Dojeso09?7I}v?Z!(VVbjBA<c|1{m
zxNt2uLgzgIPF8fj<y<<faE1D1QaW#)9>))q6!Ny`iqsaHExCzBujS`vWA%0|Gv>p{
zcxr3W6{g^ZvAWvr48EeOf^_5kc$v=ePE=}7O4g%4L+Q<XF0A7VR4q>)!Yq8gN(Sev
zsZ)nJ>E2By)b4as)smu0RKKiIF2}qdFemg+GSfaAur+*YtKRL|!J1y_%2qO(sJff%
zM!j9=$M{y*sEVy-!_4g;LG`O(rb<QonO*gpQW17HsDqzptM0$wA>I7(466(7i!bNT
zI?wRu{#K=-gfU{xlurrCQ;;E@=)XkgCA#hpp@gD-B$QW54F&%XrG#bf;VzWjQw;yz
zu2}8mQb7+qK0=LN#e2aCRkxzntLq}Y>W}C#dcvg8oC0LftQ#`e*%;(4hy!^MP(HAZ
zKm}hN2J5OemTwX!c8-1K0DJcihqdnsyO9;Iq0I+|g5<4!Q0HB)PzxFXI#ySS2i#kn
z2-ckX>i1hHpQA+|cqN>UxOy?P-t`9bcJ_xZ?oM#m-E=r$%w(`2`~sc2OR)NVii6eK
zwg;i!{$PLY%OLo5@R!oR`~@fZPC(rWmyP>7{bH?uj{<tk5ZXkUha*j1)O3jULz+JU
z(Rv6-S0Er-7{T8~0g2W~Kz`gOAle|o-$eocQ|d>C7gE2ZPDwrfFzP3EaiPpo3Mlx0
zDD^9I5AwUp{~@a%g#UA8VOgsm2>n9Gglzws99nAi`=V)(JVetF^On^##5m%XP7W>E
ztrSCn;wc3xDYzsZw=Hpn$)O}%R?`rze!rWhQ9jip4ZbYZBj3_*sU8`4ECdjji0G1z
zLMR>SC?t;jCPJtl@sl)B$UsGeq<?GmBk_dBk-<y6j$A8JI}%4g=pS*71(5Wwz7XZa
z3DJL#h$DMB6z}J1Qsogm52ZpaY!Krl#|H)p(>(K=;dg~Ia9I3Otg~T*B9LvMNI%*U
zySqNX@l-`Tq6omOjOFOiqBHQbwl+>X@myijYXiQDA{Bkc=3?u}IHb@TjAPseK+9ga
zxUZ6jF+JbI*0SnQ-oOrRyFM8<OUeN!=K8_heh+YB<07c?cg2p?<MAo$irBCzhm)Fa
zR5%_xitSSL(UvB!Q2fKDaLIE+__)ep?8tUPXAggXI`zDu>6}!s+wTL|f7csLYA_3)
zrElQK=sWO8b|mZ~9{?NAYL1Ok8ly@V*Wj2gudu<ICU9w^P3S@8YUql2McnSF8`kNc
zrKtSE2kV|bhD;mYLtR%(QROY$K=QO)G_OTB*gWVy`1GkOIM&}2X1yMZj=gq7@iPNZ
z*L%&8@A`uvG^GH{UVR!?ZRw3XYK?$efyd#ZsQ0CB`WLM^{9y;!_hfJ1ZX#b{G=*2#
z?4VoC>BlkE7V?8`GTg(1LGsEnQ#vhg5pOpzi!;ft%?CTY<@KyTb19P9eBX%Aw1dqt
zPOo!kdD|n?=;M`d^NIyGxaA@K>YL7ES-o?Zt#f(>ufIHm)i<7}K4vza>)vNKTWL;x
z*1WL`<JPgieEp>NpizhM-0TN;=(LoT^xETHxVgJ}fmX3K=%vg1@>ciG@dHNc^A)2S
z$rB#6;KmnUljl#=SM@fHW!}fHqB3U5m;%KR?w(dv+1iDX(zmC5Rc8ybs9ATcWR6{F
z#;@W$YH)NHYS+a6s(Oc8NI%YOCu=dXB~$R3rKDpcDD~y~vPS)7RR4{A8TW~onW&eL
zwemQjdK=-zn$G^nNT#%8D>=?l6*{I-+Z0Ds^@h%1My0i-#xuF9kp+FFkDafx6{|g>
z_MNh0=GW~|+6w+CD<82+{b&(uLPO_b#ZdWljywYy*8eCvC+b<ED?ER90UB$c825L$
zVs)2G<9gz;T@BH*VKH!g##YoKp)S%n(t{q`Kmr~eSqBfdJqV8uSO-oncLFEwACwPy
zApy#5Ex}sDP4cbHv*A(oYFK=75#*L$fG4?*wB^ZAkhHS_)Y@S${P!9GI@gKOK?3fW
zjsa_JR9|Ah{DuArRiTz}n$Xf+b6^vXY0zhH0(?CDDNw;UxX3#Q#5-rxsdP4gQy{>b
zH-hOl1HoRS!DY)Je%Pj=5{`T~=G*vR9Tsc*d-Uy3-w5XKrf>f#Z6m`7(F*@4+V<@b
zAw0jEfWLi17_njhrG@T)JsXfvBMn^=EN&Wi&KFnXFWCk3TMM0Ll4gniK<FLOA2j)e
z^>$_T2bfw?=8-R!H<(?fZ2x~*=*sQ_O3L|Gf4~QWf^b2L7Qc)BP(Do~4ZJK(vk=1H
z(lkPuNIdzT5)oYzC(<zzM<80{#CRd9G(VwfW#h#((z!^yXvO=UMUJGC@<|?2&bLC+
zzb*UQJU=}wHt=%j+0WFA$|Gkzm5Q+olueE9;QjKRN~44I@w?X6cxH+X*1<lCD2Ky}
zXrF1=4eiA7HQVFiX0u`Drxxf?b3gd8Q$K~-m5%tmBo5E2{8{1UI0;)V%|>{|F&xvp
z6|57`826bz9!BSlfvpUAD0{vRZA<M5?c;jE!wLPs>0=UwcEibNSI#KBZ^v77y}2K*
z5aNK|_DsWFg9a-aoV|uNduE~q1xMfm@2)WEZfEQ`p#?g7X(ZG-<^xUh=Yc)O3b5~T
zC1f>03n`AQ#=F1*T(|lmH2K9-c-`?T-hApJvaR|K%?&$%ocpyz&nDl7Gk0A=v3_Ha
z#{++Cx~Mwx>g27c?e2scyM9DtFZGAV*I0q%4!6<V#;$PQW>bhfhr_^U)4_^N;Sl%K
z^XN#|`N&>RI3q9v!5K%_Lf$X~uJ;-NuTob_-|sIXWj|~q7%%qLjLq_83D!IgtxdNm
z@Z+)yR`P@Vs&EhHZ=`MnRizidoXa=aWWd#kmh&UG4d-<ix8{;7j^O)h`O)D;wK+rW
zCiIQ{p|m7G%H!)X+_JIN)Yok<vU=mLv32I$<MnGzlGbW(#oS@Ha)u*v`MOipOlSX4
zw)V=wbUWE{Fex-co)f=^8@jzEkbMZInJLXUZTH*sfbavnRkN#nz~yedP4+Bx)eU)E
zNRe88I`opti#2B66*<xGSLt$d0)p9XDQ9`FoBGV6ltom7`9{?8`PMSGG-K(5umUE$
zagb^m>(0cFcq0Rz+SG}Uk0`y0d#DVqlJxlV5N7f9*;Mk8i_!|)8ZeWq^k=K@?4o+(
zJ%lxNIK&#y8mPK4D}s764KsZTAF1Zu-_6V^Izlzv(2%h<*&|(gpQFwtk7aIoER)h&
zEOTyUG<6}m5nHFoTXoXvZfUFdqe$A%o(`ZPYV*aqDW9m3=O6?7PbX?bD-!Ob+4x1&
zkc4mx0j&hI5#S<#67auH#Vm8ZhM)=8kiq>=oQgTBVJv#$-4u?m<c6Fb4kPV(UFZ-e
z33!-bg0xQw`++@(1}A0|gX2B&<)a2mfI`&+thpX1&y-8xDB)O!UWXRKp=bT!M5P^F
z&q*L|<Jy8xk35Ci&<N16epBktjeZIit|W_%Gy<v3{pkaq!pVeAsjyD3F~DaRgrg4|
z!U)_PrnFcG;u|!kR~!nZ&n=n@t4vpe>2;z3cYMEiJzb%FDl{olgBOZ7^fu#SG5&XP
z#m4_VBKN0G#U#2S0nz;k1Y3v(zuFE*x-o%M3I0=JM}{4uFaC65S2FC7=Pb3!3I3J>
zS_^0^Kq^2cfOHHf01FW8LjQ9WUYTLXO-Sz{fcz@*e{d=$gkS7sAXKQ15~4@^nsCXE
zpTsX@)5K}wMY~*yPNJELS)!AO_A^l@LCGakD}{P4waa~H(-uv+!aE`^fvA&c;>&E-
z^1JFJ<r6>B0Z2zS6`(EP-?7gTdmQ-%hvcs+fP~4nTQp`9KS>jXghe6oWo>IDT-Fvx
z!Xn6ZA_y5Ieq#Z|mM03iznGu6zm<q1e>p^u)cwy8@wVlWK`*7EX&t5Ay+XXN+BK!o
zp8oi4)H@uyb~M(`zpMz1S)fQ?`xbYXHo*&?+`&WJS;Ne3)ltp?C-^?W5~p2kqA;=k
zsIb41r>HZgKCZhd0pZrd#wRs=p~dJb*qeC@qdQFlM?TJgvrlYCbC1r2ukS1e#|rJ>
zVZRzUv9&)`*~bc&x&oY+8I27l7b_}$Ho?twhvORoRnVrnOHo{2JWPD-03Xd5h8>%q
zMrZGyf?B&f!deA8V4bsX(a?VJ&^%-z+_0$^-1gKJN1JwrUHZ5{+fO&K*(wvbV>-k!
zt?pt2Jy*EI;3c~E{3ecTG!4(buo1D1j-zEajc{{52hY>CM_n4;M#hi2g5>J1D8gz4
zbh^J1e7rs$96LG&W_3A%j)gx#3kr9m#J&dbouds%Yxfi+25CWc1r8Zq+5yt;-2m|t
zC5-5)1Th1#Sowe4RLq|2&BlfDlsb!fboM^oyv2SlbNvlI=$wkX-^E8>L9&HTwF}@I
z7r*AJ2aV!Kws_9#JWt`0w65_!Qy$ZHr{;0G)Kj^W#{&AuqZ>SSj^k1S{nghfUskWC
zKn^L)>&1R#^`-&!f#Ywv&f7M!#xEYTwO90Ex>{{lzf@MImzkgA*0-kVMpK*9>7U<o
z5g&X(3#UzVVv{L+-7$~&fR0(bjhUai5?IZRd7UZG>$ODXvBidY_l}}6>aAriw{_yR
zl%v^!Orq-Aq*z()VM8dRXI9izy$_5*t3%9%7+VTAuFZs|-Iu<eGC}5?8p~WxN~GG%
z4Wt<1jKKy6+e_yJ?xW)RtYqfB(Prx&+@pGJ_mHi1eiLhKIZAcC$r|ca`;$!X0cw@G
zb$e#S(S?*x-R7#)bGw<3m+e)-pTel=A6*!iS<OpZ!5>8if95Y!8X{P_Ua@>4NS=WV
z^go>l3itSm1eR!M{}mA|qnT+4p&0(VT(KGcg~e|8yKMBpvjrR%o`)PFKOil5iynVW
z*d8UiBiz@Yg9lf8gX57Bkh>>GPU4lrJi(fd1Lcgb1m>*g;FA&ep{ha>JbKcJZa60t
zEOoyQ-VO2-ziU8;^(KCB^N9&qlRQ$4CoXh3<pBFu`2b}$FJS1Ad(it)7kKZs7Rc&Y
z2;-$az(SpM^os6<^x0?#EA@^6Qyjekw*{9igZM$<rn%tODD}7Tzd9_|_V<Y1KNh?H
zZq40)O6<rmLiE9(PV9txd`0R?hLQh@*oni1P_~BPiQ&J?6&v=?v)G{%B}cal`aBH%
zLb6J?RVmRQ2-za~gGj>4>JJ(smRhm~Pk7w27CTK^*)??~M2_sf`K|sSuBrQ7^oR0^
z8)@KWiJOHG{!cA-B)>?o{<n#hgrt2dq=OLxCYC`+8WBPSNg9b4i5tmB;=UE}+Hd23
zX;^IF<q$Pe*FRdsTb4)CdMfetT&3NCGdTOMu!+h#7yRZ{9-cAiIo2LDOA%GWR}n3*
ziMzEj#|w@s@ZfPNa8LXml;iOfzP;tCFgrQ|zspR)VMUG#FYS12$*(}@>|-4Lstq)s
z8HznWHic39=fM`b2~cKz5p8{W5jK@%!-Ferz$s%6cRX&0k2`qag>UR}*U;;@Lf{7U
z=ILPECA*feUM>c0%w*C0oG_T^z8gO3(-1p6xrxrcuLZT67sHyp>VrKk3&39Ev+!lE
z1sbH^2;*bgAlq7v*NiqsNiS`&PhJRG0uE!Fd>3TCJq<nU6%S`#HbOCX_9M@lov^9P
zF63Ez7LM(nkFz}5q0z;`Fjw0IBo(|xbIf)?$Nc)><MKt|_%0R9e6$NK_L_hW&*_G`
zb%_?HQ>MaMdClQ~m#5*54mPM#K)hJlzlxOoFpHfpd;O-LJZbG#9@+1uonmQj&-gSx
z$la8?S0j`<*`A{p`g!n;TMyx?wJqdF>>kPM3^C!BR(9a~yj)F(J@3cq-xx+;YfwY}
zezg^kW-j59h2tEKEOA#4@ZQf_6m8)33`Vkgwu99Bw^N*69g4RcH=XGy%V2Ap>(l6_
z6_{X}sdmro#hpyw2Bar?(V1<Ow0q@doOAd6+zGFfyldO#d<Feu^5yPBdEG%z>E-Al
zD_^mam28Mob-y@`d3(DpwK>b1xs)uS-}T$gg-@x=rY4=@Jzvz6uCkmW({jH`r5tjT
zb-N!Xb**E<%(h&rYPZ3fIlpd#jIOtyI_7en(sry)Z8q#6Ma$MxOE&gnQl&-GT@Rd?
zcW-XH6zrMDR&%e+Y#LyqdYxQ_HC|1rE{~i>ZHt^n#kU^9oGGl#)Oa$UdQ^Xns%nOU
zdivB!x^&!5>g<5+%*{$mrFi@x=4_@Zb$)(3w$2b=)v->^N?XexMc#aW^a%A;d19St
zXxsuZR6dO(PeX?GA5P<hGE3LbmFQYTH`LHJQ9lyGZ3O(=c03`khOP<jch}4b@nlXt
z`Ms{U03Y!_znd$*mU8KyFCKDBAKeMifgx|>P}3+Sl1QTI2?r$LzJD+H>Ct5*F^&eu
z7Px_<o9yJ%x(If@2A{y{qptG(t0Zvv`B%{G+GaQ?U=$3=hIHfQ0^Msl7~H)50o=yR
zg_;qzTrr=laj#EPfWtj05P$Lj2@`>Bmkg)(KTm}l#%V*R9T$LKbD>OqH#moy0DaR_
zz{oe#>08F3Kmi*9cy<6Zv8xM)HmDEow)*g;gs=b72Cnw7M$8!S^iVpz%_;Qj)ZZs0
zzLoFMLf;ue8!GdtqBcY{B?8iY2ndZKAU}N*ke}QM{;qX+L~|q{8YscH6FUDcdtfu+
zSqR8*KtO010Ws|pv?dT=$X{&HLWVC=|D?`IJ&UFdW5G|%7et#S^UsKOE7k+41M+{@
z6<{r(zJP`TYy>nGU?;#{K<WBCGJFW(<^sqwwkBaBf?uF0|Gqs?$m=FRV+Z_F!q<O=
zG*1EE0{RH(`*rH?6B6IcU(!rpk^X(}cz6i^WiKqvH>ZS7e#c&jtOdJb*{xdyjYu;w
zRM3btw6WxPcu^xNEi))62&D>>JEN8+VPY@j?gZhSk`o7o-8;pJp(wB9-q8Ye{f<VY
zxknlM;qR^yl}|@Wham&Ozhg%vorVY*>`12}9gTD-k%E$rMbbz-=}^Q^M080yNh@nd
zB<X~rlKAg|bYwA}ltVxUR<TUM`<0OA5%UxGw-m9%ltWv8jYe1=f%R45q&G^tG=%ws
z+m%L1-uMmZfTzt-V{P3viokx=73s4Z<E|}E;svYyanJ@+xchc9bnv|=eAA`?r=2;k
zsPWQPVZSg;QD^)KT<2T|gvK{OF@Z;M-^5GU12=+EU<q_S?*Xaj`e<&zVfZSbHOQs4
z;K9LtabnA<Fze+?d}ro<tbM8`)<5c^s95*{zmf<C)?Yjd<0Er$#qcNa-r!7_G%FT`
z)Hj6YYaDRTJDJd^x)s!FwGh_qv<&PiOas|^L!hP6D>Ni*AvD*%4A=V~!I7y|;F0!u
zu*>+0&~{uKykTNnRBU61hUJ-~`KmfF;oco|_mT^atNj_zUV9&}esLFDo2H_$10HCu
zu=df=$O~FlY=u~E2y#le3+JwrKrnL@3~YtKidB2SJ}WcibF~pzvGOxmyulZD-Wvq9
zJ#0Z*cXN<<_%viT7a*gJtHDa{G>C713(jen0iufsm9~gqGd0!ahY?+Ow$Ssrd})VJ
z9)>&94#k<=?lw#Kz}ywwoii2Wy3YRevRQe&?X>4yl^Z$y2$$--_O<@p62l98pHZ`E
zKb56=y=OJK&9w|V=d3XgPtE3%`mR@Bx}(GD`pjT0(ye*j&^)Q-t1Zl}{N`N8x*@D_
zU`4jJX=A3-$NuVh+7!M2Q4Tlad=pys>Jyz-?*kVxB%OY#_gp^D#)7YNeLCO2O&H%u
zPfx8KO>x0N&*Uevr>nZ2Zo#}Q8pBJR(^%OILuOf<buQg(`ct-At}@-o5T^IV9IAfk
zW@@Iasw(}wtMq9X2btrEh0G<#2UJU^CDio617wzZuc#_V&oO%=k1!ES`ml8swCbgH
zXSP<W9;{Jf2US5sJ?dqvX^dC90#&%{Gba2_4mBoppDOr;HS-}wOEtLu6KdMY>rCq>
zu=MT!QN-2#hmWmdJ!r^k>5o6<lU4Er;s=3f*FSC37ouwk<^Pc5;zhkpD32VJ-dzm;
zU9MQ^<&sZ#9CZFRx-n!j3<*g^O~%xMAGamY6ElQOSv(|=OH;tTy_bO8;Hu#8i9zz2
zITC>N!@%nB5P44TY`F69a(H#ra=2@~D?B92rX4{jSYql3p1&fLTq8hd>$y^Y`lABT
zPh5~y{Sxe#QWb8#I1SGFybpR>b%3`l+QKV)is6bimSEAxJbHP*Z2EkyVraDKC7A5E
z6R@7KVi{oI*#n@k>k={ice!FMe~(PM&k){ynFkZ~98r(?UCAWT8wo5*U?sQ&)+MMX
zxCHe}&_Hkr2)QC?R02Y@2y9D0NEZRw%aec*FoJLQ^CZ&%2%HGS3jPanNQMhir$ndJ
z7x2T#q1bhWGBqTTgayBo7+(@DC5%E^TLDr5G68=%aa1fr$k$E4SI0PrX}{7H>-jIq
zo_i_b`p!O`F#8L+(vT>jql$S&x2#PO3;(hvpTH+Hs{l*10um=`1;k%gD-b7#isgy-
z!(2&O-?1r@yrNbh+7f>kt)P7JMjABffFgOb5d7p<4dRM}2q9NuSnz5ZK5<DL=?sL_
ziFrjLN8&{xgO4brtg<3@CK5+T9Vv&DN8-u%n7Cpbag7BK5-5szUorf*xMG7Yhm8F^
zEvGyJ=B~s&@|1SdH)C#PEu~S^7W_K#1D>+JAJ$rOToL*5t|Gc#2=3CX7%!NqiwEAo
zaCh7L=wR$X_$vAW&bPm-XnNKMhn?A^@Vr<ZTRgxBRnEfEOb9gFR)l*-o`jK10yyGi
z4QD;Nj<)vO4x5Zy2>0zd1y1&|z;zC`#Iuif#RW5XJl^98uHdx?y;-49*!J6m<+l^i
z`p;`oO#T&^;5HXNJoXSfjOl{TRd9h?86RPdLk{r8^oA%Xv<J*?vH<I5YvCRT=AZ$v
z2j2a1BT8uOhO2k0i4IrUj-ELxV3=ehikVy;dAbHDD*IhRhxLWy7kUcEFSsgD@Ma}E
zoL);<kg^?xHw%Lfz7N5NIi0`>%Zf0w-FlRJXAO$`_zc<mZb3749)w|q72yC`3%Fx|
z9Wp+lE`6)NhETP27H|09?yT9Hz1Bouo_KN=4=#S9n{{#Eb{Wp+1C{N#+smp`nLEbO
zaTo9KHV0~Rm04qcIJ1`51{PeRS#Q4ggZXsm-N~HZbp&kQ52pQ=ci~~ZLT+g<x%$G3
zVpiwFGS<R7jn{cspVeL3U(L>^IIRmle4SBQOgpP!)@)%1n)d4kLiU=-v(Mh(f=(&v
zr?taD&n5@y*!z{#>ETk|J*o+>zt@~Mcx5MFd9*4wVq&)Z*!e_N$LeOxn}S2sW^aAw
zV*E+^ZJoYcSW*>s{#!rZ)1ZcQMMx3#`N}F;yXDiU$kEo6wnGksZAPe)FHdCR^n1%J
z-JPf^FILH_Ut1&PLziXUePKxrJ-l4nWL7eB?9&I<cIQ@R&)OwatDcyxV(^Nscq&D8
zf3mIWLXYRvwrcUJ%8yc*q54ay`c<zm*3ILkOFr39`OVre*AMNGw$FXW<mVMo=i-;E
zPHcX`)@e3Cd|7|iPMf6)^A8^<#rn_?uZ3c$eBwo(gbd!~<M307mry>@@SFv-5Vah^
zPfP;;v87PFUUY>r$ly*UiFgR`661dtS9}fS60_cTz{%n0>cVkw>}6|Y(=7qMZyiog
zX(a)7ZC}7QZYJ<uJ`0Y9NWdXfEDwJs5VLdXAbq=1e&T#K9MbVH>|$~fEc6-$*SN>g
zE&578qN)-oI=Ek`4UGVus>Z|vuJv;Q2OI4K3qBHcLnE-2M<#vD3WBGerm*I18;EAS
z0kd`$Lq5X<PH~O{qwlA}AesV7DGTVeg<v9%2F&MDq9>L^>v`9K)$MzLq8^U)wy01s
z{&#W3x9~mU)_aD~R?0l6sLv3+hk$es0zx<lNLL{s<b&YvvI3HqNI-tXCm^~Y0r}CM
z;8znl(!B`?K_d9d3MjsSzaVyGI3o4^(}|sM4?;FIL{1zggm7yCZ3X;Wgigr!T_PvM
z_YlxafTsX&vHah~72m^O62IOcw1i}RkN82!zjn(kA%4VaN3J1f^p#$lP_nv@SmXpN
zpN9CAXfGNopP;>Ht`V(#CEAO4J#oLR3jAW()8rNIt#M;&Cu!WNU&6%yt@ffxFR|_s
z|L>~3luryvhaeqXB!>Ua>OeAhk->m;Bw|G)0~GOBFL8;VKopXnh?q_YU|Asp2^s82
zK5`xL*DeW@j!NRhFu5N||5ix6cwchOZzW=fD2F(bckpvWym5I1vbPdf?yj`+Eyn7w
zw@RZKBk`*j)$pVf(O9cZkRs4|jv_s%Hty_{gBSQ@-~n}g;I5go(ZN;*@WtIKI4z%6
z)HpN<L&jJU-E9xH&}9+aYJ;PfO@O93x3K&9CNR<^4mw^1kZO1oMSPeIU)(SRM^@&+
zebbY1VjIDNcgz$!T3X>e35||UosM?DO;!w^vJk_Fk?6|es>tbH9=uz{0VcUyVF$;T
z=v>X`P_oAm)?jOc%nH>32WLS`v<eMgmj-LcC&G1RERI}r1s<vJ2DYzp9X1Q^ijB5)
zK$SB3<LD2?SYJOGzOao&F=LX^s^;BcU1@*ZrfH-?x^*iyzt$SnN-acvrv)RwP1|5^
zSw;A=MG90-HHYD+>cN5BHLxOwLyK;HLWib2LW$9{;k!neAkEtoEU^=IC-rQFjHX3^
z)Wnw{K1K@WE04hN4w2$Z_*GL=UBnyyw*<2%d*#$Jc|zcO9yqV1n{H>h9hd9#1Gz%(
zR=*Ci&)&Io(&f6mjnQbXQc5~Moc80jcCX_SYBlD22QqY{{bM+t9wxxVd><Wjayk!!
zKXXg^<g3rusKx3mH)ky>Iq*6m16f^V12q%j$SIfXW{u7Tv1ap^GVQOAlrJCM23YMf
z;b!fhM=$TzhK}8Q5wtR#tDfwTKqt+g##?w-=KU?7^9_oYvBeLqxxMQ`*hc;~s`k}J
zGH>p*p*BAM#9Vl7%zbi_u%=p3(#LTlRj2lMq9zAXvZe>?Fnz|EQUM)SQYo#i8C?(S
ztT7M9$Q)~1%Y0M?)Y<OOsorOHFil<4sPQ{4s+5~<FeBwgY&DlFs-iVx*_!dUStBh^
z)rHV{)C&;Ac(`6+(j!Jto!7D|W1U4*QQ9izeXq_c|7KIDsVh%1Ehi5ZU&^0FBnjpD
z(IVD_hC(h9L*-LQ@(kqD@XIJ<Sv^X)FVQjoV;Whu4B{8c=q}(-*x}RvOn-Fgj5i$X
zz7;hTj#_`i8q!lM3p;XJgh17-jgV=y4jfSwf`hxF<q;nw0L5$q>0G@0RO3*{`P_te
zLgQft=X)^uNL{*ZY$!<BHv&8|t|9#Q8UZ>h1x-%SsS4hQfK^r7eTn_@7rHHZ0ktNZ
z!G+EzppAV1ToN=DSe}-^kk32da)%s{ut7Me!AU}&*O>?_)}IRs`o@AANhiyeLHuCA
zvpi7HyW_X<zd9^7?(b2;f7T2BvtIBo?Ri3D?e?8v#7&6*KeEFoge6q#8;Yl)RV6!o
z62AztUXb`j{Xydw^anA$to{H~OUf2@_{314jly9JXn%_qNMH&iKUPZqMKJ|Ru8E5l
zDBd^vgJ|RXUG#_YsT}!EmZfqQLik%7ANh`wc#)EcE{P-bi3p)u1fq>koXknm$Tye>
zp>iZoSs`VKbdC5$I!64)0*Ff>+7SuuBjImF%=c~lFAa+$cR7@e)b)=R@s{P0wVq0J
z_=wU@HUP5&?36}hy5U!DYw?7)wXozkP()r?t%%ltja{AY;{|P7;QoGf;Lh_$(Saj*
z@Hu7`W=oFYcgl}=ByX$e>(>aITiGGl{sWGlDQvoOr5|>)Z3gG<nF<|tzk$*>DJUcN
zJ+yt23i(SEIG(1X(E4DDcHVA`_g-s=t|tye2~R29pnW8ExjjSC?AAfF&MOl|-ARFq
zUF*SziVG-m?_}I_<r%2u*a21t+d$@y-asucgwO4hQIOVpyvy!5woKMVldd0!*G}o-
zO)t(N+a9CPhHgB(Qa=#|Zkz+-MqC4o!A5L3vJ0Bf{t$X&o1~~_e;nQBb5Mt!p~&!E
zF<2UU0EKmngZ4Xag7?`RI592;?pYIpM&31s=E19Q=a9!x`-B&q`4GT>usy=YF;9^(
zE;YjaDpK~trcrvZ1s=Nc#Z}ZiJ+B^Z*WettJ$)xX&}9sF)83g{)%Xz|J9r@9s7C|N
z*w2a|wpW+eax~x;H_qq13#-vJ{SY^Zu>=iy8QmvyHcw}(xI~XdTxP+1wd2A$tohyp
zy!MksX(M63lpDo~oTB+#)@bBm1{>~T%_=pN-+a3oj0jS4b>vTYTDKPcIN2GvEf_&Z
zr_WHY3Aw<VuQ28NMV;gI??05UcBsm?nKehvhTm3IEx5+KZu&?C1GAXdXA9WeHS2i&
zyQ`)5axOES`rf6g#>dI#)gR34+|wwl_2mGj$Mi+4?bAG&#rr9g@yvm;YOOm-cW-pf
zx*1)Q8YD@THmDTE<nI5#giqfo9L8#_dNOMqTT|9l^`Lh!YxKZ_ihoheRFOSqt^LNR
zf@S%P>-HS#L81;bAZwu1PB)6mo-|Q){-cj{XH7R&>(d&s>-|~ejM$=nyohz7p=XQ5
zQ2F$XJOvrDe>go8%KT~_U<r--=R7^~&ONa2{Y-Se_DeX1wMO+iy@s!XD$`TXOTewi
zePQwK_V7hdVfl4?2o9{jA&)Yb0N6DJtV-@8zj#>!M~CpR>!y|<uDL&4Wt>1$>javn
zYzHNt{vbD3^Ui^e)?soZA|S2SqA$KLf8nIWiO|^~1<t+|4MsN|48b%vFw3eKX7!y2
z$G0>E34U($itX8;Lx(~jdt(K5KDq}RO-}|1`D7w%setTpF(7lQFx%?)5V5g;kFNcx
z=jjm*kbr201Vqy#_|=v>vSyFqD+``j;eTPVBf|^PB#CB83=KbQDyC4@SL^gjhL_U4
zJ4?bXg?z0A2o&M}-D)RXtFhR9OXvQsuvqVZX`%A~p(V8FI~F=*U4}lTe#uvwU$D>-
znuWuKb#o;aI+FI)Iy^zs(Cph;qG^!yvYLii7CK$>3{hWO=)@z`$vQkSujrQ5G{pTt
ze>Y8|d>Tg@d|4XzR~9*uvXPEKgoMerSfpNrrV$!P!i27gbW3!FD2*kLxS|*f9zxN`
zHRPL4Ts;Be^&~9bgQOEnAfa;PnzBOjeQW6}oBm7vVuLS-&i!0XsyssHp+w<IrJeap
z%(zZe8VywAm)o-Oc-wVYGNPj*P}fV5-k}@r)Y=p;sI?RKTgkzlj@{6K(VO7YRdI^S
z(d+T1qP`g1Z=#5HZGvl4TM)RPhE`j5!`+u*+->q{IIm4#aCp#M7*=yQ%2;FwZ64PJ
zhmFD@pPHelkemXS*JJR~#iq#ov^_d<WhvVALZuiy*%!k>=h51@wJ7q=Zg_jgRhVQI
zgtRkvp$-vuaR>Gp_)y_Blt@>>>Md)c@oXW?JLiv|B+N$fVMk%tYGc9Gfre;to9=jU
z>>QYQH5M*AcoaT6zZ=EaZbWIgKD1o47q_Y2Od;KM3Y%Y8jB3dZ(C~w&;DOz5!P2hF
z&`kFN7}3fV%04y*ukUPyZ99*H8zT?F7RQySkzsdO;ZuKjH=#bZJL&+dMVv-G`aFV?
z;3OEgymT$luOfCo@I1ZCu9SRXyo8ru@uM4ux8}Bm1@Hs5J95__&XK*89-x=>s>e4>
zImH?Eisy$Za(GEx4Q`RGjQ94LP1j#HiqoEG4yqg9r2`6ddAeFWmoTJAea4{{tNrLC
zYd+qe*B-K))!EZWy)&vhhf>T~BZHN!nc-?ik(;l6VOu~a+;QdBOsq^>FJ$QGil;$y
z=An9Aa~nGGQX=1-yU6Q0zT)c_&1Wy)Wx2sK*2s@MIjf?Fg)^_O&Z0KPKWENA&F2c=
zYs)@3ol;$`-(6;!*p1RlI7giic4c%j<}l};_)+q?51ARxRkCJPI3jBnu}s#ddVlKl
zfOeGE@}W!<hxOE$bfjv(zAtNA_ZG7=U=8KcFNLl2>;_wLYI{|Fa1ZL)q1Q~0H`&y5
z_Y|hdHY3VweqU9Zb3^Hq!97^R$|tG)>=-6$-m}vF{zt8o`<cHgY3N*nSTE(%Ir0o-
zc>m#aPSkaTvP)^5;Qt|XPApq=g>wHCYg?a}v(T9t)^H3JimVPt!RN(~=o#&W-8ApF
zg}cV>hP!?I!J$fVVBceRd2Cg|+U8;g(h{D@FCPhos@#F_mb4+%U)~rd*zBVf=Oke9
z*3RJ0+<2h|Gy-&D!-)r6x;GxIa!mLV`{gfeb;t&~Z#IL}@%nI5{5!aKR}8SWONGJV
zFJRK34PcU)KOC4ol0Ls`A~dW!9!#8U0vKhrvSkoIbnd(W4#^=b<8KwQaet4#{bOzW
z$J+Lfwe5?Q>pRvqaV4Edp)}i@2wJ^nLS>2mK+=f*KwK<LdMv9yXyVH3&iSpiO_MH8
zs1&F)ZY50EB)fBdqd$n}>HRMHL-{oAM_Aj)h)HM_L0MWQ1T{jw!9)m+BkA7?i6avq
zMLH&yVJyUnmN-Jo%BBm!uY_Fly|TZ`^s@uv$XyOS`<Z%CdE`v6wkeJ%n|xe^RnA+K
zMn1Lh%NqA_i1#=wsdz^bdHAFv>aid0NbBJ^VdD?qdmrGADY@u?i5D!^%U77ioyPC9
zlJLliw-tT8wXvBGgTOpn9Nl>*tZCB|cR5`P&fQ}V?GLk1>Tnrlcy5D@9yft%LpjKO
zC6qh00X}v!9xqfr!CfbLqJ*t}xc>It*oCdEXm;-tx;TF}a_D{?F7h;i4_GN~HhnTW
z=Uf0KTlc}L>O_!vISDXf7O2jQV+c1(#CURdkS!gA*Ldopq}DFD&&k6mF~knr+}V!I
zUE@&T@@;T_xG7*<o8dYa0?`DI6X^BvR*GuP$D`Xj706ppj(ln#hu-EpVR8Hr*i_jZ
zygT_AocI9Y?vHjL*VG!@Hrk82t@T2_Y=1aIw*$<YHV&?P&=_7GtzY_nf6*GdA7*Xq
z&0f48BafFZ;N@*T(Kc@!xvlOy`2qGvxx(yEvgb9T>4f`h_y#w6aTOaR@I!OP@{$VM
zxP|gbyw|x#v}dOb_1b#}=zX?R<O8-X<K_NMxy6GD)u$R+v)c2$So5Yjyw<IwtWLmI
z^^Syg>Q^sY@#aC64E-jIHH}!Pj+wTX<|@Z<L)-VF+hh!(*Vmi_f`cvinrEYE1LZ}&
zd+pD>&Xfhb-j&_*wZ#)TPVt(p(R`e$ZN44zDsLpUp+zI+yw@c9rOQQb+Q^-3Z*Cpm
zt7Q?BlDXT(VFpE6k69_x`jp6c_6wveTlrDbTuoGK^2bwq3@TGKl6uNy3AWN_ra5d)
zzdF)44~J9B>?>vUslAxBDa6c<aXwU=6~ov{v4yJJy3<&r2}@P^el)eMgI}i6=U&Wl
z<Gw1xK}po(rGe7LzGtXYjkYk?u$|OBLW?=m?I?A2>1x)Z!Z{V|wY{`;{841B_fH!X
z#rn`twnQ;hK4l|M@=Gb3aKC@n*o_<%IM%1(zy{*`>5aYX4n`+$j)S9ThoU<CVE8m{
z6FuX-1l-uZ3GQ%d2X`J%2RXVDuy^8K`2sTu08es2+8`*uwK)_fw>S;+KXri{_8o&G
z7j&ZA<%WVq8w<eA*B8Zh2DFP<;s+NNL<9AdKoB>N7$r0UcE!GeKFyZE)h`yqP<At%
z-?uR|U)c**UQqx8m(~E2K3T(n(T_mKDg{7p;s7o=R0LPIM2OdmF0Jz}4p!M;2p--F
zrZX3Xit)dTD^~XRDBeG7?0(E<DPLLWgcskU1jG{7QhWh_VX-5_5z#1rxW%r_uREod
zJK;Xf$#a!SYb}KTD{CDoODLm<fL;PT1^i!JW0x(geY;R%UHgU-k~MZBCB*xMb#)y}
zcDyXvNmJBbG;8bx?L|ZH#5Hy$+ROjgTm^o)mnQG}9U7}07AT>(lcpv<T9|<OjrO96
zFSCQ@@2b6&PZddrFcToIv9l2TwFD5Ce78l2VIfKrC$6z0or%ymk*bL<i4%pCK}4jA
zWi4-FXC&z)p5!I@h=^%onIui5l$s1>{*ZVvA8~&x5eKGnC?t6YKS#tHmq#RfE8(Z>
z$|jeyaaL_TrBT-|_{G?@cuede^tpYwA~LgzBI?Fm+@bw79GBMy_ib4jZa;eh?cdl|
zIC#k!=T{C;G#&gz(XFQh$KSHTrc+iSU|)oz9UPzua=@MKi{ae14`I`_9#E>=0Yx}G
zg-@Saft)D@kUbHM>*T+}vsc~0mov2S_;x!Lz;r4ao2i61U#8>m^n>U^lc}g#@?v;v
zfHPeBY7?4wtuyX9d=K~>x(!y{HVtHj4+N_4rqJ^Kd=zwZ8Z^t=4p%Q~5BX<Du<p5K
zxJSGh3OJXKch_=72?5t|^?rruQ0`hh%)gsL7Ys(NH)X;Q2Pc>kG67c6_CYCy7qRrB
zCGu=}3iYXL3%wH+@X5n@a8BAKNQG{O15H+f72AU0lVO>t&fF~A*`+Sjaft$Ho34VT
zHUREnJ&=)JPq2K;77%}6Hw=5#0z^*iCccDUW%c`kYwRv;iIB&gyUxqvy3maVE#Wd6
zMDPJ?!?|m7&ry9oo}#0)d-DzK5;?<n7x<x_WZY*%nu|xncrW)W^n^ptINdITLA?bB
zX%CMgUY4Q5EgGw%KI!m`)o$*>*1oop*YZEa>Qn~m?Q2ePw2e7iaY`s_8rGhH?0mXa
zeGf2di;0~1=*tZ_<wf7C*9>&EHlpW6TBz4A8OQA%ZNj(PYsJ^QAz=?~PT<%#ec38I
z?yFiCwr5^l@SxV6i)GHK)46vA8<@~aZ={P(-KXBYZbT(?aFKQPO_5$dn##;_*r7`P
zc$JBnu}5a!IFZsH+E`Y_V7qkv2q=93?Wt{f!P45FRLoJO1C#r7J7wy)hOJ`Mfk}TK
z$X0k8r8*f~k$RdL#JD}lWLCy~qPni~RvDP<QV+*2XWniMRdrvokeX^xopH?ZDQyLR
z6p{Ryziw$L<Px!7%BPUz8OYH8kJV39B>xLntnPBRW9f-KIxIxTJksH)r(2Olw~DYx
zYC?zh3<cL$U4ZvjCBlbQ3&DX4RYA5+2l>KR5<stZ0xM77li!hL!@%l&VY_;pK+MZ*
zxIDj@?($p$7LDr(3NuPSa6o6mRT2Q_P!?D@hG_1k0-cA`^x4|};31z6D;@6x<wZ|G
z*sE-~^WiZVd?68xjWQN?Ws=YrYjuSBVUxgx=Y7EC2I3T>(sIDSq&nc77buPRn>=D|
ze~%LWWA*#T>i7R+s~?1tf30!*hT;)gB|@B}iL3?7oM81M@uL2q@eBHcn76F{AjV<k
z*W0LQ4oiSSoJ1(EWP&CZC^^ZGqXmlhjs8%&#_l)KAIhh4<U3iG%Kg>kO!7S?BDxlW
zpHL_=k`nqvC>Tj2C`;waTK#GZY2ONo6R#uXkja_EEgMJ5BVjTzlepiCnD^WGUm6xi
z?s6#G&(w>`BWpdCknN;w!hFV=+TD~!@GgFSfybi`=b=v%5)}h4PgbOxRLAYRXXCi7
z*KnV(47lC70@{zw;iI#!aM~p|MU9a?FwMp&qGh4D*0SD+K9Y>1g-uIp_|C(fqWZ!J
zRT8wDTMfEglAtX+8^DIayPyhf14rFWa3byjvu51Ij#c#VNss#I@SW9YXZ(1@;Gyd=
zbn%5T88xx)-SKdt?-BT*)d(~%@(%79G!{x)2Er=vBv9F#fUJl|@M+Z>XyCPTI5H~)
z9*(&JyIdLuZ5j>0W?Ol<{h1?<z7&RaUqblQ;4X?z--uE_Pla_7Pbi$^GVH%=J2pSE
z1=Zv@*r^r;(&t}8I|GuC-G$Y#$>rMMZT3@eGJt`*`*LXbA~$HR_Y8M#ngDe+pMar@
z+@b&5`f$hSFl1y~v-JJ`X;wcE_I$h5^7)Y_Jax~TZg5kJ+gvo152$a?UG?$jTHIMm
zdmRbp>j#hE404S4A-Q+CkDs!*1%0Hv=do;V#^8stmep?1i+e_?ANU^OsSoG5g&`HV
zU0(0i4Jt;nwHNi`B?XMsY1MY7F!GtYm}|z@9$b~7o}6J#wPV#)DoTZ&HwC61m{0e7
zHca+u!wtUL99!OW(oWuYU>;wOPGk3Ouf(_3E>LIOsV6<OWfSuP6{(zk9hsNMrqIvd
zY~m)J8o^3e<ncYb6jS|MwqXLY?3k+e-m?|%Z=zOdr^#wg*QHvd-BH1erm72Lb*ZA;
zYnazrrx~wnQ<;D+%h)P=o2#zV9;}JZ9=1Y)hw6lzDOI%i3e!E*mbK#TRK5?jnD!u(
zy5G;6@!haQY8PuGT~u&|I{D%xb5+|#>M^Z8^Z&8;9bi!;TiXOt!7PHPsGx|LQBjeZ
z=?a4h6;TkxoO4<;Mnpgb6&7<wObCh@WqPI?17;L4=d|XGIsbLWDemZscXzL0_xrb=
z=bfrL6}qRos`|Wrs;e^xEK(d_7_2QhWq>9nDIvQz{G-U(_gxvTr)Tqd%j8VY;4EOu
z{>${t@JQQ{)lr_I0t4)!UWuWKAx*z1(-5w~<k<@|S-3Vs9fm)=lcq6yV&&kiFa3f{
z=6~_~d&c>HRG2q=jx?<`Z8gb}?8~sggIi%@H#`R4`)!yIyfheH9@ZG&7-vPA?Y@e3
z?KMGiAy3tuJB+4<*r8?3%v2A(Q*p5CD)w(pNU7g?<HI9v3qIq6*$$f4=)=kdD9vRc
zq#?62Z@~wLG$YEPs7;!WF{ZaIxOD>8$$Jauso;aRS4}3)tq&rfioMZ7_bI~4Rk6Zp
zvtXQS{BLOM6<1uY(g+k42v;-P31$_>;(|S_(CzWR2-_FAW+(jQ0B`j#(Y3$JJ9e<b
z6#yC<z}f)NssJ_yz(afhXoLXJ@BpB70e;jwb}(E4aFGF@Snzm*f5l=4(+g;jf7xPZ
zm^R9>I-D4s8C)3PQw&uNX`g)VfXTDpvtwa5hPn*y3?2+hhOg2#<0*pW^=9y4XvN@X
zoc1%ryxsr!J9gaSrl(2KAL$Z=_3_xx;$WeR>)8`D4U8GBs%pr``kg*MqkEuf=-;t3
zXd3)oIId~1VkX$AUijV~-NwFi$LJi?sjr7!6Mhch8*3W+bR)~$-%ZoVnZ`kfhXKni
za?tr<AeUm`bSb|f4r$<kwi#RGK*nhl-ztSuGoA)MIH;qbKJ@X2mxE)%1Ow>+F6Z<O
zjt3J7#Eo5H7U5;U|64fT;d7vK(B|LX@q^|>=vsT?pn0B^7807A#XhoLdn<jS>_i9U
z-b3E$I?-SI4OM65pFtb6air1FEohq)#qq}JW5~{X1K1`eduhbGytsL~mwLxJdzzZI
zhuUbz5n*5ySz#VUTa-CP8{Kb-Ckr*v-g=ergb7_pc)AUKG_E7s{iqq%<k>>)`*kEw
zO82DkmHMgYX6&RhyN@AT!>W)KDibnU@fyeMkHmMZV~FX97}79$8f`St2R$#m7rl>G
z<3es2mnr?8^emc)?V4}EEBwRBw3Gp4ZRr*y{Nzp2X4+dCZY7Z^qc^ID=ju!Q4(myK
zZ<$3#wTvY0`HzrV?<Ny<8<AKzHbirtZX;vnx5q9=&CsjR$|$3eIZie`iq|Zvh-)o-
zMasV$h^?9h;p<TwX=QC&6qj5Y%@4bblLx;bR%cz&;^@(6rqvBR@z@j;k?$FA^dDty
z`-bn>oosqQHKW8XS%G>A<$U9%wHa=5mj#*91!oK8)u3I%O#cb8<F@ls?zG8rAMXU|
z?d}><beBf5f8*^!>BYw+)A?a4b97(O+;))_-nFEdkv6)6{W7$slVY_cnwZEYfpfHG
zlPq<K=ffnAv@EUVqnTRUx5Gr$=2+F@ey36S&PSw)8($0akCzwb?Dv*JecXhbR|Qpv
zOb6L^XPVqT^MRbJ&lpuwN(ZTHjn}HZVWFBDgF?k;$CfMNM<$CWv|iH7{ckj<-@o*D
z{H&|ycn@F2;GK5LfS5I6K+%zk4rYZENqtlr<>Ut*$4<XdR-MvWJQaFO;Z~`iVql#P
zO1qxv3XAhg#GM--h@JP{)E4SiSaZ4RPObGiq&Z*qrPk`nBh8WL2NfH~{-y}-I905$
zrJ|zj{*I!<^iAT+;o+Lb^_7az8J)#yEuLief`1gD`<_pg^mJ|kZ<n0u9GnA8^?#Yp
zv9gW~U!-ydee2(M?D%!?r7e<ck+cD~@Syd<#CCrZd}m0qF!4Yzy41ZHUiUN%Z!}@=
z*X_he=QBVxKbg_E##7L;e9o#zA*p!loJ4%SkqKUY{U#QD&kMe7Owi04lhL{RFWD8)
zJ7nG=4g%;nuFN(F2Bjj~;SRe)u)o$FPY+AQP8Kh4o8AZTrC<|$*1a)aXro38#0+6&
zNsPSaZa@m}jc7!oJxaL;O2H=%b=#;#nS+^T_H!L?)GyJuf30o*THC%#+gR8AKfa?S
zP$E4oV)RSzhkx|-;n<I1{njX~DfBY_(E@}105Z@Yz}JV3^ar47#DP&gwxcDa;Z#E%
zlEF97Hol+|-m!yxpX(3V*0#Ti{*W_GgZrd0O)JIX#xxD?p+LDn4q<TI2N|bEAOrBN
zP`I3l^!H%!VaEO3+Q!R4exO_s2Py_}u(}ziLzv51@Ds=LeIoqP5k7P0K+nFXUX&9#
zW7f8MMLa8wDM7bh+U=Roc{|Noo|g`2c$K_;+*BPg>##a<dmQ!bRgXpw>Q4iznBxr>
zUy+@m)A8+1uhe#3-qKf5gobov->)MNXtArch)~R$Mqasqi)=hg8@4)x!*^`MF7fWT
zzKw<?RS<Ex=hN`E@Zo6RrlRUxBMy_Lf&J)?!UxEeS7&M7#|h-c+(5PSmONCbw}>ns
zzlel4*oUu1o8bBLD$=S;%aD^zJkW<>t#E<;4Uxvz3vD}H1wYJeMY?zOrpY&_P^bKr
z$?%qSam+4E*OtpgDvqd0rdCWRHCL1*k6ZqRLmH%!Y3%h7|MHvF1+Kg!d!oImebO%^
zx6?X84~LLk)sxYjv|=P^(|sJ4<b><*O2*wf`LmCNKSBrkYN>Nm_TJw1Ec}|3#S_|&
z!kxXU;my-$5vzrv+1K}<W^MD;p2*!xHSNG$*<)^s;BaD<l$bC`?qV}SI`^ihRO?oT
z;8)B|b~HOFS*!?`dmr_d-sl{qsBx9#*1IlB<1TGi)^Z;t#JtYb-D&qy_E?%M{TeRl
z_D@`|HLVz;wR^Wt`mpwx)~trJF5$yw-JNAkWV`;IMEAR~THEo3b%i1~%jUK6Ae+$L
zf{)u-<>T2_a^X==W!wB%ZqHuhaj5-To0R{el#;MTd>8DescbS?e7gUwVs%-Sc%u9X
zA#2-eX#{rD+Pj;`t$J=(beLaD?7aDbSU6MGT2^eRh&}mKY5i)a!d2s=p%yzer?5hC
zugyjAdC>sTf0$AnGx3<V)Qu#~CHwJOYyV8GrA>Ry{$Mx7gNQd`^WbRrz#0niz=YWv
z^QDUwx109&nAIjjaX77!cz$<Nk3fG{@#u_j#j(X(HR7&!+LF!vvwOk6q|7kE>Pgu`
z-Y(yflo^PZBRlRV#Ed_LX7X%X8w>wWHa1=-_gQ^S8M5tcT>i6s-rPCb)_iGm(~D%M
ztv4QI^@tQ(9g1&NsV;;R2u2s(?C{lQrlirc8)(Op!brSUP_<~52~xg0i(*~ds$QjH
zJT?rr0W=|YTT}4?>j8p)g<uq8{~n!w?*MXe$SjpTLTCQbx4Y4{u_0*2xmpkhhv%BL
z$2E8D#um+E@#fcN#PLxj)NGwQTG+U|uwr^=;Y{BR*z93(bmrIrbjoJI$5Q|K6-)we
z;R1Q)pqpi#gzb+r{*&@^LcF#A&ZO**+SEYb1Hhwi0O)Z5cnl8s-Zr)W)s_Z&6zGAu
z7{Fxkr}wLbA<N2@V{l?{X3*Qx_)uo?Y?~SjyE6P`TN<yE`>ZbLOWF1`F8^6R@7Q0p
zq4}a<0|8?8tFPM7J|kuNx7@&n#`Fh_e{VzM`h)&0H>N+pak6b_2K|8*`?3w~3!e_x
zFMa$>f6&)yu%SWt@1j5aaZ(1I-I$cIsD8WuQp^Y90}gx`%#arVj*}v8J2SR%@p9ZY
z_D5`IP%o6@wlhxH;8?~E<orBfkp5K1JNVy<l%c0DJS(;BO1B)3_smz~7n+r4D(yF|
z2YFlnH2t;aD)r+VK~z1WBaLnrNLz;{;0>xXWT$H(e5;}}jo9Ijy)7T9ckCWTQ>R$a
zVwM|-YSVTanU;nNXNFQwaSsk}R2Em9u@Sr9Hzncy<M6`*o6xR)?A@+r{?xwlU6M6)
z5?y^ZmwImc3p%s$GqU9^CUHB`NLb57_}3E}d^;+cOj#d9eQO^^@0Q=e1+-pB^J+Xw
zzB~z+X=O`#c*?l=wSsuLeHAk8fs!OHUqHf-_aFg+f`*;gOr{j^R1eSnj`sE4NqbMK
zNJc60lX@;?Nv(`7r01e6tV?%Ab7pTQBQqxAiUYTxmqEcOBXI-X+Wi2&cO{CHd{CKs
zW!1#FN*qOTa$hw6x1D%vrFdes{w`WHyaSr)Bco}~2XJuFQQ6n`pGL}BYLA<}Q$_aN
zB-ej5NhsU=j+8JdLGBz~Q#!kEqw-AL79sjdY1yG!eJNL1ZMnCfh4gw`k~Cv7m0RP&
zLdlCgB@=14^2zuhVSC}Ha{b4>r08j_b$b`})0!OAXzexyNblntc+?w>#fzKvO7(__
zTFagXMECrX*0x?V)%?ln$Z=Mnw0zPGq2widVWwDDnl$6K@Z0E~sy5{o%gu_Gk=`FV
zC!2ROS8Y5#R!Z!9Sm8QrvBsr@z4$a^p!9srp!!#@-|@J&`@QC9_u+~G?kkn8PYlw0
zm>(vdPy{JLv=24Ohp&31mo!mU-lz~y+U!u&Y;#}HxAP38ZR$9M`Hhp}4qt0+g{R}h
zb@8VZWO`F=zUR?e%VzyG=|#JXgB|-Qe3p8O*W<D@W!l;+HV!|SlG-Xrd{OtU2J2=i
zg64aRm0u6ZzWV<tGS>2&&xpJo^i*sSkL66o;0$0Y|L*oN&}-OnY8dM`EDr0ZYBSVf
z_|r=sSs6VIGp_Szgn2XPNWofCuVx#Gw96e29B`Qw?a>imzY!{gG&4aL%D2aB#%ADk
zK@KQ&USXse6{lM2#VD9=1BxXHs@KV>cvJq~_>9|iytMNJoZO?C(0;xN`c*p{ok}Rj
zT0rlRIXasiUVMKn4}*_eFS&#Lnk>SKJ!SClTu!)k=2(2r#TuVn@)FN0aR7yyx#F(Y
z=TNf;^HBZqVK~<)b2KetBCi8=m2A=B<iR}tvwYslU!q<uC$Q^obYjq@0bKil?hODf
z1OShe0YDo7Kl`KKpuqvYH|46rjsd7@z$X-pH}F@MFT!*IZ3=Dpmnau22c6c5A)9Wo
zu%2eY&}HFImM?;gJC+8|72Fu=GPpB%Fen+mY6~+eucuo){<D1E&R?ZkErFr{V5uMv
z>*LYvX^hXuG=1DawRj$&S~T`!I=6r6?Nng@Vsfq(Kz^<jK-gF-;Px+GCr&k-i^2W{
za@bIWr|aXZN-W@7LAKrNZ=x0COtGLt|5>{ibbN4pasf*A`Gf;$+`+`dT~2l{ph`f!
zpdMqp7YsD03(CRs4e*WY=Er5?pXYdo&VgD%8-H8J515m+tEDH}9OGHZV<X+X*VHp#
zeoy*%Xdl|=#3b_O7ZY{F=)CI4B@-!Ib4a7B-J!l$((wAlcgT+Y$MB6sThw-5!St1H
z8Oq+=Qv2JRP;0jpL>1VbMkY1Dg`UP!wM$(bc4#Ep6Eqc%`B0dwo4*`8P7Fai-yX(W
zF9fS|^;$-j+P<VQGgi^&Q?h8@>k;II@|D_o`g<z4=OsrM-z1gh?8H}^9L4i{zaX(h
zNgFBdq4%NraDM;W_(7Bv>2^1jCf|8V%kNuEhCQl>W5)bK15=xmIVtbRdB3Sd(zPXz
ztES_SpweVovBkvSCq-T0pflNHD^vSaLM$$oB`p*KiJwVl-1=lXzD4b^u+9umeBy(W
zg&sIylNP^gSAvk^_psymaa84$3y%x=fIBU;#hcf3Bv!?X@J9YoOAoU@6!*V=OuM-@
z^QO5fqR=(DexrFp>C7I|nr@Hf&Uu$gXO`ucY87}d`22ETF1w(lWIiNV?sam3^lHK`
zY5FQx*-zU?8ap;v={kJ35WS+A?)HIDxjw!mMeVw+OUrnsH5uGQYuC$EdbfO?F1}hl
zt(oI=sjkyut)=M^t!@3wqWespuJDqgve}U1$U4zlXf`xndE=;)T&TUPwEgBJna*&P
z%QncPUDRr()ZuU|)t)J%HRU9G@yWhN;<cEnisON?(%FVJRVCIQQM4_*N$hx{o>(~9
zO`CV1zhcRjyvm|u+IW=85*2OYZ);8*udTRU@S6B^Xj9Q|Ngpw5&tQ*s4RUJ>46qQF
zuI;JKJGHZBuhUb-{kc=crb)Rqof6uK;~P{|v|f~;iOUT3cx=5~o7?q*Vpm8#amw-C
z*;o4?MW8_a|8|bIfu1}q=CPc~6C52T;J-|sKm%dr9U00qRAA7*E5<bw76)xDdx0UB
z8_NAD@?>1rP`(MPyXoih?;YpOnj=|iP8%(^BjR*59+1+R6e)TEUrXpIOzLBT&OKd(
zFZxX+^zj2Em+?U<`7Bj&#Y~W@o-JBhzO`U_<}x0&o#{hNL$XP5#%Vih3SG^DQS|$o
z=tPwcAP0xcme0ZY$9d_)i`yO03k^SbX3KlH`nJy4e0*cPiTIP!hr*DTkcvhG?nCD9
zIt!=03S-ldhiKS`Sd<bl#<(nman&wkaraGd)qbest@<T$)O-TFrbcJObq21#K=%cJ
zt^xR7<fsU%8vu`*0oDe9z5}o^fZL@&*8!9=;Cqv!KTC#S_(K~)oBbs+1VfFLEyv)*
zkWGj{4vxvHGGy<-_)+@tm&yMW88R*lVOAanK(o)~-#gAb>Q~86b51OP{QMC+6VDI6
z{#`A02gmrMoryRwpV>3@8|)kI;9zHhyl@BCZ?JE42WQ2;XlH`_zuRI1HrD^_4$e2$
z|5<nNoXHM!SYxsSo%g@llVG5NE5!i$!SM-%`&`b`U@(I-mP4H9hhqYnfph>2An>6a
z<jHS{Gw&0}^M4}z-Vxqmb09b0M+3=;*fjS<L-u)ADtVS}l7I2EdViEYy4-~Jc6df!
zi)U%{o2%-_(i%#Z_NCE<XVF$P1}8l!MRtssfUnyOrV$aPvA6qj^^SG*X=;NVYzIL~
zR3@=Ba_&)F$j+0Jd8KifZvw8rFBChK-bB{*sDm9MeDLPE#ZcO-!PLHr8F`#Jh^~%U
zsGfU(ZJA#glPv>t<A@kfYMTEwj=tlMZ`<CbRdZh=CtFTIZ^d~yf0HRFeauF*%Eq6R
z*manY+zZKc$E_sM&4+{^ok{#nQ)pQ1E;4y_7qxY(YifH+XzvyU$S9lrq;7+Wq}H5B
z^v<$8wq5#+BqiDq=L<Sq;o2+o;z|#6)NB^sa<U=WKYs|BF{~-^KHrLT*dycd75CsR
zLsM}4&V~4lSN4LWA4Fv8)#F{}e<d;j+M~B8siti8m)+x{1bg2YDPDb0?i5m0Ivwof
z5t&w82rao?E_3yQWY%-E+$&I!UiKL*P1|!?_N#Y6$TO|K)S=G;WS_@HXtMIE>{&Fg
zB%OGz+g*63*2Jco)~?hl>22&8t?4hBx}{2`?(*g?a`B2)#X3d9wKki>ReNX7Mg6r0
zq#|iYWMw%A;iBVw)TqOJ<%y}qg?Zl2^6-WA<h-gUO0~aMwyd~CN<O_qJXWE##^L-f
z@yX#N#i~W^#AE&53y)qukp|C{#FTBj<(2_TkK_3}ieB~76vaBo%E>-A#iRyjQgWG>
z6Ppjbr>$6chO&6abdM)jMk(`+iT0T0JWew&&Pm}Kq)^O_xlmuKENLrr8X*SMY$%>-
zb52p}-7?LnyN$$GMcTQitY0YZ+nkj0!L7RD=Jb0WGpF28q`MRo&(1&N(c%1YF{A8E
zMds{z+7i?IXx3ZC@r(4&`Ve)%cbe{aYv`%Z5+2K$`oMX>RQ;E!4=d})@Cof<as9GA
zgMN}tdzf5Lb+~TA;(y3qWT;0^b6A<?ygc`rtOY|$23Skfn#+H-&znC-iWEQ_<nkli
z1AoQ+AEc6k4I=QB)(?bGQ}*pKtrlmJA^5_D-AHoSfVM5MQLWg*D3Y%`TH1GtU^X-s
zkNRaF_BLIDrWFdt3wml%pqB&QzP2(tRzOdQSWB27^D=RI|F9T`He0kqGlH{e67GAY
z8?IE|4+qtniH2HD!2%wP!Xh#57f11vEeC|+I2B!~12=dRbi?{BI`w=7IyUbL#EqTm
zZTVDe)gc$UmN`Yx*<<6hpBd(@|0OCFFoE?AqmzRn0N|R*kD^lWxESzfDHW^?0)RFL
zfMtGwvIaOXAK+*}Ipzakm;!*N0N_al04NIpo>~B4`5d6K0iWBOU>E~{x&XlR3vdJQ
zhX0EF38o!rYtR^TGe9S^V#v<`kI$h^Kw||>60}UvcH#fRe=Nh`zySXT{sWvhKiA*c
zpIDkJ1DxZZ-tZo#4^|Ea6a1wd-@{^QehmJQ|L@><`+t?11po~Ke9<oDV4~m7f(~S#
zqc+&3IMvcG0c6+bcb}>r`q93{brPr>bQ1kB_(t~zorE9zi=V1yeS)WhPD0ta=<Arq
z-pl$-C(+A|w$u2#=_EN*I2ZuN6wZ>xjVT;VMgSNj;DZAn1_76W4}ie~0|~+~V7P-x
z3>*w3NP~gJ9Sk(c3v$Q@K0Ggidf+&v7<hh&!+_-H!GhTi<WQC)JK<*r_yEX(>V0qB
zD<{$y;E7xxdAhtVPd6s_@U(hdh(2n(jQ0FxDS7ogK;6B`TJ>^WV~RI>(5Q#GsL!fB
zILUt}*->Nxz83RBT`(e@CXSP-a?JwuG#49kYfN)8@2(4t99I$-R0U9+ZvYNGn~p0K
z?1AeoEla}o)y4NK%s@LPG{Ku|JE<+_AI3|{UZnHd6eK08g^<0~9m%E&)-+?;4RwtV
z?xb7wX=K2@f@r~l3=&1gkjc*iX{!&D(Yv`<vDNK(BvyZfwiIfC%Pa^a-EN=6#Y^YL
z%jR0q2lK~}nBF0{S?N*evgc$HV>g=iT7DVNS$Q5W+*%PoP_-tJOAe7GXO7{LZOv$?
z+ppB_Yyv&0*+!?TQ%I9o5gi&hl{B|=#b)wwoDpkH>ejl4@6{PkN*sAYy|$OYxkj8p
zap^VDf?gBxrq?HkRsa5I!J1GsGkPi>|MnP~(lspmn*X3>gWrrC`f4*~+o~r2Qe3Y0
zMkACwmmsaS_LDol-7cMKIaRsesfsW?xP)A$bhKpJ{D$1~oJM-lYnBvwLMi)h=`Yw`
z@{>%)br6;)RMPCZI=SABXlZ&?U)|1nUgC#g`?bY08cJ`Lm}yPREYK|(<1f`Zvr?Nk
zXouEjtFKsRp`e<%rYb61Ex#1(y;YdA*;D0Q`=zi?m@liRtrqO+&6Tz;k!0evS}rrJ
zgSOq}(^CA7W{NSRo{3KuJ<&MYYZNORw-Pf?glU`fa+1ybXM3F3K3VhfKpRExLba8?
z`?oNQR)8Wv6Rk+>SY3lt(iHXH2Z<HhCMYudy-+k-lBVh75vDEPhbSFi3gV=`NZd1Q
zmZHL_4%+<k4RP@`e{J5}zM8b#L5h2`4~UI=CW+UcC^W_9&r)pIza%APaf-+EbJxVX
z%g=a-Ju8XtXBE!w1^+1P7m${3?RZP*iQrNm%b5tmIlu%DHv_m4<Y9oDQa*+P422j#
zOSNWz2mHku_(T2DEDV~bBSU!x&?xoxFXrb+1dTN%mJhVYKSTyuzW+)DjqCmyVcy(1
z5<g!`2X!D@%Z$SPn_MOZ3O&LXuPhKks|TYqiOui|uM&7o)4WLPWrC8G-m2Bz*+Rlx
z5ok%f_d@Q}RJ?9V8+;<r8Eg8_!fm2T2z?URLc;gq=;;0ftabDbnH^pQ0d#2c0ko(|
z$VchNU);RWGTf@tJv?R6M(j`|3rB}M$KmO35joQa|5|x38ouZ@vS^KklM`N|_l~aE
zyhUFWX_;hP2ZWJmu?KAuLH+otj<@!gh~B>&Y<!*IRbp2TP}zX55<T9~Um<odjesr)
zdgKowcE-b-9n+1WE`vLR2ZNG9V89HN!IPmOLt}>jO6-j5{uyE3-d`nhpS;V(iIbif
zMSomiNZT6-)MrFapC|TXnm#Pw=t&${Gcl4)nVjnnH1bAI&>wi+#`*(JWygRrh7C4g
zp&|}uadzq;BPPuMd^>x#!0>bZfnNW(2=VWtKjci@po1F|w^A(rCE^BhPMEk4G8i1-
z_yRyk18_N{@h}iKAbiHoI6sgt<2aP#bpg49Fh33pe&Qf6CwQME{KyFJ;5iUAXzOq7
z_#ty5X}+F9)@o0e^Ag>#-qX|Sh7EnVwK46Uc9XoSN!1a7&DD`ZE>N`3jz%3-(iR05
z<8>NulDd{{dQs%2+OAp)`pRmaI@IO>=@&PM7S=fvWtD?8vS(>rpxb3CgjB$x-FD;h
zZw}ykqcX|b{f%&0``mcL3nkj!cY``tKs;Hpt|m<#{gPZ2#?w)|4y&8IUWQM%-htmg
zw8vAspCBI`ZE<w9V)$0&5VCam9onc!Lu?r~hAlfRiNs?Q(dIHvWa!}xd~otOnwIMY
z&EvO)4D%s4rWmD(VR=Z!^)tv+MmlTGmucR#E9BCfGqmyW9qQs2T+tzQCSK`z2-gW(
zi&xZYh-s7!iXC2+tZmznRG1!%ohIKvFII%1qrG$E&Fo#TH|p7hcv)h{E%T`I*;~@?
zq63n{#-jIaFW|^Wdw662Ad8**H~WZn6YY^n8LIHgMdW(^L@3d(yR`CAl-zM-b?Kzi
zORCAPP1AZc<<i|JOD5!m+_R&N^t@MdDYD>d+1J%h8e<=*tR6{(>3$P*w}V8Pz2PNk
zOSIRej*JrD%NMo9LoZ3M7Y^~D%}a^reV$4+4~)>}wUNbIWkjuwtDCOKorkjN)*7hr
z-V~wH_*=?z=_BNVt>4PS4qumZNBAmfrxkLZtBz7&+$vRC{6bB!JkDZPP>S><^tNJQ
zR0T!rASbbXx6NXaZ6&mM#`IP!#7WA+ZObVthsSA}r@z!3uRBh0y^ouiwfv&!yL*$?
z>1nvw+O&pvs;|4EOfw(Np!ZwF7t`M;LQIN^4$Yb<%1r7gmOUVe&(?WqT+`|)MokJ6
zolo}5zPkS?vIXSf+c^IJ^%N_X$8x4vaAcU0|1!k_9fXy4WcY+;aovQ;e@C~B(qLT_
zJhcBJ)iTtLSUO=)8<lIo;*EIxd;7c@bEHm9D7w>*Y_d3w`;Chx`2$Ad^D!Ahs6YG2
zv)^`n)_fpQDi$DJhs$WosXnTNk|xOG_HMMe{2U?A(93w(K`ZueOi1B+@p#9YeW-&|
zXPmsr4jsM>TBF_}^BMiK!wX-G<zevgj9*i5rR8kt;9*yslyQrc@T!44U-uSDUS)eD
zuGdo`^jqXCG_1x5v@K#1FN?a33rG8Hck%f5_IWFQi4rxLz^<Xu2|$+wfJOj-?g;=D
z9so}R0HDqT;K=|0{w%=K0BBeMJTU;|Hvpa<06^OSz>@_2Gy$F{fR+QWHUKmi06b*?
zfVKqy?Fj%+8UPLkI5Hnl&VcgF2RIo3Pa^=%2DmUE0JH~C*??-y2UG{}2K)-uf#D48
z1#JZF0&M~RAO1J|PteZbf5CqN4H5psCpIh?N=ydl4d)8y2j^88<ltENclNB0Df%>5
zmR^g&jp28c$50-#G|J#<RIVY5H|Fv0?elj0Duro+f(;bqE6W6pZBg0z`IheNZi_Md
zt5ps4Fk2KX6XbVW{g&>AyDgM8zT2{5IW7}~yl}Ur4y<mzH=yBe%ioRq(RbUNsR?vQ
zV`>7O)0mpDsJ?T890oi%=(ylO1^@?X0O;7pau&@l2VtNV#*UYRV?xL0WlOOz3<z+L
z2jnoJaL3E>_;>Yrhs=R;KpTD=#}AYf(P-i+Z1VJU(OT2>8^b)UPA#Vo%TJ))O5Y_f
zBa}3H^JDen5HBiRxJIM4%%IIj=fmsDnv>M-C-LRk^JoO=h`n2lRqqJ(qw<Th<of!f
zWL~~!G}5OA&L4S>D&Got(t{o-t+g#4IdcqIyHv(yT(+asJPq)MnR{rd_wnR$-imb9
zb1(JWJ#3qG(^#_k^i9&)vIObpKNT%xN0<?iPOA*-M@|OZM6Yk8V5>d@@x8e>N!KTl
zWO}#5Bw_wU5`NB>__cMUVeZdJ_%mPiun!irZ~d3Fx49V^W%82LQJIoj!w!*#OOnw+
zUt8j}#}1p3G<@WK9^#f_i}p{LLMyloBy*2i;Mb)l<1zVK;Eqn?@#e&F#IkfcZ^R!&
zAnJWH0^zGY-18Sz=+%RA-E{|r;?E09E7AnH!^3{kiIRDx8k#0T6Wmv}U;0${zI`6K
z$K`3#vsxKaL~VDu)!MUCP+4zfwUY0I$gDxSo5L^5b*EmDA{M>TNh_|1@AJ*q7Oy`<
zdbKc*Zc(%ST2sr8y0aFWWSeo#wKg?XVy!h+y27*T%O>dyP@%|CLWALBlxG`Lxj+X8
zX_Mnz8Rv<YORsX!nheO2wz$p{SB!e3DK>GQnAP>Jcs2JS#j%iu!o%tLr2Z?risSNc
zlv~KQ3g3n+#J1Z_#KOH-YjdC6rkH>6s<Kd{@(P#Tmo-f@?KJ80LKQd1+KG?VGsIST
zhlvm0R`&?9FR0CLonKs3x|lXkXqaYq@;SxbnXN^2r8DB9)+-eLJ@cnLSEVVgM=L#M
zR!>nJ)HD~*^fC45-aL<Zgbr04T~tVGw|#_WwbVJg7yP4$#`k=Bp{E?nc)R3GIp7>%
zdIfzBrd-h5EE)c=RmY%5II=RJQ-K~;k)aaT8(0_~8Go|G&nWGSRD<P541__=(14*4
zLla((`%Ko9p*cefhL&9ZvwYs%IZ_i}s$$b((zRx6XkR9li}K;KPWObco+jv&b6$M%
z*WScE${p$E2BXbmd{k>=O_1X1d$g!yB_UsQEdIqhmi<c;QsDY)EG5(yhQyhmm=~Q<
z`T=*4gG1(>qOsNR7=3vCjzef#@Em;t`@xZ~c4L<+&e)`KJWgytiEW=`r0zNxjd*B<
zaxXIxj&HL=ue=AMlSebqk+^xh9QRc(%D7|8!PU`~aYqGtMsF_vSw3&=FHxAki&Y2c
z%b%ezpfLeJBLc7|?cZhDUL{s9fKwY_{s5p10C)-j0QyjiH}qGi4ooAUwS8Br!|Km|
zLkiA|4|5j&BE?~H%s?4D8T7P<`Chyn_n8d-qBnyNLn|)-Sw3&?uTr8<tU7<`%_*io
zVEmC15eMe8z6NxL>kkkHfd0UD=;QhWHepR0`!OBzP;CkQSFZHo&#gJr*s{FO^ap)D
zqh)!27yTh;>I5D9k5H#lEFauY!2!hqJ`XY&9N-|$7{L9xgL^QKLw-()Af1=_oH}s|
z2IU|ROc>yQ?g}#j)XDLA`VWos4xR(Wg0}wFjvq27vc;@ALtH#v7M`X_n?gOU4iu#i
zW>lwLMjj_G&i16y6D`$`hhC+s=i_Nq%tPArRx(~YDvP9AYw)F#>u5xQa@c$9KJ|{^
zt5iN@LJK+MB8tG9G_sB-&d01nil9w+(x`ISJs=7@Ebt>?9fsjMXY6oN*V<_3m7BEG
zl^*2LFA`m~^CA1Dl{1aWDoZx^nuMoR3nXvdHsh!vuJ|TdLMAt?M_cV3fZke8!g=q8
zpaUIU(JG$@xXkeg(#>KIwoO`(mrhJ2(<iMa3CM|r?@u7UK9y)#@kb;)@x6L@u^qH;
z_3E_G>FQ*#D<*D{-lUd#J9>UB2^V{Go+Mb;CQkGNE??sWdeO%Q9ZgThn-13`y+`<B
zyEgr)SCE8roqdYp4j)4c&SJcA=VM~!<c;Rf7>i~ezJ|wiZjUB6^x}>EgGkx8v+A_e
zrnerWnl!JoTsQY*!8Wv~w0zkLxkK;G(y@nil^UBwA;MvpT<T6S-P@7}<sMznNKYL{
zNK+f6%B@_qg0*=e-G@6Tm78Wv6*h#aWimKfO6eM*({3Lnz6*G%wY~pFdbvQSHR(25
zH?z=Fsrvje+B{Kh#2Pg_Xp60DrJ7XD3)z@gmzL2K!G=AKj<h}`g-q88yUHg^t9MnG
zhrW3#=gL~HBz=PA+)EBit5o(1_BAari&|-{1D+~Y><ko-mJgL4PdcZ#6u3__uk2xu
zn<1u(PNmBzE3DrwE(_eF=~lg$VuIUk&GtR_J(AzmQC56tEgrABK~b$;bH(AVtrRp+
z6z2_jq3HDFk=7~fH?h^JiQ<XHvlI@|f~J?#1@U=-`r=jpbDDg?r4<{jEmJlw%O^ga
zFjrIQY=UBB!wAu7Y`g5M|BoVLEx+}Qqt_{*Qau%m<E@f26@xQ?srxTeF;>=*;S(Ch
z;=i-_Fd682*&ibYJ%`2r5EV1z)zdLnrs?N85|ioa*yr*e73a;IBL!<oJ+2-kiDyD^
z-$IW_p5+zrsduSD*v(*cvS??#<lO_js?=MgU0xV%s_da!@5&a|sU@^1@Sc#rT`FD^
zaR?uglkhCJcR2AzEb3e+7H`q|phHR9*gw}hWIjZH6G!{o+&~L_hHyFfxbnGVY+-pB
zs|vQl15Q@Q{;TZp37chjQrov|o6{7bjHd~@7;qf&qHB3DHmlYMP3^>$2N3HW>KeKQ
zrS%!a<3HNxt^6hG^-tfS4>UHewSneV)&K|Q17L^&${7H|4d7$|JOKfKwFUrBLjYj8
z(OYkr53~!OiU6t_@MkF(Oc&5G{xaoaW#K=-dBb_~bNih|iKPK0%%)q0DZq`%>N3Ey
z2M-1%!|xW-8S*w}X<iJ!+k}G2^t9_oO%I<Rhj-+!QmsF<L!Ytr$@onuy5!?qPq6Tf
zcK%42C|I9j8Pzgq1^NYaOe+9d1TfYLIJF~>KBnPRgU|Bu<3JhE3aEpjepo>FnO4B9
zQ9oNN$eCh6hc>2IF!+G(fNyF5JR5;d4{>nZ2N?kJ^SqoIft))Y25JU%89PXWGEg3<
z7x<i3K^V@1Q!<G2b78?x9Haq$isKzR2Wkav{B0dSU{1uUrKeD<ou|v#(sbR%$DUT&
zVf6kxZ`$cp5%QwMa&<(le(K1EW2vghO&T?<E%j>q7$;saCGv(T_`-?-YP($h>C4m;
zbYhlH-FoJHa`nkMGPlN48d*9JTU~ad^<R&{lg!s+$LaZSUAO0Ctz92%pZW$#vo_*&
zABfs?btAIrwln=TD}y#)l#k|(yG)*kxv87xSx#K!cBK931k$HaKD6*oH8TB|mSoA+
ztF+;z9XQXb)#&YxK}c(vfi`q5jqmn+NV<*-q>cJ7qf6%rWMq?<_(I`$>bQI!HKTdS
z`NTRzns$Xen(K!{QZ|vuX6K3j;0?6Vw3g};PEn+A?v*GlZ4*)dszL`8eMsZQ-LUDN
zSbRijNosp8!LOP)5xloHc6@M<DpOD3An$It!-TPT^IkQ{JAXTG<R3+-zS$0af!afk
zD^(#~I?8oA-4$%gDy6v51LgMDOr*>sshXJUWrT6FZRJwV3f=3%E^_zZ-bqiKc1u$R
zG?rVgOj3OqK0^xVdq~)AR#$bf=MA}z>qcpc&3>JjYnS+T#Vf6C+!*P_f<&!J;aj?x
zzAD{uuK>ANL@h?9=7}|Qj;d`(uAqJuqojOyGh~kg7f|J(CBjlUK`NZ<iJ(52DkWX(
zD+_7WWc#yfu|$Qp(#jGC6>A%8(^y0m6(3i-t5`l{o0u`<t?-~}n$(BX6$_T{BYR)6
z_Sk3PDK>G|DvI4-rwrRSTuiViwf)N0SkVhvYMr|sQPzFtr%0YoJkl-JDi-BA?XhEA
zrnqoe53yXWP=(v22jYW)%RDA->!!`ubFjD|aFsTX`9009Y4;U(qU(vmi^1X*-_sf^
zGFOq*H7#ZRoi`paixi3jQ7gsMwfcJW+FnRJ-1m_pV{wLN&G;)?yYT_pz2hH6xB|cJ
zJY-ZGZx223TFzrR6E8Run6S+mEEw`I{3#n4%kRhlS|DhCpzXoK^&E*8ORLQ_5f=W_
zZ#A(pEqHnEGZ{?o@a(KLLjafmU3`8SawKMf)O~0X5`Q5d?h}woEbQ&^iJ1+Bun+7L
zz}I~64o!J{w0vQt-SY@-NS~$Jcz`Y2dps5`Bp-yrUKj^m7>AozE`z;&dgIQ1SB0QQ
z!D!~K6KMbDL##FQ4&@q%A%OO}HAZV6uSJn7^Xn7X5AIxX3U=z8g!_ApM?;6XqKTLC
z;*KR3;fOKLIKsCw8op&M%5%j*$b9I7o=)$BP4+ZKlM8g@<+-nVa_kY#TYNgY<mM{K
zx3_co-^J%w;Y-9Va02TqMkmVk7|@FVFgyUDBLQHj0CF1u!v>Jo02o35Sn>wQX8<%h
zpnw6OQvnJY0FSBxMGOF44Pb2m=wyJ;m;ZfE+<uhp?5jkMohLk30RUn8BU@j<bi{R0
zXj^DcXg_E(XeVeJXb)%u(04&+hW`%#w+w>=LpcT~hCf8?SiV2K^#v=VCv?pBX7KrZ
znqjh541Ns$3~fG7|JiXq5WY(M0)bcoa@qoeL>tm)82s>$K9tcDzR*MI*yN*(IIw!y
zHKMVM_!+bpAaJ0)=#OF80)uNW{Mi550)vspc(&a}VzYFf_N6zcKG$CKbsK#R>+h<)
z<V*}<Ko}E4m{dL|hA>%`VgMf;`1~mjgkeB|4}%GOE@MHxgE%-CSdbS68h0@8V6cH4
zCP45xO0Y0Yh7gB5P!Gr;{<(vJ%gaHTzm?+yA_w9K*Wmj&e&C!4WT2-iOXum*PDj^n
zxA3%DcZA*_G=O%jpGltgAFS?nHB!C2Zy;4xuR){Q_|wK2>v3X}Qbg`N4WF+Otu8oi
z8BIt$uCDA-Uv0m36fF=roOndsqLF#BuvPv+)P4L+91?vFJ4|%Lb&HsiFf%2-9fWb>
zsUv7dCo{GwMm@Y_fQrsds7mY#2-GylU2VDlF0Ez~MX#Ptz>_V#$t%A(ct*-1e4~AB
zvZP~w+VFA`dS!nT=bfoW+O;WY{qV-PY@TVPE1ivPoA}}-esk!9B{~x0y$d(J{RCaP
zQjkR3m#4iNHpH`kyMPzeS&F0fjwhE)VrbOZ=`^&s7tt0lBa5GwBGJA2P)Rz1p7bk%
zi*+bQR<mz!m3y}bJD%HwUeqXnGHWly8;>-@FAL-*IJq@0H|AHW-2M#3osLEe>rTNN
zB1RF*cWu$U@r%){VwPxXm8p1?b#HzVeiXs1&ky*&?wr_Cd$5R^YNEZ5?3S`vuueWD
zE$bXFx9`wXI=VVaxv|-JVe<8(a>-u`>Rwuz%iVj`ld>wsNs~kN$Soar=!&i0D6H()
zSD8>;5Z3K}DYNF1k~f9wQd;L1-()S++WJ3`o-bM>ei&C&_v`)=Qk7v(w0SJwiB-LN
zX^T}pqq=FDDvk4ht14QmFLEimQ<$RDNfT*n;dFdnRoz)v<e`=G$>!}FDe*8L*`i}L
zX=6VdaiqsQ@v$G)SUnC=#5p^PM_xabj=PUm)rp?2Ii+$`R11$3TOMDbXchO)<NTWO
zS}RvSrJZ=)V{?%Nk4;T(D4kvVikWc}6;*R(D%xE%RTdq;-QzXe++xS1-?UD4_M*?0
zO5(B1{EBk>M{7C`d?!AQDp+5=;fk2H=0wVapk9h=ubn-fC`W2@jgD9B%HKu|d)19!
zjDOY+iQn&8mYz7S;H{D~afCB~2_J3>KZH0MYfbE!pjG}?@(5*EzD5j982*VCySnE0
z$ja9VxOe;`V*We<AL}$j2)8yt$BtmUuvrRT7XB8A=P#r6Llab6s+yqsv5nEf8Cs!8
zRgCYxx5rbKbi~oNwQ>A$CF=Uv1aCT6740iCinWH`A@hWt5I||RHPO7ps~@Ewf3ap+
z5j<&wC-#gkitB{G#J<0*z(?0BapsvtcveMw!7;`Joqsz|U;au+Gjz&x8agz%l5rgn
z#uYET#+}N4ubrhnKiu!)yfc4^`2B0K``2PeS#XlR%&{tsL1vdL3Udl&i`2piMa
zp;`0<%CL7K*9yR52U-CqSH@ZaSnT+A7m$uq4RuH#eSUn<3aEo2Z5ktmpJ@erd-<QO
z7356J;QnV!%u2DiF)?G&Y%;_N7Wd6q8iauefzQJr2O`BC#KCc5_A&PH7t#Qb2ILCr
z;6x4X$8bKJ$Uz#<!-AhUUe71O9~I#<a}LDo`)N5j5w4b=s;!K02~B9CxXjaP*>CjT
zwQ98e((B||l2#p2>YzHZ;#;a{?n9%LVYE?`1vp`oKat+w#%E<Ob?^SKX^qMQ=)@yO
z)vbFMCYRMpGAE!rjmX-9Ej?UlJ&Wf!q;z>)c4QY^=YCU?IFsU19T3u09E%f&_fzK`
ze}~HF9Z2f!{A6*z!!+;gKID0^;pz%!W>KO3eG<5}3h8;Y8CvvfGMP4`F$s@)PFpSR
zk8^k3hTg0%gLK}%qNHiLN%0m{2|5)(iO*iTq4h5`;Zj>t@rD~&r&xeX_nS=`4BLzE
zq{Wj*!#d%RGy6!ysh7lm)GKuX&pu@Lns(IwY(ru(egVPJO0>V?NYZfJVQkv`H9kB;
zMQWZHg6|CQCdF@iQZKLd*rLj5Jg!Y^ygsWsj$hFMpR#J1eN}(ZZiC;<V%Jo=|MEW7
zgd-PZH(MkW^{Xt!*1spWJGDs4i1w7K`o0%vl{IpSb&qw=o(z(^-L4@$b}cA{uj?lJ
zEV(2N&;3GKIqS4AIexY7_Gurv_GxP=Y|eV!wwYbTH~5U!HlM%rY>AhLkLMEc%t&{s
za_vsq+^YvMGSyzJdTNX=*NQ>X2ZydGe~tHo5LH0A^VcSF{=w~~#Dw2u)udX|``x2e
zSNqJ8d~@wnr47iP@_J^Z_(-jm9z49LEKl<*S`IBH`d{=C3oVb)TBIf^X75%i^FMj+
zVP0vhqIsu<n)JEL6xY}i#)mPkV#{8q#T~jq3fGBKwPnwgU}1NSIQpg5((9_&dux)S
zOS40YNp;Ocd;6XWzrF`Gan8fUC&l_{%Eql$%&NLWwAlBbw-5hOmba$gaBAcITu+%+
z@>tH4362d@@n5D)2K~g5)lr_I0z*ZHPu@3!Jm8pI|K8chm_Dvw_{ijcm^vBi(bFeh
z&yVtXbLMC>Yf5Xc%tMwJLAY1u24cF=1Ru@)QV1^_j56o1#ToD4lA1v=NW9~KlFBty
zB`296_q$Kgf>EhLvHKVgY<-Zmgb7<<z;@oe(OU?fnu=yUvO{T^*FX*q<yzVEV~B<4
zjab3M;NvNl=dcqFNAJ}pIG(;IMSd-agvt(RMAf6n@_jJ!yZjsp{okV@j+@Z7VJco0
zbvd>j?Yz5~$A6U1Tk}g4sObcDO^r?jx+s8a2GCsrpsfHvy8z@iAP@5a|Euk*2&)4C
z8V$hO0MKdxpWD1Z!vT~vz=8Py7#@If2Eb4OI2i!L2H<P}3?YDv0l;4Yl?{MxF96j6
zydl5xJ{SyhXgg>tXd`HsKV`#$A;!wU`NKKGdBVAUldUgUJ(z(qcrxfIkKuTYS^RhJ
zhe6u+bi6&kYKv-$f(=yRD_dYd9=;tr&kw%-OIhr`j4?~E%Hj^phtC8b3O3>QWw1r@
z`!bX<zAv+4Uwq$-FgaPp=njA9i*12H*_X2TeHj)VLR~-WzMM04feva+UCdbgbLx_x
z$x1PpGJu1Q3=U+F9~`7{fQ-v|8u;MACS>e*88{{k4qg`IJZvoIWg(qY8ZP_pKJTD8
zP!wp(Z{_%*av~>9Jyjz!JYCAJpb0zLd0NfNp!fXaXgkX!@-(X`jkX%Eeq7O%dJL#X
zqa5<k25d8l1p5s{TKpQH@##vZ&W^|43l6AvG~PqyQFmy*cj2VIw3kMl*W$c=n$kMa
z^YO&Q*J#&?4tR+7Mv~a#IW9Ta0j~+Th2$%@X{n%2<YBkp=&B;@J+0kdG-g*5vgu?f
z4!eDZJP)3Y&o?TD=hhufD^HWj$-trLrCmDC({viXy;n!NXbX_(3!jiR{s&0-rYodn
zR|^_C&y$4RNK{*Qxu>>wUPJp#???vyc8t`HxJ_!6D~nZ?dZ5LA3yHlnoy0qO;}GXW
z?1qn_%~K+<U;KKs?|=z)YB-2^zr&=%)>U|9zA?Ccs0p5&5J^hk*vlL92U&IM)!_&H
zU#&U;+I=@Ks>XRM<=O*mgu;&xNlTr2%k5fpmW~XvQm%36C4{Z^lI`AQ>7E>0B6sWO
zAwB%CNeatsBKwpor?WXQMu^+vqg=3|q>xx{t1Mi5ByB$Mn{I2`IPrDVHm!}kL3+CE
zi7u-4eDOo8%en)zt!3*D5n`o2nOf`kJ*sO(#!6%Q%~a)?G!j*~wMz&uZYl+jEF|bg
z)Rk7FCi0NJuCnQYt4dV2mz>KyzZ5rfy5d;;ij>#$w~LQzT@f$0d8Wvmb3nLnc3SF|
zeko-;qH=S2speQ>YenTjM?@dTK8hCZ{X9+`3)EUJE}*nM_`+lTrFkA}gZe3*V!Db)
zYZO*g>f)~0uk}+Xi`*CIp7v05$X8TbezS?#qVXMti*tf_^!hf9uS-YqNxu5xrS0!D
zrulX%)~$6;i9h|;BW6#SV!xxGc(U*;kABxBF}-qa#o?W=w8c|?(=2+^m0zTPmbK@5
zJvryCp(ik_cr0fE1LpygFld9I0fN?N$&il$Ry4sXCeYwOa|3OyI0H=naMSq1+n}?&
zH9+HFeoclyy;#stwh1c>lk@+j?_t$c*CeqGi{M_xqlt+}M|}9jG-0xRFgiNC4W8??
zntj0{7>SuaXzi(Ks_k!?EoccNJjn$Fo8K<u8~gI%@Ty(#G&BgW${&h)stV%`6IY?#
z<JqIxj}GOUorUwdZ-W?GQ_2-Z1jHGVOz@W6d2sNrBQY6ij%x-ham$kPaQe(ZJbry|
zw7}+;Q0`DFIv=N30np{?m(hogjZxUR{=7W*Rre?C!xobg(77S&h20hoT>i6t-ub^o
zkpAi4!-65mhan8b@3lCP6Q(Nc7=Wq<z%T~XG60@G0Nen);lDztVA_F>^_K}1D_f4?
z6Eel(pS<nG;;x3N1J3hLFA6l2&0ZJ?abw5oWVV(6EDSVG`<Y?h{$C|vU;Q2y3O0~4
zBb!pT4E7*o{~O|8d<)E=lkohYlkg2UxK5IjO$oC)KY0s`=_J&_a4zgEu+Mc8I0k$M
znPvu?z?SNNH=QJB!UhAtn6Q;%@y`hx3~(4EaDN5|Pf%bHAeX`5fiwVwK@Q*!?&<K9
z1suqYi5AZbb#glr<mL6j`EY^=GJY;B_=$tEye{Kof0F4(NB989f#5;ge-FnGn-kd!
z@Kn`z@vQhEgsw@i<Y^T?jo#gxOaq5w^3<!mI>K~{Ix=4rt^aEeI^#nw>e(O}uNmt@
zB%e5Z>P9Yg?^@}!1}Q)%Zd9vV3**QIsS26heJPFDSqJBte~P-53BnWW-^X>=r(pZW
zH%VxZj`-%ff=HBS;`rwd>b!kYs2o#~q+Xvu7B5;z^M+p{&$cyFdu`DXmqodW|A|_p
z`)Vh&ctC#=Iei~lyz~xjxMetcRXzq=TrG<BoN0?zg_po(RraLwo8j0-Yl{~hF{k)_
zG~M7=g(gI?daRp~bq!Ln{kzwsLE18W=Vlf1sCguwWOA59^hzQAODocbLz2}c><W=W
znPbtOX8uH#b`R|v?TX&-tV=u(U%=@}mx-&V1AboIpJ2DjxLk51RZcB{;*Kmp3lkRO
zq%jMKr7j-LdEkX+O}&ao9PWt1mbT)J|AWY(`#1X@R!i;Pl)S3Z_eRRK_5=xq=0r+M
z%s0wy_cfCaH?>i&UKTBc_K1`16kBzV&kmNm-Y+6Oc-mJAy=N}BnAcBNto;LFS?M*x
ztp2^En59Xw;88@{)HzGH#gTnn_)-n6&Cu7<la(^t1?izKd|#YYu}E%h?(&IR>(!IR
zN-u3ymrp3ApgMz97KK(JC%1Yk3)Av~cIz9NI3)?Tm9ykuUJj8>i(XTz+$+iE_`H;K
zq_kLec|ywl@}<OwO-vNamX;C^`&f%3Xj$o<G)8k&%%^bK)>-uK)LzltRpoIad7w7$
zU021EeZ|FvO&=&Km-QAMWFJN3Qj_}AZ%)y)7i(#4-d0dLbe}4QJgBEFKXQoZ-Qv1<
z)NPBRLiawJmV;`DS*Bg<_iU&VcfBi@a-+0PakZ+A$NVBs#oM>rcxdmWi?3@`&A$5o
zD9csLZ$1n0cF@zm)jXCn{ev@r>HWLXKhTBPG4!@7W4(yUKxh2_VaZ?hdymQD(Hn5j
zb{p`UDTDE$rN@QIlT1)X*WGxQlL{|*?104R43rqQRwcG!G;hyfG=J-Gp~Pqhe6`;`
zJZVWuobY%GZsl4K^?Z04Clwfnb`_YzT2Jp#t|5ycfOeWyMRVJA)(Z_kcmw;k#n_k_
zEL^REtK+A5V&y4#+|o7($C%)#Ty+H}vtV>~nf~1`ba4PiCx%6%eOLDy*8yQ9)<2Kd
z9zFWG{71!kXZ{kM`*+FT*X>__h{o{-{t9h_=>oJo&^AFkgh%>+$_~czmt$~ZaAt5}
zfOGqVwi%`iS0?{=la4RGtEHzs?HTnkqG!gmiPJNEKK7L>z0a5Y8MFe(4_X1F0gSZ*
zV|qr9eWZE%I#?GmUJ3|WK{h>`W@7TWR=~e<^|Q5toM{+z=>JB;;Qk1m9(-`zFJ%bB
zVBqwK(=blEjPrB)1~TrTUI3)=W58orE{9`q+6KqvRE-5cagd+q`y}B<MEJy!1Kol)
z{<e-EFejqb(o^}Sl4r%s&1n3|tDaV)rqH{B6Aifjnmmb`rJnj^vO413RO-HE0iAK}
z6s7xi<M`X_i0+XeJ~{Tix_6Ozv_|U_>Pc%xlD;7x<otjvGV2Yc5$l3*?t=$ut@Y73
zc>gL~x{NP&+nR?Yq`$x=in5Kiu696D-*9!_o?WTzKY*lO*+mxbzePvh-lcBRW*k28
zVg>$?|0ro)^$O{>-W)ACnVUowxXLVML9|t`t>{HVge@LbMY_-<DDgTXznqN1dn2?I
zUsTZz9aho=9}D7Ao04@t)3E*2tt960P_%Ax3z~OI6uG#wkGiV;K63j)JUTeOKVEKU
ziR<QmhF4hn6J^x_XrK8~q8@h(o9rHl)1xy;4d3?o_6bK~d$lX|D)<&#L`IOdRdyhq
z|1aoWfdD+EQBU5;KZ;O&vn78mwR^7KQH>fHCf6$0NGMqIl(gu|J-IFIE2WbSVuM`o
zgrW5($i;)s=pJTVle-SQDcyhHO$x2KO>R-_tkBvlQ}?n-2V|XViQwM6sH}>5DQ$Qa
ztlQMDrueD`(b~Awm9i4ci|=|5)P<9!l5+_Ut;J3=(K%|d*1BRLp_qd&>Jd0r*Qn81
z>A;MJ!l8v9kT7?avfag9!i?_m@-N}nWs|lalnOjRHk&Y1irs%kabxoW@!@9olzV*+
zD`Nf6is`y6>1b1`YLNSZI4^f;h1uYIim7*BD;p#}^FVbjh`+dmdsO!;r!BK1Q(1IX
ze~-P(-z&|+t7(EmTWI3P_ES{cuu~B=sYLy$m-cJRv$w692fS0bSX2`;s%+M@NEswP
zdRaldIG|0+%j(?}YwI3KSut4hcoLMPHD5Ybu_HE*I4LtY`|AHosPuD}o>0Z}R{57u
z8S}Vr9_G!Q<3hofwCc)6WWoBuxW`zGUj~)I2U-skCWn}yBl+F&HsLznJIfA<O)yGO
zI;eE)ohJ7ou4rC}PAC~}f;%iLg*{MyH2qRz9CL68>b2YzCoW4ssS$1YeF|9!{UMCx
ztPC_q+Q;SKW0%J3gx9ltaLnOS#O%r*jFfXwM9o{c&(Rk6n$TIOPzR$km-J6h(RrU(
z^!D5=G)Yz7xDI_i6-N2vz<qG*{wa>P^1p=Y<6=U%KtN0Yu$T}4Bn9yKg2I0ZmC>MQ
z?c>exyG=8UvV7Md@5o=ZcYSr&LyXz5X801JqRif<CqF&e!oWEncR$p}`L2fstw8?{
z71IjzY0M^NtQC-j|0$<WXYX54x#ve>#yA7W0H76Q6DrvC@H4G|zeDx2wSqrRs9-IL
zv0V#D3;<?5PNcXGGGluZJYC>~3evdaVNRO39DGOvG6qj2%nfmnK|OGsQVjZ;*%0T%
zjYU6kP=+7plY}1;;T`(#M5t1mdRE+JOIP1s?rGIOh~C+9m-+|ZC0SWp)!ioDR4=!E
zPwSnzL1*lJNl6P+93S9KbZh716Ly1X-09`&qQz&^`Yy-Rk&k~P=NzrbteBlNV(tfQ
z@xh7KRG-Gdfeo>JsY2Lo<_wasx(Bwav=C|9|AtphtViei?#J7kucWu`tt0m>pOanh
zijyS288oAlhq}g=D#Uk+1?j3OgkqIXNW_dRve<4kZMb|V&Q*CCdR6EIlAPY7M6)u)
z)@1@g&Q0;A%$;<a^CH~buP`p(NI};eK1SY->`NwBF(*xRH}LH;7s=GEoym$>1<<0r
zwlvgy8nxTjo}SFVolb4Hgm}zphW1Y1jou%KBlNO}(}$Xp>fO8Jr(q)qdf?8sn}1D}
zgLmR_Wm56F9ZPZi$u0QA@N3yu^`G_*Re&}vIY>3av6@_S!f+w~<q6Wl-C8+N+d?{2
z<DfFuxup<NrHO32eXZ{PWh{4LJOAIeyeUoUa#{9{X)0JXE~|SrT&0|L@~E)tOdGjo
zRVyjDj+t)5;Yji2gnQaz=Q~S}*Jp`u(|mMc(th3U<|X7JX<=IH3Pr?<WwKPkp<$@_
zdlPAK`f8!bo;V>SZiY0jVKG#4<0WBOx1rMV*uJvD?vh-pL#lG|!W+`sn<~wnhRai~
zxoj369NDB;S|mnHui8vGe@SaGD|4vF(L6+M=6=~D4aaI;<r}4Fz2c&>#q3I&2T!hv
znWr)oHGKz(<MRf1teDnZS#EDJ@kk@B!lhF$#e$n1l(vuhc$Da`RE%&-WY(t;j|Fd<
zXv<oh6eZ8<+T5j`HL1<IDDKbiCDuIdE6&SjqUhM;Maq@V(TdAmI*5wl_KLnSmf|6^
zi;DDSjkLBeA~mzEcV+jAe-zRB-X?TC-CD!jCTF?@=K<3?O!XEF-(~qCC@-w;?02oW
zGQ(v5)po`5G-AkJy2!#`-0RSA3}2Ssn%Docect>z(y#zpxkntC`=K@NzBm{^b=rgX
z<?Sp?4hlx;r~L4*#r*JGZyzM)ibnAdr>f*zCa7N7%4qH`OQAH|wj%bLH{R3u1r8tn
z1TRbU6sB96poIa=kZgI8wSwNETsj8`Al+>ZS{;DUlnH+N1onf4<SN*&Of8J+$Kk%?
zBXEnn!}0!GE6@oXj3>6}iAKD5hYDWkEM&|vLHDOTKquldQQD5)ygc{O#h5k_MyDH;
z7xvb7=klNJ^Va_oJ^QCGUxZamd^<DH$m|U$%Y1-?0glWElrsP*8UQF7;J?wdN-PiH
zztJ@?Lj&9Zyy3rM2ZL#cYn7l)f~E=@XMP5F3=di?Xs2KX0PPn{4Df&9f0kizV1WMw
z{{iTw3j>^Ej&?AX_NSLGvNB!_@OQpQ&zM~QZ7}A;pz{CO(+xj9Z~w2-xvwr?{KWn>
z<0G{)wvW-+k1|-kh=UF9kFje56pZU6`Y_W;z~^=>u9M)@k7e{}>~tXxVPn91WcqYA
zq3Hc-%s%#+P6A68K_}tM7yoWLNzOD61^{&G;tVhlN-=y+^MG1`+>`+v_<Ybq8ORSZ
zW59sn4({pTIL(8B#T_rh?O_n-WsPYg$RG^{9{8U-I1g~(^RQm<Gk^F1$btSr+kX$o
z51W%!Ex=P5GTgJ`@-VvU#W+u^4#()7YSGm1=qQq<uuxAu>!yylGKAJM*-mGybED|=
zHoSUIUZQKh4IkTDPhEVc3w`n1|6}hvz@k{Ttq~=dNk$Y23I<e?iuBA>7(_6DiaBD!
zteCT+Ac6rA1r$*c6myPD&vau(#hfr6b3`y;PJiujnu{Je_uTgskN1E3`_@#h?y0G;
zSMTbY>2zAKsBEV{gBpJ{BkpC`A3KM{U<22iwEmSAcq$`GmX-Emw-LT1<oQs1cZfY+
zIo1HF-=r&xS#%&vhlbPn)jQCZ!5yjb5HIqw<}li1QCX#3!gL(se1JTwyA986)*IhC
zlR;(-d_dc@-i2OoQQ)GVVvum4GFoRnoec42Cotc;jLW$<$ML82=z*;zs9}y58POyN
z&##YZhtMDr6Fz}DluRX+&P*at&931PE0IK;Jwn>AZAr~GcO}h}j?l<>FS=)$20dJt
zfK4MgQqfkAtg5mNR~y(1y=t3|P903an^yEDeXZZ(@@KnJpBELd!NW)RLtJ-!?M*U@
znPZ3+-kFa__8X2uM_WmaUs%?*AGUqbM}1)7L;1+7r9`Kzfr^r`MTGdx)5J~<-GpQI
zHbTu^brp>dKM>0s8EGEx^$>dwe=1~^e<n;{A&S0b?g&BQZnBzPf)&%Z*VJTpdmzgE
zx(b_Wjnr(`3*ld%uCKO;8Y4X2)y$*Y@J{@Nb@qZ?2S>Gm(vY{~_o~fS?NHx)-BtLI
z(}SI5Jwnl_^bOh4j3;8reoMq4O>^NR-%aM>+(j%>H%w@;WS9J)<Ga+;&D-$V#j=FQ
z&QY=n3q;OuS2o`|V>Vwl@|3#RnjkJ}LRnb}!yBB{R8Lh8;|$d)+o#<1u*G~gegXf|
z?2+2`>=VAZ@;rZH-7wA}ajnYB=nkJVNX~_J?8R3sU6rePeF<;%x;+0ZP+wJ|=>l#X
zCVbViUU|RnZ$<KewEP&6zQ2~%t&>6p(>k~^OxOQoS_irWD{sR9`XcCw@Cg5h9IK(L
z8?pKbgHqC4n7;`_Qz`tjU8xxhq-Q>~rc(zJ(|0HCz551!c0q*?8Lw2#92AT)<|N{y
zfz3&6d<^l%YtZWLp7MRxdZ^*W_9$-EN=3D@X?Vzh-t613ulOz(Z$A=(2AT)pwbA7f
zv!Ove2r}TteDN`VY_s{2A6)hyU=wk*4dLiRO^lQF29we~1|s)2>57`8G0Lny0rH^B
z*(*^{X>YXi_(uqXpx!%&BH{eSFQK3RDYfGFXqL}Z_8aEA1?Z9hNn3#K2`HumJb?fJ
zB>=$F2moj#fZ{p;RRF+CmVi<^6m*2VDN6@{CIm3o0kj(cyqF09jSK)<7XYXfz*+|z
z<^pVWuwyO&Xb1p?3BX<lpd|pHPynDPfdBOP3>ePPX3$R1F3=Y6{o#B6ExH6liRFd+
zhWmv3gZug+$7ks3#;iWd;0a+6=J#Uo{u286pHfHsOWNaug4qyZfFs<c|I*TiqrSvz
z{rR>9=H-XCwvqw^VYS7Wm3P$D16HgIc5H@jwFR0at+r4$|7y#M{rT98w*R^=thUse
z)y<C0fU?qREB#kjVXw9Y(--KF`RNOE&iwR+1+|?M;$gspK*t4vH~<Kw0ia{&k7vQW
za^MFllwYKBa7~HcK%6CmL~|evb;5)qiBwJs|5R7%kOj~XXu}^P(uE2l9zLEj&ySuC
zA@MY&WF^lMz9M~?a-RCPXic6i*iYw8*{FP~IZGSXHK&nLEvTYzEMDE<0#SdejnA|X
zq!A??uy0g`GVQf36)PVinX9*u1=~i`S%W{|VgrlNdZX{*Den!@zCHnXNaIOlovk}A
z|Hmw}=W}<wvV0`1{A4!CZaIUlsvD<_Td$_k3tEwFRnL=FOY4(>Z7wMB!wM3Sw4T=5
zaD!avTo1ima0M50u88js?@Iz^3uNwwHDpb_p(Jcc8RFL`n}+1hCZTugDM#HHL<d}T
zqXQJVWZ1H8#H+Xmv2qC_jWQ0QLm}P-FW-RmnpMIX+g=jK$5&B$RWE8c=oN{(d<nn(
z*cOlS^}?MOhT`qbZW6<LEu}^*Bm&XMRl4B+_HYb8_5N9R<-=z@5uMzgC`!;2Vevwl
z*l}ZkaMaX^54P#17~)b^Eax>`^Kkz&G2q2O;nAaA!nAW`#g=m>Dts-&H7~A@Kz3KK
zLVmrH$gK(yHl#P#Z1kVTzqTu`w(y)N<Or6U>3e(e9}@Hg+q(PI#cnlLn<c&CtG6&v
zl+G-LdW{*b!Sy&H{q!F)w@Q<d(f)gi0OxVSur0mBpcV~<55Apc?#d`pZ)i1PS?_K#
zqmW*FcCWsvXZ+9e*LU;W>4X`=!$+rN;};zBu*tc=?H#+Gn;Bp&Q{EcjA>UnxA7cI5
zqu%99YAcIG57mR6+=n<Lk0QtQxUT-Gs+OfDtL@E-t8Eus@Xh>&aJ5Zu@yAzmQhD}&
z#Ao;J%U`|PIQ71-8CR;#XjT8!$^6ri*Hy(8_qoxUMtqgzn$nN(dmVn^_haUbyjrAI
z(9(<bQm9~h0oRAA6m&P3UO`7I&H%dDPdW4=zxKec0gsyVEJu*W!W;vfDTf#cgO*k>
zw+Ta22A}+O=*l!_@qaoD<J){cIxIDBfwaSq)_9{wqW6d5UblnslTZ8b{-fO$;T`nQ
zu^w)CV<#KDckvFS+G&DPhVPOeaA#H_GzrBnD5bD%9gI77dxPEeSE2~LARN|x4H~FU
z!>ipEBmOLCd|E*U`)gyvVgn(777jc0CHBiFcF3Hr__!bu&pm#C6d9>qsIhHi65crU
z5Uv?mK~ZaI8oKDcO<OkeLPhj0HXDU(08Q^JK|MDtMEvm6Uqu!|Kx*CZ(GkC??6=H!
z50W+@X&%s>0icZlplbs_a{>G)Isy+}0skp20WC;+C=8lTH65&(3$W3_mbm~>^#L_>
zuxBp7K?mp%S{lGype1#5aAYpPSqB&9x=0QC7gimZ7N9Mm?V!Dk8U7=h!tzV^4fiSC
z+gDZ{7N2)0MgF15;@ub;GPpB%KpJyp3<?I!KpC|3gt=Y}-VA>_-H*k=SM|+bcVYOY
z_Weux;s>+<@V$Sa!dUk;ze8X0%E2bQ*^IJu)zu?y!qctwun7<H!dee*{<U7JLvmrQ
zrwcQ_Z0<Y%#f3Cj>w(5d`MzE2B|7t~*7|~J4RqlAv<B9+{In+jgaLjKpdTQX3^1tm
zb%1mj2vV4NwE|&y<^b|7t%3Xy2ZIJCA`r+A0|{KX1`I3^s2}peHNO?<KEI9ssbQ%D
z7eIG@md;WT>GAWF8F%$`=+l(0vR>s`0&k)Zs~n@P)1Q&2Pq!<3d$=f*?kH)44v91}
zh;27}8I4ooUlR4U3Ha2TyEN&-RHf;O7v$5_*UIP*p5$V$J!C<P2s+C@8y8&>OzWB_
z;wjat;s%w%aK$Qp$l4bQT<+}+oK#Lk{G3HJuA>>=eeVc;5Z;z#wfDkvwx*FQ{xg-~
zZKKJ$iIvz6zf96&|6-IBaGFHePa+Auqo~)Ia#+8A8T5Ln71}?tHA)eAeDA0Y379sB
zhO~M}tQ$ASEd!@v+kPf=?fy&Ty=fMiSv8e38(xVxZ|2GLiEHT%w+Tw?$onK_z*Jmw
z&I!^G-9(4Vs?f)53xW+U;EdSo#IZ;?exCf0pwV^6xHj{sanIp+q}fQ^dD<zwJ$Vf=
z+#HwpTNch%yGB3k|DW2a_l@wD4^wm%>qo{YjNe2Hi>3yP9c%0t(m&3ZMJKBiQ#{X$
z7GbkB_uqPn0i&XYhj+&a(~QoFEsJv+%W8ELOKa4X^$Aoek_Su^JwDh7>j%VZ)?W?d
zUyUBCHh(in$UfMgf8VK+W=u<aje1})(IjdlZ=KDl&8lyZXO?XxjP;l=yVmtOvYC3F
zT`NnNG=H_?xQU^>RAftW*cBh)-EDJO!>(n8&)we&>$>Es%uFYz?j3i9e^RXqw=7}@
ze=IyewtcAq|7_46Zn5P!vAI(%)$v)boL$+Ae2clEoR7stkBo)))W$8F%FL~bd!*oo
z9tmF6Wj58#`4goEay5)zb1j!#k(KFY<nhR46~Fg+KecW50lZJws(i-t-JHYNg(`a7
zhJVu4wsBnCA%1VWq|{4uLb>a)eR%hTdfY(GJ^twXM_h(#h`Rh>ebs#Dt9iZQx3a#p
z`zf=X)D~K*v_T3LOqJj+U^<5B9CXQ_LX~v7PJLEC=xjgbd_dhbTC@873qv3Jt7}Nj
zULb{PN9~RtB2gZza4+*H{J2a!-aBoQB0O0S9d#;(BcG?@1;_P}s=GB>WnV&mXdt6d
zbq}G~m`Vz}>3aCGQ97PBMZnWr6~W6&tU-f%SmTv{I3bloANK9Ff(-gl@E}#rbF}JX
zT{JT*<x7g59!??8@o1lc*u$?nuH)y8TZTWv2e;(nlYv2a-Z2A3?R{zJeDCMl@)!1w
zLub>X(Y_W@QhCWmS2)mQ_0WYX^Av}lg-h|j%9UFEd(^7kRQ7x2yD>=v0j&i9-5&rN
z4&a|gt-vHF?X3YV3--GJ{vE}#V|f78b@<;>t^af*9ZWCKzR;$i8G@$x!zmXGMOLp9
z15m;Lcq5&zd^1)S`p}=K6^qlp`^4Nf3~eF*uN0}H|0NY`C()blQL((Vd{j)@KnL$b
zNgM36=l`*<4Ed>az=TfI&>k?sG!1PUJDU$&Nz=%Gzy!qOG+iCS7Z>6HplMKRUD_OG
zQTj&H&~Bh(nufH2?w_J*6im^e!{?`HmMol~qOqWs7Qvu^NeBd77~E1E3>ImE0zbq{
zl#F@v$^o^5G|8d_X%GfL8c;8&2g*VmOlojHQhrF2@-XjL0{KCt`o4sI(Wlhm3!rX4
zSCcA;z_s(_PSp2wXj+P{Y+S{&gzF{xVDUoQs#y|w>Q`GCvBOX~Yx_p(7P65>cF<5R
zJQt^w4kGG)96q_6SN4k~w0_fCbXuqO%C@S_<U+LvB>MgcItxF-`j@-YIy*+;$==0r
z#q*o6YZGS@GX4#|y|V<`o$?H?*!fv$Tsx5p7d=VZ&H-d;<|As{;t|O`7OJdKvnEwE
zt4LZ7xJA03&qm4nn~?DJ3KDwoDQ#nQ4dpHyhxOkaN5Z?BXmyka864jXojKkJTO`=x
z#er`r_8mmG)GNW>nR-iV(hg)}<B!<#N)O^yw<~^ZoI`RljBrS!1|%ZjDLYZHrm|F8
z4YD6srd8f=BnFK)5w~4l=wQNiqS)6N>-qZOjEVZBPQ`clLG(LPj`pHHs`c1VX^P(m
zzQEUxC!&QeO;L=&2OM<k6AC$hKkt_=9AfAG!;XM&t=`+?zI=$@M6q6$fx>7@4IwVD
zir8WKP~q?!J%zk(swU^`1=0Mlq2^w(#bS?_hlK~P429t4@nVaxmqLxHgA`M_O|ppY
zZN(DZHj4GaQiaj8j%(JrXY()9$E(dZcnMEV+~VKuuA><}{;*Ijw2!)2pTlZ18yDVY
zYFlCOj^#4@Iqi`_P$h*+wNSx!nJ21!)m?O7X(6oeEg~#QHx=EtUl1$%Q+de=+l7Rc
zk+QNzYxyS=o~G^#?Zz$j-pC()v)H3k_ld%rB!ko$vD5g(9;V#fg~esYuIISQJ8e`w
z2k7w?%9fVt(WZQ{YB@5~H9Q~LH9}o|o;mlJo6MiQmCLJ|a~xGZR9m@y;#HZRYJ)+G
zRpP{vTz0S>U$a3G{>sAjsn;?yx%C@vq{iP^?6KtIApRcj=OKn)=U<x~%=`6!D<TJ!
z<Hw5B4q6hoQ3@4I;@}QoG6xN|P)J;U?T1}cOX!%}fT0mXV+M}lD|;6UH(}7)x|sVr
z{;{vky1r!Yc75E_A&niqx&w=T8H(_5J(T_+kyIac0dKDDjZ~eSQ1U}6Pamp>8f4m|
zm>n||_6d6U;I>Wp-E?bGyjxY&=<plGqKg<M4(f<@KLd-TR*=EHPvAj&URFlYdmnv?
z{ql(io~PQhH}CcE(wi;tj3bqCE5$2RQmlz1m3Pos^AX5=yq@Ct&{pW)dCLCF1EFb~
zL4Ej2(9Y9E(c0ShtH?qONS*n6B<;WTls_BRz5rVt{!>y`i<JY^*5Q9^2ZQMX^twVL
zW#3E}T7t%|pJxkW{y*8lSezGwH-na#<*x($EZ&#lH$Id?OOhOQ<R?<+hJA5S@D~?j
zM!eLO;_2>tfyA2m8R@5qjA-e!0_~v`Oe>J`=hq6f+W|o<2-eljcnSDv+b=HBV>=PP
zeTxYWrT9iGklv2^)mlNpqzgK9e$rKnh4Ygx=<KjQTIyWpXv5$_90;UCJ}IvhhBOd}
z2LWOQWG%l)X>d(QhqB<$??N6RVh{&*F{upm<_W|}<SZ|;usqVtTmZ@Xd0I|E1go_t
zx1f`!L#>iDxy=aA688S|K{<i?p6p6;)|XM<iR(j!^QEZkR)I#!{-7S!{P3#a{zP4=
zB0kadGM!hhxH9dG4UHZVO}0inq=pq+kcNGa(piokSl=R^*6!FDPa4(|SGcUfuJ#sW
z?erelV&@UOT<C>VHEz-HM0@O;;7?bsyQqv?J(vzCZbpU$DT#B$5#l_nI1Y~8NwP{j
z!gE^R!8gWlAxm!5re6Jf;35rIp;yEGkQkSMQg+NGL0i-CfmQEm<;YItN$-0!Bz`do
z#jlm4Zcd^Db`GOmx>UxU{|Lj%bYG&FQXgk-UX5q<euOQqtS6=Xt+3nsooG?-!Nhz+
z7n0<r##QHw=v8$ybjq(N-q80cerCCeAeYJ5uJa#M=CYM^3d=;P9WZ+T;4Pl9UY+-=
z780TQVW<50snaH2mk->6#d_ZB6^8v!3b9?vi5)6l6%M_6DVrU!LNUSYfM{-EsJT<K
ziP&Sz8sUL)Wnrqz4Y5Vhs~XD#0gCvQyA*R4W(o5<q=}7pKNQxiJ)&8&sUH8bN*T3z
zKnWr1;$4rx8O`}~y$uAbB}iSY*csl+p{Uw4`IY?K(LiDJD7h@XY$~c2vQu{aUAkg>
z@+A?a&QzFP=EY%_=ECb;R<Z^iG{T3&ZH1=$tH}>6E}6RPY$l(zX@rn*#8uuQ?TPA0
z<At2HT?@Xs#bnMaH_hYl&>Cu^$R*s9`Z0X`iN{>EIj4E6g>|?YgK`?X*<`A^+xAnJ
zEBZ=iCD-StPkf@b`GEPR{w29OuXz6GD=SswK{ov3bJ40gnoWF=p({7&N(a>_RLSE#
z)~NNDY~jS{Yy32mo_W9eZ$+ejmI+=<qc%xxQZS8z>%;W?(`l4Wf6@MDmZaCP>pC-h
zwRMn%Ifk!jl&)+ZmC9GXIm=t<+XbcTOU+xL&C8Egi!vg!y-wf&4&ytWhhh!Ap$P92
zj1I?C!L!RP!SmfGq0}sllGY~5kIvCUZfAng!f=_w;Tp#0*EGgcPPD>_u7h#QvE9+o
zm0NJq?Kf!G>Qd}mYXupk@5u8nC<}{ip5W!DZs4GIk8ndF7}p$r2M?|D2#=^6j${`)
z;yF#IqF#w$bZ*cED1gof1fXGq=AfPTc&P$ho&Bw1oAohLxUgNRb-zcOe)nyIpn(Aj
z%a#RZXaLxYoTP^R)!PQ8VFdRi`N3sj7X~+mh79fu9t?k?OS-&ylu4?C<%O^KC!3a(
z{<B@FegD!{^_SZQQ81${T^aJ(svu4qpU+mM4d*)yUHjIPZmowjX{`sFQvS6*zpd&o
z4?|~by=1F``lPj9I<xOruk{7fBUsn+(<4h326_T6tal*b0{xJ}h7id_ii2kb5^VuL
z!~-OOHB*xO@en8F1!@F-xCT6?l;Yt&r0YRiDF(<ZiIh(Y7pg0D-~wn7wC#@+>2d{;
zB0o>Ai;1U0sT`U#yo_gw%AM%_g<EOM4hu+5Ia6iC(h%jWxO&v(c1;>-SCzV_8sL?=
zL4?oL!x_0vl>PdQrS&@_Wr%lIGT?Gea(4GF5?v;q&Z?Mzi?nj0H9z~|iAy@6y#a0U
z0QX&FZMSf2epW=g{KN6`9=(;u6;)J-n?TaG6(P&?C)2SW)=KYv&iLG*75KCFX3}gE
zAzk;@K`W=+Br^|fptbb<$c1jFQSR%xxJb2VVi7i#DBPkcE<TQKaoj`K&Ur~{wzVZ2
zy{)mOpAlK$bO3F%oKKBqDdgI_7s@&@HsoRd5Ogfm7_XSM95+0dj+3u9CoYy%(1FF(
z(MRhBL|(NzKDIZM)Y=eB4sBMF+3mU#$M+@4)U-u-VooKzzT9xUwtP{1*55{I+`@W?
z>W6I`^izuoqvZYDJ{9Y(T&FOod{T&M#)<9c^%V|gZB{h?_*9cKYQ1RIZjk1dzbJNp
zJx;jyM^j;Pl0s}gZI594{)J+~qr0*xCY!|Kfyc$hWey0dTes1yuBqm8gWS~S=DUQ)
zxBN9hYfSieQxk=%!zZYVu9B-wmy5jBo=joDykuGRGbK^cRc4BM;%C9Oeh#Yn`J&ip
zRCyt>#SC%ix=`U&%WE>%@u!6MzGZ~fyG<J3doD{&8Mujme4`(Kt!Y#4R7$RJ?@<?7
zY;hrVLJK*+?BP6a_UMT+!wZ)ipRVb};o9r@vc_&QOZRzv(bP6FlUlX-xh?F}b|*V<
z52o$sPb`|JwqeJxd-bl(A8odPt2Jkas?pt{{G$`=`Gr|UxL#R&>Y1lyxvQ!ve2%^*
z^+j4+ZvL6&s`m}@euV#fhYBVtEg9M@jf7uJhS>e&{c&)9O@zh&Et?XQVR`>VhNQY!
z+AkqRQuF==8LB$s0tr8J6!&NnjBgF~#(bGbMFiGEhk6GPtDJgxeS8W^ou!9X49bva
zFf!C&?HROSa#cm`Q;B%*#JM>4oHa4zZz8unL1-8wREY@_(2grD**De-GORKM7c<=j
z0Tiv5rj68n;C_p@gBQIDZ-tj^?TACmPsJ_5;!%lxCV2KaQBl7JMrYO~Y4e=*dw|Yf
zJdK3M`*g+g9Mo%+JK7~4&5I}`kJP&VjbsRPECA?40EraYFh9UnhyT=u^rLJ?pznY_
z_ET*~to{Puq0$Zc{}CC=H!VOPDs)mLb=?0s8Io*9-y=gPm<?$Lj2T(d*^D5Zw{cIm
z)=L}xV6BJr{A<0|W&~?Ji`SNA_9m^{_KPdU!&)zqAv%YVp>NiDc!vt|{;IY9?~|cY
zdS8<v=-fa;B$s*f$cQBbm`Lf6M<PS{A2&g|6o$c^U!V*K5HQ#c3wgmWxo{211_W{J
z2hgT5=PQ9UDc@HKKQkb8;C~JovMK6mpOa2kL|peQQTiFZUuHXPesc=R?lW0=XH*3$
zEN5iMq9ctg7DgMj+mBavJ5TsYdidCi7c}yEm@-X0hDP_;K(>4`CTAvXAoDjE&{=v_
zvEE!8>aeyso^UuEyPmp)EgqdFYpX87W-n^ur9mgqo&yVLc>kr?S7Sz3b{MXVONpob
zvnP>Z$|1xlX)ST?)Q|X7>qoj=dWKeA4<<8xtCG+v3AFXIC+PWyow$fkU6hufMyrdx
z#&<sTCq2|fY30EVB<rXH4e9AlLNaeF&3pG$T0T5W1Bz;Jne~sca{Vl#=r|i^Iz-@z
zsz-6T=2u85!{Nj!zCAinGmLPz_0i|u<M6T7zNBXQ0@91Ggv-5|Kz(LT!-grlanJ=v
z+{u0=p1E%{vAldF@3$-*%g~Q|hpK~G7+Oyr=yXYR{HRhCy;@FK=o}-qH<~CM$V^hW
zyT8ypX>wCEjdRi5XmMNYKCZEF_xclIl3{PL*{A)2%^+jNxQTJHDe4lUaj?7S7`|B;
za<_$MRgf9~;=n_-*<l~yQ8vfF^?jrX$eyCvzU{bJ=3p9c8CY3uYByWxH!W6X7i@#{
z!(0@O9~=bhkWI*8a(S`gEGJ>vrB*_$%{8&%?ayMR(GGIg#CRc|td?0<D#mBkpOL!O
z?I4#R1n@^XJ1CyqY$kM6W^u>5xrsglQdAq{)zw9e=E`b$<Z=r?KIY0_@>2D+eaM%S
zhjSkq-{kevI9Zvy@A)~cHmdDfHRSGv?c<MEKgr*T)%QrH@6}b~rto{3)K(X}bWbHL
zyUt~I#=On=V*I6#-BXVz4(3WFeOC1`+vgECus@eRzXE^yc&5j=o~itibbapVEq~Q)
z7YB8@Ben8+#cyRf`q@WjYDv=;sci}-O>iGDF~id^c*0faZ&T^CqrbfgkKN;+EJiF2
zv^+5Q`!oDb$CX?5oJhg~@8RwfgYfm@`gqT)Xhp=hV04h&AeQ^z;I%f!D7F1Kl&A=l
zpI~oQH8`7r7F>CwaI^`=LSPU4^pX=P)}S47tNm1wcs3X%x9g9#JHj4$tsuj$y}*NZ
zm0FKhS`9`sCV%*n!nCeFi?mBSdc_Ch#d8Ai^!gUq$M`ua@hK5Uq!mZwhQy)r=e8)0
z8IMCZWh(S?OA$1E{T->i<jSwlzk&7c+(T!A<%*1<;ZppscBRh$J<`=-D(iRoZV-k5
z02%}U!vO%g5&(t<03P}RV3+_v9|FL8?SK+Glw>ZTln$_C5&-%SpsWt?Ljg>6fQQHc
za~(h@1C-MN9*P5CKMw$OF97IVfFDJ^VDlc}Z;>#T4~)P7H-Oaee_^45X$RUF+7{Xq
z+7Q|f+6&qT+63AGzB}le(szdM_(P5>*G)U_tiJDBr&zofgEvDn2KY*UB3~@76+;__
zwhaGG$CaO8hgvx5h*YG`4b!>0f1kqmU!;v#Ge7%nv>W|&I*E3pAJa)tFpE#yu04NG
z(n-icS68i0!qT+q?Dy5WtR2Axe7n&P;=a{Mv}Kre4BoZ^|36J9DVWs30Dw+ifdK{r
zbbRROmJHHF1g;cjUTr)KddLqV<%2Nzr7)y{NcmtOfgc8zBvKj-K1heM`AHoNOvnQR
z5Ym7Y!l3+CAP({Ypv*r)V6=i1K>DEVe}+hxEyxnq!PDbGT~GTn4{72$8_yC&I?#J_
z=Fw(BCCHQX;mSLKwW%<|ggQ43p>rP`rwv{P<K%OGgm;~YkNRJtk!h~Vv|Uwcv~M4>
zC2|uj`gS5|;BG}D9*sbsV^352_C9$0i?O&|N(y!<@|sM4xD(%WsDySJl*dcW7SeE^
zN!a(o8@jT34`tj&1KR(LK!(+<N$P(zB+l0D@Z_)#<N<ZWvqR_O>yI~(C3WjlFGUOV
z*>Ee$y&*^931_sjfq<*&yOQqg2yzRPX*kX*lMWesi<BDN0Uwy`K;y2?QI5(!K?iJj
zPP>%##$6i)V&#ftqCjc*;_f&cPDkN#%S)4zd!o_xu=2Q!vIQ~esYen`H{dE|lhMoP
zpV&4*KfLZ@CeCSGn<zBtWSlcQP{a8lN|Jk_C5Nr?y4KB!@uNm4dh<vWGkhKj?OF^E
zE}Lf`C?rdn`wu&=+)u3u3zql3wMumC_=iG2;hwO-d7{`ZI8xZ3rjkuM+d(m^{#?=I
zK}pT^n6qNHHz~rM+z??x8#}StBvGN??5*a_qAZzdn!jRcQb)1T$sWSWCBro<OL*}w
zD%V$=O*kMte5>N$Y;w>9G(Rp>p0-q7)V`Y9)GD60d=oA2pCU)*gCd0`YDYyWlUs`6
zFS`okZ@*R?8e=MZ+Txu!<n~PAMfX6N%fvdu8_hbwvxvWZe@J+0oOK!g(Z_6V$+S2=
zJ;P01WWKj1+<dTys_tsl>#)OIGp>WI#jeS!hmp<r(~HV*qpj|%cz&tJoDZL6R>zO=
z8MU)H+ePkNlZ$O-B^O0{+_>MI-)objw(083d-j^g)jfTkPanQrRd2;1{$aCRE)1{b
z&5|c_Yp&EuoxZ3$H}O#tZ_{b6H01uzQU(*6mh^3v+N5C82V@B*^+F?kplwOQt_zyt
zzkTxx^0RzR8GIQ2^!Al5{ZC|2y3WsXrRMz$OIfAX!%3*^e%x(aD}3dT2YA=3Wr~QV
z!RUaiBc8d)2+v(S0i{;<M$0~Llb`C(whc}yhNAg_ih4N#c(IWQ*35X1N9AA~hZ4~6
z8BTcFMt!su0sqhnGV~Y>9<-y{UNrwxk1w%bKC$cOlDKWFj#zOw7x(;Zhg%$dj`vn*
zfsejAg=c@(SGd??bUJ;4w*2XrYtYaNL1^dLKl0Zh`O(e8g}$Uqt@}OF_PcKz1l<h)
zIvqeFYu3yUu+hPmxd1yIsxuc*LkD~20vvRx$y`7|WX*-8{bNoW)D2rFxTpL>l!e_G
z8Z!JPDbtnDBWC&Qko>HUKan*l?Ps}C$NgVe${3kM!Hg{B+cqd!zO?a)I%33hZpyx*
zHcmP$UANY2kGNoKy*AAeEM@;%>v0+*Rn}k1K{|xB`My2kg01zG<;y!X{X1(tl>1d{
zeZiy(*0ubk%94filPZbG=(Bk6gGesqg?NbsK|IWU5C@P%$}f>7DIQ!%0{|%kvITx1
zP*5IbZ@7jb0|=x+yfFm6Bfo6sEr2vZ+x|$A#!EqD$<Nbc%SKQ8-D<l0@J!F*FW1w1
zCNrr|kr(7iWp`!7l=aG4gV$51sc-1qQ?setqA;A?d>~O}j>AU`KPxMAt4d$v;dGjX
ztFo=1oSbqvMWQloXhfzf`c%Fotzqbi$5*d}Ew(<v&UfyUHOcj{={g_0#PKrP-9J`Y
z^w<rO5OJSI&22_o2KrKCi$x^YVTrPO+BK?ZJe_!TpF=u5vp^|}%t+YKL|SvoEpnl^
z5qfTV7wcKtqqG69QF4z=q}g4PBpep#fmZs|aNZOWbn!Wk8oP(KPi##V=FT8jpL`~o
z>q|+F?|U55pY5+nwI}VbK30|**PiV2bfZ;^W|3kSx{$hW+o1im&Y}+;^od8HD?a-4
z5^?Br79BP^Pi?)D@#-xavSCanUeogy>Dzs_)VPI2hJKu-%wMhUsFL?Q(?_hc)mBlY
zUqd0fimBN4?FM1rhMtNBRR(Lan)ek=YHKuCquj)9<I4$mO2!G})JoCk?PI}utfOMo
zVgp%_X^dzzuD#gEezcJ6Q(KeNY9{|YsEFFEo}KW}s0II~^j=MmE&Vl{(mso&&rIYi
zt{<Z|Ngf~s>OGa&<TgcmFGebA-RdsbCN4&{jVFl>MyZ9REjEioM*0fR-WtoCQkDp>
zy?Y6(oOgO$*w~(b+&nCG@xv=zeA88Yx`LP8nmU}%se4VPuUAg=p4l#S==Jk_!pAEz
zhl{Pa1r}W6z5B{=+$&$c{EMgDyV)mr{rL8>;z3RM*>+fMtE$J{ZOl$B+&@xnW7~~a
zjw#C@PVdFl2_LJf>wJZO;MJR7a1C?4yV$25b4lSYpR2^Xgr49A^c%>h-xIhaACIfc
zRVkyIe(hskFZiu2WBxyKmeJKEwS<-+ZIeO;6C}6?n4k-dAhBy{w-17L!u$<%ZX@Pz
z%)l{x^-dKFH__!OkRY)<T5`l(n7ms<{$C+da~DXM{AmTh;$&Ke3-0>570#TIgm*kh
zS45Zvqx}{cq{7ENc-6M{XwODtv^4XH{7gMP<XU3`ijKLjaPrf`eAy(NRU?$>-Ftvs
zjjYiK(^fcPq$Ao=i#<&KBFJzI=#_eCoBMXOvg#cax_y=|Ne}nxwOyN*+cOHsjn&7~
z5>I1=vK}f)D&p{ptrV^eF*;?Hsm*ipVOw<0Eg12=tflgji_R=|)aE(W!$@)b#sew7
zuwALOzek|_r?THa-wi<*m-G<OMWDL_K=%NE&H@0P1z@BD=qv!RcmYc2@Vi^R3L;SO
znxpipBRsnRqVjjFTriD5yFyz+`$3yQTa{w?$5^>wN?`Zn&CraY1%&epi_?-R<}!lv
z<qvxErx%uA>ezotu>4W5j?}P!qmumK(kMoLbXKkJ5iB@E5b|Nn^0KmUe1*20bcUc#
zf6!XBnEs$mlg<#-=?~hih@d}6_rSP_HXoaaq&RRvf1uXvI@1~EFss%#`h)fiL8d=Q
zX9)gk{h?sO1syy;;ew8xpKw9vmnIl+LBK7@iUk7&$^dDS1i~Qy&WZ(t3+k2#oOB<O
z)eF)jFz;6)T?1Un|5b*<2uK~g00IVW{i8*?WI-g%-_v7Ef~WnWGjv(Dzi09L_Vn)D
zp0sJ~C6YBeL3xMXqC(viT7Q=#ox80$byf7kN&DvzRYGxmSZGNj6D^c!@z-dy;~KK1
z=v#6kw<C!fr$-~i$LK>`7PU)lh{yR?#O7jI?3`YLOi!wX|F|EFw(~P_{K>&Iyyi~q
z`}iSEzSLG3w=$dtZbD?t1|_Lq`x$Y%rbj$8Pm)e$Z=%(?XUL2<+eyg8tF-mr2k66|
zQs_l?4Yaq|Hk35GCmGbP6FNC|A2#1w1IL!hrj=WkAX&y~c>gD78n<}3(!9?#rR5zL
z+VR#b+?Dso%5FtTlk@ucqRlcq(@lxX9m^mk2bLy|(|VzOe1Fo|tu6X=bud1fsUY?<
znv#IGBXEVcm8ehaCfKM1hu>VBg0G!*L-TjAKh@osf(MazXxi=rQezhqDRcjU|A)oP
zn#y}<Du{K;_EhLOw-x3aR}|Zhm?iApbXPXacdR1FeY9A1$XU(hm_B0Hw{?Zv)oTf3
z{Wpm|<BT*mbz3W98&Be%n{HGr@xCY4p0`a1>{DBln6#09b|^q?db6MKz+$?`i1wxU
z)9d#L6>_Gl_1BM8n=BRiN{UJH<AEoHk&9wv^R1mwmE8{&L!wp*<3@HsW_+%qr%8$s
zbtp`1P%c-jxMYvKONr4!+?A0s=O#3D_Mxf#qu93UA{EDKLWbN`?d>><tL)U0_vu)K
zQx<*gp$@fC8@{O}E8D)OM|?%4M|jUrS=E+<_@fzHIBSPKT-54iGP8y48s~Hw%=NQ-
z$lq!d=dthJM0J(-75JUItE-DO3sq^(_;T5G?D)#(2B_SJIq*-6Cvl}>j8y>*!?+2p
zocL-risb$3zZD7lSx<Yk1Z=z1CIu5PxIRqQppAkC3YsTqnxJ9AKB}?|uxHAg0rp10
zHVWw_l&Z`RkJfD%>=<e=I55;=s3U1B%wIR3|9^C_1*@Y8!*>Z7i!XG`l=OY1<}HwL
z`O$J61v2HcfV+GS!spY9;ceFkE5a}6p}nWv@C=*Qc-EpUw8twAC2R|opEJ`#F7b(I
z{_XJ!mp2%nm}`V5PVI|_K2_nEjWWgR^VTS({xY;_Ea=EuL58X}dH(r*gCsw=c)_wo
zc%Z!sJKs2f?Jb;eGv7&AGvG72QnnQyF@7H!+o&z7Y+<5EUpW|ENiB|YgZrato@4UY
zfvzoCkUw0QeyMf8N3ec(3za2nNB|5UfVB=VlmNCmz_0>T*8zqYz+ML!Zh)FPz|aE}
zM6jG#+JDW#7VNutF?^R$vG_u_Ono~o{3U_<w+CBDM21FwO==)M{~_!c!q$x7NZSH+
zYdz$X)_T}tn18L$f3OAQ!)f2SM!xg^=)y0DxaVK%q1>-t>kB4Ku&(7NOqMJx5tSm$
z4<fB&QW%~bfIwb|1Cj)8e&i=Dux3gk)ggr;9{|Xd2?L}{WD5vXegXz*kQegh7s&HV
zM4EXEAV@z;XDNsrF$)!9?{ZCAMwgk_@GO4$7`<C2j(XL%B#*PZDI@xBP|osuOzUO0
zrgP(lQRn+JaFT30QMF3JhsIn{2IgL;^*i0C!LNdpZL2S%MIKcrZYJAl#JZ2@eU)L<
zc334mHcUWi#sRp`=!Rqs9f(ba-^7ca_d&Z%uPBXf8d1Sv6G@95K$cYvq{hX@kr$^<
zQTnQ)(ym`cJi&Y`xikMXp2e5O*8)3{_(>zESB1Ukd1rU@VY??%t51=HF-s{5%cPq>
zCDXN*$4Si|Mr0%Dk1MY!LA<7|#g9icAvq2fIArD^65d8b+JCU8riKSdQw<|`%gfL`
z^=;9mtru`<k3*z%?e%2ohe^2d!fNQ{{<r8<n-6$x>v+=Max&Jaj+1dUwov0T?eLn&
z3Zzd;y}aM@cYBx1U#%iL<=qz65^MK8BL8I6M2ISNL-c>pOh{YWQ{hstjwY+jEwPMv
zOp}?@RO~vwj&SqyaAEZR?xOe0wnEiUw-rH)ugQA&rHh7Jt;GiSHA3PtAI<WX*8H=o
z&D5p~=Lz@iifcL>9^hYR7T2shUP>%=Q{>CNuBbL)?{f9Z+#s{INmG1kpi<bsw-K!7
zxFWl81B8@DPel(>L>#=)SI8-IURHnOIDsABCnV3e<|@@~l{$Va+eUX_3V(%Ha3^Ex
z$)4OD%xAZ}C9Ar%k=S%~v}*M%%75k}xEa^$%ZeU)#F>rVtr|2fkuT-ET2^75C$GOF
zP*zeE$8Q^a(c|o6AGK}cs(k3=bhWi+1WzWP<?1iY<_|t?sj6;e#@{<Mx$*gq0<RfO
zQxD0ubC>LT@=k+mbNwBB_;jQ3+>uI))D}xitES0D=k<c$iX8pSCox)rv_oo_f(a7b
z15D5`*&8qzG5m0X#OlmD?1K6Kf3{GWcXcEagv+>#O8`Fm!~$=5n4pMQu7}dLIT5qB
zw{g<l+GtN56SQRfVfp#X%tBSQI+}01S>e_<5%1z-@ZAm7@rSss$oWYk8s%e+<L4!z
zjg_ymR@DkJycL6sJedvwlx%bfg*^2AlESp007ozy=%L(QK{#gUK0JlI!6YLPrM-QD
ziui9)G_0bBPF8c#<~cFH6*|)+2<;hjL@F=2=%n81FL{)_;&_!rDZa2>sdImiK>h9(
zD$v~|{SEXrcwY%15h@$z2iWTHpAxBp2ox}HfU6GwC<_(4r@X^4nE$JPy8?2;;@lZL
z7-S3z2FySiJQ=)ndA>`ibZP&^7Ahb#fUhi6a9D=Us+4zFhE9KwwhV&)ARUA*=?~iX
zu9*IiS10S6d48S63&Nm3P;1?F=deRDzR@4F7AmGcNEWJJtv?h@xL}>kPq<34aDKw2
z&%zSX0T%?w(f2G=ke;6)L0%Aumq--UCs~{z4Z<LBO{f?0f*%CZEEyz%2Wb*1W8SYs
zss~)j|5b*<2uL$`0R-%4>O}>SFlM1Lyyt1(qbXe~d+k{~qd&b9`<{BHzb21+W-ISh
zUPm==VracO2kG2tm8jE#D7<352T_$Pix0X^rIGy}D$|0u&}fTxWOLLflCh~NnYWhG
zi1=CPZSq2D<M05FQBA`x9p7S;kCVvsf${h{JJxF3nB#a+Oa`6#v<&ur--jkoETxQF
z@r3rD5>AG$nMFJYy(N`*6(zJ*d(y$R5n98JLZ4wZnS_+TMO&{;Mo)ulqYt^4kY=zY
zTHPd*3@V$1PB<>a=54Ov7`?u9aPBHna^rP6eZM1_{ztHK)QxI%Kx7u}F_B^uw{BS3
z;s%kQZ$k{&;U42}d*ZMbrSRrzZ%M6ZwrKC(mFRt3Wzs0EEk0T!o7AXX6yF;!5VNQE
zsE=z4Y}9u$ep4wDUpLr^qSUQW%)@?o04;;2O&*u``xXu<`;iu^)K-J#U4kZwwf4uz
z-zP*1^YnZ~{~l^VOj@RJ8rNI%s7QUWOwkjXi<QH~E^o^VHx0~%Q31t8?~!waDq&fQ
zq4a<(!0D)HaQTtg0F@Dzw{g%cJ*eTIj!ILTHeD>-b2Z{$t*feOo@FYO>t9W+@4QcK
zQneOee%4$e;O-rn)wM~A4<+v_YWO4wRUY~vTZ68`%14vM#$8s3gXP_YCmROH>fS0V
zyztEuV(aacHCo!Ae`L@rby|0QZn63ie<<aX=y0i>rf%Pos^str{JSA`vKnj6xOu}K
zH{LlYiEEU4k~eE1a<7&~@kKP9WF<m(^IPkOd7P<POKqdx$A?6BP+Nz5;_<@u{6U{)
zT-`wjRkr(w@^|;k_=}pL)U|e@+y=X})VZ%Gsr3@mcw<LP?%eefyy@IsdB6H^MZ$j8
z(;h7W+bOk4!2}Gh4-@uJC15)3rarrlGx#N8VJ#VB?q9w~1^HQ?JS&w{UUFGlbB02<
zR7uVI7ZxhhVNPUBo7=dv^9_9R>J7Z<YNjGW6O6>6D~U<DwK#FjbF_QA6N+yYAip@B
z5w21L(fpFd6%8M!;q95P@y%yz@ayYqk#kWKH0o$8yr_2rwC+mY(u@qRYS=f|Lz@SL
zqxptgz%L2zmUaUC==oMX935E)Pl$Pi6``R>u-u1=gc~aw*<f^h&H-(nj0k&_+kQ5h
zW^n_;`9<#eJQ3S9T#`SoF#J;Meve@N?iMQ0%K)G^0Sb#)0lWS!-l5VB`G)L%3nW##
zJb6|sX*!TxRu=kDp<Ak?j{85iQ2o^wKNS3h&|u8S)Hei*CbDgKy0u=r#gDD^ke@O_
znt!b);fx%ywO*==GH#LQ&rhJ(TAxRt;2)~KS?j^_MF%rW)h}A>3nomkuKlNk3D!Xn
z%P-DXgi0bz`ALi9mk5!rnAVZ%0#XDPDF}Z{n50=8(%@-}R3G!^38YDN<wgE%kJNz+
zAV@z;XDNsr`FS=z<>hIwjHd~GyLuK+bE9`G8&GAx7Ua>POy!-@<EiGDhSm+dN$2)E
zK<m><c!hm1Nj*9Z?|;^bMmA4UrcH>V(faGi=IYJKvFRRUUh{AoF|#asQ@1Uxb~^!&
ze)1WcF58KnHZ>=!Z{5IU<t1_K-lk|rnh%|M)(QKS@ukV$EtGL<Ce!}C8<L^nV~MAI
zDyeL9mEaAtNc#?t&^p6<By@cZ5??HldX+qZ-VVKoo)4*n_Ig}Ki8g9n%Vj!=R!7l6
zvn+_oa7Vn~hNp4mos{N-x+yL1E~TAA9^-DgyRedeBJ$mPh(XE$JpS`VJY!TXyy;{V
zsX6UB+S@LGG>n~&K9!W?qh<ae)qOAHEJpa`X?w9<eI?~GFC%{cI~2R3IQENiCc_t;
z&HF72hYbC=cc}c-d%7K!cWSd%tW~v`{H-iTnEU#@*e26S5Ek~4wcjvFF>qr!v9xys
z&H1i5VwZ8Ngc~;2!iY0>#HLT*DryhN)~s#zl8fBYOtHwmv*;FUBP=r>ph;-=p3lk9
zs7>C53U{fBe^nw=(|qax!J@?zb&<1|cysSJ>axjC<nv_hkVQt6(A|BJqDp#4Md0!~
z!q~1S6=?%hGI2zzIOuqokk!mr=2&Hv@azveL1Dd0zTdECYFCFW{=wZA+@hH_{2|LW
z+_p-ig-*>l)rjT^T(wb;`6J%Z-0L+j_@;>qJYIQi=K=@RQ>9is;t|})MP|8tE`Mau
zN3N<_6Hbw_OlJISxyOZ_bNI9?K5FY`8+f!~9#_9n1^xg!tFjps!{12@<HGL8@?~!I
z;i~Mv&szyDyr$JDkBTFf=KbpbM~2vBsU<^s1o0nChS<ISB@trj|Mq<;omTWuBtvCG
zcrv0`6z<gj6h8jR9d9_kOA#?j4+*WK@U*+;c;><_Xm>*sw7B{R`6aA}oOiTGQN}wJ
z?tRm6*s)W1<Em^Ncw#b+?wN~5H;=-xidJatCV0566=e9TEO^kyc{yl)ZFmTuC)n!b
zEWF_2Zag8w7Y`m<0(-A}hEu&2_z;%i@T6`Ece^x{(e)e@Ku1F#pg~<J+ToX;S3y1x
zHXz6H1q;P14e0-$$dEN_S%8fWw#)_mC~MPiLx$LQ{!1dn(*Lb>NjEM0hGYn*eIX}*
z^}Z937s8AVlr;tT!J4G~A1d8iuRTzLt@YY8b+BIkwO(6xxvTbMKk(;W@7n_<*jf){
zDDOat@2vG;QTkPD{of};maLV4jDQQ|0w56(@PkM$kP;w2U>TC~evb@E`GE{UnfxNv
z4RJtvATQJh`C!)v+y@XP5J;2awGrQZd|UT7$v-|Q&Ak5{GPKyr)876JT@ua6(6%Ic
zdqpUv#&^i0Myr(($~($gHa)0g@*O(YZvm~F8-){-mXXw1nRwrJM9<9psH~+tN`sG%
zRQg|=L5_BEBazt)XvC-u=vC?_YL!$UkG40(CR?v!rv*L9YQYzm>C+NzZFm94_MJsH
zY+p#?TCb!R#YuE@loK_&xs1FBj8s-{IhZPNFZPGHk4U?zQ_%YE4kXllD|OhhkX#rL
zfpV75MDI2%L3_{MN6Xt>Maz~8Wa+s!)YX46wKtE%23zDLY)Jy$nm&!hU3o&yT#d*f
zl|RY86oW%j63NU<2S|rX3zVg*w<deNuhFVjS4goiOX5&&8%le)553><jx;pBj*q-4
zM(johphHV`QJbl|NZjLB`0cA^_(M)(B6l{<`z?PrGUTt`?Wrg4;Qd&vIVMN`>i%3|
zPR>KIO{)!pX0pAaZj`C!VRCn|)LcK!*}2!m&TpKBKNQKraO*8%(_y|s<#QDj1BcF+
zwOnB(7RzZUI=m<+bgjKY6MtIdb80kEn`~?)+-cj(V?sa(e{$3tO){=5mP}4pmrXdw
zn_oR9bYGn)tJ*qS@#gjug{|_HP_6wTR3*npNFHV(y7w(DL^x-NE_?2X6*fA`X9Zst
zRyewFJ$y%|whzVpgNF%n1EcEvlg=Gvefr2nul2#H4dUAJ@%C=q^ljF%A}8x|Ws7jC
zAgfNig`F#x>ve=L^2S_d;AO&Z-XnONoYY)x<1&_?p3<G)x_KGb{``G)mHLDEZ2{fY
zMc4FJX}mvi**6?`)9~5+{7T2Tf$edsSX0ei^lZU9j!WSJA57#A#lGay7c^H}m@igM
zsh*qH3w|qd^fS%UT7tA&YL|iu65In!&_CT;q|;WuvKX=J{w-?}%a>;<V*cj&9tUel
z5sQN-SikHb3F&^M<}T2B<WEZ{EG9z^TH%hXpW<Uai}1Q5Hxv=}dPvi{7%6$PG+sLX
z0oq;t0a~OtKz{j*9&(zz49(kRq3}48h_`gRj;}Qd$Itb;ASb7qifxN-p!N2n(3&mq
zW|>xyQIlbL{-m`NP)ODdDU7@KJ^+67Y|R!NZRvu?ZL5Ucj-?>gBsnU=j&L8l`2(_&
zol+cJ=7`R_zeQ(@5VW&wj#M5UQNGreKel#`A|ra76#uJSskOgHpnmu5dZ0f6*fyvi
zx=rujz3&9W6CiEd`@4h+rV-HNK#!Cjki*{4QVgIU!tNo^BSA+5Jry40gS8C4-+y#$
zx^5bAV&(Eq>0^HF);;F_TT;dH{As%$i~C1x)BAQB`Acil-#SnN1v7FJ`Gr7%KR+;L
zX>g!K+kd?e1?iIh0Deh-khbed`h)gB38p_t^?hq?B6_UOeD6a+KJ9;7>GTKfHa(_4
zNZa)ODf&afgbO<O-?2VfvV5?fg1|tKOu`VBh!D6EU_eL$Yp^6Rm?Ucw#7QIx1`iA*
zC=Y%RNR#S@`oIqZ3tUO0^59B-DXq|5Y343~fc;Fps341!zh~os98de={b;<J^DMsd
z5xs4fMe)Y2<YBC<^7dVxYNC46I=7nAxi0C{acv)*SWQh*-IwCMV>-}ClNQRfo@?m*
z`vb|Q<U8ck^eEyI@`*-tOF=Ka6KK`m33yc35F}P`#{t`~kZEs1@io1^c;VvSX#2=h
zbY|QT>}Pq8CcST@j7z#q1HBiKF%`3k@<eM=Y5Z6`x}`DsBQpm_WX9tw^?Q=(Qvzx0
zNfpu4-n-D7cCE<3P76>5pN!3-V)24Kmb6mFD)Q*SAUb{E1u~t?P>#C2gANEULOXW*
zguAa@iIvqhk|wS7iGk7*PjI|~L&w#|n<gB@b?%Qr(Z_0#;%0KP#P1ZYc)J&Rxg-Uh
zWdEYM+BJssILBj)L_)nkzr;rST=1(<Gkm?iIht2xCW<Y#5(j41LDQTp@_ygKA!R>u
zyWXx2t>o>Tc8d;YcgS<2yoK3M^u^W(ML`|bUe?S!O%ZtZqge9VVa@3jOR@9VQNs1A
z{=%?>o}yRQCHd<+eKoIZc2P|CFDlI2A1J!EtspEJvPHAlEr!pY;;%O8@lm)P*g)fz
zwUU2%I9M=^cT^YYGKV)=VWBQteXhLomR`uLjGwUBH(Fuvc)o1-p_z)+_i{wJNtmLz
zk4hY55+^*Ydqh^JuAz|A+gVuf)I;XIKZAd;uUBfDc{2WT=M?V5JegXr!g0+on_eE<
zqmHPa*O|$+Zg5T3B(a9-cHg!9DWf*rkadwNwdXd@Wa}N?GWi)dVO^MepwBT?hf^tP
z^RDM)mP0o2A%FB&S9?5?mkZhazP0*X{f0TJimT-O?ItHw_RYHSkM3r0rLv}|x~#d$
zO>9_$ubd^z`_+Fd66W`VXFsVGv;=IA6e^g2!S!LH{;33v)t~pil%!?oG$~h>_TOxw
zDk)AU1D5Z=9Twlf=}yUb&6^2|i0i>fUAjM>y0<D0ebXK7nyH6k??%e64q_InKE7yP
zb2o*|FBnI^=z@2Y>xmbv>w}eE&S+fg0K9O>A(WE*j<uRrkda3K)+-LrJoQl2)RkXi
zzkK34{hnjzWy`Pvh2xIlO6(tW4)-dPiQHeU!Lus6Dmc?%bTkcgV?A`Fo-umS<^T$|
zS)RWR$&W4#|3mT@mMeAM?-8uueY+k!zy^T629UPvSu;PtMh9Ew0_=3C&RjqZ9qgG4
z`1W9lg5HPvyMzj+1<=!eDxqTa=e_^*&9vag(*7-((oG?MB2?eh^&48K;J^sll_B4e
z=Rjfr@V*mG{BkOvHZ1<@L_Y0yJ>6Ol+w~wF)_U!M68YA8oc4uuNp*syOIsHkbM(l+
zP6&jxo?5dw-GLI{TkE0RuUhL1CQQ(Q^AjdZ76!rsF06MFpp%0i1c(g?!~r0`WNCtd
zAjLDURv;`9D5(xzQeOQqy8@AdbeN^3I^aGef(2<1ubqjR`>nvW3st0<w*Z3lvvih%
z$PwGFSI5k=#*^E0@xuw8#TU(`x7KZ@$bU9@@ae2FqHcBNtfH@Jo$4H&TX8<E(^H9;
zM=QymobfnKK0sN)pcj3$_Ly?IP>J;Cx07_6Bob+Vo<{i8LN6{?rd1qn;E}QR*xBJ3
zF8v{ftoA;GOE+*so8K?M3l*WtVzOf-)-#pP%Uw=e4(vq7DBdZXW{t$B2WyC)L0cl*
zQiJ#}utFP5lSxQlo-FR(k~X<r2fb=|5Iubvj#T0)v^vTRsiMuulI2_Jfu4J)aeX!E
zzm)Ay$yC#Jd^}m$#hYC7(IcAK+o{p1KIG~(M`i8vd&q;G*U+)jYw)tQ{<zVZet4zL
zXi|M^XC%JzC$5jyqmRm^_(=21#I{B_Y5Twt^J}h?aV6(cqZ{6MO@m{kclF76zh&W&
zp&z$hucdnDv>9@L^W~z0V^#Tcd9E<)$q=!%Y@)zVJf^4}yIAvJ^l`DI-Av6XvmIim
zS0jXL4rhd+bb{zL$XlqCrLPFw^IE2?JY6hS)K7F--&csQZK#RM>CHd6cwcQ|79rdk
zH;~U=_d?^|$v`lf9i!I!)L&h;ipZNbs3&x5WG=J3Q%7;|bPsvf>BB;0_I|pRb5SA5
zccIuwxl<gN_(HgU;(@GIP-EfA>+Ztx*cfg`>2ayGtV8+xTT5_p@4D~@!f$Zf8Xgte
zEoh)xvHcPMp=1)*xK=Z6e_Y?j!O59iM}8b%yhAOSMNvb(Nb&MAqv50YO*5T5GLDy0
zTaWF;Ps^}ZSKAiE%Pv>qoDOy3_bwZzs?f`rzvbDJk6JZ~8>kjiRU;2^=a+2b`T2ex
zmCeoae(m3i1hxF3vzycgS_+gZg$kxXaCMl1e<}si=_>Wvb$-elOS<~=Y*YDlpr7HF
znzcY%Q%hR>ju+{>z!A4U(h47{XoXX<1}h>S=pof}YhpY;1jolvv`fzz#q7zJUpHXX
zXI2#y=~F|YV1JvtvF$#bIaLp5U7L*Ru33Y|9kRyJ?XIF#dt;@(f{Y>$fgi0qJqyiy
z27BW31b6BC5dzrH2IHt9ckw8NBW~oLiFW(SkzVCsh0Hh@9T^%5dC=i{Wzad#9JCFC
zDd10n^~LZ%MgF7+sa3y6d0I|ozhl1ZLYI{^2hbj%`vO2)0D!guFw_A~LIFTS0pL^=
z0N6<YaD*hFln!v5BmlG&Kv^9?O97bb09q5kTnEsI0C4;y0JJd4-XcAY2JJ_pJT}Y^
zu+_nixq#|A{A{WN!ynoY+6>wX+UBR&j##};40(1V7?v#jw`@ncyk0E7H$yWBe=98h
zPluF$o99P`rH=ZSHlmg&SVt@V!$ZfVa)f=QZ{J9QG-(CbZo*?LIK)vk+k}^I1=k+w
zz*cY?7x?ACa%Pf{>Xi;LhcK+*)S8u_&M=1^>F}KuT)PRckXP`6sSR}4{L}^pY<_A3
zomrX~zy*<9%P+yN(xKx+8Hvh37AZdrY)H#5Qdn{!FI*o4;@}!EkU$_!f;Qrt52=oC
zqJMl)>aYb+8feoWC(^|VA~Y>M-Cx>!);JwT7gsIjS$tL+z16Tbm4EUi55|TmZ|^-s
zHNIK2cAz1hThxKpu40Lon|hHwyQ*N(U^SilG(nlxWI3IGq#fB*z6&|@Ig`xIaHA28
zhoa|0YtYKsFYt&nk+@7^1g<~5C|O<G3YY4UjiV<-p>2-c>CCYQv0vr$%E|}!EBhXr
zK>M4wCqq8AA<E#5q~eAWgkyj4(I#yb+8CHbroTK&rdvkP)_p6Y?5eKl^~?uoUx{8Q
z;q6MaEP4Z3igW2;JcpFvKhQHlJ*k&VGo`JQNN3g=OS`|Cj7^UxV0v>9k$b)-#j+3K
z2~C&a5Z8xzQ}sH;uH^_M&N+_W8_g%KJ+|W`4JQ(tRvk$9`Ezjj*z(l-c6V%Sxe~v7
z*_OzS6jGxW(lOzUe%K$`c2Mt_=qzt-f<*f;UwO{+AR*#Tq}XalsG#carl|Syx#r&R
zVPc5^?=&Y|yv0tV2MAZaj|+q2RAQ3{Plbw;S1I~TQOi8*G!~0G2Z=S_y%O4f+@^``
zc#wbMqOUG{;JI*f&Llp!)Dew)rKy@FJ43}1qt$%r&;8V8Rs{-OTGf(OUjIrF^>Uad
zBBYp5C3ZEcbS+3&Vf<Qb*sG%uvhKR*l+#-*e{HvXY5Pne+A~t-*Wn(2|Mr2@28#l?
z*z}$J{!ece&!5VKmVHBI^Y643o9w)rTIZ@6zsRp4Ct4NbOgX|8U;Tvl(+uEEpAO=l
zCY9m!%C(p2rv~sFTlMugR%x%g+Q(OX@ZDPcwW3u${wP~YZ5iXwZ@&ImUDV1{rH;?$
zvg0fAB`x>y=VwKwhV2UE)~_0pIzu?_ky5-BcckeH{<!gTk4aUo@ds<S<qn^lsR~~D
zSZ#iwR9>(6tq4ztA2-*0Rg=^jTI!>cLIqPFxDS|~L2m?I5%fdQ2|*78-4Ap=(DOjI
z16{5HgY?)MHhqB(XTt#c8t7>b46w(ij-+QWe_il1S4(}EtKD*^i~C#u=fui1W$<BW
z&hV%AkXW1_Lu&>w-M5pj{i|K6`3s~-9oWI2cSz4k4{`gV81HLU1+UU?sEC*oj8dQG
z5`*Jbc+uFdXy>T_v@j`7{>K=$9nWbGid=9?fo*T#b@40l#a==9!L-xJF|CzCWg37s
zUM_}`Yr-$06=dZ35IktDK{=Fc(Ex=UQ-4X()5D$m4Fo^lv#UCeZ4iS;$V6PPLKxby
zuqD!K@f3|s_<!tu2Urw4+cqi+C?bLd#DWM|uwch6ld_0iP(<|Du=n0O*gz2}QtjAK
zu^^(r&h8BM-h0P}iVd+V>Yr!b;pKS5_nhyw{@2NM-J71wW|GWv&y!^Op~^1K+-}+$
z9lu!*WuJ{f(}%8+@=LZ-ZEApCj30syWJGgE>O@Q7KiigC|4UTLdpheIc`i_rP(T_1
zz;FP7WCVbr0r*v^6s)!Zz;Kj?By<8hJz#hO?Dc@53UJf|hAp6)9x#LfHS};|HlU^+
ze_Ec$!a#`&XaJBJ-fYys{sYGJ=sjTIkUpdO4(nn+q>2;;(+;#Vv@Nvhcc)yej(>c*
z9?PSnTFi#){)-lgg?TWvXXwDt@n=srQvFgRf0def=Tf1sP%}s)E#H$)&y!Bu)5U$Z
ze2=aGYW7Jc(H$1SWD;Gvv~9Y*P?AidTfWC+63m)S7th!X*gCiVu!z4b--E*<K9fmw
z>Dm4$SjGqLUri>-pTfZa_&XHNhNXka2@Kfq{saaN7>SxmlNZ=h9K=g*DV?Nk${PoH
zV4?#%FNK4F3HgB%LY$-pW6nPrcn<{W0FdXGFwy|Xhw4Gwe-9&7n;+@(c6AX9Tpg0e
z(&*NIxSC8!pf`l7R1trK+`V{Gbt~a4)!Nme)z{ag^Y4e!Y8O}GWuZ+;O5d(nd-4<w
zI&)T)CSO5AlRJ`4@x960CAUf4K^b(e!!-2NP))5<j^R<oJ#q2W5L{=#TjDow4Zb`m
z9c|u|jl*mssDGDe>|QliwY>c?I&+m9?N_i18N1bus1(hJRk>++<b!?WN{_*KZdnt2
zQP@MG@1@bE=a!)7MXsVO%Y$fFEc@t*b3<IwD1&ra=#EQXvd3Xlk5TKbBFQXzlX?~#
zt(x`JhrDgPi59J~gLX1}k9(ZGhUs~B>fgKG#BkMIJgL`fJfp`0yy>h3I_`Y~7e(ht
zkz$2OOy~Q!>^NieVnk_l{M{dTjra&>7BC=+lLc^<j!mgNwlP{U{}ft0;~ie}^gJ<M
z)CUF4_C}Glv(OCw4(`2lz0~+Wh#b0nGjiBYvn}zNvhBl`qQlK7<)bxkgn%dMqDRdZ
zLTXn}ZN&$7IPPw&Xd;AbkN6X@)AItt<-syx&^rsUY5z&e*)g`lsZ~3<iv`XqZ~N90
z>kgYIM8y=-hQD#=AI^`}lo&4)(pU81pACDZZJgdnC>}#K1~cO{W=rnyW($*qt^+=D
zt(KSzm3Eqm^5y%uwX2__)~go^#YZJ_t(cl|;FXKQ?QE*3Hv5|JU`C+e(!QZ`=gX_9
zrpxN_8D~q#BVzXRyT|$q*XQ^v3wJ)l*GZc#zZrT>HvG~Oxz>C<f9|N8EY!KArh?Oc
z_0I7-<)Z>dsW0EUDo-6_rKlJ6K#lAU^IH<9${Q%(sG|~IYAU&R;APJj@@dYk<j(is
ztId)}^65u=sg32U`MxJ_%i9+juU=W#f`4eAof;C^M?TH%GH+2p$i4f&6$u2w@@<XO
z4m$eBOTPT+A6$X-2mtxkh{1&6yU{;MMgg1E12W_Py!elm0dMcz^OpT1-BL5>OY_>%
zBAhAdw#p5ARZGKZ?Njlph7Gv6HGEM@#xQ)opCLY*X^gga^hFD2xGB@$7@*o0vQf}-
zGmbXJc=g;W810{rn>yR#LnTtsq@%VtB%}#iX}W{`Yn?$x(Lk;ZP#jkdg~)-p=Neq9
zZb3Y>?|H0R5Q7We?10YA!l-<c5$MIxBY3UH1ddDaMF*<5K?bz<nhP4#YaB{ivLd$t
zy#oy#yBQ@rHv2sMNBN~z{t}&QH~mw0lCA~1G(eI}K*9llgaUxB4)|5+oJ8Yn*);+x
z>tV-i08lxAy&gd20Qu3mzeVGu2L1|dgXuz&^nM6!%R7u&-9RrJF}N_u7!(W~17@HM
zt_=V6*b0`WErUnivVWvoYUi)gvvxpdboAy6^bEo=L*B)K5<P=Ba`-<B_@qUExyM)N
zr2?Jij7bGjJ$a=9DU5buWxdv4N5m&BniK~%NCnhZAAjb^(a)s<oknc}ql7<MD#)LP
zL5I#u!+_=h4YFZ?2?QvUG?9P}MzSFd3<j83z(@lFY=C5>^gzR){Lc+cM35fRnd;r3
zeunf=heX@*#<So*8HkhW`BTJ?@JJmxAG!r?{B4a?VSYrbovX{-5v~p~*)(c$maEB#
zdGtmrj>@}EBX=9^RyjR?s?uaErq!ON)A^^`(yEIZ<7F0dl4AB2YnD5xj7r|3mh&6Y
z#Ehn@kXl8_o=b@&$fN|FYk3|$S$c+A%^rqFwhqCjXS(1z9_7f|^;%r4`aK-dXA?@e
zpH6E9%%;gbW|Mf!STeyRiiV`7kbuNSG(7c|%Ikd<;<6)!czlRQo2_ifjH*G@@zDix
zZgf0)<mQ83v`<63UCN@x11jM3RZ*l{fz8x$`5<()iYpD-9Y_`pzk{zCB$57(cZt)K
z1~{hNK03R0Do)vQm(<-SVo~0i`kiV)$|{biYRbmbsznos?ah}+SXP?U9r_;S%pQ#o
z1Q`)q<0!Hx)r`!wizV(zM!KylkB4+h#2p?_##_&ABZg(Xq(=TxgsQGoq50^6llt};
z(zj>79^?A<9y5HDrxa75?$oK1C68&Zo}>Hr7~dD(F^=wH-zWFoqL(J|RJ5}7&Ay@o
zDx-YRqm<zPEJ}1=Z6Ty|tEO-&wvy|ycD-0`*$u(S?3mbTRH$$%*jgAkFGh5|gOpE0
z(zUOy4@;f7>pB;@ZK~L;<`E(0V2<`&;~9L;_z9X4)q4oncR0#sjLGJYoI0hA{5V-O
ziOJ-P^}eq$a~!8^|G)v27*{}uZko*%Sk;{S<E6JSW^`vR)$EKSbZuoJriCc>`r`(t
zt|=2uPFEGC*Y2oz;_))o@L@4N<HiVOg&QjVq3WVy@v|qQ>+Nva7AvBD(#}%e^1wcY
zYeAyEF~1jo?Aa*!fa^2V+CJX0K216)tSb%W_YZ$BFSqHYyx|)wMUhg)WJmh7<;Cj}
z{H<5fvQ=gFYwU1Aet}mQ@83F1;dQIC#yD*~Per+U-=*T3A~j=Vr%#&k^?Op@aX?Rb
zKW96BPyYz{zVkjB%PL9gky#U^RxkQn5iGB7JMZXAliET@vNVz}f06}P0h2R4C}6Vx
zZX^q&7*@Vc&n8JU%>TDY7E1@BeG7&^>DZWGN356)6S=2U?$5TRX3v*&c~Qd&Z%OA}
zjd2H@j)mb}aqJ?(1?=%f$wCI6xGe$u7CVPhy)U3mPqr&>wq>NNdN~v{c`c_(x5YvC
z3**fv_Tf&WwK%ZKIwW^7z!oi<qx~=8(X2Dbxaj^|_o^y$(TrOlO6UxBXcB?z?rnq>
zErwvv$|JDb<3OC0q{X{J?eVNZacD%X*W7ZY5AM0olzYZLHC$lFew01~xQWi7o$ClV
z(7tOExTC#54e?7Dsnx$k!n~%lK9T1tC7DE$hoJid;7<ZzC;)yH5(css;B#G?Eeiuw
z*29k3fGT>}GaKNbM}8#izv<Lq*y@HZv+FX{14s@26;cM%3$!t`>31b%FyvVse_F!G
z{C|s-v2<V5rLk}w5o30Hh7M52uVAEh|0+rILcV(PqbF%V$RLb{Fyh2?gSqhw{^Qog
z=h?v}oiPaMNgB(m@imYn4M;0V8qyIMlB9uIT4MX3a>1`FTlh~H#Vk!UE0d+8NuLOu
zBx&f5z+jSwbOgq)CTZkP+MvVdC2cm$4+8*fY0?3r1pq%77#Nc74AKJ0lhR5ygi8h{
zD#<{&M8Y6UN^h<Y2S4b^ARSC-Fc76QU`yf5sWVbNU`uX&)X%e|4xbN+`@WJ?enig8
z)urP@R|ns%G;-?|SCf8}rk|cbWhGvajJN>R+=5Eg+(T~UWlR8FRjUkj>^1@~4Yw!B
zheu<6gqNz!Q8W5-*hT6)Ek)(&RfmKh9Ya*n)#$R6CfICo6fN7~C>}AdF4CS0#9ftz
zh@Y|-zT`sDrm$N$q}URbVX49-;y_y(oZv{?OzlgJRymXGr0J?E2g4{=dpw?j7m@*!
zmgA-YKE$GtIW2SFkUIJgM~|LAM9(UXBLl7Gqr)Zl<B~J?;m~nC=$-~WsL@?7(*Ke*
z_8(e=di5(r7Cv7{t}duev_qDV$L%xl%%hpa-=QJ#t{AQ=w&x;AbJ#^IR2x7HtvGb^
z*h_3_9Zza5=!J(TyhI<f#-TvlmKYtGi1*CCMGM!Nhl38ECYjw3Y1&(XpMA8&*Xq7P
z^CNqs$dT1>uS1#0SM|d+WeugS^}iB3cTHlUmdchF!bSTf3zhflH52@eGDUYQ7a@75
z6K9`wQG2)YF3~!Bh)~4zis+qnQeb=5g#n7TqHFJ)LYYptxE^ku6;3H1#De2Xif)lB
zgy^mNv}dMo<KG=xsxiCVUAT6ngtp%B$NaO}U4>$#vBscyn8vIE<%_-c7CQ9_Qdot>
za9PeAXI=lOU~{ViD!VjZSYfzCY&dVH5FOrJ?0Io2mr4RelR9c)YSYV#hnt-Fj5T*s
zi`)<4FWej=KRVEa|7e)3^=dv$z3Ait{$=KQg<ao=a{m*Jn#_@3mDldJlrPyXRsN*V
z1og+Eo(hA9-u%YeS7ZllM`$Wd*}?nP^5$=Kb&|!NXN0cM6+URWA3tZSyTVi3P-8qW
zktf5qsQ23XY6`C%D?7RD4PQ6=m^`T0biSC|ap@-fUIfnl8&8N*E9j`3R`TUf-JpJ$
z!r^fMQ~P(JZmisV561vmh{ZQ#Xw1-rLC&CLKn#RI#n6-?m%e>Teq!-|SvL8lbl);e
zYTkS)nma9+YD_vh-p8KR&9SyjI9~oJgPS`j4eglTl^Bd$k0VyJM=5C`XyfAk%3E6)
zMcaB0&EM6GYkJEEuPrnVpY)rLZ}tsFPHn7^Y&yo~=^C_W%R2UNbp{!QN1}I`so+7O
zRtcX%KmB6wj{|k#FP}N%`Rz90;fwa*>RE|s>rhkf<J1#qm}3cU1^cLRcYKF?wgY2>
zneOOH-(`8rklg5O5|!LP%9dL9OH}Ot*TXR?v&IG3=~0E*0H9xh|CNIMUCIU1LO}+Q
z^u8PAVrA!hI0g(;7XM#$VJuB9?fTNtX7PVn*7&7#-!e?<xL>7K?m%S#a6+KY&P%P1
z_3H-*TIj+*qgGNrHeUa8x?o;vrGM5-dNFv`>kh}r^Q_l>%ZfegrLsOhT~JpqEB|w9
z^`&RM?pszr=~<sYg@O*8mqM8`KXhmt26*0q8|=Ik%7Xd9KpHT4(}7#^>mu0?lmWB|
z48-L%l3yA;;0H<u2J*qcf-ngX2G8Fw8L6x<#eJ7BsRQRjmA;qEk{?NOcXg@U$<?7x
zHyUyGoU4g<PnzEU8g<!Qh-8%ZP~950nQGG8kr(5Z(p5zpQ->-Mcxkb*Bze|atfuQ}
zP)H9|nnffH4eLfWH9kQW-km~J6;*WE61J33GliCM%)rABJ-~I2RK-PG?jdVk9dJ>@
z0(gOUG}^LJMg7aX!|pXl(UnE9Dk`K1?R#=58QXd^p-&u1S>K7+?}Iz(cl-oyx_byI
zxoH3`v+)6S4Ah{k%pmkQz6DC&Nl@JR;wZIf6j`)w3LTVmfE2&2#XFN~(TK+%RF=J`
zs%$jD)ceRT?9+zF)Gvd$#=jwkZNu@T8O^cZXf@sx)CAp_YJ@F08{%Yh1rIxZ0)4c8
ziRKTv!M;xU0`IZ%qJ@iD;2^U@Br{+QX<A_oo}aXZ3^$F<y_dh+;TT?;t?iB|o9`SY
zR(WZp%=mCqm{Z}T*mgl(VaGr>u8PkZ?VTD=MWYj^wEIqv5WR;T5H8GUDfHXpDXMPl
z7D~N8$91citf)D2m{=e#L9DVmRA|*KKpRr=Jf9iqr7;U?B3!*Wmd~~vrga!^sa-f(
zE*fun%Nrky(G-tM6*@+DRFv(#jGHg?)CR583T3O^K-LY7gk`%U#Rl<fglP^jV(pZH
zV(CU5m5Buh35#1zl&7_hPuWqwJb!1+HF<<-7Qgd;n9}Z#n*0Or&WiP}+eO#n&D4u}
z4CP-R86@Y8I?GL?)8$39EqM2|J$w-#xx&1ssD2+<LQ$x*6TjizGugiJ{+ddL5BO<e
zCj7?t{_>t9;x*+?+VC4M%+VBVJxjf#?`-+wXG?g){?lb;cHZSvtL3C_xnDwl#@nB_
zU+gXK^HI+4UNca>uj&=`7_P0xB7^4khJUqOx-Abded?%E?gGpFsS>;)f~oksQYDZ>
zSRHj3;1&6I*-56a<CoBONgXm@3gtx&-c}*)BRp{X)(3FvoCSE<*a_U+u4!m{-x~Pc
zoiTV}$T_r~dZ3WzEtPl77=>EW5e42|%r*1(z^jH#!pBow@HN*8s7Bv)oMxa8+WcrF
zTKaxEYh9f|#+4s{1FeqAMzLp{(2U9*KE)UqVDDbA`pN(&&iBO&mk!5+x=g_}-%dfB
z4?1!m*%^o9+gTxdMFO{{#SwJatTa09b`EXnHB`zk*+_^0Ld%vPI+W**hK!KHf0iw^
z`j@EH@2=&7m*4=9;sBp(yDGCVfSn%SnqtAQ)eT){|C1eKFuh2Up(HheD%O+%Ue3eI
zc#u#*;si+&q+9r(@c$|@*fPL>0-ET^P>rDmLrsa=Fn4YJ(068Tpn~6J$C$p3_N@G$
zuI-XK`d6vgU$k7vS5Lh{7zO$Q6_b`C{%NO}{<FfwmeDeHPoNA*($FnMWReDi<!ZU~
zl7{XO4<>0~1AU$Pyt=e(rx;=3f7vNE-@xE=NkgaYVv>fmQ|wofH1elt(BVI)Xwb23
z7z!}JU;tb4GpEikX}Q1;142p%X#o-?V@{nPY$;t{Ef?ei19{+?4t8FO27X8b<$)Up
zAlRQ9sT{C@*8Nl?b@+U!8?^biH&Uhf5jZc`#*bFII<#=15mh?4nzV?Z*WX*y#?!`;
zJ0bm4xB3;Lnxq(7wNMtFKe;lk@-PZ7S@4`Bx2%s-tq#$kL4K;VV!dgoUuClK=uPsn
zBuDBza-#u9W6^^iZ)mA^iFmk~CoXz62-j}jh4>k7#TSd1ppAXKanQ%HbWYY4?A{<o
zwY;hsof+DJ_TSQ+3~hCn(D)XlOx9#PywqZHq4oysubF@^R4h&WN`%vPmJ`r}Q&}jx
z#dfrN=pz(kcYqAIv=|-S(EyjM(G-V_$e@FV`Vx~9>9k$WE7h#K!^vAk30jnW$hiB2
zaoBRGJ*E?kh+<O)F*LNqla^e-zAH`eChifgYE=>izbQ=$Ht$WMicY|#Tf9ZjyFEb1
zcRa?cojc=Oftkd-bA8%;fh{)nnv9=$Y4NollThG})hKdl2J%bUhkXhUk{bO-Enoa*
zTCR4QghdaPZpq8UDjh2;Z|`d(%&uNnY+HDmuzm6=t)25U&gHbZXti;PP$=!V*zsYa
zaDIK1(05XnsPdVv^!t!0oE#d-oj$o)d3lsfY#Ojjh-{v&J<&Ume;dIL1mPYDSKhAT
zpN`w2br_H%7~en7e{^1}DZca^Z_>Mz(5VT}xy79mDpkrBW&SEI_VFszBGyZhRki|`
zhTaR2V@HTR4fb;C-uFdgYeAS8dO`7MRaQ#s#OnN=@Cf<Bo96t^o>%z~6*St`k8klc
zyC=!7I3>vX48n5tIS2k+;fu167ELwfyFOEkPUq!=@3^QhI-inn9~P^qYhGXG-NKpo
ziU?DfR4yzFEpN+j_nau_PR-L)jvL7b=GgMHXUtc$_qNm+T}tGUg;t$*{;{TT5h^=j
z+>3W^u|htjTP$Dd*vs6z|636`pd8=UNbR5_aiZkQpTxlxz$E^|NSq{n>7}CoX{q98
zW&OhY!N`Zu$E5A!cDNnxgp+&E#!HQ3xq$m=D5<IppLVN^k1kC@DZMVB4Svm)8N>k9
zQmsXSnHgM*A-;HN-5jjAJpog$0ZzNK7Rj;`aEZr#kT^i6=YkG|jGivi*(<NEK_O#y
zf?G1Uc##2kaP>G$7GJ;x*4d&XC#oU43K$2NPQ-6BHlv|sCUC3G)9@deKHRe~AM|lr
z0J_lagp@z8jZSw0jpR=;QfK}WN&9y{*w^=i{kNrvKz{zt(nFXoB)RT~kh0H)cmq~{
zBL)`+8H0iW-bi2u%HYc2#*nK6W9~2NyIA;dwjV6-QbQm^m_bL1^!hM~ghAM!_Jgs*
z;{UYNP%jlgI*<x<Wz=NuJW>IK>B76PvR>=mY(E(2%?O(qbjubov!hwF+cM~v8h%MC
zfO3AeRFFUEf)1URbb<a0I=Br3JQsl=ft^<`27WM*2GYW_6AZW^4ghY+Nbx|rq`Xob
z*r4Z<@|xyxOXWyqO8)%xVn2;+Ni%akB<uT0Ir$N+cCL-p{;m$SFVgUCqg+jtJ?Qno
z<Ft`%CAniTN9DAQ?FU=2mpp4xnXXKoL+w&(;U$)9NV4HfoSbE%DsrbkwUjy1#Fo`m
zA!c$C*0c|yMw98XP86F~n@25A*Tlm-Dq)kCM!0re6<Kr78ynx~h39+LM4LyCp|wmJ
z(PXy<WW%AyWPE#`hIBni{I_>i`PAu2rzds5erPc1{lEe@^{Pe86YJ12wMSCN8J6hb
zp6TexWfAQu7>S~LWT6zRR%B7XQ`E6+GjvUPk%p}4OBT&k;Hy6UNWVK9NR7-@IQoP$
zopsh4r%d)G&THFZZNOQT>TD9Zd9)`<a%fH+Vz=Uk<L{tF#nVYOwH+R^dnbB7;0g*N
z)3KuCM7+C+9W~rg7SFdkMlxe364$+*ah!$_pC_|&@9K}yl(~Gf{a~J&Er*9FT~qgn
zb_soyH)9(Mvk)h?nGz->P1>(8S$v1<TxyqC_Wc>5;NA$a<Dk~Uxl``)dB@ue#~*J}
z9(te<EGrptWAB|7f?kgoT_5`h5sebG$5P7iZ|;B46wjJ0T(K-CoBe(fe`uqD(6_XM
zh!0j!TBJK6!|G*(QASTVU(ZxUG5eC-@-_!W*{d0xVf$V}#GLA)&-8Iz>gcMX(fE_X
z_-&OG4+?MO?+mt0No?XIn(nQsSh}&IrgVKTVOHhWvhJaWc&ssyy9)ahHI@gf!`$ro
zn<*dUdzZ$km)~wJH@2?Imuui8AI2|8-cwz!c2{@PSXe0(){{=~vl_(kH_c;Zai`vB
zDi4n11DhA+XWchacqsa5jAps>$^%3#)@Z3Q^y?!#dZR2~JN;mjx6f|!AEwRM6rHd~
zZnLdBzjy2%*|9q<b9=#WMXWqwUj4>KY6%^+N|Su~Q!BUzn6m#7wbIifc(hbtsKij2
zp$Y@6b*joxU6P5I`%kAXGJmd~jJX>!{Np8rEKlyy8qD2Js_SRlQgi347xN_V>RORj
z<Fm0x{}j9f2jj(mjO7AG8lY`c1w7h25s%-n8YL%oLhI{~R^IhBKu)ijWW!{eV_`#Z
zXcdgdq$S|FF=kk?FdE6?e6X4S2&8EW!hy~pqbqPXKDiGUUeCSlg4yx$OR)LqbvUwy
zH?9@l8#gtXkG*_-P@_jRaeyO5L-(6;t8>z@x1WN0M%nw6N{!H&{^N7YiC$bD+c``G
zKdP`hcc+;Y|FdkVwZBBQe)NZqK>`Dm&;wpO14`-vQWd~b4|qKdD6I$FKmZIW0MjSv
z0K*Fax*`DFT!5_}Fzf(!dcY6_*y{nq5dgX+01Qn4=$QbYQ?6Pp3{YDSXJ$J~4gHnf
zUNDV-bO_Sj-=<vpX$1Z&{5M+$_#bfXaIHFBm^7rB|4%wG=7(zoO8AfIR-Q83vi!L_
zy`=D;ZA<O_RsGjrK6IQ*y)?cCB!tnOu6jze;FFDf*&=NwKfuX}G|qYv-RJv>K7CHT
z^zs8NMU><R&{IMFyr8W8VV4+$!4ehe`&<<Nm2ye)1MR@lxf&RN`~dlWHTfZb3I-h<
z254CZ=;$_|*#(#%ke7nNKmY^bkOv@9Hz_@YN#=7m)M2WRlxP{`18OCe2LnzjOR5Lr
zB_qXwzmOF8vu&w^=R?Jyt-rOAs?3j!dAc^9*WJ~jOe$Tt)WOxH-W+<p@?zTH&3<y*
z&qx(;{-A1Z5GC2wX3>>VlW65R%kknE71~z&2)Wp{oXTm#ZhFLIxoSq+_oV-U%_P*P
zDj^|ix=dLN7i)8eT5M{Ihei}cnwM8_r(`P<W%`jA&S<PEV>pRys@IIJxfD*KHFfCN
zC<|3Hmqz$_ElLdP70130)udO8Y}_>D88NRpm6m>Xjylf4=+U(y=uxW}oVBSSX}Eg|
zPFih+tEFvL6~fjevPvN`bGaQ}+d6{Ia@<Mg9B)O+-nAyyp>EV@$_sL(fm~Ii!C7+8
zrXV^rr8m>sRmUzfUf|VsE6}yrS=b_A8>#Ak3=h7y0OdrUL<<7TV0r0Cyz7`VHJoz-
z2M(x5GLM)LSKr6j!fhyyn|l~tt}ug?>v06d)O1EEUbUpg{!v=4`cj4e>t3#Qnk^OT
zE9v^mqMhkDW%~FeVP@y8V(TZjg>5r#ah1F#Yj4kMC>DNvP`k5s2hr>9BH?Vx1ff^r
z1Ce%oB$P5V=Q`OxR#+|HFB$|b5i38gBe+gHtqt@r;_t2ApeY`EQ@HH(QEU6*5dXBg
zsZgZP8vet`X}n?QvKrHewS*4mA{3?D*W%`$AFd4!J0@7|bU>EDg0QsAP_h1`&B6q>
zOtMx<Z_#o~Nu}0eln^~LS$<={q?GC}YVo%xrts%O66Hs{OhkM8Nt*k^cBj0%r{W{l
z`N&hM?US1fdm=YfoaEb{e8`(!93X$tCS3h7?S=eZusgqg@GRM$fM89<#_9Z&7a4qf
z?}PH5OS)^yDU$dNE3Rq^gtt;Bl!%l+?s1kk7_vcD`FbFq>^CcQefOjCQ%9osLYB__
zN86e5Gxr+u#?_;woAG<?>H2=}e{@uAr_?I>Q!%&#n66=(hAG^L!Gz(Po_fg2`>wmX
zSoyis>}SYPQZwgE!P=2mrwfqg79QBWC&t^RR=_b&K5}!7($LmD^YOD)SvdIPPLvd~
z4h1>vQ{K}WpqiKGpup*)xVC%(Uf#+dAIz}D=T;v_)!ts<GzARMrrR8femI={bDcrP
zE922?P759sY`^eR=%-)oRbVc-@aD>;aLC;Ac)-JMxQf3UiXR%q<uK|sX2?e5STl>;
zo6QdOX#E78awv^9F0jj62Dp_|Z>Hf2%|KHADMo7LFHx`GUCRX$8UUm(fJC_}GdBQk
z1^{Rl0B!;RXchpd3*f&|Ehm-+P*ab(%mx6Z`DL_R>{`C-ZZB4TE(QCU)5TY*)>ltG
z{L)fG<g2Ge>_ClN_h*OFL%1XrNLn$F3MkVS=9LO`hte~t0JEloJfH9SA}suiOASAh
z3h2q0MX>AZXG;b7Q!IG?<)v7r%>Un(76L5-19S)s_`wa&Q3>##MKTa3`N5snNM%4c
zJcGghzb-BOyzIR7d{?(LGv`CCppCz+kt)oOSTQYEryj2M?_1HZ3oBhs94palsoiOP
zb$@c}5wE&ce=ODXu0|ay+tK;ej#69it9WrKce2CZ6>pEZM1$N`sl*#cXlSR=WMhqU
zB>S`<seRR-1_a(icbk-^CFhmKL#|B6wG-Z9qwy=rnz@<SDDwo`&}{(@EI6LdIckF4
z>l4-T!tQkD$QQKl^wVU_o@RuSlB7(j#dzr0D00^R7@jlxJU-vBG4bv7mU?7(qRat(
z(G!mtv|SN_);aXT4i{>WkYjhKwaYVdZ<m6$YtTS7>)HYG*0CHlIdPSG53s>KC;MYc
z2NT!&n@FJu4o}+B8c&<D3UAE3gB^Ugqu~3y@yCKkNJJkSY}s!Vde(9xI)1epUZs45
zZ=SkON_6$5&Aa+w<K+qzGl+c?t?6#;Zh46ey>Lcq<R3+-zL}QGOS8GtQYGHnNUYrN
zfbv?qCc=z??qch{U4+D0LGlmD)i|$_24b1iV}gNyw&>O8l5pneHu=2C+l8aAA1Uu{
zs;qr=s{|kF7S9Eyn2D<N2SV6+OYNa#Q~q^wil(@yop8x5iqEQ;q_vEkB=icaDWZce
z%BJhxQLzkrA#!4M<*O4@IFFvEg^{Nhu`jbu<C=v;3k!!Oh&|$paq78$h(-Er7WiqN
zn%CX?@V7&gQ^ws}FJI{C&x@Cfh^9qUinXx=HKle32{Yu~Wb2aes~=78B&V{Y3X-^5
zeHC}*kFHCT_ii{vo#xj-)^he(MVVXP{NCvY<yHoJ<ukT*Q<$0#Z4zkKK;EH)Cx63a
zuWW<ZR#UmeJAQ856@I4nprY;dR(xrP+x)Z0-kJgh2dEdh^_QoqXQ(%B=-=dJSPK8%
z|C+`m{=D4A<SD;rT#)P}$~}1U_aa!|cNMdaWbKm1N&X}Yu0opN|2D}2$%N&zVffqn
zE|wNvr2n6FT`cckj>ceN?hHD87qfq(QxD1W*;d4LaRuCVssT=T_y9-G+{*>r^+j6)
z&*9-M-{Dd1OQGcE<|wYpH0AvhjC8%qVgJwo9Vz}0`;YC1<Lu&atJBl*tS+~a+zjL5
z;Tw^9_*+N=1{qywrL$KwTZs-fy1>1QJb^3D*@Wx<F$>EHhud5;z)eSI;DnO3(N(oE
z?j0S8hOD#T)*bf29o#tXd5aV1SiuH(R^KVQ0`vT!$h)m^rL*kSHLIsWQF!C}OBkuM
ze~E<s=>1@3tVIAN^k8~{|C9c!9LooQp#~_g$B)*7!LS7|9Y?O7>F<y-m|j4RgiZpl
z|BV^`>wYl(^aB6&Z|lKW+S&|oeLxr+F#OL;4p|u<4DI#T^V9c%!F7O<I{H^h+F$mA
z{Yf9j{uhuZK;AEhfuy0+hpqTT)IgtwS(@CXi0nQ}l7{ZfVNBA{m7&*%;WU=k_CIBV
zU#ds4Dc0-5T=ey`^q)%_xq2}sX+XYTP14Apv_Xf@OWJIh9|nMA!?RX;qau-_yf&l-
zk_BO(g9YgfqyZz5J1AR9%Whci@<)l-!JvZyD5U`#;=umgNNFG(NZ&7Eqz<1CiTl2i
zRDMK`?FV!0?P`Ck3=Jzc)YZf~jb3ZHh1Q#HL~adUqYBvhQZ;wvJd$Nxm#%ESidJ%3
ziWe<zgSNSiCKnoWsxot)(-&`^P~ZCPRqYQBCcy_v5bWzpm%d$qO?LTH^MT{>5W8;J
zxNuust8Qx&xmiXESs1Ab-SHt2rmJZ%>PXv+tw)Xe)+gBoZ%|aFysC=9YV2FD9O*IM
z95;0cCnXwPCu5wK(rNczq6dd(qlXh4p*=34D6)nzelpgGG>m<U6B|e3su!~8?q?sV
z(I!9AZ|@L1CoYwC*h9&}F=xnCZC9eLWlSC&+kt03P9t-M&nDiE$<!=4jF8PvbV0xh
znmi#6T^aZQThu|sKIZ`*crOaQeY_C`cb$U6vp?dwlhW|walyoKtQRpnb(D5XQelhs
zt?}AcH_*lC7Np#;dnjt33MD^Sl6$9r(DKD^wjaz>v#G}_C3oFkwA~w_ywbL?;5Q{m
zY<2m%ur;^~S3Z7{_EwK(qM>@YR`Yh9*x|-D;q;qx^0@)-!jbG6f@SH&T!*6u3d=4-
zg^w$jh_-u538Y>tt^Yd2-|gt6DQ?(UxY)A}|72!it!1Kx(6i+u5phm}XU7@}%WLmA
z|BE@=;I}D4DXtePb!e=x_{BJ}-sV_g?97Rx)8pr&#p#yHop!B+K<cBI9g~tgF)D+<
zwQ{FCtmY<O^eQSA>q-?XF3-`Fn%+_HOEgnQyn4$&57o%GXBLnf^?D#LIP(VICeDO6
zY&ch8HlVHgLzgJ|#}n54y2gEFJ8y+)Dx}QdC+}#%Us$A-Wd<$PSfAg-uP=8>Q=o89
z^%ffs`NQE!>YS3RQg5$3#NXZfLT=uAxVnAf<tERMUEp(eV2w#_2f6jAN&N22$+F{@
z@8tG^f0r-n=U*M2+by+A{&WtO3cwT&Q}++0b0C+nIvX<l<K>Hx7Yxgrt1DyfpT3My
zYVLe>XP)F~TSG$HWa2h{&GD9Eu{f$l3of81Mq5JC@uM^k9CWuDO1yUu1=dVZW<F!f
z7nki||I7d#inYZ{+63UeBS+wqkL*x2qXdq(^hF!h9w;&g9@sjAjF<R<11*b5Li;8Z
z<=*b_z@DkL5QaCHx!?tcFL9sM<*~zaN3^b|Dff2E2sEmB15`D@fZKg+586$-qu1%D
zke}>0<jHGL#JaV(!b4Em7$BRpoq6MahFfawFVVN(b@}3dqi>Qf&6YJdpt2rz%m%>C
z0od#DPjzblSK0>C2uPVAHU3cArk@7>5p~ne9eIA(HRtNkm|I8R@<jh|r_`~(O4t6f
zd=Y3501le}l1>eDWFS9C^zBnxwv3Uzmm#(+AEVE71*2Aa`9XJl2a_Lk>GX6>cY-35
zAFzSGE|w>^-Y<OMnTA{IPI>%Xe)tbvo8A%f|0?oB{xl6bcwU-j%KSjPY#5;90}AN<
zV1xPGmgpCROMrZmk<v@)plm4&Y<Nb44fTS7yfEOvmgpI{fzo|$AfHqgl=D-K)WP$i
zXVBK)+DKLAN6tK58)bKOwclTnhIW4BYEsmVUd`A^>$+_rH!pQm-70pLYV5AiDtF)0
z!0cVLVnGF7RAm|37R8hED=yO@`^_qG*9IEeU^9tNNhVqA(n;;M4QYVSb#!~eV_Krs
zXgqkx9Bky|iEG*1Cy^7El7elg&^ht<u)Ec2)w0YkbY@Ql?N74Fkfj?4dD@GV_AQ2o
zOdLs0TPNb#2lwG~r&f{3tm3q3i)3_v#X9uJr4QP3crJ<<(h@%&>qr`=ti=f@?%=BI
zDEvV!_7YPUXX+8rK{e}q0(o2YEj8IZg?4*C43}!|hN*ERQP|8Ph0rEEY2R5qW#b6E
zas73)?@U*0QbL8_wJJu!-JW2JLdNJ>Wn*+AVme;ANk!TPZp10;E|c-ijj7T2?bxDQ
zRlLS63|)w;M9Qt&g`!LrqZG#^sj+{Qw(XlOU-Z;$+-<2;T&*eE+HX)^s+%DAMxPQ}
zv3*?$i`Q%IgPL=7`&|-CPuZl+3CR*Wbe}AouG(Gb9=lt_`)(?yY?&e)-yO*v^?9v4
z5qL$USNjSfV=HO*C0g^Z{5xw*x7!OBrjFwu-;LK=o?`pb`t;`CZzSrEcZkNcmPY8X
zF^;1pT!adX?}$wrzT=j3SdN-bAE-Dvv@WN<G)f5F-B#>=B8%hqz7h+2I18!EGc=C|
zRZkw_xtYJUsDeDyco;7n_Z2P`Ij*c_HiEC-!$f{|btzfr!B^xdS%>(u9@etZA^S8o
zlcuTFLGR?fKW3@VJ}WQZa($qpb`CFVY4wV4|9-Nf$c84efbgSy;?Z|<QlXQ^c6&8G
zp!8*a#;ABjn}Mw~MK<~KjgJOt3<gwCM>Q)Y7d}o_ug@9G-#<1vwQO)Nx$kv1zSyuC
zxxL_DQl_8Hbfj#L)Gptcl(9PCfswC%jm7<G9~p=>EDR*Rx_Lz$=C9B2kBAvd|5aUE
z-tvF6TWapFkg~^Cw+UA)1-G7Mi#OU;!VxFmaQ+tz(B{f*@iF9$cel$y$;DoyHI<^2
z4;~w!8qEj_T=kgqiaLQK_bkIrGJ9b~(tMm+Z3L2SPr#<z8=&OQ>8w?B1{sH40S8)=
zm4Oy?a{Ltf=@%C%>Wl}ju7dFtBW!Tn80`#Dpc<_)_DfE~&qowQgBp(DHhQOFk9{+_
z*Q-~cBkf9Izef}EmH}=w)N2OXX14b8@E`4$TKiWZWyRT_2YfHx+V>`7|LX$B{}U-=
z?e$eX8jJtaJ~9~2EX<jqUf!Y2{0$iX5iw)w|8k563-e(3O-Wg<4lU#pQNq5TY>9+P
z3m4%`#e9$RU^2cWKLA+*`2lR5JCFPzh0!jI(7o2z^OfT~AU(A;F!)@4$o;(YFCstu
zeNqN`G9W-U3_x~Z;DZg}68VvANC%L}5V#>u0(0t&6c3~f%K6;DOH(PYX&yI}BZW(4
zN+j*`GNky=!+)q>nz?^1QYP+nwcpr_hAevLYMirzUY%BgI-6&an=Om0oO*3jX_{q_
zM{iHk*pFRk`O987X5$&Medh?AXg5YxBw;VL*q=(bPP?QEzUNF9U<ZQ6cBV_UW3jPf
zGc|KI#Dlh%!9_d^;95o2k=1u+;UdR<(7GNAa6r*eS~IL7O}3guHgsD=#`R95!I`JX
z9FK~s9`B3N>1{gV>2(cA*CZ3{y1qCuYgLAfcD+ZZt>20=C!au>kGrD1-F#8_mXrAE
z*cYTrsp8ZjYCF2#rUnfe|B5V{Q5;{{L`lCs3rUT}_i(g#IGxph2u^9#mDDl1jd|xp
zl}dYq+<4QBY~%i*4x6jvdVW1oOb<ltlCI(YIUCWNGL2D){3dREtRzm`QUxz^nM53`
zZ6t-OoTlA;G<d+f_qg4Yhj^>GB`G-HF!%ocAWhjfBW3M0@ps=VWgnx&N;AePFE~yX
zrgvE@wmh&w*b=vfD`)jod-E|T7MeX*n_8p2=y~ahaH?Y~`CQYo!r>yfg_1rT*REF?
zMS)qS!uy@?#Y!>0g7W4i?W|r~`3&=Z8q>aah4YIHW%Je@<_}aHBy>NpT;%8^!Q-jB
z!lHNqZuZ53+K|^Hgfc$KsKiS@VUg=mvF>4GVN{=)VvR#@#gdn=D)-1X2@#$_3X4Oh
z8?8N6mcPkciACoxRK#6usVP;`M3}y7k~+Lz82=(mE8n(mj=Zqv47ow;Dtzlf;k@a?
z(ek@Fds*J{vi|84Ws1ZgK6zG>rh?N@ep1U<{Q3xMd9P8AHP#~z@^Mj1H3t0#syAJ&
zFVCERNc}21m7lk)tbFXsA+k$*wy1Za$xX7mcH`e|)oP5@=j7I0DSp?B8?sZD8*}ge
zZ$-ww-)d_e727MdO8!&~t^lTIcno}3{g_^k%3boP_x~d*CdpsyT46Dtj*>C^r=6H6
zU60hv`BJcUB=ea-WbAt)trm2`@hz-zc)&W&zj+$kG`0cGQ2XF{&%)8x<|okHh8L6%
zpBkX*K@ZqJGe8F#rQm4)dU&T#b9^LrII3pl!lh;!p!gDTDBR%;qydAB>$dphV(vZ7
zI&kmOe6eT34hX|*O?+^mr4{bo=p3#z^d^e4iR9imnWK>#ilA!h72M9qbw~`Fh)%hA
zpm;=b%Ly-Phs&?^13$7Uo?E^Y|D$cGmA^#2e)OKQZ$-I4k^=xG0Z7Xjzc=-QVF;+L
z2hf|pbBqT}7a;Y0cRiSXdVuT8rC!Yak0_TkJXt>IJ38vc?4NdGqI5k{NB*k*EB`%Z
z`RKoZ?toMvQ7`brSIF|}zaUJK3V@nPQh{`Qhwj*VCKX@<Hsm2cQwf2sbARF3dZ1De
zCrJhW(R-CNf$(2ND#)K=L5KdQdaoiZ4;XlEf|2xD;FkbYNHS77@WbG-(c9pMIC%Dg
z4TB0M7Kv7YEm10nhk7IfegGJW!hQ1ngkPyc=R>W&pOllIwyT|MqmU=A_TgDH`1%`H
z<EKmL)p9Yk_O+tq#_m(9n|GU2{>dI{m++DX?y5*_l566aMp<av_6%|^U<{rA#6u;<
zkD;Nq4M{xLggl<vm(<c0rvb8C=*F=mTD)v!Jjh@z;tz|sLx2H^w0KDjGIQvhal^2C
zd7@f&_8Ohpu`})4XcrmdxRQ`aXHqJI;=!|uk&_m;@vN5?_}naGGF@gwJ>r_8`$b|<
z=G$%fQI)NvVR$LLc|v3C$otVjTM857SKX-l>o%%c=gzRB=-FPf1#79dSykL??haDq
z(I9+j)Ce5+A`xG1#57%dz469@7jcy>lTq+`Tl^|`HCb5u9X6k^8D(cYK_{C#;gxki
zkUvTr;Zh4flH*+*$;oHEu|?-Kc-6~m==|F9q}*~36p>UCCGUEgdslxDq55Wf${3+?
zIIL_^>bh9*dLQLEiw45fxktp7@(RM{9WnBqzI!=$XLqqw!yN5vyJDiJHxf?b*+Q4M
z5h4<%D0gNr5iCZ>bAwxr5$4BT7s>tx!h*U!+Fkq>{$;1L8q+e<g>xxIv}XPj_{U4v
zYCpc-$mcu>Q@?%ETT^UfM`e*61&~4331RroecZ$qW#oPz+jBAH4a6qZA1gnEzYv1^
zUlhB&Ae?5+K+({3u8@4RzUHQ15`U|FN@Mf!o%wS$a^#0AwBp}Z8LzEX*I%|GI8mKC
zStD20zoV$;<*W`}T7XZFdLb828>koiujPZ#Iazq^KzTpq{*)B<A>~%JE^EwR?N^lT
zp2^P|*qFcWm?hh4bzfuKX$C)MOf%lES*oJdgAm@VsV)EX;7tCb_ds<-KwY`k>5Mu~
zh2_5SJ$Un$zv+_0?>E)x2-QAmOnhTP#pY~yDEw{R7E7D&AssC4f7Wg3rLUhxtfXfC
z3Zc4tYy)W=>495L_r>d5KF14<3UmI)88H$j-~kVmc+i;<XoqJyT4mQw`RE+eX%&q`
zfwik}oft8ickc-v9Fl}*gpI(B*ta+2!3MZk!XcE@S9+u}LY1`)J#S*pTGIdpMgHl{
zC@!0wflEa9!eQ;N;3^w>VXXATZEm=r1|!Vz>}Nq}uyGA8p+Y)tGol*zF7+Nd*x3b7
z6LJ?ZLYb05r<QDy+&|iuTKQKXRG`NKd@EuFHw*y73h=!N)#tjbdaTaBvmfmLM5tKV
z|44_$(&u|f2aEfkby)i8;-?WSsU!b0LX}r{mEU=Y$d{2Irn}1bJVel4>7|0)Pct*A
z0FIc?D;40hJVc5STFTyg>B?r8{+DwRUG#Cbtc)*61(5G&O9g+QP{H7nNRLEXz=pvo
z&9)M;fpiie9^85JFt5%)xJ0m|GW1b@Dih)$t)#;OH;}BnWl98#1^>lB+Mi;i4*e?;
zDxa3F_LDEt;3~nc#&<I4l`RWtt&JVXjfUZ>fT)M6x%F?52X_w9*d4aCT*Mq4y<;TV
zuF&Eww|c0YdRWrKu>mT-cZsBb;nQS(d^+JqpP@^AIb1|TsHwqzJh0UrTx)nGT<HC7
zvf4Kt7ru4_#i{DzITj05rH?lu8>bzmYerQd(b^4ktYwhOEzu7jb!$!xdTqf|7p*0o
zpO(R{tt*h?K1a!@uAy|=z)t91lXfVx`vjCY<RV%(vM<_Rybp<SE=u=#+@mcQmmxE)
zmf|(hBAxl7C7J!K4Y6{rN~~MeBJz^!shfKhRdv1|xvL(B4%OU>7xCqB6E|me3Su*K
z;g2j_a%gR0JG>(9XOxa!jmtryl{vi7*arKjPQ%f=ClH6XXG!6SU1_&s1@PK6IiyGN
zvblHlcOz7unhg^Im5poIh!vYWRGu+15GHG;iY>N837Z5pSJrR3_GW{9V!;lpwcD%p
z65F445KeSiEDzW@Q#e>5M=-BFo@;CQRGx95pztnxf>?2+l^{!s()woB=5O!SXo~H7
zAe=pWn18hJytd%BB%y1|exkCKm*C#cOkw_^E0?r-wDQpM34%qNO33`kJ|U)_hv>Yy
zxiGx3t5|)#D3&zbraWLXMhNI+tB6=rsPT^b@%+sW59A?}oOo^9EYU<0px9#iL}R(K
zi7;j6M|EiSdp`T@FnN^`(el&^OI$MNY?e1aSeP%kXq>{-ERruMe=mPq&WK-Ixs7ah
zNVKNP3e3;$Xu_W_Fh=&6Y}QztcIMZXF2R3Hs;=Jnw21uPn)B*sO@-9mm0I!{%Pz||
z8;?)*Y}UHTt1G_z+aqBb<6^;btGEaJuF}0^r_)E}_JZF^Qw3{nzO|8BLPxFkOTPT6
z6<h;M-QQhT#p-~U<GQ7T%+`Ibnc4q{R!J{=C7b1M!=R&7%>Etra@}U%v~Mux4sH=K
z0LOL0IP~#r&OZvH_~ltRUCX|_)o2Ua5@U<}o0%&gA7nbK2kY2BW1mC5XN4ot6|D6&
z#QVdFBZoD<T*?C<wEmtG3JbanX}}=kzSDH}qEThhuG-_coF?hm<K#UE!|n$>@SGOC
zareMs*v=>#t<enU-riY(M%Xt%H4HH)`qe~y+*<V3r33P{!;mMhK?}JPxZIAW5QfUN
z{~o<JZ*~9GEp_fMQLTUXa{b@VNBnm$*KfOQ5GV}bt9!Ya{2=MF2peGZvrjSW_Hyav
z2Pg~V2VI$Y_i{1$fkyS~rweD48SK2sdoCjE<)Uk?7kw^2<m$AT`~Z1>75O253I?;?
zKh<f$a}`Wp`*ZpQe#uBWCrS5Z!y=@-QabQUd%1v00U%DIT;P_{GH0%Vd{S9bJ-LxT
z+9A!{`B1U%@nn&z%ul<;_HsEVx!U)-K^F{L>}q_`m|khSi`JZWk)&%<R5$lrqI}Y2
zTG=n01_r&R*5lUTXtEq_J2Z}*^({%~pI|2@h9uI^!UM<#?LqQzkQb>{cP$MlIUHTL
zt4NDJ%*F#2%dz3;)wpJf7!r|Uhd);0>6}izu)A?dmGwXeRo@hj_BR|yhFA|Kq}x(b
zs=`Y=D3~Y5t-9k`+%<g8ekh5o>_eNf6EN=k>_m6Z?m&CPR-v%@A^5?QNYZe^B)rj)
z!w%VR>A<J2NYQsL^kl6HRMoPJ%FbyZ^|xM6yKS+-rM)&{^0X|GFLfjZx1Yk3me<5>
z8&tzPD_=mn_rJl$@gjcq%8P`Rn~O_S?2WR8t>|RVG#tC8E%6xN11CrB#&&ZjQQ7?{
zY~ifME6+DZ=X!9Y+{Q2zKEVYg57kJG{TuG(T7S5uvSABXu|mvd<*C9Ogo&>|h%FpC
z2^&we=E{^5wdtywqQ$#;+Gk02V*9q&h2ue)a{rTygaZ|(3T8JJajmTi$TJHL72bCB
z5%Hd2A@GW$R@ifpe^Ilhrr3BV;mq?p{KGeMv;}io3th~%iHfurLYpWDMTuJp+>HHH
zyRbPDEKglTrl+<DQ6EN#bq@Cvg7#&L-6}2Pv_~I{h3e-B+h0u6oL~0V#l1x=e<R|m
zJm|qio}Km~nv|NZST8rxSaz=?Or8>*vM|Ay58GibPk4A&Uf|qy*}Kb0e5-x2sdcy=
z{NYE%73O_b$U3yHE~D2^^V^R*Ys%M~!jE0jg}<6@DoZdduc`DQhM#q}IPY5^M$vL|
zoTl)Fi+sI83H%4!YwEBKR&su1lzR2T4gANL!%h0R&zCRnuz(*?$erIAI8=6O!tmT)
z@GmLTPp~>tc0g*Ee@U6d<G!mcHFv&xFHdq~V-Zrf?=##yGz+h;eIJJmoypC~!D#(<
z4qxfq3(x7i9qlk`j$-R<Qa*_@K-I!^k5aV9*Ay>&&=d13|G>MSnj!mT2awzm<Dy4b
zp{>LFNRL%yygUWmC}wtbB+h!ky=#N9N4stihF9*GfCI)Y$GtQIarxWB(3**q%L#Wz
z{Sz^_ZJ{l0SuBBjAGHqcU%CWOya8Xr`IA8l_sX!fwgdzsYqODmiu?&4skQ$lW#8`5
z`hQ8;Z%fK@^<kQ?9I(OU2Z@vc8OmK?=)v}6r7=H~@g?~|cfbadAL#OJ^>Y^(uI$$j
z<Oj@#JLJy`sy|?ZvPkKZ%(^;k*_X0ElOJ^9SL)XX`2pO&iu~};NEwhH8wQC8!AzZ3
zFD8*7$(G0#`168!bw)}jl_!-Akq`%D3J4hxF=?S8xbv1Jkuw(jCnM?5An;#O)_3&i
zfjx(HvF}qwdWd+sHhe$a)!r?h2JNWqYJ4z;UcNV<I(0B3>CXLCHxpthKhKrizu$<)
z4&$iRAFep+SO=6;t}Qw9co&@?e_JKaUPnW+PqY14yGWq(bfO$NoGx{3hzpa()Z}tB
z?w^^A3#~}NPVZimh*=Nu`?x>oocamay~r5VvK<L@ru-J|ll_s5KD2}on<>O{g)yEo
zsub~doq$zms}j>G4rJs+4?3+zX>@n<ZgkHv9vxh6%64qu#+ff?k%kK*@rENjcG#|@
zR>^;myFRAWT~<al>-bRe)?pqs>05v{ep!&zfA)$LSyu^Pa(##65{u$XvmW8`{d{oz
z{2S=(nM$~1fFY^aWH|0q(*eDR=TYc~g}A};3RqaD!BO*kh(nSsDSR-Vc1@1Qi-vjP
z%H}<BY{_x>P_gZ3;ZC;naQ#53QGZ8L=5$(F->Z{Y{uNaof7@A@(6F%Be38Epe|);O
zy444+hVKcnfa56b)?ORLc8A6Y$Anjc_qlM9t7D`bvo=6DcDn_)e_}c1KKHp|g;p^_
z<Js@ElRK{9Z_PZVDOME;XG*uz7QTOke^fqR`?|zcKBthN&TijTQ}l7D(Dq?1PEl~A
zP~k*>(M8dliz>DfkxZpx+hRX%hsjxC$eIUYHGdn?yi|blaN)*6)omfly?>P8Z)Dze
z@mMp0KTE>o2Y0y$=fo09+OwZ}p7j&{&dq|dmK)Z{cdW4F&lYl$g>+b<DR+9mI+;t8
zKdRnJUZIbXJYM0es8xEUO!4Xj@BSuMVJNR9^Ltf_UuQ8|-p8<o#wxBTzdGy#|6#hL
zI$pg(o^hm}`Uzc<s<v;ycWv-k-fpLddYMfif6w%8icoWe-0!?QZ<KW_w-@|N%JfsQ
zj+7mg+T|OQGFAsXFn*aui0oS28GZ*%*|p^*N$u`|xY>qiyz*`+4)!d|%^8i+y0-1{
zp~%x%jm*%dSLSGTZ*OJR07lA+pFx2JJ-HsL1RQjzC~maxId<9RffLtn;CAHLqIJz1
zp^)fw_V0BDnN+HZo?15t51M~=(WlT)zqpX=YCNEKC`PmdHc*+OJ?k5wI=emaxYm8~
zqZ;$j2%{0mNgl#!dxoPFtBz>!tkr0%|ERoWfEx|ryQ74xHJ^w7Xus6Ce+5zo3lahU
zzbs0u%l-?X9zbg7Z~f6`R`xHoIFVfsBPYM>0UJPW05s&2jV1qrPyXEaFCDO9%kr^%
zL67*dg@m8vhulSqOn!j8dF2N<)LvItmwXP`Fks<p_1ZLPk>Z&nM?aSzqysj775U-s
zlQJM*K#*)0fE2;N2V3$pXYMX6iDXG+2>cR}0=HzqEiG1r^79%<FA*zn!_Kn2<v^H}
zAKa#TKePU1AP(?TjWnVBQkt@cM{l~?*X~E>ze{&D)+*@bx$d+^&7tIaWSq*WY`ltp
zyo%a(jHQ9yKGL$-8%OzUB}t>!<Bh?uR7EB~rxwF5(}WZcRd8A`$^2swskvqg^?z^*
zT?wp4jgP2t|0XAK%|rcgftNXC)wO=uaHSPm)A13WDN|6VS7CHVP9?Iz{0$i!Gl>R|
z3?;M6y;1cz^qx+;;ExB2Y2>KgC_Ho2B7FA39%|25C+A#VqC0=AK=-W+p@hvl(7KE=
z`10gEr1OVNTB>q2ENp8}LppUPi-ODHD~&u!zaj@o^`+@J>Qy~_!K@bb%i2O}ZS}&b
zCQVeTxF+OA#Y!ZxM{nw|?ku*mZ;gT*-NRYE<4CAU04~0=JIbED1)YjF$Fa2y$gXZd
z#NTQkad)Xrx-}7Tzy5*PBRB^qL|rBY5_59z?+;qO_{|R3=&V`y$4zD3`DSAI4zHER
z3Izz`#!eNRn@txs+z{mfStq&X&ku+t)k)eXlV^(Unl2TNUR^Ku_X-yFIW<x8jcN%c
zBRXm-b{fUa8W}92WHVuI=t(VK;5GlefQQ&AtEO<eVFdrs$W8OQ*h!&Nw{fC;U#Q|;
zL@1YY>Ao;@{eEuD=CxeY1H*-pXfPMv!&F#db4mylE{k2=Zgaxs$znl!Lm|nzk>==t
zonnn@CK{V+elCm7r1I&zIeC!mJ}-=WFB+3=ilo?djYZZtVf@pDvc+>>s8gIK%Nx(x
zu5cXwK^@Y*2Y=n_f}9^SNF6n3fvj#d8%3${>-jx}O3N)L-<9`JWT!m6F^FHdK1kmC
zWn=!z)9SLs<4-h|R+r>wy4&+p(^@N9R4B_EO~1-Nd47n`xe%)kX(!54lcLnIA2aw@
z0ozlDbSTV!So5IC@V5OmMxuw@YUyP@ZE;W8ndtD`-tk+Jwa(vd#+2GaN7)WZzWga0
zTnS9!@Hl}-f)RrWLoo)BK|yO$lEIRpGy`Z?tU(#YY<N87OWX8mV1r66y&GQAgB)0&
z;U6t(Wa-;5<V(v~94v_N(%0h+_OE25+mNq*tuwj2p(}CfXN%p|jli)h-EdIK32siU
zG!(Z4W1rAe+^gpaw0)W_THa)n@~OfARSg-;{;>ht)!qQlDPIux*=~kO#~FC+l`%-p
z_Jf)1!)S9b+$96~sSvj4alss2`lv&8NSoS%%aI#ki&oLtY-T+i{H_izZ+Zr++C<|G
zx7uRY4=Yf#+8FhVYQQBo@WpP~$5DYUC(zz8-SAjTBh+`MjuJw7c?}BN9fqwhtbj0N
z)n!25xL?67-Gwhvyw1~Ef5~%^l4Ju?5CDb;0A5=IV5k5<ast4x0T}B6LkIxh*aE<C
z0+{OYzfwCGh5%S^1^90V+{5>~0G0HxWj3I)9(K$IRMEqp*#HMU9GMNMsz)_u1FGv$
zgV_KW?tnj0KIU%#kZ!<Ns2@y6(B9C-(5}#)(0<Tv&}QZgppF2^79?ife}|#Y++U@C
z`ZP6Jy4rfTGjjtag==fXz^H|Rj6uP`F<=JD;L6~}(43(q1N@D)42-sXnclJR4h$Xj
z^>hOJS2EIl`0Bp3&d66!%h+Ka;Qo`IF62|3E_{JL-5fU6FzE&Kbke>x_-+~XVf2l)
z6-i@mc3(kyp?#Q}r3dLHubvLGG`aOUvs;kY&(iDa!>p`mmY>}(o!^$ZS$ls;deOzR
z`v=ksxPMjYC4Z_20|GiZ40ae8HlNurQCaH&ZZLUm$OC||&%uIn!@w=2g*v1%V6aK~
zV9>#&2Yz-VbHl+8aZ)<w{ELzDK?F>szm$;%L_QP}?!oslQpNc#x$NxPa5>ZNmGPqU
zo1b(wPV}RfE3Tr|i)4`Nr6;Na28F5u-i{!5@3*0`_U^Py^@=$1F+xd=pODih->RHy
zwWo*OSJ3I&m8$lICy==bK14C{5?xyOIWBZ~EHz4V$NlEN#sxhuV5fjM5@GQOzs+f&
zD!pkKiT_xUuBp78L?>^iMiw^YskgbR*_sl>vB+FJ+58XEVaW!p8efbQ3olDXMEKCD
z8Np=G<x6CdMFPsmUW+oSwn7K*_C`U~AK?3Y3X_Ja^LX8S8*HCmkM46COIvn7L1t)X
z<26Nl)0u~PGTZwuvFhtXtWDmLM^%R6S%oT**-6Wp7V(Cv#`dP<?lccld_ftsdv^pn
zt>$sbdhbbjlQp<kYfJRJJVIe7&*M<1M|gG)#*wb&iNomjq)1sU?dr3Fv}(Hm<qY}*
z$9UGqwl`Lzv-3KWa$)mP*tk_Fxy3H&Cj2O^UlXZ9^U(t*_3bgFZ_j=`#{EC`z5^_Z
zWNRChC@6?12nLdhU<6c{VY;e%Fra`K09jB`5i#d1iim;)MM2DhVNDn?fG|DNZB7_4
zf&p{RIbrzgjI=+x;N87<SKaUNJkLv|Q`JLtSM_=OR9E-uJ#xtK&tFh3*DO4If~aQD
ztLKP5J;wCu*EekBh?2hFj>^?*Qe;gI%n&TLACVodahV^vt*Ou^x)Z<l#Ztz2;TF}E
z$O`<&r?pfY=C%@i_H5#hRH?xGwjM0V>TB|q6g`+WyBbJSpIY&+TeT8u+CJr-hsLW$
z?qA4Vb-O8a9leP^;lD}w!Ltc>zy2K6vl)Xqx~YreWovDvzR?!G{pGc8l_xnc5w4w7
z$usDZ%<SE$VzU8!O5Y_y<MdQPvqr4aq}Le1kld0T&2GX^>;KVh<@l3AgX!r?^Jh!A
zE2cGF7LBgPof^?jdLa4@_v*w=RrUA|idhwlxTmjq=|;aK$p_mll2_{txOV&8b6mM&
z+@X9&x5_^Hl2+}CB=WqQ+_rA{O6!#~xyU6uxGUjvq-f<E?)`vKigjlmNv}V2Qryj`
zkn_7qAa_GrS85z#t!TSr7WeYVik$w3o=GG7P39_Tbr*a2-}TYzj(_`nB=&=vIOd9}
zvWX-70+{e&GKa|>tl$4g9H|c6T*@Skv`oF3J`EdDs0kxjPBgB58&0&MXu5fEeoGp6
zrI1p{C=dmqkQbM?qVYBq9u(~<{;;8bi8jCc#v@`kmq`pel7hTf#BNF`Zk0V2rwuxe
z<9B~xrfrKrzrQrXryC8%k#p_PdOQ?O4Sz3t+E@eCd!L442V7%99{J$eI;l8of;LuN
zU5;!*FvC3xrXRBQLo>Cu)1J_9b9B)_dKG)4hhaA%jpA(=K`09D-~u+i23~sD6HnXg
zjeF=d#O6NEXobsDq*3=W9+(yc<qQ{~fwuYUptn9nC}LhS6jC7=@=FtR{Mqo*^8d*^
zv6o9De&2fsM|h?J05SuB=PLkeD63J0h5)d;0Px%e0QMCCp23LEVM-D}(FTO!1rUjz
z6^#R|i}7a(URlJhA#Dc$!xP{P5IguA#15tlurI-G)Ta1T#E$BHlho02^``kWY)nB3
z!>7&iY3M8t>*8skMR8ar$tx~zP3wL^^h&l<GEVir`^F<;KYx?BmA!*wBApqJhK9l>
zAt-{9CQ8&GEDhoUOE&rNk<VW+qgH{MxW(O6zu5*>fqKJ{5>|nFCr4@(VA?&UwmXb2
zo}^ZR`uOx*h+i^O6Sy+00?_?YRzcas3@+%B#LR%EOZxCc(q%#O;XVlh0~!Q$K_D&a
zl?<T_>OdY0dJwUVPpMC3Vm{o1;n*;^U{Zk)>ViOhu`QTnzHSF}M1gwWRm2Or4B`cS
z{P&7@z_JKeNB8DK1b3Tv{n@yMzq{+M?7*JeafYpbe=)f@J4k+YY#o*(AJ{rgx3F<`
z;cT^<emEtv5!w369j^-uX5%ORCKm$q*u*0_WbJVia=Vj1X;|BWjoz^xoqe*B)#eA{
zJ{OnahJFQDV?!iaF=Y#`us#l@>$Sj>J?pa5wN_&9GyCLAlWMY4O*gY4JL1TQ0gDLU
zZ$gaES0y{%oxn@{jB(@+dwhDLKAGFmm31#TPWp{?BJ+0$=vtphblZOi+C=ZsYr9QA
zTMn%!^L=&M{yGPVZlxmDd-7d*)b2XuZH3{iUZZtv%WE3MX|w~;?!5({Gdzh`r@G*?
z4<BPsn;KYHxsarpF2z%mPhbO|SLkVX1v(iRhSPp;MmkIyg0tFclF=u<Ssk1A#N+-f
z^sbvV{{8H3(oNM!?Bwr7sQ$Jc9Q~E6-J)fUF7tv#^}Vt~W|jHjuMP^WKYZlZYSv(?
zG<l)Abf7-}VUfRTy|;(pBk#o@cEr+X{Tlq9_D^_&u*XcRqZ_5EdtdM`H$@8;BPa7t
z&HAZ^@3ZEvq-hEM?~3^2<Cbyvs`ppk9T~*?zQ`9O$7FoF+TkeZ#dhYrwVcsvnavwU
zSRnnJ!-C!Z1ALs`a-l*<uF|C1QlawZ&9bAK=Xu*nvt)b2TMKqKSfx3?!DVMs8}4#n
zl{7xqh*K?mAm|L9>c+9PmBtan`H|-`74h$eaF0V;OS>BPb*m@s=2mM;kaVQ|4VUAs
zvZZx;%Q&6v7SbCxO*ox$J*CfdW^i4L)+wv5OprbtzMb1y{SJ3I)mSRy`g89THj1^!
zCQ7e93sT&E*)C_}`_Wv$-1*Xe%~vZ1rp)JF8h6R*=WZ{ll5&)Ly>_2cr>dRQ^rJr~
zWWSJ{e$@K&Rq?O#)cOCt^Uvqj#NJTTt;1rfY`O)%1E%i3M7N4<8n^|ONx6!3;GzA0
z<)<sI{{_XOZIw!;Xg*Boor~+J{dExk(IR$#nKaCwoThs<)m^X|yPvbeOQwv*aR#Z(
zv~Y}mKb?p3iVAQ9r$p-nOB6XaNcOBLrD3sI^gq==JM`l5%)ME7TcveavCtmXv!F{N
z>+L|lr&L1;CVfE1ZTxHMpS!+6t)F7jA92g4Gw;HKvFDJn(x>A!aJdI*I7+)I4l3w`
zYh9d(YMc(n(;KYA{SBx^N9mVhz(lk;(I17GY(W`q3F;N)1NmPIN?JY`n?3<|iUu+r
z4=#_NLd4!Ljh^{Wrq@P^UkO7%v}VA<f#CoE%LM>WA^<=!0Ps`-0CWQYPbdJ;2>|_K
z7|;*^))V0GqGkWIU#>p=tpK}XlttT`(Q<%eG5#!VgJ}o)8T$55(>55+RR5dQtyrfa
z)%&mfamDq&plY<OQYjhD??ln1xQ^N{2k{>*;)VZBI_D4c2LO~zjH}bih*Ies_|?EB
z5$PSqv@UF7Lf>=yOy>^MrJ2+w0Xhe5flX4<4+kHlCd&^W5sz1LLw@zK)ikc!Qgxit
zxX*fBsIRRQn*`_`>kfXnh~c37v)LqN(>xdeWzjqs7yy`%EQ&)Ke5P2C4^nc%67?Yj
zfijrDK*aXMwjeDII?w}(2a^+oVttX`!Q=&WQamP&ej$)AmWjvvLg7aw!~swS{rjhF
zud+y>zk74Gj=RmZ+idKUOn2S+t=Mzj%-MRU+L4R3vHWU(dzPy)nXMf^jg70G&zcxp
z;*=_$XqzV?C(ce}<9kWvLdQjHqGA<UJ0X<Zs$YpXTq|Ouw`rq-ZCzL`{sQjf+!~kD
zpM@Pv^+@s#SNyt<K0EE+I_!PIm`$B~K|XJwEgQPffD9P;k<@K9i7u`5COc|{<Hhw@
z9NFdxJ{_UO+In9jXB<0|FjEzoH|#9B<z|eoH5`u)HE~68AI{?28y=G84JP1KojPFK
zx?|aX(T+q9&p?@BGth16A}m<ju}Ld(<W)m2$}NWVXS?<tihDQMhso2*MDlndULUdr
zFRkZ+t8S7J-My1Zs?B{o^`;!_k8?&(8wH|MjR)Ygk^RXo!?9%gOfS;NxdoZrbO>pi
zphE9De8g3>LvfnD5}j(DK+MzDqS<IZ{n~5S&*%I*E$3`09`Jwlwgo6x4I#3IE#n09
z@$Y2^B(eN3NjstSm<WDNO&6(`<88*hO+CSI&jZz+1TUe(&ewcy-y72DwU_g|J5G|F
zZhk@aazYnn>xQS8Df`|EjO93f+CrHsGp7ajG;qJ*Kh=oOTb!qSVsVnY=d_>ivbUBX
zX_Y8*s51{~J$=Uyyr^VG&w0&Yy#Riwbw0By<AO9jFN2?cwww@X>Cf!CmnUe<Dd0Ch
znx$0jxh>eqPb$r4WVpO=sLfqkp3j|JHAA|;Lx`Y#pq5*v-vXtvTLM4gqK9PBf(XU!
z*Q=zCr$XJBX+a!&Em`U`Dp#5;Z>WfJ=qs`LP|MBuc`Yu_ew*aZTo<XOd7$+D_z#kO
zUM!b!ejaz;Mk(PFjwtIi@!%r%JmbdR8sgTrOE<1Uw|MShuftqX`<aRa!!&8O^GL<g
z`J=fPez`e)cNlT+>lwPva_TExx~>~HxN<*EXl5okHFcwSvi@D(xPN|ufSM*A5qqa>
znh3uHrg@m+!43x77wlcIbHVKZc5M|3a4CpxgulF;lh$nlwi6A(rgWnCwVbo0V?KbK
zbZkPb_r_xR<;QqY$|F1@gkz$LcAyn+@8iJg*|^&jACwt$8!euYBztbIf$H9am1i1=
zUv(5us9}!Nnpk3~g&rQ(-Wj3Ad06l8DU{ysHR!l4TTkiYqlM_+j@#-wIr?r)QPg8>
zw5&CDY8ZumOy6Pscw<b$<#>(%Q=IKG5>M3Miux`c%cwqJ%sy|5$`95=yY&y@p{=}8
zPwl4A&ewwGjJS_YcMgSoRNW1Xpr1;_!B84){I@UX{MwrbR0;r3aR9%TbAFnB8q&UK
zOwqJ>Is$qN)E1s?P+Ib9Ij4;{O1{0ElRhu{OyOq!|2SAL>gAkio@y$nUd~Co^^4`4
z)Orz@b3z+ny@=bc;2l)gl2X5epQtOOL5Jo4|1nrhb>`DNdcM?UmNc%Wk$<#a)a9`K
z3bkG!{<B&yWz$KxKf_FFN&ytk;;Rtu-QwUE=^D^F5J-!(58_`#)Pa1Ug&^WFL|sT5
zQ9v4==|CFVhq$OC))&*X=nn$6h4@>38agTdO7WU6gI2;h_-8~sa9PBXF6XS`=5BK!
znT>6Q+;w9cuxFq7vvuhbxx$o-@|adw9&^l?T))JyX<Q6jwPFiAchw%WZQ*)y!plis
zU27WqLhmIzx&I`2$K6pRdh&T9;rFqNH_XN5_yAUOX9^C9)yEDu4AF<Y=OlUNB>eL2
zNqL2t3X+u7iRC`5BG(&XR{LQRdHgD0Zr!01E6dxD$K3EB9kqL7R?nVPbelkijB3D!
zhhHY4iXkMW?sIfwjV-!1;0fCBvIbgvN(<lOOh|Jy9RIF01>4+R$?l#iXLX!=laTCi
zJT1(dT~*YA*jY>?acv7pvjh9c{ropL%47=}YBi1wJL)X2xcN9y-q&YM-#jL!fk7xw
zzcMzww2RbeW{i9IwnmRnTt!J}7)~tT1V@cNfRnd;AayO)5pCa_Y~bxs(#FvUy<?x@
zd7CF=%c}NxSuGoUu;(t6m~a$rZ!=yz3E#{6__r<R^i}>Ioh!4SlOxo)Fjcm%-voZh
zln9~KBQt)rRWeig_A}L`AqD(9R9Ceo#X#tQNAri`*76-&T^FQtukiW<?=bAmNNMC)
zfBr?)Ai=y{A>Xu7zG`3)%Uur46a01W^T&2}=I++JuPki(Ms@FQXYOr)sp4uEUa6<7
z$G6??jskmaV8)+3rb=0F%2yfn0qMAI66zON@iRWQ6UrOSRaRA63ze>V%8t)}#LwK^
z(yi;P9HIX5?n?76tGG*dYr8zW^;#NtHh@#^Nas(cUXuAK+_Igz4(1YLA4z@FkGa(i
zS|CjiR!Ux5MM$0*M{w<|&r1ZRJJ<8gNH+uX9g=1nyg7fzipr{bh0^<Jb2;HzQ|^+<
zHmRH67RBzELS?zkCekal^A*=ePn2|g)0x}SWKT}askPEmea~~x7wP4MGX1!_Lu=<a
zcAqAl>aM|QRp&lm4gV^yqwha5KZ$*zCX+|SRM}(_eg)hF{t}s_`fyV#)89zTzF6W}
zl1M^a6sq?hNhRn~y*3mc6zb)jH2jagNAVaxA{4v5Okblf$r~ULOZ^#GUhXws7;qHF
zOnuEnDKT0;t0~TXdlXOHRtv3prHdk#YRjHKpyY9?Hi~WG%?w=s7{@Q$j5mkv!I^I-
zA=~f_X4m5gv~pw|iXA+g_Kb$x-VD0rvmpm@l-#=r#r5k0aZ#|R&V9E|lQr<d<|cTm
zcNHAeXCXFgyb{&uFce4iam1nPz@??ZD4i_PhKKji@#w=SJ?TB_5p!8=qhyE%ytPLe
zEuNOl`w?-m*GnUdzLP&)M&j=h?H;gi0C4#Oz(xXq?E`>E^8k3p0?;i6JZ}M%<zs~B
zFaUUz5BR5ijdf_-0Lx-n(GXx=3>z8(Y>QEshJbp-s82&cgJRgz5CBUB01b=Lh=u@o
z4g>%K_Ggxa!t?_D3w;Xx2>l0rW<UY`0(L6creMp0%LD9YxcI*5SES`%ED41nPV*co
z{;(vJ=26m7Hc2e5+m`CIqkwD3o8mwE7@^*e67fR+rccoq$P?fXKE*^z#!6Wt3O+@(
zKHcu6WZjZJMaTzBLrn(h5>c=;z^ACrFJWmAx)&$-7O_Tgn*%<DpW6lBBDFLi{h1WT
zi=^<6mWEnyEZvLqC$TijCVz0jmn461p~Ho3K>?Ev3<e0rG>xj$5JDLU3<!ve0DY0{
ziEYp<bvY2pl2Wn`OlXjX!3Tq_q)!p@pe>OoLcBDAHp(h1P5&Rs6EFBO$R70h-!I}p
z%OZNd?#@?^xZ7;fWM`y!xa&?dV9(B@8?B^=lfv@$@~ha9Ra{DDYYp^cW3Mb=jWuWC
zxh;p1txmyswbYJ{ZxJdN92c;O3lEaDRU4BV4J?U64>LA8<|R5~w~no_Z$9pQX(0MI
zYZkU&ZAO+~Z;H#0n}(L1YJ$V#UD#<m*JJN_PV%M0da+YA3)qnH=g9E8SBUNE6w+wY
zUc!(09WUH_A5U3O6Q8bYLM9s2VSOs!Abo<}NpfLjbUC#fx>bjI5=Y0Q*!&gv>>@+b
z^=&?D*0Vaf={_B0W}ig2MkTXe{404>P84~owVTz`K1Ni^MXc81c%rR$5}(~w3#Y$J
z#Y;LR;HpoD65YrKWXX_TILgWZYkS^CZw{rQQ|B(=)Q8>hCAt*Wpm}$;O>70M>upI|
zosB~8nt#9nSrQyD`3Bxp<U};yGh(NIFJjkRJmCNCIb3;SjLhzO6`=+)k?o1C$PW^p
z39b5i^Q&Cjsv54hWUS}c=WF&)5Tw=-f;T^xKe&6YbXwtde&>++vVn2?`6JW%Fgvn4
z$`s>U@bLv#6}M_TDt@;-DzpkbFZj)z$sfJ3M|mAT<L(j<zEcnS(Qh`0Z)d!MX)!3D
zuNl2WXxZ>Ellbrjl0Dz93JKfHbh~y?bs>M5V9@6X^E}sHwP3|tq1)|_{I*w5g!&p+
zl;(A2x>jv@io1Byl{<01y>y>hgrKc|-Aza<QdT+KlpktrrkFlCfV+CHnnc#)kaSzy
z4cyS4kEOF6W-84ajaF<K`9^xjp^3CwdW!V-BNlEBP4!(Ly5(>V{oY6ib<4}K+?&94
zH?AxVF*oKOPMNBxyT+OeiN|i0k~r?nuH5Y0Yp;|Rp`8>5J04TacsQTiez$;ocBx`c
zh@dYq&9BbAYMiXp&QFk<zSZaWdXADaiI(EY`sF$NG~J2)p(cCB#8la251xv_WDb)$
zShrx&f)%Sz0oLk&<v9c^h}H!Q5-dir5`TFPX(yCP{sPF6?ORDL_uZJSs)6Tg>f-2L
zmQ0irC4Y<t-uuD@XUH$3tK%}5X*f~#;)n*aJ+qHCsDYG?m3X>#G<Nn`gPr&1;dMi8
zv1w%!bjTF!Y7J&g#R#`MQPgvI`Wm`ph17MnPqby;ZEcD^7~A2{q0=#%b`pIovO|03
z9!4%5EwSUxC3sD(8F-K+80ELN#Rj<#k<!$bxxc`NvDv7Jx*N=gcD@!gXLc8C>h2Et
zs9N_?Uzh*rv^W?_BZL1I&mq`r0B|G#z^(*{&I7O^0lz$lp9n6HTD#)u2uN&0ipCVb
zJcqOszDXAU;5kGQ#l%e+p(cfxrs0cv7=Ox#a<E>&b4YT(TC_^ZG`n-bLa<&y?+ec%
zwO&Nep|~d~=#baN$D2!uV>Ycr`3WpYh5bI&ZS129Tf5M-3k3~JvtHEYbV35_1?v2)
z)=Sys5$@0QpZ@GQgn<rEODrgW$N`Ci`!~czQU+uZM9hbKI|$qn#5_ntTaX5bWD?qe
zwjmGf0cZ>2@T5jOhFAweXyfaAn)L?}>p+3{d;XyGqcX%hLm6Ze&cQz;;(^N|lmYI}
zTi?0cr0B3QkJh{E4w=rLb=F~R7PTN3Vp_@Vvoz#fls>CUbs<5kMzdAQh2i9*1JSnM
zN08&P2Xbv!E4IqBaCXzh_VQWr<Jb-xQdx(@6KJNJg0#DMi7kJm5chUbVTV!W>C(;h
zB-w5ve(t-Mb?}?QX6-LW)-D)HMlLd7XFhmKrtWMd*Zkc<Za!i^tLe#;l$|^A(%<&6
zrhCVc>aP{J!~EGKM9+~V&9g+;pN~dY!nM%)G(WV?V*|dqUP_$bp2y4cLa<H6U2N6M
z$1t}ciA}V6NfstMkV&=m@wx^%#O~@%Ja4EM&JQ$ar;Ke&8k#5LtYi1sEm!1h!xOfw
z%5DQYBzz~ycw<hQ;622zbspY0E)*S^o{4>*HpSBF39Nxh6;fVdi<Uj#iYv~jfMV;^
zB<@j_(Ypq<u+bX2wAKF#I=Lv4m`4vlv+UcWtb3mwdEbj*em>yeKrm}+%IY^;FPN?9
zDciMiB0o^4Kybg9&j0S)k1?1%M|E-Q0N$dGwIE5ZA$YrO;1Aq6FO7P(gx@jtEF*2O
zk+17MTiQNpJO8X%J3j8f1;w2eDT<Z;(SrNQMS@?|m;6!vC)^#EL&`kdg74^jQgF$!
zVODahWSedsV)TpTyy}2CZ}fsLRXt|F&mJ2nGz?p(I(PKBpuaSqd5ZR{=0~Oo-G*iI
z+uY?sy&gT3HSYFtHFI+3E?)4J#@QX@xZBQxR_H>voOD)MC8h^Iq~=Dc(be11Er)T7
z!uxJgChdW=N7!_3-0YT$<+ayxiU|WaJ>A37>*s?xy)*Nqw=P}hmNh&i$xC^sG+(fV
z8#JRn7c_dFwC5y_doXT_!nR`}*L&P8H~q)K-09P*?1Og`l@<=O6$iTRRLn5G#BCqY
zg?nawET=a+kt^EM({<&^F-q<3lcm)MoZ?ieoaD647;%XHBAB11K(Rm61T#-e{a}Jw
zY~eMbKk?Vn)E>RVdJgW}=Zig~0!XgDoR}vUVq$y%r@Uy5r~4jbrryISZIChEXOM@-
z3?GIrp18_HEwPlnjHLu~+(bCxNO9~bUbF8m9=R|PZ&^$~uU^*(S8Kf*?HiT_<;>`w
z5i;!*>RmKFpw^$0y%%kJV!;$`#kgmUrZ{rk5ZwG~ILZ$<!a*L+xZ3fzXoX2tR4#5T
z4tu>2op!s8D>{!yId3j7_p3%QHhLK-Xto`+^|hcmH4AXHv3DRJnb@ic@Ygy&GA#~<
z|BD3kpMIkeh#EljKEee6D9Z~8!yEt}K7cboJOSU>kOpiyuvaOW`19V!;_0PK59HSb
zvpC(99z*<XEoht)m9o8#w5%<~7am8N?gVXpEi|7Jp8sn*jRHXf0I5`m4L`*(F3z7$
z2`05()C80M`!xIW7Xew?cWQ!3trvCOkWY2MdMWvaqxgAtwKp=2Zi+*>)#u~Fo02qL
zCc!MldQl%sO)z76K>TO5Uj976G@!j&l3+p{$eT#=XjGjRLy_2t<)SW>iv&|7e4qoc
zC=O|$PK$Nn$rgy1hPM7J!344j`XJ)*KBazwzv9I7GZM@hoV!iLNj9d9tGjNWBWyu|
zBWoQ$kzA;7Pky!b8CJ2iDytgMk_7fW!y0K&f*HIRZF_o+<ZV;Q_k^5c2jv;CiLtZE
zn&sMTht|JQf>{mCG}j;=D^u8V`8{y2#3c0I=pwdvIY^RTZO2ca*N|KGxh@auy@%}W
zY{2T*o6d%Wx{=}BLW1_VlPZ%BvYO2TNlJqcc<H{1tm*d7q}us7+`-nK^vY~b=5(<^
zH<tHAmnQ8+hg4nBjBT#?hDuJF8y&&R;uvgwJd3@oU!EmX66CgLx3JMBwq(|bYdC-6
zax!JlIg%XX$oe%tj(d;hFgdf3u&thxa=|0;xLI;M>}Wn-XI777#72`Q8QqDmRS@3T
zhoB?6FR{PQLM-vT$r>0>Bjr{+LCch9aK*3}XvXM%MBXeNy{p*;r&LqnIvw=UiA{RM
zTyY=GobU*3uRrng+5b-OKK^Y4(^t7-#Wh*oflCE5ojI}{N8|baoo);6ewqBrVP29v
z(@cg5FXU^Si5DbV#|1CNc>aKGMc!+19YLZqMwYRqHE(!lu`=|W9W!x5b3RtFQgOe%
zj$*~E7J_^GA%gFMy8IExe#(4BPwtM7vFiF+Q|`^&CW>=<&y~6#hq@IebYfl{Hs<>e
zs>BS=AHzue7W0E^-(h0vED&n#^;8uc`Y2Q^m@9j+@(`aGrYi&$)!?_z4ixID&M9kT
zHs&tw&~&xz(vLe)B~H5Mniuy%Yp(Lu@R1TG`!(m%jFUF$?BQl}b&n$9YBX1<eO{W$
zZB-=3wwF{t>FHJ_t_QdCftj?5%UWp#-Fs4HuL4Q5UIV4o9x3-*VP|Rg`_s7l!;KWy
zAKGyK7rRPbUM!V%yvlMpZRswjj|&z1g9{ZgE+e_D`!eonXi!ei18&l&jrp8j+nb-S
zhF?ol)oZI@dRCLk<6_U0O(tPk2TbxX!T)J*CDnx+PMJ$n!MdX5pFNc{-mEz954(@j
zvX&IC6jBNq1^Cnmg`A=lMH>naiuM#<6dfo!er>^tX<DY<7Dr6~h*0eIGQE?&<UmLv
zF}?R3WAhB0ynX_n){bYU21cM%U5q=sZos~y8lv;AcbTbgcF10}*FZKq`k+{AB{O{9
zV?24KEe^b6ik;b+I4s#2SDiWw?a??$|8osyR2G(*`BC!N<~X`J;~3<j*nwcne-^BJ
zaTu-?#^40avAD`EM~v>Wc-08{Li{URv{m;64mq?GooqQ0n`s(hOG78-UP1(8-RC(9
zte)|?k*^}?_=av@WqtRg*z2W{#edt<RIu9s|H&&^hw1<<i(y4WfORo!Xb7+^MqL^L
z{wg_aNb3M#;Q`>!l0%qY!1nx0<dEu@NepS3Jq&3Y!tYUg9%<-UocEWPrqa59nj{t<
zL%sbC#DA2C7y387jo)6HN|&bsx%%4MsLrEHQ@{A^#A&*7DeWUD14~1#L&@OhFA-8p
zL%n-x2}=WXM6i^!;~mAv6F%*DDw0CAr;(DqFT9RrSQ^mY&thqmP5$75r;PWrchQ2z
zMe<jU#sMV>7)`1@f)K($5dnG-hY;?|AR_sLd=qufr}E;cIxr|sh+amh54unX1|g)&
z0xc?4pxzG^@q#ad>_MOZ{URQ;EKed`n);ioyG@@DZ1l2xcU`}3Y(aQM)+*u&IX`WJ
zJjV2dJSO=zt7<um{N`|hH7s`&C%vgowuBepm9^vK_DA}%hxUwRCz~CXckI2G^}ckT
zb(qDXgjb_U+kp>QjcXRT=RH^KpuHNs$=4&xeb(Y~{U)I_?P_?eL|<Mlv>8cv-NLS1
z;!EZ)PGGeU*^tLeI?BDG7vs?%pRk(M?aADvp5$prH{vnUhnVa*guOH3NY4-tGTWpI
zD!eri-FT#p(!I~4b^LIY;a-u<^9+-h-yKBeR$oIR?Ka?*?#ArYa03!Gr7kgBYDvr%
z7Lofib8%F)2PCQ}hWN{q<n}vuu=*Cm(f&E{xN3`Zl2P*xX<9p<bpB8WZ|v9xzm94{
zw#nP$$qly=y|p$(BheBqo92ZpdRU>Dqo)YD>WkhPrs0)m8jzqyO0m<wm*?<rT$;N4
zV{e&_@|j>7rYYm!zURYMP7vfrw(%>X7clePm&!WV)8oyOX9})k)(BoM<@x=d$E8v0
z8u9#^m9kYr7v^4T6WNxb?|5bM34X@L7K&$P=8EO}&j|9}{(^69GyZTu7w)!aIpywU
zb$RdGPD0DQ^_eUmd)0@J6Oh4)x%_tBd9wP8e`Au<`>KjwZxD<MdDWTR9HC-WUFOlD
zR;qcieT1Ne)A%hpM5tTSM_FU?O;_ek2v@j0SsFXG564xB5;W&)x(V6Ml~v3a@dJ%c
zD+Xzta&t}$;o67uZsp`h-0YhymL|D`aUZ>T$^G@^B*CZNb6#UROAoX&mPFdE;d<rX
zlaAcEjtle+R~l4($_2D`mj?B2!`&OuL}9hTm+RGGi(5tCT<+AR`_yyzh70m+tTfxp
zN>-dr;VxA1;GV4AloRaJL1MFF9QWeTOzD#2r?`Pt^El<fA(AsYK7WPpm*?=)bSI7$
zHQ75MrphLJ0kj%S{(p(=ft5q+z>Ta_!dF}lZUr^rD^CCN91a{ZVnpel!@YYEspdBg
zBWGQl?DZ5!A$w+OMGdr++lW1P*y3~j$D{mZqnW9GX|mS_l>7~b-qb+Z$z5^vEF&Cw
zECx^5x(l63n~1CI$wj-~gH2ACrjEZXv!{A`_CTpM&}?G?ZF$gwDSDiUcSMcEvAKKD
z6Nw#CY8c~9)17ciPaj+!Ar#42;@}Kjbi8>6)>(cIZQo@ri)o3G<ViIYu*4GD`dZMO
z@O8M_f&$1#RR@E)@l%O77)m39|MsP+zdVQEAc)1&4;==d2x4*im*;TA(1HC%_UJui
za7e$A{e}$waxueavPSnt#kA`_r<D;Jtkb9cOG}bP_1>t|dQp20mw(b{DY+xy0Texl
z)Oum*g934BDp)TiJ%=RKN&QYE%g{RhRIed@?3Y*K*px?=^c<=;&FM<>y3pmPrC2X&
z5(%5yQ0oPL|Icc@luaJt{!IVr&*TyA)gpNW0tbLJgir=jGK72s3Q-rzAPxd?5s(&j
z;JyxVAbDb*s0Vo>>4ZFpgN|4ZVQB*Spa%lB#!n^UouLde3FqLS5%Iuf5lXr=wP}5K
zn-1^T=yDz1b=z-b3#^B+mSgIX^VQ$7S(nz!uU;C)sx+-g*Qe9i%329HDSj`?)J`SG
z_9e1)LQ`1puDj&Nr=DgjUbw<~kGEnSW?G?y(-x#n%d6z$)#|usTTAqI;eFiTun9?8
z(-uD-XGNx)UnkjH+OU#`eet4BXXNS42C@r0R+A|ibx5+_O145#Lz4XdE>3OSnl)Y1
zl~hgHjlHABli=zhWY(GM=vvkRbn)yslv`l|ib+ny*SB~R=U4r3>cI8b+Uy=_I=3C(
zjz5qkXP#ldbBpoe)74q4&U<j}YVWYwtPJ^lFCW&_@&dWoCWMs_SwdQL+JzUIza%X;
zeZZIZ%^{mI7}7M}nRF^N#T#W~(cu|xxU1;{>>AmXH865Q*ZdHE=>H1sd-)ulsq&HF
z6ixK5LV0Xd=^|d7-UBal&cz25+9<)FLs{o6#FOy72<G4BISf=TZ&_bvUGtn!{ct^*
z%4r-Q`btZXw@TrcCr2@QbtS68qiuN8j=u>m_sa{OnN#?EGce!o5fWTAOnKdYQyJ+H
zMp_kl@K2g7=VMkRDqbAEu2^1ffFPIM5V|Zs#^+ACr_7z6#oZ3JQpvg{2;~!wD+;Uh
zRqE9==UX{$M*%nYGQ*>9sFqko@doT6q;+WxKP%>l;1FG)I(6Jc(DQC0dwLu5v!qr+
zkc|$%*?yB?JASvaM!Pt!@QIbHOMfTsxJPU0?oGL}*wqiY+Y9^1SXXxeWz<tdC$-=n
z9nh2d`o+50YG0AAw!R^GWY<S>_oO4&Zn%Zw-HD@a73*%`^n-dz@2+Vl3Etz*WtbQ$
zt+bnR6Yq5A{5OY61FoLp?uHa9EW3Z;{Mz=Fwz%&h?eHOz%dWvI&0}XMcH3`IOljVp
z%QCymJ-)v`r~7$B&OjI=4O?%|Df!{j{e$$BhE1C&4$pe?`6~HWc@zWxnR!dys@NlH
zs(DgOl}$C_x4>=SFHudZ54WRIX(r8YP;ASU>Q|)Y>Mt1<>-<+fMcPKGzC)U?{=^0i
zshy$`0LS>5L_8g3`WpkuZilDD_^1|UyoTaAwsZq(DP|%^YM{k;oiTr@01qp0M5k=~
zGm$w>Wv^FjAnP?QXvRwyW^8{SJmaVpPCp%q*P95aZk7u+s@NIr=$KA>LW3FK>at9l
zOetr*t?1g@sgQ@(RB48y(k4M11h?<>L3&c5fs>wx;D}oNvHvbJY-SjQmfdGih1p>^
zXw6V`tYtE;)}%SEm35H0pN^UO9d@9uwh>VOYeB1%CqN$Jp4&4~z7b!S|LC-MHcF$O
zfs^TVQ{o4TmXv6D!Egb9<pqF8{{Zb`z{|t{-D2p`5CB#oK))CUGz3&C2E5b+Ff4`<
z4FOe(0sI{R+ZhAEWdQiIen{}w0l*gtuq=iZ4FT50u%RKqwiw`x1pKf5NO8-Y=Cmz9
z3xIeczOi@}rYY!q=xgX>=vU}R=sV~y=p*PCu`j?n|BqYez|=tX8dChhKS}e{Ur;R8
zaiM7mg&PG!fhkxDcZ${&luG?^0V~Zb)dxxQ)t}^`A*D$gzritnCK1oaH~p4@D5987
ze*Kw_L`n~fx6~;~MMeFRq53l&U1(R*{)2q5b0AbxQSqyb)XrgV)KGs4M6`3@tBYT3
zsY9>nFWRN&A1G<*e#<}FIq()H*g5Qp2o3g{=aHY)&MBLc2GR=&E_zc67$`6>V1QUq
zz~lvaB}1B24;UCEpbG*6NYn#en9x8(Y6)d9z(61l15Xr4i*;dQg!(Wkfes8>NS6g#
z^ap{qK*V-GrGApX;s7awn!>sGr$jt-S>!a(-MPXjcN>=;?DVc{-F1-%n|~mStus_Y
z&P6tpU%CE*RfLXUmB*VBe`O=Kl74TTR4<EcE{es=%@?q72kOfCr}x;zUT?{oO1D_=
zYWA!{LJO3z<q>JEb&Px{?~8+1#9{jdFVL&d$7I5$u{duQ{R;U<6&{w^g`F1AAA98w
zkS}$KXCv=SU_%>CBK>=wB&gj)VsyL{Tj6prN$xk7JdIWnkGegGvCtKJ)wo2u=Z2G+
zi|3&W`VY_zsXba(ZXQafpZe%sWenQ$SQ{IJXX99(9&FgN^F+JoD#{#F72RyPhxJT!
zlSi$ZM&1-vV0BNAW`lA^;p&!2n5>>aTwguMs}^M8{2~^&J#iYVTwTc~_o<}m>#?LG
zPw>VDC-G}5AF^$7KRkI(B+<h>ejmW1w7HpB&utlsR!k(wb0aExIUe6J8HWoik3v%;
zUD4ceEvcmxjpi&KBA$%zL{eS<w(mX$D3@(}CbR56T&V8URL1q5!}swXC$P#ue%Wpr
zlcE(P^X|8euWqtfaOw6$@N`_p@7*><8a3z^ue^0q_WRCR%q_0JY*USqyyEy+K6+t>
z;$1{F#WLv=fz3QBbgA#bA6gg9-3pFZZtoPpdoI2$w8*Q<WIE}o-d_+<#S^djOnJ1-
z`eaLH&c*Yp*M>5|@YqS!iSv4bZfr&7K~Qs5N|HhdREF>w8!8GmXPuQbs?~D!Ti2Sq
zaQCis#sOze;Wk&OFzKV4^5#LMQMxPNPdZl-Hm1<cv7i^{apQ>e;}s7#JJ*xa#OvMZ
zr#BW!?(O9yLG9;p?K5Jf`|7Zgh;R=sSZE_1etHoXP^X_#zvnZ~ueMU^KR}<m)5BCz
zr)n#%XZ-<gx;xXkllR7CAH3F+>-wyh(k!U9WUUj!owu9IJ#Ml#r&}1qy}6BD_eZW$
zYF$1jt#-5{$33={<Z}_9ua18eIsNCKtEs8!DY19Trl#;q;FbZm6Sx(DJq<QA*v?=t
zgN+P!G1$S?DB#xjA3yB@b{5t9<pnJ^IK|UYCM69ZJ63HXMxMK{%*h8QI?8dRV-+US
z9HS+5yWmz+yzyz>X((@vH4|A~L-wXKrKCN<D%L<*?Vn?lHy(I$`3rdT@h9knX<J;m
zOHCxqw}*0OyoROBt1_jex_)Z?S;NkuO)eQs(d9I(RPZ?Z<8<@@VU%N~kJI~1z)6+o
zU=53FXiAJT?z%Mw9g#J~T6IpK%-L^cDODnnwC5A#xBfD;^|hcmHeGSm+oK^L8Ba<1
zy8K6{#j{Wv75(J}{X|RuE=t;ro@{_)F`Q}m>;1`}gnx<y;hWU+iw$}(J$)ke1G-tZ
z7j)3AZ+bzg_40)mlv*$Us}~f07fb1FY1WInj82qby+HhDwO-1moN#|GNjc$OEmBUA
zwn18?g*2+ZpNk>n8&HV4P#@wTC8;8$MIDRcI8aJ4Pt=9H8Wdt0;-CX*upb~SO-h!5
zt?^TdI3UWPns5&O84(X$7SRlFcgla{Ze#hJowoh7yRMTCn?Ga#TYErla!${T&6?gz
zes#|%R=IQ#@r!=I8dP15=Wv%$X0;RK=yr~+<F|tK%CeLnAJv_$I5wO0%6P>(#9c!P
ziBF09>0{(wy}LNL{899}(R|z>_!&uReiuK~aVOJl^GSBhP*&2x2rqJ(EKhfs&Mv6m
zjZBF$CP{;Ouod?1B}r#OaOzw`)^q_ORbnq-FNa*xZE7+}=wpel>ARo{Z$nV7hZl+-
zy8vHnl1Q9SRl-ZWPhhK|*Gba}&G7ccZ^)AE3$fqyE%@*hd)AV_hikp}#bzVc%IA0R
zVXI%sAcgz4v-19zNb}S8@WPN`q@_)Hd}+uyvhi#-Y1Vrs@maPAZ>-)G9j<7H1M2Ew
zm+XD4L8VM|Me-5f-S-CV&CW-smhyzr?u?4=>fvOI_PDlPEIK}F12O;IAH_FUqOA4$
z;z{^U1k>ej^MX=>so73e`-G`bZGJad&dO}Q_p18>onQI1>rN^s>k*7a|MtAenM|SO
ziLpZaO*#CYXN{y&r?2L@=bWt9W`RF^_AsMZR7bWc`w>4qX^!F}E>NV6=`XNNM+u$N
zr}GC-<tl}h9CvHjaK8OSN1;WVIee?0$C#!}FTQ5Orb3I<^GuxkLL^zxLp5ZCH{;hS
zQI&TmUeMV$U-sB(Ge6U4uMp_fgx|PzieS@nxzg;?64!38qPYw23%R_=G16V(AB6I!
zYq@2;Q!0)6PT<3QoD`9UjkwF(<0OsC1xdFU4dqVlw2;iXI$2rc<pITpb>Y&R0Y%cv
z@<GyN>5*;?Jhfd<4PV6B`+G=3{g>r9?aAP}%p}q-MLW6M0T&dt4%u^EGW$xM?~Igs
z*I7>Amt3GUw+>V6IIXD|8EMF6IxgZK4fo6md^J|mY+NPod5ss+MbD0M{fj1Y+<;}0
zGoA&XuZ~{?Q#}WY{h=n9r^VC{CYbb>{n`PRcEUFZCSQLhsdR1?c5CT_XQc(>DNSRU
zDd89`>RA)->O2{*o>(0nY3;^L8M{OF=7I*Yn%N7^H`?}+!4m^(VaLtSv13bjymCM!
zHdt<rl-rg<IWrk)$hr@v1atTjbY%p*ovMM>^TEv9d=2!boCNn-un8j*JFJl&hW59*
zjHH1+^gWKzIIWg|yW~AYxvhh-aoBWh5&Dj~-+U<JaH9+IZD9xPd@X2>Uoft!kp}sw
zir3Ar%YSrQ91Q;#2`1Qi0I&@KqK^}nCje>}<9qo$e`<nB`{LIQu(T8YJi!EVCISd1
z#4*L!zD=-R%Gv=I>VWkEA^0}M_P~1idIwlG@Y_4Umg>_i#d-na$-**QYQ3nB|C3rT
zf1Y5%ATLQU!M6ycP9%9Ws`g<*DCUcV4i*fEL=eiMEl5LoNuQ=gaXyejv0YejAjYB2
zw?K>kAfONRLB!wlDfJWl74Hl`Bf(rh$=yb85<AWGgS&3MrEI=w1-4dL0XaLfo!ma?
zikz#R%PI#t5nsP)tbVP>c#gjuW%e>7M_ugXS}z0GDhn;yO_f&5X9f0Ty}YKe4zZU}
z!jQT|zGfMD+u<<o5j-E;H@<<Me<UPHe*nI}<ppcM+KSCuU`^I~t|cRmHDPD=4<(Ta
zT5`<^3+3k025g1&Ad=+XnLJ(BhqOJDMT`!-!tE!mAwkR%65n(Zy0(%*=W9MiYqBSy
z^xwVk)xZkG`A!$SxY|x^CF#dj9bbfVdNyWfy~rdB6Sm^>_6pLc!gFHh+Y+ZddyLQA
z_hloB(ujS*YP>CSAG?JQVjB+I$SRK|vO~P4l8r;ol4eI#q(ihd-dI5gzvA=AHpLb^
z`IQIJEx3-~%nU?nl|8Vob2^%yR7Bi%-9|-)>#$*PO}ud33%qQ~TzsIT35tuSJHXzK
z{(ScTZ5#9iDAW8N%4#*ND44vPEZcr@G2ctGxj@z};8UMxGFor7R2SJkeAU$2LQD4;
zp?$+C{2t4j(#T~^dBwBlj3c*>x11I1T3Gog|M2~6e%efDuKfKQiqx$~1hOVn=-gx)
zf8b*$?&jzL%Jfdzd^^){p}F9}gwD-YrG^h-bfy^dIfk};<)>#+Ip-04!tg}FK2A?{
z^j(6WQ=x#l`(l!6?$QL|w=<*pjoLASb&8?VY@IH5Ay?_z<G!YJhMAPh>DN~%@95^1
z`D(b*$Yu}UH#Ao2>oZ(3|BZ#@hUyXLk!39nnEIR>b?=>GQG8b}tKepi$;yk|fw-$~
zI+uMVnm$F`Qm=f;so`6dmi?D-;}2foI(>X4?Ua0qyXD(hQFCen7hKNJO~<K_JMr2-
z`{2n#${M#WD}<X4is5g&bK5fea}T%W<oq_HHupNArR&+y#!9V(PEwN*XF0{KWXY+^
znV+wYUj$P<Q;YqfCYWc$)DI?@#U4#~^AIdgSYZb%>;9{SwWWChXj`2rJ};~-P3K4E
ziKpQk1e044O!SAg#nN^Wc;>9_IHJKtW{L$y3+CqGtg~@=fJp~*@P;oFaXL-*wjU*!
zolevLSOaa%3&P8S_Tawd9^=(BFQR(hYjDNqAxO#ggK}olsLQe;N=h(W3{vYSoT-G?
zZA@d{9QMII_h;krccO9QQAsFoL>dlENW|4blTliY%BVtQ81AUi4jt_5g3G6CqOJYh
znR{#V7>5SdsPm4o(AL+2W-pwBji<pgZVhBq3;f_em568I|02Qs^&aQ1_c;Ib3?~kR
z|BYb6JC-F0ruscjYP|r#1Tu%|;D>Kns!1MQJgeRTmRc`RCN7=@>*Wg%X46k~#T{Tl
zw<N^Pe$;Jz{fUuMtQWPOJ9sc{_CWk+wO;-_!8D+~T9RNwTqJK0f|Lwl!EDKLF%Ehn
z!4!!fga8W)&;ueU=2fS0^~_!zLOB51039(6VQKQqgIQXyh$HbE9?Zx!?$*yS8#RJ)
z*R2`Mo)IdrHN)DFf_DSuSJKC@isn|VQc{C-so#mMXdj1XKe&i8H>@W|md%mxF&@Vb
z-2aeG?AV&Do;8T|ynBjun9&_2cuga0_;T`k;#1sxXD#&Nz;0~!Dv-=M*bLw686{s4
z*o2KNY(Vx7Yr$4D?8JsN^d`d!-V)~KaAM>V##WeZOXh41#;I@nv8J(Ah+&R5ZePWl
z{Pr%H#C}+V&JL)JuAA0Gxibf&>A`LBm65}Ub3p^V@KSedrRgQN+nOM+T|SSz)qBnA
zX8Ms?+n(VwPYlSEHc@0wz7^YY)^Egd#4)1fpNh|x&mtNr@9;R;Y1}3$A1hbgARD!B
z5XTmKiTB{+c*CPhC^t@te{1{<w|wl(8t7NTuO@n+)UzG1uGvO3?Fk{$$S_oNyeFQs
zp&70<b27@?rbEnku0gTa9-{5G>&27suk&E~E7K|;lv#u<7EF5C$+C15d~i=2fmmJQ
zQ_ZHUoNG5=%x;?T#-T%n7FpYcc55~H-92;p){QR<E$(E<x(B86xieQY*?Qr!^<&QS
zQL#y!X6N0CrBAE{VmUzQw6zU?z`mby8(n64GpfAmbU|hAb&!@~f91JKoum+6u3w*N
z)Ugt8@%XLKyt9ItQK1=f)i7}L3vJD;?Ub!LVxlEzlU&(@=^yy`+Yg1`hCA~cdN&fR
zo=;MmjqKqXF?Bt6{^T?6n94%B)9WUGbow6IWc-^V!m1{BDeSbwZi|^Tqf#U{ge#IJ
zc6U{py=E2Z(XXY~PH|HG^f%Jf6aC!mI;Bf$PC{Ip9$lnGVGfdBk!D=S5f`LBEv&ek
z9d#5IXb#u8ZhNWYgK|>OR!LmuP8Y7TSBBDb&s<4ni#y!8p7Gp+mydD+YB_P&rE^`<
zF4vPz&&=mE%=do2D*jc(65c8NCq(QGHLc7SQ)Sai_#JR7fLjPm{eNm<EY*Ws&wusK
zW=Z3Rw(*bA%aX_WQE{>R%cPV3B&XqdqNnMDCGFF2eEV^Dl4lGPF$SagZP#I;`Ut$D
zsU6z4WET_Rm?wMtTmxASe}iIGmzgOBL-EMBM{yJ1jku}bM7*qJcdXa$1j=ck_DwRA
z-eXzBSV|{-x}l5D;jGd<VYQb)C<=Np=NayKZW5LqV9*Co4Ya2TM$*E^*tdUge0JJ8
z>_t4${@yFG;ifIPMx6}VCNmAhB<iD1?K8wSN``1~L3xxB^u;ksmVfWK*!!i?NdL+7
znkeyuM5{=&qF^`xz>)&M&;Y>WdjNDO09*k8;LrfD@&G^Toy_m$muyJ?M*!?W1rXoG
z{Id&SVcLPdhQ5XVgg%6RGoS!hj1k4(`VMBvDS)=!g2IL3FTaObvK=u_+oArkPw!!h
zc|S4~FZ^%PMt`7L0HA(iT%At*l#ii|`Y18}irUe=VoQFR61D(hDQ$$hV3U+w_zHPo
zlc>WIHc44us1&yY66vGppZsDQpi*oS_4}FhS=Y~Ilax&tVE~v>m{Pz%DCv)c$>>}D
z$dZ#3RsBrsV1fb>Co>2|e<ZYDQlJd<McN625ZWzSx2!l-`-6zOe<=778R7sa!w(64
z|4)c`*s@5Xzq^y)es}BhAK9sAu)D5ddG<`-+pI-@B`KI1E4OFH$rT?CvP#_~(&_CQ
zR?jsQ&yL+lGTtiiQX83E>*_qV%8+Pw<AKfcS)Pko&zNhhLyS90XjqjH-+JWb#!k4q
z%}Lx~?-2Af^#WO@tBXE5SfWKQUgE*+BUt;6I&9YBb!2VJ7&4**{T^kT$s|&9pS*|L
z1U7v5OSZz8T4at*Jb8LJkhF~nAeECQ;P%?<NPub>nQ?3Zx^ngbIyXpxR*#s1)|&?5
zGlBPr-&G5?s*fqo)|t-EdZbMjX3Zkuon!I3mX%2TJAH6Ut~WljIf#w8(2v-6k>joX
zljQP%N92-82-zgKvvrd?lMPGH6Gysy)vN0oyy3!S{3>Wa+4iCVj%XB3bcfAFh1nYT
zM)pgzduALuG3gMIxF1GEdmG_kZ*%O~kHZ^hnc|Pl>xiBIy~trp@qqv9_b2_8sR6@f
zH42=Cs{7{1w)w8*yYHPW;Q7A%Qt2e7Lf&-M#k$#i6{kl+3y0=HySkJ3U9(?HBkR57
za~wPJninwR93)rx=Z)kanD6GN#%$trl9CiloAea$!plOZ7Kix#{#Cde2@8~|%MAE7
zw_XX(2fFga+S#q*oDEF>UOiQ5L(Tch;S-q;w+8WX2geBwmUL0&HhCy$MGR$br&LfS
zue%`xe3;FruemE&b$XyQW71qFH!|YRALuKMtzX1t4Za|h>%Yp4Yv-yo++Lp#F>RxW
zT)c;S=#eO0K08cua|<K6Qa_n%+bdckG;!y8m``%k_O0hy<T_L`sH!iwVX#VB=X4@B
zwji17aObhq>ryy(!)t(|#s?Fw`-ORKTI*%p3GEr#2bFos8j(&4ZqF%2A6HFo>&<BH
zfy=!d|E+}*mxHgkr;8sdwXDxeO&S<;iVFKAXL37;C+Xj{d+a|wL8-~%=Ow>?GdTpy
zht94R6r~cx;_?Qx+<~G|arz6NV{u+fTJB0ArI1k|3PK^LXhi{3$Ah9hg%?E!sQ0zd
z{EigrO@3&o_C0>B^CQyYrTGnVn6;-m(asFTt{pIryWor`dS);Y^exAE3Lm`rLs#5q
zWqY*Se>gMQUPD$CM9Crhj{b)lXmhjzPrnt4S6;NmD;5i=o>d;!`F#+|E?N!c%#_f}
zvKd;G9M&GK){k#>6s_5=$GjaDjN8?R-qpbIiDU7ox{<i6<49~Q96@PXlTd}Ome?a{
z9@;x54QsgTqs?uuGxu{em?k$2kWc<&sQ0y?+5HycDgnTUG?3xY6<?SCsI=JoKLa@g
zTMqy)Ap?N?0IC!NY%~D8oD2Y)4gin(0boM{z@7yBCm-YYB8mU);#HXbz!v>W<Pe51
ztpf{oVUeySg*AmOMLi0;;&OW$Z%EO&INg-S9VwhC)SL9s(1qeJ5kqL}YoTp)qEK(z
zLqqi@Jzwkmh_ra&|Ci)Y8BywnJfD1u^<IiTMId~C@F`N8M4cb<i7bLmqE6Edb0CC`
zc)%vXw7b;#13rZiSEuQ<U2<<&wZD>{D+o)oNz~=;w2ay$Q2%GMN&Y-JG@v~KPe&{$
zU|;}%aET#}s?#Mym@ve0Q5VXA2tpd3Zh?q;V%v}>mP36QgfKZl2>AeLqh#BVSDJ|W
zP$nL)G`;VdCk}w0j~q67?{2+sK08%v=dP<cls!{L!kQ0WND2%G$*;r&vx@Q+ST5h1
zbj;hy>b8^P+1A@p=E14t@RrkTTw5aNvwYY@sX19~v4ZuiznOKIJ_jXKJVtPnzU29}
z8@SsvL-cH*54M}tn#>td9pC=&j*Yr}2zx%fC|_F6fsH(s%!ZisBEzEF5GM8sF<kG*
zR_NB2%uYUu)4F$MO~>yim5x-$9y3_dbxJc5v%(Wy-I9q4{QIE;L>I*rPQ#bGoh8oO
z5uRVTA6v5h*|2(#h<5)Jw!Md$JZio!d21KR>L%YJs_mCpEte5Q%bddnXU*^`+hNqR
zI1IP$I}0mquagZebBL4H2IA?y9B(+JhjJ^u!GX=U;+A$RSOZ-des)m{Eq$Ddb*fiF
zQ8)V$*NTRyD8~?2e&U1Y-)M%8?YKtF1sgOY>jcU=TK@An|4vI&|2A^iTe<YkLYY~^
z=0ep*S7cje=kwj{oCIumi(k?kar!lnGR_Ux@kSaULh~h)1dnBF`JMSz5;Dqzzt-ZG
zs$Jcy%xJUy%H_}cGs9}V;Ui<BINgtv6iWuj3)uLE&{0u|-xp=YU4NCNT;_08sIy`@
zvvRi)7qKE*s5bJpZ1JL%eE-q$DyvO~$mne()1<ixKe$2*CenilwJ!*D>Hrm#<T
z_i8mhZueXvAX>?<`zR4CH+NT>>E?3h*E+gR?J!pwQ%;l19(jX%jZGET-`3?Ou>Qz;
z#%}(8!~-TbCti?ud(X#5ol~svnjv{y^E`)#Dy5C8xp3&}4C%lziPE#P=W|OcwQzm0
zX{4Lsa)0jV%g&P9M>)ysTi((vm7`?b@BpP%^is~dm$S5e;z90uJAZ|lV8V5rZzOH{
zvQXM?Xd7<Zy!px+ZFq&^LM=t_13b62{|N5>_$@hpp7A-GtT(xtdQVpbKHI_VYtqQg
zCdHo%tC*|c8_l5Kz?>`XdCZK<*!}GDRrIg&H1_@uv#Z!MYGQd-OqES6;Wxp}0d5NL
z6cSu1;64GGP>BMpV6c9{+Wov84~@f3s#H=*^Z&3@ELc}GAFNPtPyE-OMq0Nsg)fEw
zf3n!9P5?z9MK_8b6g~e_ogZB;o~|;9Xm7Hu=kG+b_eAW{j_#c%WAXTQ!OWx;8Yrdv
zQrvdheeCIQ8SQ8g#e`pvkQE)$K((J8poH@@nm?)&UR8G@j(iw`?FR+pkl@!?ThkV0
zZt6gLMuUlX^H?@}8YQA=KBQ4xcAhLfG!0!Jn}(K*3`Z8_&9F4I6K?goJGM(3f-MH`
zz$m^8UZoL&Cs--bMsr8p>SZC?J*z3Mq&W;%zr2UJ-yoQ2Qj0+y`q)96-x3tHz(Dq-
z34N=fn-1zw{WV&<Q~f)>Rp&>SiD#=c;@W#My_QP+K+*mJTMYoi4FI+r0EQj_9{vMh
z7y`f>2Y?|70NWD)!xLao3>d0_?@eI8_gk0^>Hi35R1EMQ0^s=+fRYe3;8_&_$fHC&
zQQz2!7N$Yb#)kffK8JpW{)Ik;hX7!oi)7!7#(~_INpfk~AHI|c(+kaaq)?Mw8p7}W
zO9YqdccP#~OT&+%E42A7p*p`&1W|OS2&U-uE&ZRNOgvxTB*wi_L@^ot+G{%Y|C7~{
zUQ-~(tlOtD(d()9W|sWICbh?)-Or0{sXeA%Y)h{>b-qZDbLk@8gA}W3EM!k={IxG^
z{wI4({J+jdXt1&Lw@@$dzr`Lan@Ga|gFypN$6%mYP{06#5GF^El4KUr;-m=!5aJ^7
zh5C?&2@?eBK^pQw#B#Ac(1W~^5Zi-1v0cb34K(|k0+Rzw=HhW7{HaA8U}X?*I9LC)
zh(Dn$4{dLECrtx)>kKP4GPRSt&g-r0X>JHxW8@=}pVUtteW<rQroJZ2t@0s0Yd)|#
z-GXtVastt7kWA)$NR{_~ZOAqrUdT=wUq|k<DS~akpJ5%Q^+fS^atPAjPoC9E#X)y;
z(UZq{*e)Ug*DaWih0q&#?juYBwNmBUeX?23b^{S&(#eu;hOG85fjl-6<evHS@u;^(
zYz6rWGFzuPdHNugw3W0W2D@Kjk2-|-w>d<j$0^X6{9WkkTQ8LRwk?{beFAa6XQ4!W
zKXf&@9iG1P1lC!%2HQFn;8)2XFh3fxl16&$rfv7xRd&&&{uO&N$W4b-Io*NGnfD&8
z?^uuAyE*_zX?l^tcco-lOS#<MWhPs3B3+Nx(jFUMoIute4<}9ol1O_;72dG@H~g~5
zg=989jw8C?A-WY$;wJ_3(NdK^)_$jfqFP6imM0pZq79m8&z2F`!F~XWw3|=8*V!nQ
zoJVWxp29lj0^X*RiVDux!ZB#9c(T5eN7wal+^}eAhu5;|N!<kFIsIfA=iBpvvnvQ_
z`YC?#!~;yZZGozbR>S$qC$0+34Q~h@wc`1m7Tu&%TD|AD_wK|rYP^}Rd8fPLu;pO>
zez`~dlvw)7l4j==i#MhTDE6JuQD(&N-Mmq`Dxc+U7|ZxpTYCvk0>=dFhp5uVA7FH@
zhw)i6hVzw<KV;sSZsB8ZpA{PDjZ*C&StwNac$B#*TdzvW&JY6Zn(^x_y#!0c<4V&L
z7hUJJ3FFQQhq$9RR!N0-l?9D8$K7@g-=Z}1Sitv4-6idC!Ag>px<pbqyC&EAb{lEe
z5!u`bvo?y9T!zauYsqQvYaqR5{LoFypttMOkaTWwHwVe-Y`PiJo$6euRz=S9!g8sH
z$1Uz!n}Z6|$YidYLc>kdKAk&WT_^kC68cTiZFQBVjWQ(s+d16Xwn5xIC6m+T)(P(A
z8^-m~Fnj63xE)+rz%efS$#luNk=*C2<6lL_1OBlYPV5gg1wSXI%BJA(OW?Kxw-C5h
z{V56#b{f@%+h?gXytuppEq9;*d->OfMYI#jq}BmsOS#9Sy!8^?vU?hy(K!f@ZL^*U
zZ>xdk_HK&T|9%Ab8XJj}?{%4psaW>Tg;MKKu*5acCe62ak-<pZE65Y4`MyJSR}^5)
z(2po{cPf-KQ|_e67QCX=I`K8SV4a|@v#KD5c^8Lq*Eo~^$KIE~)ztj|C#4XIQbb6E
zP)O?D?wOf$Z)rh9vS-b{Z&^#0EFnwwNJ1z}wz}tbPIk&JYa(0r$DXC)KcDNKzM<=R
zzTY1n&-eeG*X!M9me0&N%{epY^S+;%bMWvt)v%p^A9UI|A9w0B8yojFL{UrMp^`l<
zFgxfZI<VCP<z2KwI~sAaV>@*aZe0qsel-Bv`8uG8Tx(q6F8shkeZ0o-gUfFf#KBM;
zW&WqX5f`jY01Qb0P(uI=Pr$FH%Kxd)7p5c8D*nq<STo(g|NEDGzEtmjFD#;+@Lh`g
z#T#)^$Y%-)5@@YjHvAmN_+MpUy@<YFn*FWsms&61EDWaBOW_NPs2?8M7Wb3F0$}mj
z?0&kyn5K*Re!o}{T#WUiK2LaI5w%_*{<~T)+NmoHh@#Zhh^9sA3Ihe=@cf22NC@y-
z5d=s>ylA-?7t0|HfZvuNKs%NckSEegv2CEL5X3a-z@$?&4SB@{kp@E<wEJ5H@yVct
zlEO9kIYB(IHX_<t(KIthVZFKs8>+`D4E|WlUhJ38T1>Shmrc*hZw2PD$ycd2c<fB#
zGkrf>YSeZd(RCo&SHY5`@4h8JbbB{D#9Gcq*pwriE?i^1`-ic1)2E~G<7bHMQ51R6
zH3)a}vBLG8{LwR=T(Y=gCeE2*Cg0$Y&4wOpO^)=Hu%$=TW&6B|BqO~l5vFr3QlZUa
zwqyf)5;1Wnj!wP7nh)+z%I>I-J)WK>9Zg!0S-x2)duJJR`H!Y(<NbLker9ca)A<B(
zoa2j^-I<7M5GQ%PfO~SQ5}D+K!$H<?oP;b)-GwhLuqGjQE|5j}6Ij2!0`61LgXlf3
zim#-+AUY-o@Pz8q@Zd)X$HnQB_#rl=+1b&=%la)&h`oT)BC>Edmp0g`cO}+H-yL1^
zJc6^+Z&BMt7oBagnm9$7p}h4KaKw#!xZ3XHc>Tr<d~C=$G`p)F+GjgJya>ODVE(u_
z;`*tg&exWiK0POx<fhAZ)ZE2){tzoL`7ij@i_S1Q!;Mm|+xFng#r6{%XG|14RtEB^
zZ3=kO<gDPBY0K-H4`A$%TPqVSd-9LwSn(nAeYkQPLX@kYtrd`dPob@l!5_{};qDrb
zS4G~lPdSNBaBrPkC=WO2sWND!!^`d%qK;SBGky04q^x~0k2ebF!@Ph0lAm)%N2n($
zopL1VtWXk%F?Vj-r!3wOAavT1&BxI<_SP8IQf0p8DtGOsh0B7NM$)i$N!<R8IoylU
z6;vzc_ES!IRFivhu#dETU8!rW-5;gv@=8gv6$>SqontsR^LNRm5+k^y`}cE|t^`Xn
z?_^6x%w5lIOS4kdFf-=Hj@`m}cV?t5%OrBQ-3}@%do1I+?O5%q8^4J=YwwtJZ0lr|
z#qB`lzT>-<9UE8U64$caqk_of_A{-dbM#F)-K=_rcf&u5P=Z(T#|N=5)MPSKOlc>R
za2Dc&<1dp*S_d9D#S%%H|6PABSbk!lx<Ea^5#vH3rI1k|3PK^LaHD8R;Ys05(V7B0
zknO}azLvC1y<qt3{9l<CyIm`J^dmcB?%+=+_hYBgA$Zo7DtMf)6*IY)4q9r$;4MR9
zaKI=TO1}S=nbap*mLIBvs^9TLb0^GZW^N3@^z{LFZH+h_HF_Mf+0+T^o_d55r+lRU
zxehbEvV$z92PKc-fTvwKw_X97(`Ju4q4|S7240pntfzzLtZjn_5B`MxGkkG{C;d>=
z+Z#x)MG|J7Ss>wfHhSxoh7wu~W}Y_2OtaL<s8wiE(RPZ)(Yb3Yil+aLxY+B(kww2?
zdi{%>6x{Lvu!8_#-vGc~0>DrJ0HFc=uKv{;^xOb7HK;`;z*>XaR03=?s6!>7t_HSL
z0_tf1zyAOlXaK(j0UBx``cc6j`By%d0@DlhFZAhOCWlm4D>0;H-}RFg9p+RQe7(*T
z|F+MxXgfvYw5?*l=2=wdXUD}G{kvq)56BasxLu;feVG&donjqPezOpmS{mv$`_gvl
zmpQ@G5dED+Esd|g%qg}f%CAYGdciNfP9U{e8c_Flu{5-kKe*v7C`7-d5si!FPn>Xy
zN?NR*h(Lla1R#JgXh2WYrBSVZODGcq)D!E%gjQLD|8yZRv<rjxZw=xNuZ8SEpa1wE
z9#k9A^HVh4xm;mAeG5CS|44<wtswTI$xPOKb~L#ZK3#sR;}JG_=XREJ>r2}7GGz7V
zJi`m$%p^PBaClYMTI}3>Ea#W+V<Sur$)-_DS#QH|)-F_v!s99t*OU6>S=0dBb$1ea
zw%!ESs~Sq89oD1#c5Bf(8QnZ&zMP%0>>O^DkSUM4@6LuENM-xns7*%N?k9|84N^X>
zG+Wa6F<JObj@R3`u;$(OkTQ3jam#hhNr$XaWM<<X=%Q&Ly4}7sI?3pu>2LK>eB=cZ
z*<Zo--<e4CUmZYuhmJ>g{$N<IwPocqmdqd@+%~d?Jrmd#LoSmhN19-=&YNK29^UwD
zKfdH1h7||yV6K@pi8t6z936d#r&%kUuy`y=GY`hyU3cT=>sqr$B?bJ4Z(S61wLaGW
zxCl)ro}@Yb!8$Lp5st}hMmqQWL+tclMeLf32mHV81?{Yg8kH%l<grjN=~7>o(4XNu
z1?mgT=#BiUJ?l8dtjmo3;|aV`&{UyWZh_!on#~K5L!==EJNdmUmZW&wPi01K-l*EU
z?IttC`v4zo6T(%nHdd}~5-KoLf`qoLKYzHwJJlKkSMILuUS94UA~Zc!PqyNA20viY
z{*(qydY}rmjQK2`OxeoU3=_QMkYHunD&<hRp`bhMh3r9t<^0^0oY2Xu1Rq!HkzjT5
zpvpWj#U;A;KJMz<RPJ=`V^aR~d;Zhm(yr+}E2zp}JI{B!kfB^RAzAWBPB<nfQ)=gp
zIc)P<I<R+`tG?b_N#M9t<@VF>R5em>NUP3><D9O=N?zGdknZVyKr+^AhpOhB+nnbW
zeW~I?Dejg6E6q%Fxwci0NgIEhFKv0YDYs|$e$H!j3037I10{!So^n@4f8-u9`;&cb
zq9pPc4%~|>gH?JXEu^ON0=cB>o|4Szdg8_UXYC37`M*V}$=-FbceIl|I1_lFz=Hv-
zTd-<NQ<SABM^WtJU9e_onI%QBgilirRwG!7U?Kj`b4WWuEBWh8655Zzd3{ZA^I1W7
zrg2+5#(yd^@k0n&au{Pa>jw6)8-VuRILJ)23X$bsqvX#+{Rl=02J}s|Z*p+R!RNT{
z5gi<mcNdp%&OwQdfJRgDr#C{jbw4G4z2~B<d#Ei%ExL`~519P17PzU`EzGvUxUSz;
zT*X3#UL{&#H;2l2yk$1phMci<`Vf@zSO=Hs-v?Lri<V^w)N|PLDDtlO4%+!TphYFk
zaD~HZkdMkcx_({$cc;a{P#hWjpXc!Zqi<=_8}WahL)r=7C5wORIRx@mba5=C!Fo}D
z>ZGlPXwtnJY|+KB)Oz{Gb4ab1LeF85MX}Hxcm~zSp|2%UOUk3vuLq*UP%LLVi6rq`
z>qSi>6_h|y>jm_GSL;PPd4%UP{ih4bqa}@t<Pk_6genvw!Gm;B&mlb9;Ym@H1j2J3
zf=DJonyPa?>%lQZeUPv?6?A|wLK@mDT30L=^Jwump=cS{8oyN#pA1^a<j=R(v=K_`
zISfMz>mku>NJfFeAmcHckrKyNUe=ggvRx$)+mtDvt^0xH%$AeZIGoknFd8q6JcssK
z8<Vsn6Xbn%HKj{f&Dg0fk@B|V7qVVkTeEf{w@`T4bRylcnmoM|h`UxRh3lO?h@R{{
zL>BEUgYU|Cd8w97S>=UKL>PLRM2+($&PV36Z4H~sTdnVh$Iczk>b|{97WREiUX`6o
zT0R*;N+0pWEw^})_VJ_0jB<@ow((nZ$<_?T#yg<+H|_BabecG}YJ`_Q>xHe>aIDL<
z=j@K?C+x;61;qA>2^m^`5HUF=CvL;C@uR%iM6Vu$eaA{!W22WO_^FP(fze5}jBg)w
z<bpn~82y@Ti?tw*%Nr7p(n&ZW#1-c*VaeXWWE|?ykd(^kg08gdkF&-(qtwj(==8WO
z;wW`Td2@Q<@~xlY<rbIFY57c2b-D_LDPqyy*XIha{x8~3`oor{_ED|*G+$;CpDY+3
zNR@5d8_ajSQd5vUoXfAgHH2Bvuf43fvJ+p{*GXtLc)QRtq7BcdkCQGgAH&~_aFeYH
zImTqwZ6jNIwKu=VsTMz_$sw*{$G6H=V>$@3w>Jcz!z=kicn5c<L9A--!!d$Y*|N+=
z{ZOTSbzh;<`esaGnbW-9_L@k)?Nolh{{fkyq60JU_^^~&iYG$Jv9nSR<WCk#95!NZ
z#Vko#l(bIpzfzvx<Qpzn*|92fhgmMsiMzS0xof4fV)oNdm_%~9y0w(I8@%R%)@(zy
zcHie8eyqZz-8(3dS9AE;)5<A_+?wU;5M<1?GLuO^<ga$MsbVLc^D>Mp7&=;VFVR&}
z>G&w_VD0--{<ec;=$_kB(||ji&#AH8h!?e0l|3Ukk4|r-Y|KF}Th1ygW!~nxdN{k5
zsC$V!Gu}4o$lxg|izzLYi9)K<W7k4%*M-yE!{C_YwnzIWZ*Z>fTDjyxW$R5+?nu2H
zS8JQMT%eCsnPeHOs$#WLGPiUX_jdH-!n^1n<#Fuu3+7?5XVjE5OH65}q;O8~xcIjy
zDb<I^R<U%H=6~1!NXvmN{YO4WTJQh&{iNH<-@|XK)WVJvJK>phf9R;b6`6^8I%vt{
zW!UldA6PiC679achzYu*BP%e`LDkM3!211TQRKnd*mUUw`eLFnxc~0==%jZ~^vUNu
z+A-=1?NuFSW?f_1?vj+cb^}+94w}8zOcpoO0cE#UpjBfhplaJ6;H3Pic*f?B=&{{w
zwC|-EUY8t$=RDtm=5;%aCK-0Z&bCvK%6KVy=_f(k66!O5G{|P0+hXJy+Y{RSUO>}Y
z#K}HnV3d2?5czcVKwF25`JVpoP$mwp;wbL__LKe^KPdPY0Wh5aC{<Czg-QV2%>Ua@
z`d`1F6w}KLloP-PQ8YXG`6Dc<kixg{ezBi4Mx#rqE?L*C8N7v8{qYuRkEz?}`?(zK
zG10%O&KLKS(mLui6Bx+))4JU#eLnlS4w+5U78IeHV|@J)mp`+|#Q)=Jh<ZOM9Os{6
zk7=jYU}w-yDWuk5bBNR$;y`sF4HD82KmtT6Y((QwF6w}U0F)f`z=nY!mP0<ofr5kl
znwpDs#N&Vz>lDqS+20L7$>G@IajSk;`!^^QpIllfI9#ir9mG@6M#lRnng;kPto>)R
zAxtZUL7EGjF({Zd+h{~C?l5Qf4m>Tt?edXT=Gc)|*0F3!{x)9Nq!lrY$s~)qZ((cH
zsKa{i881Iq-IX=WDa(4bI?mb!FF@h_YY|CgDtXdqAnp=+4L$7~h;8@gV4DdGv0(TN
zM>cFlI@M`JX0>WV_P;1#o&BfaRrk-zx4w>NSHuv~dg)fOtwbuTd*d}(kQs;9PhHQN
z`y`XnbUTrI9ed(CwFL?NqYcW=D2p<hY(*!hRYjqXcA@0<_Gsa{XDIt+WjyQTAY97h
zG`6XbhF_gqiB&-dh{J-9IH{79M7f4zzipv7U4>Yyn{ROSym{C>!%V)h%~;}iG>2rK
zzs$<Jnq%RR9?lGGM`mAh#k1FzC)-Fb;`rW(wA7K}gkg5*#K^9=hawU;*FDXa{WKpx
zx^@b!c{d2_>kmSqXbx#sJ{09m*@O<=Pr-JvZ&1i38JfrSpr4dEkK)`8;!-jlymNOI
zJZfeVE;Tq!yjZ`;EBxd3llrUH1df#%H{L54H)tT+TKN(0=SfL>Ph)<iNefwCxo0U^
zBU!$T9V;}w;VrZ*JCx^5D@a3@Kjn8nPhxDBtl%yBl;b??F#k|KfuF?o<SJ#JP_9hU
z6J*141t0g7{K1jwszuYwb9b2DJPCdvG&#D2={)dL%6h!Q_4v!}{OdXHd}$wF=EIIt
zD%~vtzxB%Ml+>oRgc7AL%kD*%<L3l57yNtX@*B7B6spfTuB!aOiMx8BuFLv%Z@E)_
z+DKD2Y~(*m-?*la8m}rptOeg`(p9O~==YNOFV{&fog2d`W;#m!Zt`4JNjGI;`vxlW
zM?<-iwrixfM(c5A&Vux24J+r>?$x>dr}}g5*Nvrk!Wr%+o2IO|#hz=k#9P|P^sLm&
z@+_BlJW*xA-cjzlRiJD+bSby1^AzquYNuqMK?k@u-DXL2uTD^vOt+L)>adyHZ`@aM
zQ>RSfUGa}1;q+<!Q-atVYT|uEOlc?Ha310V=x_H0YkbIro|BxyjiM!mCxthKdeJZF
zd>v?6JBoke8-n95f5b0yPUB|uchKqizIep2aZJ!69kjUWQoMe5KiuV&1=^WYml?md
zr>uZ};-y->#q>YbL0f(H;iX%9;x2Co;uW_HkxhAw@|$O)?HTu>oSCsTTE?-INSj2X
z%dIoibz*X>Fdqj-;I<AyI54*xZqqgd%X<yM?JuX}isO5zb#^ALz>b-vkkTa@8(f-<
zO*ao?o-XOhv>0(0c{nA3&es7&bcn>|_V0&$RPGe4+59bnc=H!WjQxY@Jyhf@MLP>@
zCji({0I<~nFf;(LcohIkCIE&S!14(I*p2{LN&zs^0BlD9EUf^5tp+gB0NghKSgs8K
z*9<^hw`We{0I*#FU>^c3HGobBz;9sy*i8xevxUJnR0mK;gSu1#Y&H0^1;PL6Zc&(a
zL|Yj86Z#SQ4f+fE3Hk>5L+k_ipR2;KrxN~8_}^+$SX03H!#RKRhG3famwdjOc3G;g
zpm3+~pzxxAd#DXXThRGB(0pHt|H3x}t4U=;N*+}qg~S!|z$OuQiNa1#Rz+WAH0<Ol
zAg*eHNNo~z-M+LgT^I~;ut^Giy$+xCFzq&+N_FUU1s$+S)b(gu^!2jzTCg1`oIlIr
zY!Y=Hss}a+#D6!NL^~0M0YLxRLLv$`J`4a$3K$p=he-+IAR)kjfB<QTLzxK3g9!=(
zOblXO7(fs}588%&nAkvyfJp`dNHMQCsaE>x4;&M8AwavoMSxKYK?|{jzW*6PJghb{
z>91(&)JkDZ%Cf;7j1&fZc{aoRA#1wtGPx)jB)?Vd1)DrMo>lHIN4!hjWOc7kzzfd5
zK>M5@lM|OR<%f39VF!C7cHz5fWK%_!^?a7k+D)}W;qH%!%hVF&(WL&k^OG*P-jF!-
zXw+!3sOMRH>x#X6g8{>a?y_U6O;M4k)uq^e{0cJQXb28|pGIa?D$VL1#biPI@#K}A
z4{5pnDlsf~7`vsuCGC9ol4<A5q4Ucwpj+e?+Au~y34J4QR+UV;v^Nni(Ql5cZ+tDU
zS9-kMN?)IRz<;oY<OW%oS&D3_If^jvJL7i~`m_Gyj^e&kDq%9tn>Y`6if^AWCRO>l
zWb4f^(!BEv;`Z(gPUwblZqw;x@7f(Wq<0NsFd_{<co>4#9IuY`{&<Y0QSWb)yJJz_
zC|$hJE*4u}ABs*sw<lGX#iN;TjM3hXg&)KCMdZ-=hrJ=VmugM9WLfz|wnBwPezLfM
zm~Sr}7hEq!@hgyiisYP<slX@lrAwa{nzkz=xX*IuQ(A>euO1r4XT6G%wfA4fr;X~)
zD24~8+)3EPPw3czt9)lLzrcTx;GQ>FXhT00b6~?1?zX#yDx}3Qp<2ROCbsj$<n-2?
zg^H<nUGt7!boH;&m#<d$zTjAYHe>Km2bH+9LVC8Gp&&0=B84CPM9}eS&)f{?mJ*R}
zCv~!)!Ceh)tEy~2l8=4dOQ`n1PgVI)y33vkzTA}ub)_?3m*(~vz2aUEJgUrU^_&}D
zW(ukq;l)3=QHwdz@1#I1H}YWt$GH6`OGuouH*yy%WlNUK%~4tOlPO~>8c6#xO<l6A
zPfAZ+YQ<Sk>L-=zMR9V=kE#~iow-#Po^fuy+Dn;EWw;w`hSDVHCfB9GQR$~)M%?K+
zF-b?<hDuIu-OF7Ln94oSxtiR@#3p%-^+Q+FHS3g~6*9QPOOCqMyfKUGx7=2_H@3OT
zBBg?4&Q?7xH@d4hbpKgPihKQxS?r58#ePxK$(v$IJDr3xg2w?o3gFQIHZs`7U<+$q
zT1?B}(WKRnOUvvi)Juw~Yyx%|m2{oiw?14=8KPx`LQdgE(URf|8cEY%>>Z_PwNLkJ
z8}I8h)q}@JXNs;A-6;aT*7>{B;$_mh^tcz<6x{{?!6|Xmz!7-byv2Cf1S4krJW4wk
z55dY2Gw|vaz9`|XH#6aNw5))>-`7&8i%Xi7K}(M0;(#aPvE7b6cz@3uII7BB^uG2r
z6dy>?lugH(6ERqJXbh#D%M)nN=%6qQV_8D%S#<r;D72#g9b`FZ1#UTS5|m-oR}X!P
z3BnuhX5b|?PU01h7BP8qF>Vs2L`i|w(9`FS(U#ae&=mt>OQj<Bw3=dCn?#eB1<CSH
z2BBAJ9Z;LY^-!D=uI_IY#H&;sJ?#}t@1Y`R3quMZT6-|O0D2n0Py+y!0>H2X0IdT2
z89jxe3HVQGsu`^d&_-9m6#;-@4)`;=T8ructTm`jCBR05I#dGcYG6wxpq>WxsRT68
zpfQyIdkrY1_|`v5^Q0QMQt2vQpzpl@w-?oeYXa8+`W^ZjEO#Rc=*wbhEX~(SVQCqh
zb3+O^UrLvBn!<EKr6YwC1)Mwhli?g0O&O+fmV#2D;^`~R_XS-s&@`o1fBsP$s?&+0
z3q>~y_>HKi*v9W7#q0FlrOmxi$Y-kg%|6(m&-qXebhmK%@hqCAeXPzu8S+{3Ie{#u
z`5qJpR<2U}Z0U7j`%+MSu(FEv)2^YHi&|N1SNc?XN2fl`xv1Nw{rk0_wy2fGLOH!w
ze`;lE+GMYW6#8p_S1U_9ErtPQL19h-0}H4u3@A&A5)?3~MCuD^2q48Wr~?xtNHHJc
zMblzEF%OObahO0sLJ-S97xJM^u|1Gt9U3hRVtHYPmIzD=Mb8l?#@{N414;{h?)B48
zRy+Z1M7o!vsZlkBb$w@cYGXHr!OofNg(IujN@+GE<2Wm?FSyB-)B3Z@ut&u6=~T8v
zenY%q_z`00?@J=qtd#4A=(ENJI`UP2%w;Dp%V9m2JYel6J;e@@Qd0f6J$Z1d3-0Xy
z5IwH48{7Ks!nJ)@VL`tWUiz{+>6ltuuIG0PMVjQ3xH|*Ms74O*>6QDi%mEj+bE^@g
zT>Y!8Zi0%;KiLVd&#K9qV^6fMtv@<&ttP(0U&3x1Dv-AIACi!yKy>3}D!PzT37tF?
ziKg8;h4v>GpaqXxpqqJRaagHHte@}!+c**YVyh+QF4^J7ODD7MUrxl=mgthcQ`!+*
zQ%}6C$!T`wPy@NkIF_wb8sSsI8FKs16mn*7A6#FE#z#iqCR?Y@A<dJsh~m{KoZvMX
z9nX!!0n8KZi0ZOs^E)D;^h|WpbtQ2~u|#=+BhaB~A8^A~4N*wHTWD^sDT*Fb7Hxhv
z9_!zjjJGSZ@Tk#rEuV9wc#(b);dc39gu9PwwU8(?ddvysKa7!W+C823bvh}ydVk`V
zk6bIuJ$WYO`th~A!To(glf$0`_Y#$O)pCXOL@5=2{kk<{lXsgp-yq=zd^F?l-z~$B
zAG(~g7*dCyzbR61pEO%&<9U%!y|hvl=6Q&_-O){`W_gH-$vKq#R*^1LtX+~>`ed(c
zv6GYQ(e=IgSL5yZG8d*XFSqFNVM{g$b?@~`QEj=vf2x)*yJJv>pWVe+>i9C266>=n
zvo{Jp)}gFW&Hb^e@_dEMPDNwx%5fj=WNdS(YGPULRn%4GbvB(Fn`4Y>=+EIFR4U0F
zuRcP+lf(I0iJK%JOl_rG%IhXw9Q}vXeted+y(EXTNG`2R9GR&ypIDIe>4+(JWMYPE
ziIs*fiNW5IarIrftrdr>th$`#Mm6{2<PTD$uCfkXmb|yp*y|bBy8H^MU6X3kmgjeH
ziSN!x(%nCDmrkp=`@}Z6RdQ<b>gKwxmCB4(dQ>am4(nBSt+DbF*LT`r<(@eMRTje@
zN(0Nk<Pzd97v4qxDDQ2bpFRbCc0Ish)YLm$>?iHi8_o$HLGWmSM;6%sVE6w}>P_2g
z26i8n|EJ~CMQumgmLJ7`)u(yH%cYfq_aU*PLh+;JCvlU`&Ujj#SUe=$ff-jm1VwB#
z#A_RRVgGq$(6;KOnF#|!WCiOe1vfOqC1x#0i@n_OqOqfJr<q%Eq<v#lJI?~;R!KwK
z=2t<JMmJziOzSC2U#^1;-wi?;f4rhSt0Rj~%0^emxS?e?d{Nc*I=E+-o_M%R9`=kH
zj!8gU>}TzY%ehxXYb3TvFFy%49`1|wEi=UWz8$b>mvCr93<!_EkKB6f6w}%y8ow%A
zmNz&8J)hYWwSJk6HXqE@ru%p2i&v{SD*jJfLj7k{94uD=Sk!=O8o;k_fWPWFu1$3T
zHW~mO2mIZX9Hv3A-t{Pc8YQP~J8GuEZzwq}!xSuqg2J7G(#0>m$u#Xt@x?2oXu2cC
zf7PdX#DVo)YW}C6<Y61q?o|DYnyYEEhME)FWol0}{hW{5TTJ^J%8OESNCUtggSOQ5
zHA|@3<$-E1HP)e*E%kGmsIS(eY*h3}L%OIv_AhGwC-xYvr*2C_&EeBLzq>uAoub14
zD@xIgXu2pxhd9_FB88?=HD!l9pzmUtSPp5hSBj=f(zGcB1Sl8jwx}oOLs?}C80^qC
zNXQcbRJ&*p^NZ#c7yp`~!@2#IK^$OOs5)G$pB=<g&_>q#D4IO*R#=;FV5gLsqcGS~
zjlD3Y8Cx;ilw@>xEYJSv!6y5pvdYdAh{whAY>DbActJ%KG4vZkA{sQ8A6jd`4%RKh
zF1%?&HXa<odOFWz?IsSu4z3?bwWCYO{n{?L(}4n9uS^N_!08FLz8H%IY=D>Ea3_BE
z+~qY&O_dL59>G=%G$2vVrPw}Ob;*c!mPEGl9x3-IkJXLrPv*OOkXK$qNXrgK(Yp9v
zDD~7TeCf>}*sbw!;#2Yz31&B;o3HZGxrHB545^0_&R;|O9#laK4mCzMdvwEL14dx|
z4sEc_0EC|_2<B$BVsGrzXPJbja+~CJ?5wx9$-)nnNZh#(gvs52b6;k#E&M%66R$f&
z&vh@pQZF5E+_VK>oL>ve>$_tmX-~FV^&w6c8ASfv8Yehs;Wy_o*?aLi4z;x=rATum
zcvnH`CWndris2})%PVwf;$YmU(pD7Wn}O!~9YgDD<e|+wr(=EYBu)tIf-aYi#4``w
z7cbVYBJDqH-?N`;^`Hz{*|r0O@;&FsHX04$+wOJ{qzC%)%a(@7UJrhjl38UmUn(t2
zXyQVD0GhOz=gwP5L+nrRyGBk<$$L?qv7OV7>-(%LpEF=2KX!I~&T@i2AO5zE;Fh;j
zXq|4%r<QT%ZuLH^8oc^6&+I5EIN*i6i{Brvh8ZoHgJVo(*BTz;OGn*hp08h|D)DG8
zA7_3zMfvzVU$AL6lVv|IW#R2j(q>5p+!dcQDl@JkzhUf6!E)nlRppK`+?9<5F1w>f
zOJ}+za(mf#eE!HLu9sd0sLEa0#<$&kT{*g@C->;tSyziyuchtRZcmC&m@74UTtku?
zXv%fjSk_f1qLj<dm(I@Dr*7l+9;nW-quNL%^%rv26{D3EYV_ec9lI*cpIDJQb)kIH
zA)QT<6ZejBml%I8XBtWN?i(ZVK6aXW=F?lc;{HmmuhV^Q?}QVQ`-8m-?}mRA`3AE1
z<Ac~2YPx+(Olhava2D`5fkzcQmi`jm*4T`eR3B{Z8WgoCYEyvi3@$8iTNQe{HTtm1
zve4VD$#bE3QVJOb(&P~ums7Y=w50Had@<0pH$`hPT~yM19}2ZcoJ#dV>Z0YpDlT@r
zR@&@GV%Q}(Cn6p@^gfQK#C*Vmq79ibc_C=w#U#9XKwaD+^c3AYGKC4ck}WGp(Lq(W
zMbrOC2W=WR08d+a4M+Bi#fw+GLv?gVpjYPMXv^4vXo4b{Ing~tb|Id6uFJp`&_Oeo
z-9+mxd!Q0K>tXk$yC4r68Qb8IXTq^>!XjMe!)Fio_GNFdozE<^=R^neuqoZQQac26
z#ekS6qmcYH7Slx~TDbKdF1tJ)@=*D@lZ%%9%DC9;#nE5CV0!I~oQ!Befkgy>+aCay
z7XXF=0H_xLh6TV-1NcP>09GOZew_jsX#iFn;NM*+{b#fnoGbtsdVsHKFAPOMO$}gJ
z0<1N#p%MVY6i`<KTPgwdG-yaAppgbJYys3uSm?oZ5<C1mo@JO`pnsuHp&z0DpueD>
zpnt$Z1xFZI$zTD4MgFG?q^V8=3OK*U6vZx%hM`W&Bovfl=`a*nlgHAyg2J7G(kvY>
z$QJ`m!@t!=Oc#|jzb%E@15M=@w700<&yI`z{#`n%{f)^$K~K{~&$R!F(oyjIf~6rY
zjK-Lj10B^YjQ++`3~x-PmWJ9>Ebinz(ySR+8YqNL1r+Sy&k`&Rby`D1)p5F$x2UD@
zFB<x-rJ<(8@EILyX+Yh-+tScZE8&LMMk`?;0ATVFC5@`nU(2s`MSZa@=!-g*nmFW%
zgAB@G&_RHK1@!<T1*Or#AeI$o6p0i)9!!vbOAv2(E%Xrj{Kp6JpxOwbpQ4G1Rn#hY
z&Q7{#tuR<QoxM=IKWp-KCb^I)k!L^1Ws~c<u}V8X(lT{1t3w9j`8)5Tect=Y@o`hx
zxxE_6`L^5Gh3V(X#*yi)N7h}|F6bz>zc+$d9&;l1CV#-48guBut!udM^XnucyDYxZ
z`3yUw<Yw%>b1%DQ(+2r+TV1wK_&_qE;Uhd%7DQ%lt;Xt3Atd~OJC1RD&YCy1MbQQ?
zk#O)2e6dM6tWff#b#^B*rOIk_w$3Az-69;F(jSUKu6yIm^mx+j8p08M`eVx{XW2l`
zhv?hqVO86yY{aeA@=9H+%d5V;Pf}LLv3h(Y(W}x7U$GsIZ+E>#s@82uwg{Dp)40oo
z{UZ}6*!D%oebaDHJQ+8Ot<RQydk+cWKIp{5hNSVh{wU994lcL%DPH<~FJ8a>0zRrA
zkEZAOqTM&zh@Jk6h@JBfdt<V{YSm$htaR35q1<sJ*@j7{c^~_Sg0#g@J~A;j#Wgjb
zG3vdD*H2h1I3$D#iZ|&zXZ1-sHAaWuIeC<<O)YEwgx>)MuMAGP7ygMKy-Am=ZeY!a
zdse0-@Q%>Bl_4)MJyjETU*v8L@5;*pas~V3?XE8ybaeGQ^^mvhH&<xp_>j>%Kau(L
zxRrEPR*XQ>nUv%v7y0}qX|n8)?tGZ*OKH>KZQSMko+`7D8+?rFnqaBtpsHNsj>~b|
zd)(zrZ!SG&l9cmx;PaZEa=jS6TUBo9d*0`U8Mkk7kfdqib}qx>zGU%qCzbj3!^)UN
z8>9hygIq2h-zH6abc3taH(lziGnQj-&rmsKdT}d<N;&*dSL$3Xn#*+8SC-3d!g+^p
zlh$wVBlX;~lG|0XpCtXvPVQo6KknXv`pI4<JGoaoyGqIi-&d8iTq&(Y-x|G#etPHL
zE!)Do;vYrue)j$hHO0Fv_KkLm2j>CPI85JQ(}Eofwkz1Huv!vqR1=Cy6kvbCqNOTe
z!%zv2mcK;tsNOdVnl){FLGh>_p^#I!QM9D+r0_0kGtqQw3ZJ5RVw~o;qxfz1$co*s
zmFoGEXsh!0_U2C5e&h%|$?Oy!kUWkVJxT{HXiyFBZ|8tl(48q8r)_6~*i>1;B^^{H
z=QAbS7|;cGUv?MQpLGx?9yP)%&q&bo>UB|EhhQ|`atL$6DMXgJhf=*G*U|aq>u9g&
zpmp_qP>ITCv3wEqt`3&9a7P7xPjFPkPP}kNO}wn-D<+>f;Cf6&v|Gmr>t0)jD~=Wo
z1*oEfn728Io%>v!`05W@*xUq{ebij7XY@YltKwgt6nnoo%J)y%8w*1Y09G0Rh93Z|
zNB~%D02qpZf0y#rrgZ=|8UXDB)Yaf;Q9qb=L@QLZN`E-@qsRDWVX<b~`GWdUJ(l7N
z+DFr^#A!uSrwz^fN9>UmZ~X64Kz|gXp<$H9iE)rX`^0on3J7^%lK=%|Pkz>6i!2s~
z@}eF|@gqB6lN9caT|*f+wMp2nRQDa7f;8s<b=4G)-qWHdlBL(9s7<2QQ7;ny)+SMx
zQGKvUApX19B-*JU3;-CwFqmN=z#xVJV5v#N?;l?;0){jMk#@l|8|p$Dp#N1G@<b0K
z=!tF9=r{GCEwP=V5_H7??L%2{p=cSj^|uCb0BE6v(Dy$hh=<ii3jGyLmTXYex}U>N
z<T4Zn^QW-qFSxTNCP&GI4%OuKmsXQ2+dgHJ3l<Xhgni`WX*r(nR}bx5I))s3bWyI~
z=QL}4z)8O9@KSbi?}Mzz^p~vN_=ebi!9r3sts=Q|Z7KGT3c|K=$52j56B4mrfwSte
zay^$#DALrP#O>TmMs64(4}IN_Wu{GHJ3A|hQCuxnx1SdYm$f6W2HYVn%REHUeaawS
zX^Jn5sD~9T-;!2B7@7Dc8f9h9MCSqqq4g#KXgh9<uf5nonw?0*3*9eaOa2Oew6i_?
z{&-7#&HOCs>laGuM#=Fqqb}@9lhtyUfCAR$j6OcKWH-5exiLAj$_>}AI2|88R)TEl
zxt2IxctpsvRXCxtF@7^@0@-KehC>41l2Vt4A;G{8otV9fH1aQj@)S++{JxX0Wz_*F
zy}Ku=+QSe{4+unitp4Ta`9*I#{((z%SB;C58M5_+at{4v>(7tiTPKzfB=NiWrT2z#
z2mO06wnOuIy~sep!Mc{982*M=c5CWtBoF1U)!QRm?zn)jVE6}vU%K;i3<vWgk5%Vt
zJlM<6ThmWa<l76aPNwku=<8f|NSeyu-&3giY#<YpeMQnv{zx!RJmVUko6Fq4qR02U
zJcQ}7e}rm!#Cs-0)k|=++#$PLr%B5GNtgK#JYufB=TjEEJtS@7IhVU!1FOv3H}Nrg
z$wJlMw^e2jOL3R87rXGXrP7&~61l{B2f3F{Rg_nHjps)1CdkSrfzPS#%^Yo6OF*sX
z@YApH604OuT(dAQsg+Sz*BUb{m2*Fw;I8goFWq8PS{Zii8W$etEa_W+r&RH{PV#<-
zM@pMLl~m<j_qkS@6wJ*U^qfQUu1cLM59O|TSSXFobmsiGyGh^gvf@tOpO$p+teqsS
zjvIHepOm|&la=g|`Z{^hwwkUcCx>%F{(a@}m&;wPZ2h@DZ|s#j`pi|CKkFii$cW+I
zv^XOU;eXa1**-sGHv6hgv1io8@{X9&PAuV^;9&s|19&+6C1OeS;34%NlS*3mFA++r
zrzVk977|9$+M{`X6#u_1)m^K*1>fMC;>Lkj@Pt{7ao~j&%qZUww4e=-B`z~DGkzF~
zIZ%cfznL!8y-11Za!>S$?x0;b`79nJ8H+vUUcr8bNx1I*)97h~iD=XG$7sx37v_Xf
zPuU&nb2L2vn)WLF0^6cavYpkQql;<t(2~>osA^h0^lI08Ty9W24m&>&<?r{v4Yt(7
zO+Ln<=E7_odZR0@BS}QNBo^qN4u>|?y$<b&0m&vkLc}^wOly;9<bH+h@Rhdcsm&DB
zrjZVcs}FbOZyChFRUC2sZ(FMSXFkjSE!F+%1yJ;k{ldRV)8CL>n)jCoF4a?$S}J`h
zzVKPnbVrK+E!F)O84jYPHG&e<ZWOAJ;&;(*rZ0;+sv*bpjmO3Aq6Ob5wa0*{e!Wx|
z@<gx>w4D0Y)p~SJU{6qgtA-$}^T0=1#2!-<XduXcW{<&f=Tck^DcnW-yW3;hi8R<5
zMTxW}O^ZajD3KM3GA%A7x<Ila9{>bg)DiQ<`jCbI1RU~2U3h{RQ9uyOKo|1AZbPgC
zx?&L97t`9LF)aXHXcHt%n!jZbpIlmq_ph{5wUKbTRCh#wMXgH%*$L~i6b3UtvgfCF
zV2v9ga{ivHJghI0hi&HB<TJa7TT~@dP`x7#f4!C%JU>hpJh>*X|6l@pBGphH5*kSQ
zZp~#q8th^1#%#y-&Rt2B)A{7KlzwBr%s!N}ONHx3^uV>w(03iZzkru^X-q#O6eTz1
z29qrVMzb3>>ys6I%dw+w1;`bx#^7V`x)7c1Cs^Iq)5tt!AdZPR%9>j*L(wVQP|EJI
z_}p$OmS3Diyw|rUL6_pu=?SgS%{4VqTA4d&y4f|fci45bz&;mcz4XUnQy8o#sf2AN
zdf=z*Hmt0?P_Ap&fGiCyMM93Q!!coP+0c9U$#lJm#NvgVm|wa~THLc|6%Q)OZ5KQz
z_nugxV=<5LvI@~y(*F&Pt-qXX(aj?*94Zj}vKvm&yM>NjJ%f8W#^R>8JFsP6k3hnd
z2k3aC@}!}pIm&Z>jt-vk!Ht$=pczBkpc$pEqV@YaqRos1>lHZQt%ob&k%sSZNt=K9
z?tTqv|8Z|S4p6PkyC5r-zELn*Z7z$JSLItdwi6`Q1^iO0n#^oJPG-|Xk1sj-oM68!
zOOQW2#3v`z;7zuk6U_QFmCZ|>!Cbu4Shi$&4!`4adw%%iiCnFTKFSD>mV%_)dZATo
zdp>2$4({gD@v5$qJY=J;4iw4+r*aY2fr7WZ6ceBB!<VT&0+r}<nBTW*iR-ha&zYHL
z6H|uPc_EbO+CF9PiA((ZR+VHoN*MC9YTFBb#z*+5(nzRsAVy`DSk~qIynODm`BCYN
zGaa~H+a35$@>EoEoe4j6R!8n5*Nsc5T}Qh4(nh8C^$9Ao@e#@(ho!EKDs1H1B-W9>
z-5KgytNCl`jE^jrU!%U{UIjae!3lRx;Py&GQhO-(tt=}w|6?NOwWxp_V*W~H*196c
zSYDPoR=&Vp^@>-P-FlMqDi<QPozz|0^3*YI7kgV}?zBm{q1Py-)Z2y|d9FWq7xztW
zIjX00O1Li<dnrr$+_}4?XYGevzI3>BM&pWwv&=ur;~VgkXKb-o)CB#mn9@$r;e6m>
z@<R!_##LfR+igVg!@iD7+iFjtm6+4A&J<lKx{E~qcb4Mi(drovAggn2@wJ!vxKT$#
z9MoqT?)%D`8A12RhObJ)jTSY<iH_}2bfwD7_(eLhf=nG`;qwHY((^*IgWR!6Ts1s+
z?H=4|>nxOBsTF#JW}uCBmuc_lFbgx<${sJHp5b}NAdNy>n4<@QeVN%CR46t~%Dmic
zjQ4cNz@a(U(8C-HwC71UUU4B8Pd~K?&6zO-P3-ajTf5aoJI2q(I>YPYihUO`uWI*{
z>Gd>5h@<xLw*ft_GlR*QQ4>9^DEcG5Rr-x`#H&*r0S^eK_f?T|6>T`t-h<%;(9-~H
zK>&C;0q{E*02aFf{%o;uIjREyTNUu{E*jS6IsRRUH%t|Ph8n=M0e}U?07ng)Q(3qm
z>pP2zVOoQ00sa4%J<C)VJm>IZLrn^63LA>L6!j<?z*IsdoMU5(Viy(D{Qrn_(|THo
zHZAKyK?$c$4>*V4J%|J6yPoF&Ag^iyOFhq+{%c}dou}<{LUe&Il#>`u-6Ee8f_$)@
z)b;yPVmpg^fT``IPG`_JH{YYA{CtS|IN+gH=NI{$P+{3@T317`;f>5{JxZw6UTrn8
z{?>M4Q+I!EFS}W@f0FH_olwI7DoUtff)fcfOd2q_APo}AAb^ClNT`i8X;B9zKnOsB
zL07B?q#1NXz@UY=D8>39VNw<Ait=k>OjW)KP}h<I<ZmCu0i=aM!?pRDK|H)R@*JRO
z;#o>jD|I^?G;^B5U}8=7yyGagf_Fu7e#}jF&(2)=t>e0Ea!e#qEO<onMr_96kuS+o
zCLO=K;>*^k{*d)j=*iEXs>T{zwqskKZ@}7(E`jE*zD}A+hm-8}PPpTwIq06xAY6Bb
zJ!$>%Bi>VBk1JP*#|dXAlUef%$o_<jtka9ic-8VD@~x?D*%i&2kXFO{kuBq5S>5LM
z$vo$o<khSs;?6H2CF|_MxZ^wGH8Y8fQ|(4s9**eD_8TZ|;RF;KbeEKxpMV$Kj=|j~
z^~L3;zDHrrj8N>8RwyJY6VKnGPhS@0fs;}KNtD4P?AP=ZPOo-|tv-J$u70}_HgB~}
zzOl|y(#(Gn+s`SREDO-1FVJ$sSFg?_VISxRBVRa>xJ?a6i+LUdy{(SpUtPv;Dm5kh
z$YUI8HIV4<2*5XQwMHxB+M>CoGf-}9HDXtjdbk@2xPE+FoaELF*Dwx41p_Cc2hB#H
zvxho~7v~o(e|9N++8U1@II&;Akbb=a1IG31GiLax_Ts6OXfkEWBr##syVvM`0pt4(
z>_1@4=&m+>Yl{WFR4coUlIi!15R6LJm#tMwd9VGG1(%iW={1@udvd@qCDSmK*Bxjn
z*q53j$otITlRmX{wW#x&zao3gSRF0Hn>C8!mgk(|?<S7qhgCA>YyvLwb0%RyQR<}N
zeX0kq%0AEC>@r3b5Z6?w@+^p1ze`B2+A>F|Ft0!3Q(u`9+tA7N*ozVT^S!#fVe>fV
z@oqa+iKf-~O^3&)?6Ew|zs+=Ku3YMwvcP1lw5hBgcd25y$~1F1AI&Zls?;2=GMo6)
z<xHF(cUkwPbb6YM+vQk_dts8H%t*Y?jePVDRf~Af-`(7VIb=CYVA{Iz(^80(4O=6b
z(b8IS3Z3RyD^saY`^KEv9dqUO`?pn<cO`JT{4r^^`(Un$e<|s?R8!}7N5^n`wncHS
z39qG1tMlBI)(4ekW`}bfeUhcQ7t*+sO}i(h&Z;0egKuydJ9zF+aB{MHor2_fTQ0d8
z8>VtX<E6?$@xxrJ*>~moJRPCjR^zV9Ja~g-(TG^?)ggWHV*Il_+r56~Y^QEp>=!j{
zz9*)%(`Gm$c>MfO+DzLkq|7w_&0=Yq=RzT+Q16AMl2FJg+$dUtT}Y*Ru{4#fDGK+x
ziZ&z7Q&VU$txZxrSRhqMr)fMuo9^G0FJ30C^tl&Vd4DRt++rJU*bn0|_h#VU1<ROW
zcSBIPZUl}b)3DFJxhQJDFlOS|Xj#EA9b{fcKzYHlP`Fnpo_93{x3@oy=U1qLYFDg@
z?ss!Q8{(&<(aXy+Cmu)3UX7&m*|G)g8EPYD{~_CB?10WipF|Pk=Ao+DLD=2b8F#%H
zgjwAy7}=M{?H*?1(#|K<`Uy3j;u_uUP(o5Gls(=R#U?y~d@&%V4qa{IS1gSdbwHxQ
z&Bw`(CJsOk`}aU?2Bo5nX}~6bs~}#b;%M~$?{9yuNv{;3mIl^T0%~gj^b-IS6kw|X
z&{05r4H{4h09p#L*MQQO|Bkmm)BgiguoMakcM1=fcBu5CfP1VBMO%vhz5V$!W&L_V
zcaVn4Hl*FCD&B7mRJZUIQ(E@)f(}?&Aiwro6Nk^oz&iADrGBQ-pa)i#TAwn?qF?DP
zYGtX*)%5yLtSs8z*M95Y)ymRNuY1uRqMcE=@Y{&Sflgael+eUM>T1$d6w==EH2yVZ
z7Ij5^NP}$xLG(!j?S^uo;bJ*R5%3!!1dw8$SVvu;`6JdZnpa%>Yg!IJ8~j#5d@^aF
z*}Z=H$%-eSjcE5$G_gLbs1-kq9UoX%VKDpvd+y#Kw)~(&<XrAid3Ia_HYuwon>;p=
z$fq16?~l#K;Vs@11MU-9U~yD_sC#L4P-jDSA^nbS?2`#>%Zcq+yOE~2v5h4$f6bAb
zWg23?N7?AkvopAEP#IkFZgomtpW~&?V~B5Ml{_Y;IvX0igRRzZHCfZ?8r!Ff4H>>=
zBAz_;2$|U}n$@+MOy=(2hGTM!SaVZf6g}bu;w}%tr)NiC_P}Z4Ib;VJvv~`;(exEM
z6?2NZAZns%*WaK$wyn_o=x69Ueamv#>2|o}gxT2Ug$h3|y9_7Sx-GXId0%d2*q(f_
ztiT$)xJ)9fZjm^NA7QrH;Me79vVKN^xNqhYOd6RI)T24Rb$uYIl5RxeyzHn4dj(+%
zuH*RIFVQjQCb+kQ4sPmkoh|$9Fyec6L&s`i(!j7Q%Cp{p4o*3N8+T7Z(}zw)(`PP1
zG0FSU=K2S*-mv~SE~7UdkrjhW1X_z1=~of%AGV~ty=rBdMY57vhlH}jVr5bFEO<}U
zLU5@tg<m|S6_@qqC{uf50AIqdk<fV31cAMt%P0A6l}<S!;}hKOrug-q&IBe7QQbQ9
zn(0xda!ST2Gw$`X=KSpQ2L*XpMZvqZC$F*?ry7;Gmb>ZOi+5>}Cp5a%NEY5;Dc>)<
zQ%bw|3CPG~2Y+qSY}uRvxy;B4Qw6Iw#(YmlcUify1Eft1j&T<!WvEQo`|#`Lw-+pe
zJyd4$WS48YiQFZ23zu%)OPV~um4DYE#P!blN-Cq<Re1NlTa|03$|cv0&T_5+Inuf&
zr#Xeod}+XkL9V)c21+_`Ny;6*^Hf%yT1!nXujCw4yG!l_Hk8J%y(Q^)BScl>M6fb#
z)-&$I0wc+xh#;=&><N-H{_$K!pRU}C6f@<qM=vFvCQjj=HXEYSm0p!r{4kE&U4Fmh
z*^`5Xcfmi(+YD6iM+dPd)Kob~Olhaea1QV|`M0RD#<qjU;Wx{`HDzE6gZ*1bnKk)M
zXdbwXz*Pj~>`y5()Pq2E)ztZO>dU{hOiiaXdg|9leW~$lQet;&rM&IQ@|<D#!p!T~
z&Nl>)c)bJnvOdTRt)qkH1uVcVW?(GoXM@(9s>4h;N|$icy}^}rw$lGj2d(#SidR&M
z!of4FaP={5ai<Uq#I1-`myMk0!<<MyE6YQ43HQr;=uF33>ipGDULig68Q40qJ9gQd
zk854;fGc;Kiyq%H!p<G-aNv%2Xp_7XIv?5!#UDQfb;N*VYn_p-Vw{*RD$#<Nwz%|`
zFvvsYI+zwM`;~FAw~M2$?SttRFLE-X#RL`>0B(1Ho(5nw0ZM6LKqUb9I-s-$U<Cro
zYG6bq0IWX1U-kT&QC$F7a{zM<!0H5mWe0#E1^~||0EQdjM=iN-K-&VqFa^Ny1T@va
zkxECgqrc<Pg=qx(75WqU5c&-IN$eZ2Ho?+`n+5(~_#eOfnkX2sRHq&VoL@tV#uWdN
zR~On618u{L;){L5MatUHGWGspD!-trqRy|7Vt;?vL)#vOXei^?R8ke9rkGF;`+&s{
z2|*g{2X!8$;_7lb6|)zq_m$QG`=Qvq!PI^z+#8%ump8)_=S@}A`;o=AS?cLkx3}l>
zTa1g^4{WE;$12W#U@4_!=}!h=KS2Gz+kVha3E>8Zn-&Ht+~}4RaD#({Gz1v1;zR>!
zxZxp)c`!IYR|J$nTr3AE&Zdwrwk_(5lno{t$P?RxiK}RUc3=P&7sO*hnMgs4)BCA;
z;tj5a+Cg9c=pY_a8<}gbaQMI|YDKnS$F&`<FzAigbIViMa^Vr=Tv&=cj5U>qg$`nq
zJsHA|&Li)v$KZL_cB6gE50Rr*MBe+YCEM81k)1M3D)-sq#_lzrgG)Ir#f{GPA(cPf
zAz9<DVZUzYv2DW{=$6S5`fb`*_-g4Ea{Z^?tg_NNA{a)IsDO0RB76etGq1Yb`^ro_
z#{MCzn3KcS+1L<8r@JBL#Snb*k_xlFm54{jCS=s|P)gEPqf?oNXx*d*XnWQ~eC7U7
z(oEri!|fm9Dv7IEm-=Jb9d23d#u{sgZFFTaWb#L1vecEhDVpF%xoM>2LnUrA_XAtu
zNE!(?^N`mcp2(Ko&=wu;(*&D*Y{xnV%)ryy8<EGgjR<bD0`Z|4=xD8Wq(a<&+<WgM
zY;-3QFCH6%PWaU)RjbTH(@F>^u}_fL*}sUCIX4pz_<!|+c2=#}Us0yp)k`RI^}cL%
zQ~}@e+7`iirWe0x?+s>V)@)hz4p(^{{~JQ1=Zgi_--+M9bO2voceP-uZ!Zg*V9K0d
z(pk2kzl@LH&_3lt`8C{Y&pP~UyETH`fCyfv&huQmcHE7LBUG(Qzn29^92QD1+s(~*
zURCgX#W7o*%=j{nnan5ivHafAZCtabR%Sv!K1k`-%!2>q-JI_clrJm$qOR0FqX(C9
zZ@J2}zYf3lO15Br>zK;Ss26u>S-wl=w9eAdg%i1*HJ|goA1#sYvN`;u-F93-%5_d<
zJ72n~+EG=dqg9kymp&>d?rG@SAWxTTow`Z-X2NOL8e`f^LoelUAG*Jh+;Q9}(IwS5
ze!)ZOew$Ykp9%e?RZ8yTTFN$Z14=rmOcyRt9zWv4y<fUiav(gGtI~3l<jlZ2+=Z+5
z-0kYw$u;;a=_D%)F6Nl2^lAAFN#N=oTwYaE>GT%C;>G%Bc{w}(=ozW7J+VL3l<mHl
z(oWgnOkf)Sw<sIchsVh`bdBcOf=xr^|Cz4QHq;c2$}isTOVi(YIz>B*mcexINAah-
zdBr-vLW-9`E0ya^A|F@BXZ1pH1GnRNB-w=nB&p2ccRFb9+%>p<*@}3}or-96><DIp
z3H4sC)Inys$58s!nP^s{6}bE+Qykc}FK(COgN`@<h>}J*(;m=4!+S4cPRx4Flu%Ib
z<<ynxyeZu~qT6QOnAz#hX#K$#OyuDKc;|DBLyr2RoM4O+om%0@Wmj<Ms!u2^q!pUD
zEeM@m8-cd0yaM&bfLs%Okt{D-Oc#~t-tePL=Awour?yAY{J%RcUWMW)UguzX9~3!3
z(XtV(r5{c4%F$y1!1@CGD5?iPyaQl(0)7_NgI{C-K&b!?HE2X7fKq|~XfZELN1`?Q
zm#H7E1OI2Si+N#q)3X0F?W1j|sUDSIybYM9Dg7y)-qCzYNwhEag>(Bmf;bSqO9?xp
z5Dl&S-lE+iln@r-vf38ys(=!D*7<@G!me0qy})tUB8zrm@osU8cFEb#=R;;weUTa#
zv0l{e(EcvYdii3}?r&(lXs3!WAc|5&n3zPWSafl&IAPIZ_46DCkx1=~Xk47gKtcd1
z))Di7ViwgC<03UIS_dXXs1JExQ$|QbS#bgMVPXRL+XQhyXrYjB4Sr4#53G$yc2+oK
zyjRqkR*M}g3sxBT4`k1^=2)X$kH|T5J9bZ>Ao;Dx*KBf4TSA6Jk=z*@@w~}OvLsvw
z=QiBJ*05T~ddB(6&+eA924-{FJ+I$k{eCxaBl?}y%H=#r=A$g!;j{wXIx`H{HAx|@
z>zu*6@AkoF@m=w@j+4l&?f1$41^%p4=Z1LIg!=NW+Y!6Mv;y(IP@2S%g{%VQvvsz-
zM(gW%qU4KRaC*IinA}-QT6#_+Bf?!!`sRZu>ov7gHk?5r!SO_Y(<r>)qY`)BGX)!&
zdZ1Z4=4fN5b$G_2UTC%H0OF8#5+~O!Mb^A%f;&8Hgwyt?vDI~(;p*vEv3cEz@{Luh
zlcurV$kl{+R^HA7^Cw5)D_5gQn43PH{?e9pY;XsM#HEwRUeN?sT#WcmG3dy!Ris{d
zEA&3o4A;L`7w_xR4%diDLHT<}q8uk{bgt>YzSj9`_M|%hu+PVISFLCmAk%quQYa($
zldY;dns*OcCA7%1=OeNMWcLH2QZf@;rF={_6B_k<E|9af{Jw`DT%C`#=P$-hV=PSr
zc$17u+~Gi;zvI_B<y`wi+^Y@q_^_F20vi?~c(r!mm2(l7^}t2dHfXe9F=Z+foe}BW
zE&r8J-YkakdM-)XR7K%>Hs79qy80NeuV=+PnGw%V&v6%QW^LiSr5=)%8CgQwctc$-
z!{@xpwBa^>ZJpVIIo_%=&A9J!w+ek>)3njjj*T5SNxKu=v;MD@XL`NoMi^B@md&Q}
zw*$f$;b2!mX7Y-kTDHEFxjsTN&AhziL}ho51i49DwcE{A+%r_U<=jyE0t8O^GUTGG
zfvo{ob^d(m#Zs}7(AxvK&8jd}b?4sP;GG4^V+Pf^cWWw0gatvIMd|vIGgH#J3-g<C
z&x5Wi53J~wJUyVPYx!QOTuT03Wv^vZT&t26Twg_=a--u2Rpoc7(jgZjxh*>q#3B37
zBAnfS&itimRqPWr>3krjw3ALa8+btcSCG!4799Pb3JEBU!-J!1(el4DE?yR`B(ytO
z@}f6B8PyEeZ+#pOUvm|A@7R|a)K~}2S=kpasP2Ki!-t_&Q{FK_ov^H6k`6N6a}?#y
zGeNW8#NyeT$Kf_sxAE+!N0BvMLc6y!m?=7FsLvthMB5RJe)SM!xK|E&%vF*iOXfn*
zsjbc^+(U(`zOumR(pl`k;}e!v&BwAe4{#g1YPf7%99lip7#WrdL8tj#v}r;f)E5JC
zwQGrFQyz$EZ4&jJA1g}>jz;%#m8i}8XtXg)O^~(e|H^#vsuV{`y9d+zrO3$?wb#IY
z`X4F%_ugIXMEeW?O9cRM698N^kWeWRFUWWNlQ4Zj|ASrpk0+@`rzHCS6cSb%??Tb7
zX!+k67q82ANo#i?fodZ7wI4G`li!e%$FE7N>*q44r(P1PqPs_FKdAkf)FS$Vv{I4_
z7LocGv@Nw1KX>EsIgM$z;Z$0m{wM+EA__@s5sRqMpZRAN5pAdFQds!f>hER|X(zET
zU@Ry^f2R?RizF5%HHeFo8%PLZ8c1wWVhZ^pc?2oyiS=MWLcEGbPb8xvVHNdZ;Q+KP
zlH0FIEa(|h{8<qFsN%VZ=k{myetNk$V6>3hUt<w!BevZY4%_P}Y7IWfj;SkE7<fCg
z=k!{$WiKa^vr#7U?7;$?wDka+^tKnl{R7GC`;K^C&BMf?r!fhCT3UXn#YJ}Dx(@8Z
z**+w8&M|h+`E6KlSv+pkAcvS$iznB5oWmXDmMD81eJN8ZJ6vOP8O%RfjhCd4BR;SF
z<uPkIv7tlXu$B+clGTGtv;FWS(jP|<SH2lB^6SFNb9b|Kw#TCNQ!k>VOS$;O)JROm
z&LZwDZj)g%1$4b_S#;8=Aqp!vj}DigjuOYGq3}zdC^Oax&n~$D>&mL(I-Sqp2i02O
z{U^uCZC&i-)j!Q7A1ZEQ4bCqk5sWR_92rCy_fY(zh85d2tvoglJd24gBJ{z8WAjSm
zjA=bE-ZTs+`A=n=<)-4`PmRgrkw*!-ToUmUN~6Q0O44t=>fv53#-am%Y{vE#j-zSU
zKB3TcE@(r{K(yJ!371?o18-{c24zTw<It4M!aL&E5M7ra=1KKeEq`L}`tf2*p>%vL
z*@`GB?^dOh&|>&_KBBy(?4HGdl&crAQ}U1Y5E^C<7Kmp7zt3VRUsmx%sAMxD<z;#m
zruwwUT*}Gy{H^Q@DQDJ%aW6jx^0RJv39P{}!ShrTKKZbqYS;M#m-Y6tY}$Mm!Eop{
zE=sqS;At4lJG#nU4emQKO7l6gH1FPg$>_z*qu@z`)vg`<D7236T6Ve2@b!IZqcK&u
z3(7E6rI$W@)Tp;Y<qhsC)2P<mMM`$>E$PIi{Xh1;11ySUYa5ZI2qHm544{A+P!VN%
zrt4G>Dk>mmF(=G9XE7myN>DN9EM_q<J=0^(2~0>ZXV;wbUx%f=uFH7$-m9+u-`4ZI
zPsOh4shU%L-ab{;74LI9$xtbz{8^HxS2t-$*V*E`MQcQHlpD9a<8G~8u)F5M)V`W7
z<?O`U`<^Ks^ZIZBagCA-70%C@&AzYLTc)?zX#8T)soN9obloB%=r?Gs^F?qEUAKuz
zH#chb2euSnE+3)L&AciWKK4;@GCD>)o%e!xSv;}xsd$DPS}aCf($kZ>YZ0O7?&&PP
zK6H^ApXV2~pf>wX^QSB$*;Mw995YO1@jmcT@m;AbtKZ-bQPjy;zKVe`PzEGfH5qC%
z{ArmhOABK7>gRM=ev`jb*OS|pyWb#XZARl>uZP1vr=V<zH}tSR1uX}4=etFRlgVTH
zL-eM%5O7=~b3(WCLuNC(X%M5V!&i_);Q?d<R~AN|7zxoM-athAouu@KQ)EkEHkBkj
zXeNKS$RpljYdFcryOCoH=dvC#B3aEJ^HI%}WYMr;{H#J<!C%=2)1lz1+tAI#6asB+
zAzwFJQbPX-Mpdmtj$P|ZmUVrIWn@P<*hW-yX3O!<eR5eJ$EWJ%lWQkkK2QI<!gBBD
zMooY8=XB6kia?DG@vZEos3jttbMWu%rLL?TqErq_GauoW19#>lJaX{8?4&sDpr-j<
zDJZMo;7P+d(+<zd0E58b&rpjYfT1qKAC|?kcre3PKc~a;o64g9clz=l|EpBf;OBIZ
z?tS{A>NFN+4B-<6%(0JR8~`aMqnbO|sli%iA7whpAE+j?k77C0N&aLX#V@Neo#a!!
zJ^s}OrhTHCpXnso>1ZF#MJM@#ee@^NNeoj;6aYh%QnriYb6Expexi{$fuO@Y6e1az
zhGF>{4BKNOb8?x_eN0EXi8K+@WlD)Y#=oSL7{|JEb6DP)0sX(-$pT=2I(~26%MfX7
z=I<Rb%HOp~C1HU52Y+*wB%BgQ2$n`;>8Y}>)t6iJ7j{l?7j~YwLrJG-`ZVMmMD5y2
zr(3wgv+=>g<h5JXx`+FPm_dW-a)rbWFIob5550wo7fMolPk)-0o);QzPXLdpl}Og@
z{xndW4O`Z90*9%cVU2d4Fuq9!)SZ`Kn768>dY0)!A*}3H+Qs4;E&iqgEkB}xpx$6E
zxNqgilJmcj9qA3>V44?Di%qnq*E`yCLVk8~Zw$%muz)PMa-D3fF^HPF=ZBa|#h}I7
z4v>F!7cx=#jJ=pngYlIHkh#jmLfEYB)TI7L5SxbyF^|uv?SgrAQQab{8+k@B>s|-o
zwI%gEvIJI+90xOpoCdqHrK#!W0HNw$Cm6lq61_J&oRWF>iB$g%*}HoP^(ZEhS92ai
z`H&3Q=DG@8{H~FAu#Q|W^n|1cDWAst$B@Gs-)!$=n08hdTje_|oj#vKxb8-`(W*n4
zZS=m^E=e(5tny&`bSb)!4`1<NfaKbtz8?0Bk+!woA>|K#qqmLC)XlNU;?tir(p#9$
z(k0AYp?a|S0)MiyiL%I0o!;iuVtt)JBX&4Zb1^I5Rc*C;165<2EA{4=yNXL!HP;99
zUC4Q^8mBK*^aZiumq;c2pGfOlPSZEgHk4|PPUL4-NaZ~j+elUBuOfK|MClHBT<04X
zzA7~-?x|O1nCUh>*r_jUTtjOg7Vmfe%@gr#O%>PpO((I&;Pz7RTn#a*cU>B6l`Ot}
z7%OUCEa8?3Nm|>NPc>=dpNqw;YjfV)3W~;U^J!gM)!=^H^;#U@V#l4UW~ueQ(NM9)
zys@}8dZ^Z={&TVCg;wIGF*eEL9Ex)H#;+6YHXPx$xY;Wfr=*Gr6`$=$STjoL5S_*e
z5B$aHyN7d`S6g!@x1UkCeMl3zC~xlV@<-Zy@4^*Fn-Ako98!ui_RSL?`h;l2CW+jj
zSG~o>vpu+5DY1&KF>3L(>1A&0tABmD_m|p38TLbFURlzzDdt@{W|(5)UEyQnn^8<w
z*B_SWvbaHd$@0EREm?jxon(IYhjo~rz5JH>p$sh<ay_4yrMG2h&(QJj)b;+`w&h_n
zNKM0NtYvFBXc`V>8a#s7ormD#=ns5XFd~t4@<SZ$1M|sDh?x5bQtaBR-WM|>b`RE*
z1GB=&_+m<EbHs<-&uR=t+ugurX#&Iy@`hIFNdVi`V0}81FEEBJ>8(_q^_~%bR=i9u
z?6l%1Uztx9T#n=u29<@C!}pSm{zrhk$b@OTjG%CnJ|yshHxzI60)l<ELWJZ81y;;~
z2{)!d$B-bf+R+!h_xnMfE3?5ht|w7l%$=fUCC%VZXn!MD#tg-_e>EqMT5gm!Yz+G^
zeD;Gr*8)*1L-9i(<wBq~hd>PwVV(oj1`+vkfW{5Pm%BXwTS|)>DdOMl`a~@lfm$Wv
z-%(o^RtDjkgHp^#AiYJn<-nc!2#*|mNpW#%L6pydyc@J4iz6!Kz?1n1uN+ikKEgK#
z_~-tlBz(mh8^+4v_~4kx+Bo)i0S46c(LjR+B<wTP%#k%<zhHmlx@4H8<Gtg(;{7qJ
zo?#ly^1e!eS$;4>2tz}L#tcmvnlrRuXvL80IlnBu9YY6(PXFx`^><zu$Zj0nS1EKD
z3ICn83d~wdSs%%9*%zjS8wvW(odw7#7s06QXB1j4mzyti`u!Tz+%W%33N7TEJN)^z
z*p9F~@VKxo@HnQ^b_}OjT2JO1{oXcOVdZOb)7<_*rGH_~%`o*wfkPpZEvz_EqJTLw
zpkSdOqCg@r4;}g#M}b73a5^$zc?_E};N*&NEQ?`uDA00UpZl1PlPn4~mXYhnGIAW#
zWMDdmv2DCAH-}~LH=zH^Ia%NgP<9-%@9*TBFht<P{Jq<1{9Vaxp}%oSb#Tu!>WqK`
zLjH2E=*dm>g-c^+3cBWY>cq^3f^PFE`dD)aqB_l|@u_X$>5yGQ(zYO)Sh<wo^2kgG
z-Q}vDN{<Qy&-e<FCY|ZIZ7b;cCeF~PQcrTReHOUSu15psIKURihTzaU6ISnPC@jbt
zLVcw~8f`)$eCtGdRC$5+s?}NW@LWWLYvoh-UR6Z!>i1fxQ$eJjOCAW;Q6q#rqZ`n<
zr}M$XsQ%Qyv<K}z$%bT3a3zP&?Ie*NhsfT1$Eiuya)=px1zNNm0QpXPlL^Zfkd=yJ
zFiy3f%*|g-@ZiP>4rBU2#-w%-_xuIzyXhS`w6O=f&ZS6Zo)owi*@MQnkZ7sc`7pD`
zbQ*NokKX9z3RzpSK)T>VPey%IH{Q0Bj%jn6Uh<htC-`g=%nP-HSJH5(lYcKYra?60
zSqObzpeeaza+F3J?<Ma|+Jf!=t+2Ap99p2NEwtSg4CR*|g`{rRz(qfnylXX%T)n)C
zq?`kJ(0<JR+Psy$E6XkZuN!PzYZF##l&>SN=q<)H)m>Y*Qgz_tRK0JrGt#u~yOsOi
zj+COz-|!W{Un-foLJ!<2DQOxfRr0y3uQXJzo0U0-Pn+0UZ(eV<Zf2z#s^5aV_~U^i
zluifE>I<HFuMapnOxme<t*z>KNX&9+r&}f+5TA;VG?U$$Y4i4}#8s;PNMG>5L}I;q
zgj9T43u#^9NBRbyV<h#N>3qW6wfr(6QRVzPh!_h?bo&!e@(oKRNe$m*=s8U%-G=i|
z^bVb#YV9i}`Mp>%M?5ofrg%7D8@EHbUfSKLplZ!3jaYQ`B+m2W6)_Jft#v6Pad*qV
z6#Mmk!kro3Q0ra6R<Wt=G;z(SWUY(CWwFPY=HkYnvB}}*%5k?hIE%KEZ!67~T;|+W
z^)%X<RI#p=q_mIB$HCnoF+ReJOJ8!BJASdcqIBCkqF-ha?v1IDHlHd%arklx?%1h7
zar#+7yc8O-bB#%~xcP-6=U3>dxMbLJ&UV}zdGP*O|NO7{RPK{(Mt@I^8D{jj_6DCu
z_!Pq@A5sUT3rG==7NB*j5Q7~9s`>b&l&w_7S-2#FD?@1pcLr3!QRPNe8`W!6sqx^I
zs;B}ozuM=jAd91F?Z?0|{8#M$^ZMj4t1FxF%kiJhmxsk5V{c8Tm7NNEC)<GsW9-xD
z7I@S13g0CzoJ<NZf@$>t=JqKE6Z}@f@vAdb@9r|jp0S%mADzt4TQ?M1x(z0GdaMJZ
zj?1C=&W13pi3c=KstC%LkHE@nAaBFgFk7U$k|Sgg>nZkG-1ukc%MO+`s7=!B-+{8r
za+q4+KG;`1OoEJTz}aLp)Vb3WiWaek_8)v;eCKn}w(~Zy<oknX?O-tKSqw@#rV*9b
zF1fDHeKKUt2eNob$IsJ#rm#FJxiRuzW&JZMp$HUJ1hPy7iY)?_Wm#dC#TXS$6k~)-
z4p5{KrE-Acjd05WiaNq02j7Kx%LDQi#*Nb#D#@tmqq2<(^*3kStWF=CLYVLS`BcK<
zH5e2ON{0W6eScn`9A<U3VEAd)JInVa`|`Mal~Mm;{qyIHT8PbI&|ffW5}uRJ))UKN
z*@v7wIgX4PH~C^5HKJ_)GmYr4FlvDrwGA<9p)ne#|Ev)SQ*zq;$u%Owj2Q(+o&ZpA
z@-WDZ8N(<@m@enBV0J$GnD!-O#%oY-$jcxzW=z9L2pvu`pF6Ar%YKb9%WY#l2sw^z
zV>~y9>4w;JZsmVynk+B|7%`5?_j7XNhL|v0|Eyf;?^<by(D%tLbud>%ouTR=<ZHT-
zo~+SZxHL3W(7sPoCuWrpbYpGkqY8H*$~288>UO}?yO~1L;zcyE&27OYFiQyCkgA^Q
ze_t55dx|jWZ4G+Pu`NA&zBM#l-WEJ;qe#Y+KstX~74qa&2#M+U3>p`cgat<g>bvC*
zjrP3&;fr~CWUo2xvA(O|Vc|=I=k^okq@7m>E$A)Ov0Y0&#VEl#rl*jniwT{}7l(&o
z`KY?&bJ}&<ev(nI2RZz{A(=ldnruvnf)gYCXoHIZf=7`8g2Tw6kP)5&aX0eNevY2t
z(83z*mfRp2Do?nUm`UT(Y^ZCM&M@PJDGh31MQ?Pu0T-isg0yxpJbyh}h#E$OXt(uh
z3rj~j{_Hxzyv!MRHG2ir(O#m)u$X3im_(mtl_8g`ZD~|@6?w1v2zDU^R%q`~Hy>N_
zvaKVmS#X6+AJz^`2U=0@vHtR){1~Qd{O#61hiPYCU7&pFJxFhUThv{-vRbuYbwOY4
zSUG9xDsSZ;w*YCf(G0%an%Po`77O$w$x_;S_Ml{bsGz=3(n?*z+7tXa7bm@0yti)p
z-ubG#4$b+aJ=2uV1-9y~PZ!h&)Y&QR7;;|BteC1Tx}m9R!jMqCxosh_^^rpQ+Uw77
z6_{_m?-{XjoG%qOX(+8d1NxA~8ziC99e$>DO};|n5~=c#bdtw@zizKzCqATVTPY-K
zsa`R!yKdbfOTGQx7h1dLo5eGGNBX_!)1PZ}&_ncHv_Pu2`Z@oxYHex2+0Ejccf6>{
zAIdH5<D|8XFQ_>?-&J&~d6=tI-$*oaP1cr3yU5*IuwU%6?;e-B&r<8v-%GK9(ec&&
z3TsPd+!VWeY!NpUUz<F}XCimwdVaA`7Y}aZn<0t?D<+FG%dOe5#@b(L7tx2~e{&P#
zf);UUU6Z(D`MW7x_m>iDR8HhxbseX*7_&ujsQVo5$i@0%{H@C3{fDD9+e+Q#2FB(W
z7xl2@ZoHhL=>G7k_{zhY8(Z(fr+?EwChkAYqjKM56XM_Gm|;R3#%jQa2|lFo!S-DU
zF=|q*ZakW%8pHogf>|BegqQjMS54eg8rFkdl_r6E-9r$4)(xId8_aj+jM#_O0HQnH
zfZ0p0!Pt{W;D}UI^)8MP<}zkvUuHTP*L*QFn|7Ssu-yVi1p$g?Y=kLAM?>SKHNY>>
z5iDcec)Pu9^|gx)>s=#0RlSUyE7*#k9H}MqjaTvsk2k^M>LtjTgDs%OJtK&2djf2o
zs*)i05Gax~4r=aL2@{-OL;i@7F!r|+&@#phEK;nYLh1(c{&@ftTV00mK9{lXFC9sb
z9nBwZdYN2mdGX7<Um-3FTW*B<9}~Bckqa9{*Bq2$J_1QL!Yv0#vJu~vXtVlp3i`*y
z{f~+Je=u<)p+?OO$@q6Map$7B{lUcj3u|tM2|MZ|h6p<n?%W7F>Mux|kuZNr*bA^U
z)N4?`kqJANMTc+DF#IL3?AHi8w)Z*kdW>V+hDbS<ab`gOmvi!y%>bdtG5h{bz6nFb
zo|(Aq7W=!}PZRn)E~5_4H(j0K)=;n*f0Uj`-zi+`eM8VL2X*2pA3+x~m_C?)1|}z(
z()jjTczo@NkQDurCPwcNN+y~Mp$mqqrz*M$12?n~COyeZ&kj36&x8(#hDA@2%*IW?
zy~1T0Sn)h;u0+B9ePdV^79cFx;ZA*5#?$Dob0K`n5PGDp3+?WhCAeR;qQUo*)V=3F
z6ujC_69QiQP|q{71?w4Aggo`n(m87`!b7rw3XZ9?^Sn~z;Jz~?v+pqyS>K=Ru^35B
zI`x2<*b5N4-x4fl4khDf949NoGGVO6Z8E3d7{UEnrr<EFH)IS~L0sxB+Hb^8aA<NL
z>@pKc`p^itcH$Y0Yub^PJYNQ8jO|GS_Z*}*I&6naZCish(vqH>K1bbn?MOPN#0q-J
z>nI&RI6^R2J%(5P*F)W2rfgsIc$#Ukj6T~?lUyncbaHAB@_tA)u)8oBRy4dz^N-g-
zn~)|@{zPxs+I}Ip7XLurnRg*qI!2RJk7#+&ehl&dmL~2{?M#m{%4geq>dhNfQ%$Fj
zByu5LUyY<mQ_?>0W8;sjZ2EQ4J^js3U!iM1J*jwI+G<fnIVP~8l+vjOADpipX}G(&
zYGPU)X?4mF-GNDF;*;%lG%>dC^}gx``r3!qNZXSxXdOoM6Eo|Y=?gb)!!MqAMzeZ%
z3B6_1Qa;b?8>C42v;2}ruF5I_b(DwNn(!kR^w#a3zg=(UUt99IEUC7?-K%eKc!V@#
zN<qE7$2qN?ZmQqg-v)|jO8JO~I-7FaIS=uE%VnB<(e1^aMYj;AaeKsRmml!S`%mc=
z@8(Ja_S-04G*XKDxnO01dWE?B%QtdsO?K^k@LNN_Czl*Vt@bsyZuUGynd2SA`YR`K
zqjw~VirTSS^OepT&!(frdZi|FtFEp}USevebr5@N;`0Y<O4J`Hb~(~oysrq=Y`q<w
z+}&-MvH)46Ed1n|7*^L(lkjYnws5(nT%Wb$#g#`tEy4b^OxnmjzmJo}C7Zq9mt%(6
zJKhOCdGLvaPr3h@y~{QaR@WcQ+Bpn9+qBK{{>0*Q@(IhM3~Gj&47C~RFw|oRV#syx
zv)pD*9oe7#VP!uZ=k<C1-w~FF!Jzp%ltzuX1=?%R!L3d^2y5yE&GbF^u(9DJB4{|c
zc1nju^-htwk1O$AMz>SFYr@#LA}@LPfg|I_2;kJL8F8f{Q1gb8>~n8NHoQXvMYiJ;
zEc^0~O7=OR&Fo8Sw{Bsg>c}D>2YvgKi6>f<Vw?puY2TN`T`}S(MPA2zh@ET$!z#Iv
zm#aIH*piD$kD2Akj`;=oSB;HScETp2vU`N(zUD~FE=ibAE)Vb}4YwGPWfR7Jt^AM3
zlSd&pcKxfIA^lg))Bov$@zQJn5dSNS_F;7(d~=Y^l35tdzBS|l_=<TNrz2EwQAz(M
z=4n~nS$%(47@jj#RAK4z{r<r;os$nNUtsWOsKpS#P?rIJN-#sNd!pqwbLz<cd=M+!
zn4u{{^Uw4Dj<7rqUo}S?JVRO-`nyRto3&13(*=AMXJ-BE^clypP15)|Ai9_>0zZa(
zq<`05vhzFr>l)NvzWhRMcA3S$@1aKRMPQ5Vg+p7bV*2Mmv$K5O^uN_!*tMv=2p7VC
zKaPu;&3_i{#W0&ifj~BkYf(@z@L7%PHJo$8_>L9hn2tb)vp<HBP2x39IX;FFvcq&N
zhtGcdoJ5Sv<xw9%Hj3Bagn|z9F^&R?<q9xh895!p|ITH<7iNX99{IX|cg=Urmj%KA
zI}QDAjmr%iVx*z|UXRZCyBhZudf)8fZ*KWqIJxzVV4f60Pjsp#Y}NNvUnyHq*jcJM
zRYqT@_Z<jK4w_8O7RAwM`<}uo)h0OPd{lj^qmN+bktHOV?Ss7ihm)v)ZnT1Mj;3B+
z4-IC-g8Q7EB;9x$6rbh*($FF>y~%bOIO@GH?fN__99jc@ks>tRkf~lf)=HQaIiHR?
zcaKi(P*WILzX?4*vJ1SrYXw|&N~sg2oz@j08Bzi{*nKjYN5+wjPalwt52}#pO0UQT
z-*FIGeh3&%IRPFe7QwX%TVdOf+QLLd9+<l(0ZyLn2iwG}WJlQ>M7$lRUjDo%tvs*<
zz0<0apy*hNR$eT?>|PD2SBVmEKJdI?H83yD+P(r-^&3UkFE)qMJ<`d{SI5XCg(-RH
zGm7S$MWKyF9<tl^4tO0MPFDC2AS+)TfjrvNuykb|lKMUt!gpMg2jRysOyh5NhIE*A
zMz6feC$Ls;rnAvqww$Bd(|3*DC+Rn7ipdzI)+JJ!l)Q~E6WK>9-k^$}Uol_W(y)|d
zTF_r_b6%lKXm7%wUb#hYy6m|wzSe5hEujE^=un{2X3J{5)yZD^+O?ZY+n&4-Ga8s^
zjTY`!MYP<ZH+>+86N}8$*V?z5EA-f3Z*??|SVoMHiv3ncS~J5|U;l6^3FaK;r|;~<
zFP?HoRan}?e>A_Y+uOP#AGE|qsvliQ?>9iyt-b$2Z#OwrYd2A?FzGT_JUzS}*Ko#U
z(dYOeDPXsbfA@q)eO9E1udf=3$*uQui}!5S+B#3vq;!2NIv%OVm49xk`RKDwTYPnG
z?uN06*lX=7?$iTot>^jqigi2u#8qt%XiHAsD0VqjTU>V~K6&)!iQKh;J4Bm~>y#$v
zcW|Ye?$U@a(iCe3fYP?gP)@0;F2=4*;m#@Txx-H^6(tTm5vyB2=U(iasWsO+DGq$h
z&mFcqD8}1v7qgnq+)@4IIK{=wc4AuJN!&H-x{BUC8jCN|S8-zthkp7u{bO4G)3hn~
zO*T1wAjb@oQ+zFm4+wlfeG_uZ>iGjHW$}M@PydH1s61>2$!r*nTw4#sJ>8&mXc|OL
zh=)fB5BN?VjLiB75V>?YBvft&BV#k+!25L7J2N9<+xi*Vy(N)^57_{XxrXFQ(OTqv
z#3?9JYcfQY$O|ET(xBRb3Xt#c48G_(wif&LAvSVG{E4*tBxPu4KI+X3GUuo{KihjT
z%x~VAq?l=;nsq!(mexbT3(rW<wMS66><kdhFGJy~kD&FK`7q{94QSqT2AEMLluOt{
z-aLtgqCG^S+UbIIf9c5isA>G}(yvIC)BP{=eucO^YPpf$e@x3pMlNg+U2{;1`G{{t
ziYv0Z5V*Yq;hBSfc2DOr^{~Ea$IyY{pWV})1;`=P5sUyE*gXy5Uyx!(u5qn5YHry?
z`il=VeUr7`xoB=OF&8dZt@<l#ZidM?>LW<TWrB>l36gCj<Nu9m8LvmZ2K5`+w2W!!
z@a>mzF2J%#vXQW387wcCldr)v8JLG*d>Md#Zms}J#NU8re>o>V*$j|(9JBB5<eM-=
z<iq^Ej&JmLc_<0JF6C7RC5NdqjE@Lrw+hhX4<87Zg0+Iy&03wPix+hEm+8GYXNY|I
zoW@-o4v%W42uYn*)5O&cgc2uQgwSE{)Ke=p5eAOEElj#LkDl3YM^pL)K?Cc7Bt6&?
z+;&}~_4K`A<6BFxPwxRM(&h;Z;>S_nI4>F<?FQikH_^k#p3yD~X9?~bo74K`<Apg1
z4(gzo#X`X03e@xJ6Tv$ExRA%E8=YgE01xv$r%>!Q?XY_ZNe`+*4xZdjB8O12JAVYt
zdqsj6u{|{3^#aVRxsq`woyf`?IvCTwCYinHs^FeHKyc_02N~T$AuidB_B*s39DJvP
zz0+%QVc`k5_Ua~$J)xn+_nO1>9VKaCi8J&@{hDyurZ-6bJK(vqrx4}eL5Q~MqPDQO
zPscsFCzyw9gI7=*>RFDb#?{W!%={bavmyP-C5Ml6aycOHXLbPl1~Xy#mGabeR5SAI
zy)7(Elc2%bk>I*cPu|WjA(sLRlGJLM@}T_~;{Pp8%dNH3SBy|Td}XCKE3;a6u|WgX
zuH+GVpE4t*Xko81x!njUVtYN_{Y{GGe72#UFYYC6j_5CywVa}_aPGZsX63hhO2`Sl
z$-Q&B*z22AHwq8r4?LqvTN5{ZfissFyO*SGRXoMVrenm6fk$+6o283SXiZIc4L_~%
z<`<mJp0)Y{s|d+&WF-}Auuxjv#8+RRQ%U^m-F&={mM=T}jpVJ~$G_85)9rdbl&`0K
zB?S#Gr?1i6M7R2$sowVXeXU*KIq`IoPLX%;T=C$9^V~MY4M}%<jB3M^s$$_@>$q~k
zA)5Dj%4v)Bsm)!D=pptroxz=iEUl+&up+V85piXc=Gv0=Z;PErbQcr1c_xp92i#@7
zPAuqulUsj)D(1Rh6le4Z*)cA4pt4Z4dz>P0q8QV^8+WFVmOE6okD|EWBe7cd<=k`6
zw_0-}KgIqSPwrqPM=`F9rFiez2hIAUFU3v8`*6y{_u`@{k2t%6T|WI?eko@EWA@5q
zGx~>e4;g0kcsKYI!l&4GWAv=<e|ArQrdrFxVvw=7rV-aVz|JUNC{^bWM0kh8y*sz~
zjxCMIM4OW^F?}Y?=u;eqybOT7&v@0_>5Q?@3@1^iJo$y^jUZ&7JIQ?HP2Q!|0Eh97
zATqoa1V%i9Dyk1)QTaAsf|;u=-X)R!vo5faVfLHJ-ssB?=CrdT$J4t)<(*~_S-b{V
z9lt?>^PU2`y8*zPB*ECp%^_d?V=$`lDQLW{JmkIS17)g4kyj-TK@n>$QMF2w>-yX$
zL%Jl81y%Qcp7t|^<x$Cvk^i%M`rDYJE3yGc{3Yfs56D-{(>Q&hl8n|bRJKtON9$Vw
z22`-ovW0{ImGi<3NET4BN9);NKCg_G{b%=dF4Nan&DGy@_q5DpWj}lOw0xvD(}*zr
zbB*Y)FlyTF-<(I5i$?Tm_w-M$5gBI8C@_W?GwJ~-NGMPUnVq5lp~Ey3Dikg>f1@B_
z_)Er&<z(|UGV{+J=KVXyjO~67`ChPXL*{HOZzzvt{k=|}$P6&zAEOZ(V#2Ncy_O&G
zcRBZ1=$RF#4vOrrPQSBSFmtL)k4H`wF8N;)#ABxF#7z?f?e%zix4=q>oF&q=Tf87T
zbhwZd;z$!uy9gz`dI_Oj7pkY0IxP(B6(LMY520tunbDJP*F(spL*QO&9Z7SFqw{u_
zAP<+Ak*UdNq5ir2!h$i2sPFh)G+K0r@V39v!%gnc&V?=u?vuCD`Xkn<dk?-Ncqv{8
z0UM4{&o?&(>sf4(b@ASGcAs<b;QC%loLA9y8C%HysF5UNqCJ`OOhYz>EP`X2B-+6C
zn&6&rQE=$m4l+9Ig1F_oX#a9a;83M0*f-ox($WRE?(9cn>pRn8eS%?nO*dLEehj@)
z*8?tJ4g;z16Lwx$Pj%yo^XcfU2ztr9932-IBbawKg;z!MK)oHasd3fgG}C?*eO9L!
zx#awYM#jG(?~iW-`?L<Qd}us1f7%9GE%AWWB`JyTbqq`jvrjWyv4gOGcRz;de$(C4
z)AQ(*_oubin@+E;%bdGUB|Qq#SDha!MUBr;ZeMLDO-xGU-CD1eine;KSIz7vZA#rI
z8SlTXFZiLPZiZ=d{-m*=-oz(Z7ZcG<b@j+Ge!tsQrCm@*y=BI0eJ$aJl+<s&m_B%r
zc)~Y86}jn--n8^a(IcUfzE<8qu3$pA-g4p=VljH5<ec1AT2(}?4_@C)Qnj|{W4A5g
z7fu_ZvN=(Sf78F2PD-%n>tsbq^*Sr{)m1ljD<3S;+Xgyl?d;X!X^)u-vtk)sgAUWg
zDj%;%waWd*zl|Fw^$IU6zIt3;+&NI>7CrIO7TP{cb0U7E=wSDTE0efi^CmS$>+H9l
zyKLtncJDZeJ3i|-ZKa;UiZv0P#1(<2+LDD8Vpy36;@YT@$-~YCau*#Yi`HeUEA!U1
z=UhU|YqW4jv2yz@r484gtI@uVI1LiHln0}^GaK9$egiLxRS)0ep3dK-HLKY~v9FXf
zw?EKMj8(1_GoBe&-@EH7H^4qnT+s0rcLioD`mXU2pMPl0g?F3!>EHBA5#b;EA~2f}
zKazXOFd@df!iULsCB&#qu{QqMJ^h(h`L&=tYz7H)7@g?;6t;z=f@@807=N=9+)`HI
z+dpH3*-QuHUF$>q=DaXqjz8>r(OC7Ct-mfbJ)G!M-jOj~+CfmO>Le{IKY8b21h&Ub
zVA8zq5U@EAJP#5uTd3q+w=om<3RHKD_@g7Hk`oo3`6x!ZXT4d?&t4h=34`6p5nX=p
z>@PvY*j`|HXf+9TeFTM)TtMMe6l{Apg%%@Tz;Mony%ydCdGmJ!w+q$D^Tupvk650l
zY8=A4zjWkmh9j@FJw`H&{xNa0&OtpBNge{XMIcb;L*&Z=l0O8V{)Z@#11shuP=`d|
zselM1hzL9(5P`Zb!Y&7>$0G13G6a%H1nR#C)TL!oiGL9193a6&6wd*YO+?8YxG*2#
znuAizN0iQi8}kwFIq+aUqD&6TG9Q7fXAtFcfTtEBD(2uX5p7nsIzkq+uMlpW9#J3v
zu7o>hdh}uK_%hUBP%tPNcm`k)82lM(F$6HwWx(4HW(Z+u$k3RfDMNFH77VQz{y8Ar
z=vy2R4&i?`ac7forn#a2-|U|L{5UgV=$yG|UY8FD7uZ<lrn&uL_w+BUxfv$xC~!Ez
zd`}ZMPH^aOVnyNp690~{V|mn>5c0Jc#)%gF+#Hs}$rAlv&dC#{0YZ;s_WhlF6NZRA
zGjWfv>F=`dqR`{!Aazi)9qRO~%Ytcrkshx!NVudpC5QtTF=D@8&?fbww__GUBxy_I
zMh}Mv;%`C{7ef=@n+e6^O@+{Ae(I_2n}mVQ*9ntS^3c;$H`5a_g&@SF6G;oc2yV^l
z(|Y~7!A3_%u<x#c<q@&Mf}ZE7@1TP;`fdvdue+HZx^$3sikv98cM7KUkFFEu^nI-k
zioYfV%y6V$whaaAd3}XEW^r^@)?s*{Uq<=TS7@6zl<aq$P0}A%CXowwlU)U~Xx>R-
z5Oc;HntN^p(~sd~?EVvERlyZ7%DfhtZMj8oA2?NT2rCI0tx7{&Ob^<Ba#e8fGy?mm
zu_Vo54_sGOqcNw3Q|A)HApT4dTF<;7y;0L1uB=Z3-JNiF)?ug+RX$aSw%nz*urj9O
zs+1ATN92W<Pj^FL`-70#ErZ@H){Q=Mwj-BZ?$Al^dy@~QOTeM^3s`QmnwDHMnmj%2
z4CNngh0O_%p_F+Tc}p9Stn(#EYQ!&mKzK`SytkyhSAUP*<U?s)`mMVv9eJv+YCS`m
zta+~7`m%;JA?XZX>imAG$mNoHRe_<>CW{x6`*b&b1&b!Sc&5r8)121l9o0rRt-?Xo
z<+b+w-WDa5_RF5@^IzYtuc;TMty}VmJDcqn(-*JOCDaQNA2*87j9VS6H9mWUv+h|_
zpTF}(Vs2biaxOhqT9M_e4=&kP;`S!<F`N<azVxBwRlFzv%G+0`<&X2VA4*c4mYm+#
zy@hW1tKIrSiGf<%jA%uH<txS1zV_mQ73H`j?v{AtfEO2+c3!m8d2=3CjWw@UAJi5#
z@6KhdE+}^0H<mm4)LUC|=N!eVrw_&D>Lc0`najkEXU~Xh+7C+}(r*fvF(^~CvYN*w
zZpx>a<uqNK-pyvm^wBzHLA5dGJ7SACwa^sqWGZm`M;=r-9&apGskn=KVzohQ8r@B?
zXU9=)Z{Ou&Orr_n-Hl<IRr(oRjH<lm&Zsb1wtuZ%)Gfc`q$l@CHjjTS#|-m$ycc}-
zd{-XN>i?mJ?Ht88^lM!C@5qyf!yrFzNym5I4O^<!2NzWh7`w7CT-EsU?Tdwz@eiLu
z_~6kH`!YZDsn7}}i?XUW`x!rf(1c7rK9XNzbqea{txC>Z4k2&*dV@{r_AoJ|G59~2
z02NwH0aNR6-n~8$i(_TT-uk$Uof))CUPoVcFnw+#a&SWcRN#YQ!oBK{??@>U%!fn4
zi66k%zb}losRHK8+c2ba5(EuB4SAg6q12@1<VhTWUEhmDHE*_D*OxvyszF-$Q#pAw
zax-MN9K-$}pWQ8r2trodP+Snm?+~UrK-CcOv+-_JixH?wB7PQrjl9)Y9*D2-X`H68
z@3F73fAL)gzP~8Ifa>!vX~4!Qh~0Y&^nWHNkH=RH*DXo-@7(rFp8W5Q{g$u$nxAdB
zj`+QP)N^p3_2+udH!)lr&~xy<epWrlF#m1I{z!)SFHT%2IP&C$adfi5S{5Sozh<z;
z>tqfr*Maq*!@B<+|HW%Q2VR456krr+Lk{o#r*g7@7~r)y7T?RsO&emfE&aV(HuiT}
zUs33Ob(}h=jITQVfFzhq+(C~e&k`<q#|dKbbampgI6*sQ8@*-Q1SVbYNY_@4f~X?Z
zgrqVB={gT{q1f}ALTJqs>Z#7|!a#LvVbaM*H1(+iJzlCT)F0ak+}5`v=X{URc`Xvj
z{izQ~oO&kIo3>b3(87cIb_t+UiX4FOYR2?X_o=j_ak$`4%F>Xcv(&wNRu#O;wh#h_
z6{KF}Y6#YwtOcWosdQFgUwANg234{4TNf9|g|J&>|NJXt_J-1A)4By@iPL==SEqpB
z-f*<w(EcQ3G#L+Z!>nlkTjju^TnyOnZb{BJ2!ZQuGHFc1v()L-c!=-#hSnW9k=_7n
zxH|L{=(KI<$=E#V#>1=9(F^+1OL^YXv8futJZ1~LJl+|C@;gvtzcw^e-J3qW&pvDA
zcA8G=x`2F8l?8{Z4Pn`u9@MPqUT8_ZVUeFBZTS3O2E`xq{c68&_7$rzZQQh;%G-~|
z=}o#0(_N^MtP;nR(pMSZLyCMgQMoxNMH;_-7w;;pmK=NU(kmy7k~TJ5E*Z6Jp)Xj%
zNEf%&hd(lWjNbU5scy=dWYxuP_xat^Zz&zJUh4BbwAI&CwUD+vT_%ce<HhuX^;OX|
z&+1L;FVL*`utQ(dZvtoKUre8`u7;RKb(f09yq1<Px6%j2O_CIq*6>sJ9p&fGnyRui
zF3LZDD(R9R&gN@5otA1hDXy<(-AcDCpITqYda>4a>3T(h)APmDAx7eX!XLOTDWQ_O
z(;WVdSy`$3{paGV0{O)qTWfHOY97-Ts_UaUW^qHb?N*y}>;FviV*Ckhk+j}ihW`h#
zOW9%Ek%qIi70oIrR)%#Emnm0iODrobc9>W~T&-|T9%LKKrCkmeEuUK{^X%!$mFNf>
z?Raa&a`Wp->%bYD&%7RD^o@Mnacu^d(!)|w^}un_dwL1((b$_>lhgr<-67Sv-E+5z
z(|Rlw)8p#b=(Dke;)>#mcy8f-?$S7aMZa<d#pn4Ba$`=7lSTX2BC|jCC0;hIeIoai
zVOooKg^!jWMr&DHXdCil;22a4gn=@s8EP`rW~jqZk0FSmK0^bBPse?+a3}*lKK`#B
z?mc!(ci8Au3QGFVfYBFE!9}hO-*zqga#dy^jM&P)c}Ocj_ZQ1Sbj`1NQ`d;toQx#8
zyPL_VHJ72*&NOoBbz|~odm30pRDy|aNkDmjC~JBH@{UX5%PwZ->Em_CZl6c2hmFXQ
zS@Za)gGMA_)H;5)wjIPCYen|0-v?!jhQRn1W5GOCAi<#kR&9?!l?Z3B-fITU#z(`z
zIs2f_Q-AVt*<Enq*O7;3n?oV5jYPQx6|g@!a%N-^erFN(3i!>2KV|*`39_)|Mw9=4
z+kyQhP5#F`{f*Xxv;TPwhJVb{U*Y+(pna8g|Ht32CgK0t4s0xsK+WyDn5T2m+~hX1
zcVPd*nww#Ij{1lpdXDR14AFC>$ViV71sG&{j=GI01L`+;y{zlV^jxO;pZougp38I`
z>yod-Ft&|;ZVvCsnE}iHa!wXF12i7T?E5?UCJYgJW}a3Mf0ucsgl>;dssmr#SEp-E
z2zm9h>9J0Igi9W!1<k?jjL^>%w5_hu8}qKfq^U|8SGWq?uklPsvYkuU1(y+uwX_yO
zecGs}7QZ44th7j&bRdDIhE}CVwO$bXJ{sH>l_Y0gY^L?>V_<{V8n7?a8J2ldVL|OU
z>f5|Fol>hegqOHN55A~D+mAUSxEB>@NY}o?oIn$G(9B&zK<k~<i_8<Ox4spOE_l-f
z@i;sfG>a;$Zlx{#*OBz1MabUEAIYpo@nmyQBF$T*BE-Bp0L`K%gUOl0B>WynR#lIO
z;R~9PSrLr|ckeBNLz}*k5qufq+Har()bqf>-3;ts)+OhrJb~-sUUb^IinPeY&Jg$P
z5Uum%61~CM!!_CnbTL!m>1sP6s?c~LI^SZoh0P;6c0gUhe7POGT=@ioHbp{~<#Kw{
z-I_kt-yoODh&1BNWb$EPZ73Wz9F_^`w0Kqud9u+O7KTrU`fVpesm?3NTZa=Qv)Nmc
zs&kYF?Z>Q3|F%1@V^7vo-W0X^yk~ps&QC3)N<OzuU-_kl6v@3)Zb&>PjnnkzOYUnd
zIlMO0b8m}F8&;j>M!b3}Ez3Jv7dv$=e~1>>8yE7|MUSna%4~F%*QZugI=VI0TfEJu
z_fK9dZK<|NywG^8*gm<AR5s2@U-qdJSD=K0-l8&3OdN+vP9OG4%X;qD2j!h7)tGyQ
zpVII#KhJx!D&Mkv{8Md~ZpZ4HynnUFQq4xE^;KWp)-7=<uD9v+Qfu37m6#ehLSgml
zBNtL<jp$uFRBt?CyfXSsrq;69DNRPJQevSZ99JrHuI5?C8Cu76Yq+#Kr^K+BF5IE*
zcG?O}j1|k%4~k2D7idd#OBUN#J1nlUACTNXxi@#N2`A>i7^O5y@!^Wy@)ZX;wqrsk
zDy^Cq=c?=)CPs-xxuYAZaeFfRC~U{Oh@S7>a}QoO)S49St<c|N_VXiN;?#-8;+<~O
zG)wlj)7o6B!#RxYz;)<4Pi%P1>(k%mms)uKWA@u*Gy11;4;g0kcsKG>4xfBzVZ+s|
zxOx>$i?~V^SEk~MR9u0IPf91$wwRAkC|qHRRxekE(hTklWf*W(D6Ry>6`)=@<twvr
zRR%PZ{?DvFH;s?go6Yod%lnzq<Y6&rux?GmO^(4jr$bPpdH@Wc&>Jq?jOW|9F@tsC
zJTQ3XQ<xgl4mxj%g`IVrRj+q3#(r-q`}Ia-?z#X_kIW>;%WNU9-?%{j=iV?*I|x*Z
zUBFFq7xKK>!&j`Zi&*T)X3hLTr&%Onu|TYv?1O2RZ^>@a2i(nivQK^afa&GuB)C6-
zC2a?uSrJg+z))zC;t2iD7(uO3Tgbaji=p@jA9CO2HdwzLMpUPejQq)w4>qI8Va?k=
zW&C6b@~Gs-$ba+>Y*{(|zqU{urw4=&LLQK>7_f2rLM8b>GGOOSNB9=vFYUt4DPINe
ziQ$_p3eRmiVs&RP6wfX1XG)XD<*SU^@D6Nkcs3Ijri2>_UwkeLH6mdeo5sTb2>2o{
z@4!Zl2+Im7znA|@2JFXk<{J8LHP)4zMwHzKTM+)MXhen?GYX6$#w-ic=PZ>K|HM*d
z)>?q2eT^~8tQA+3VAwgw|4*1QwuRTqZ5lFUqs}6?$AUknlLf{ABgQfLeok)O5EEuQ
zu<eTYyNn+%bbVc09eCiPI(^w}!T5C)J^FFDaLIYHpy^*lotU5!wAFgh>+YRllCOqr
z@3fBYn&T~O{oqO04eBm9?;at9mb#;!Y8NaFbQ~;9+TWF??6RUqnp}n8k*?(IN+&2i
zw+o%}t{j{g=p-zt=0JS|4$>(DnnJimBYJS$A==KUwcz%AE)ChH6y{W&r4E{sDg+3H
zsaKOxg7u+Ng3+G!G@-&(co4FIa$FD%?K_z4Sr|dmL$xGw^;056XTXMtEGi^jhY9@|
z+cv%;xECxdIJC?Q837!`)oDZrEQ|*SmoRXs7(&h-+5p#=c+zPtMo~vq35bgrP3v?o
zPH*_S!*%nXpzBxwp4MOsvW*JTsMCYh$|@b{Si6gY`OdQNGQ2AUH*urJs&h26Ukmy)
zeiyk^ZWWE7Rmg|LyioX7Us#&?f|~3OhR|Cdplz9c<n6Io*x%_6>@v9|56X{Wy5DdI
zc1vw+zEtJ)aBqEH{-o~g4KLNsO1<@!yM2%*b%|82D`YN>)o1c0{Le`C(?;sK{xhZZ
zmlsMkeAj4=2KLd#bRWzgu%52Z)2f&*s&WmL+ed4D#PUF8k@^et78VJ5f8XuW=AkXc
zi3Mkg7nJ*TG4DO}B^*w2`CrHB&5O1r#%robPJIqbORKlh2M$^<Rkv)$N8M<{H*fnu
zSNY^?zFHY$l4svIUg*|DQa5X^uX6pBZjq{rzF^82t*!S6g+sF-F{S@4alhX*Zu7a3
z;`LdbxO+1mX}Wmt6ki-^A{IPi!MWB|Xr2VvXbVrU=FTN_5IerE!yPO>LtB1DVa2jW
z@5LpR*J?|6cNE*+Ixntx)GN7f*aPnL>C<AqBQ}cOtwnC{pqb+Fy?gwknjGMkZ7;8w
z;r~%-|6vf9r{ieuM2$`gPi~V~se3c-{(!66yd9e<q{-f#?xT@7Wzk~s_SO=b#j6%`
z)0X$pT#p<2>0k0o5!{yFZ!XK;WQWyf)7xiq{}`sXcrW+}!AH+urnjuDbB@mUm*_1k
z|ILpLH>B^ewtl+x*Ydr}!(outwxlDMKZiALJQT0D2?i_I!r2uC_}2Bp$+*PU&~JJW
zL|<70ozDBfwxLB-uWN-98}}?S%@nszvJcAyzaxjcpChjoMZltOd9aF)fTr9raGhic
zMuWHTUOkP7#kqMzdZWkkWc2Krd=&QzqMJV^(m78kWvqnoIts}9q8tgH+z#@UUk4TH
zmIOPe?hrX~J=7HQ!z}xv<aN7ba6V9&+#PTk3LGj-l#5nleYrVu@U(Ys=|4l7JQ}&t
z*_LD2n0<DWC?c}Ph1wK~3j%2s0!0Ub8XW@P5+P74L*N@D1g;%M;M*fafgIqQB>8R9
zx7_#qvm2KGDviZy3j6&(qOq)eF%&)K|0NpB%2mlJ|6OTpP8&bn`fI!|bh2Q4mA)EW
zhfTtBsOFUL-)SuT9>;WCqm6owTt@aO>v}=@{rgqf<vOvrybhb`Ik*m6VBeqmcl1@5
z;WSrZ^2eIY-h%$+K4q-ike-8iKf9h|n6|cLzt|9MWm(yRg97BtfD;)yT!$@(@qHRj
zMxWDGd7_gIy;#<s0Ud@hUoL}_9OmKV_j#UN2Gc%I$1t{u*BNps>_4TG1;hYd#j*Ha
zPHx%|S#9a>`CC<gm!8dpF7FSj183z^r%x>>82fIdN2hrUmu&V5n&QFg#OU>c*7O0r
zy6q!GWR0Xd8ySPsg+apBJ16M6dFKS@autNoLjBZ5ZY@^xUK(MN)`X^%SwRoI=nFyb
z27p^dGjh84bvpO#Yv^&imaw2y67{Wdj80iJ2F6_7N)OtoXqyRD1h<qbw1LqFq1N*Z
z;Y8y`YRB`Tf>Zm6g7wkeg3-DFI&=O;cu*mYDgx`#W{VR@+Q33&?}W1?VN*@AdDTI(
z=nzk1FAO5lA)CR2JP_ROUltsiMM4Ih0dd|YbigY+aByA+4(<AqvnCO6eRl?(dg%al
zc)1+noQlzat3Yp5R>Sq9uAuYH6r5YUrk*_}(^5S{1&!GusviWx$CM6qlusX;R5lf|
z)(oUKE4k69Y#sQe@^k6L4RgqcD=omWt1m1aqN91QdO+yv>9B}PrVSme<-zz-B=sAv
z!;b0dsk~ZSqc>jLKz9cAs<uaM)q7uDDMhR)s$4T_ycB-WlrMIozhqZZuUFhPm)2J;
zrF&idh~DbTDc!U>)A+qt_vwvRMe8E3Z%~!)`5Qm1$pfWRghFrbxI?erI#t@F4HVNx
zRT1;}G*iWx-qIUCOXKXV?&<wi1G#+XJL=8M3X?o!yj0|xg|sB^8GXH5qEu~+89#ZX
zscOKWIDMtFYQAdUs>Eo6FAp(p5^XzQUpaNMZb7?l`hwLeXbZjc5L4m`C~POXbM=cv
ziJlV|O6<d_{7bfYJM73~@x`$uu~dP^oL~8kTAP%Ingh#BMeEVaxsu`$&7;cIwGM5j
za%bwsiXA%JbNeS-Y0JF`Q!F|4L0nwvgtqugSFz1Je{uN<%jDig+_{ui_M*j(Im!3#
zmge%e=p;Iyuc<YfzKwI++DH>t-9>4i?-plNv<tVZwwuDLMYLEUqZD`V@pP^6`icr&
zxlNqb&qj<EM~G?DlKhMdZRZA*TO!VL?;=|5o4{QevR{0vS;K|*Oa1h3`lZNh*!P<0
z{!p*nH`%oIxg0Z0Yw@n|5%V9@T6WFfMrm2w|JT=H4{MhnR;rAlSc8$!-y9%i_!GY6
z0Y-lZ0rX5P0Z}zfq20V9uw~m$)hqUyWSin;iDu_6GV<zgpz?f1_U{4mYVam7eQ^^C
z+}sHbcP@t#t;Ue|zg_05EN52TZd%sMM*QB4eq?__Gk(hM0{q-OwfVWCH$-lEO~enq
zp`=w;7!~^tj0^22!3$4;xpN$pIocSU+S_usdK-cN=_4>xIg-2#dIwGkzU0>NSCD^6
zC!(?%iFJSJNXp$Bq)+t_a(-;omwCTJTo$(6X!8GW>#$MNMWB|9Kno}WrvwDjNJPmT
zxG*2#nuAizN0iQi8}kwFIq+aU0vCWF%H{wUgCNT102hWJD&_zei6A_4;Kh6dE)+pz
zZ)avcE*kmgn6UrzU&12cjQ&Cn4Ub@917E^Iiv1_r&Ccyc%`LkQ`Ab;m*->9N7`3kY
z`)8^#PX@LlEN9ewTVVDlth29MzqP7h^!qNPKOGa6i{^&Mgb4wx9{dv4FRZy4rst@S
z7^3Gm;ULvDW^iUey#*cmn1(d@uh4TWi_VMz!(Re*Awx7B(=i{f!FJ`g(Z{yY&&|o@
z(f{R~{A4pg<A1DXYlzT?`Frji=kL-mSm<KMs{_0AR;Ty9DdZV+o*q@45H6XX5t0w*
zQzs6qE{GSC>6JRmAtJI2jU6%!?pZYwww@hE*X`~p6peQlntyzuE^;AC%@?^LOwwrR
zshD^4;M^JzG@=bTz2gLw_UTINPD_V%yDEcS!vt8;$wF9Q(~J6+4W(0#Jb*D<AJGE~
zr_<J!H3hfz7PLV<joM*LD%4s3PVIOU1Sj8_g7u{Vf>DAoooVe056lZwzqUPTld~pd
zcggYO!g)Uud9p6i&6!AzCp3mwhXT;FPB+Nw`-&_}FHgoD%?m?f9Z5o;CxY9tbitvq
z5o9RtL7c-uIxxfo913TG!}N{h41~k=tG;w<XESP_^a5hnEusM}Ytb7Od%=w<!$Ft-
zjj+Y7vCx0qLb9+mN1lDq3HOF(2o_vjIx_4yO;Y$%V+u5LVJ-U9uLUFe^XSB4yU9n#
zAaJ~O0+!l&QRfC;<Wav{Q2yvn*tnEUZ1x&xS5iyT73E24^EIFTIX`3r_P1Pz9jcv{
zbxL_DD@||gSVxz-C`*-;@>1^|Qcs$AZ>MtQV>fBcq7>e_=4q*rcuTKn`$}5Z>!4I^
zRG`+#YO8K)`A7V2-3;mDEf3wKc~e!cF+4x`^=W0%Wp(ssWjpKDo^Pd1MhRkxBvDN3
z(MT8lrnkPhdJAW<qpsfMSt$Q8X@gXx`4DMQs)xQ_=mDwf^ILpm;q!dcu03^CK1}8-
zueIbq`egC^(Ipb;IbB*Q7Sk3htI=D}*r+X}OH?==xgwrQt|snlJ&W6vd0D*H|De+P
z@M%r^(Dvf<*E-S4*NQ7q88i<{yw}<*i*l)Eeqy_``?$TY`e@4q+*K@Ya8O)S!BSgX
z_e5+RVk<6NUoW}G$(P)T`^QA{Rql$OixzXc4~B}z*6#6}@NPS|<Y5~{>;f01onte_
z`!%DuqYhd{*;JiazJ7D=ZvRj*u1Pa)*}fq0R?oAVxw|vDshff{SFDUb{XKpuCXd|n
z`#8Bjvf29!IcAu><DK9W2cJl$3}{J1>ls?iWGmU9)?Bl^zs)F(Ruk5K6ZCU)EU#H^
z>3?UMJPZbn(V=v(V}4jx|2jC+#n9{84LBYg&bLShGS0IXbjdsck@4N2)kFz4zVT4K
zvJWQ(hn*r*mZE*r2o%M}lRcFNlb4$;An#;Pu-vv3>bJK5=YZ1WL%(p|*NL(5NftzV
zFd55}kqtC_)JlK|r}HGa>Pje9W;P6;a~6!M?j*rm`huz56L4#{9BgVHg@`K0L6{}M
z^zLWK(>iOwvG+j8KL`I2MnriqR~DX~x39!H^nWHNk3w$jI&=*Ce|&bcC=v)+u|x4d
zpz?@7Q9+;rh(NJHpmK*m5klYqAyAwU1#*C*C5zYp&qiou(ulume8%Yr`yBfi`xW~V
z`w#mKm17$Qw56f_t1ts9`l!_ZZN_JuR#^K@(a+7Xyym&3|D9>FAbi#69QuiMYS<d(
zkbkkzPw7*_4H%uRw#sE>pR#WF6Z?($y-w6#zJ<{lwHIv9koJOkKdbg)n9ZU<7-F+5
zD_1uASB=d$fyooyw=_26eWBnQawyzCm6HX+06WDo_&!c<*bpNP_4iy<%il#cLg-v<
zyE?E&L3MhY2ZB-3a(d*HyKwQ1R!APyL7g}tpCE3WK`&(q><gJi=?=*gio|Rew(j<#
z>uy#RoZi(Dnm-uM80kATU!brsX>)yg^0h5Jpo)jU_u)`lGl!(qt4`;JUx03RR|@k#
zQ0nX0pH6wc3dT%mM-NmwMqAFDCb&&5P8-Y|DAdYoC!DAmpmsc5O>nY|5Uj867mUWF
z(^+Rnz~yPJX^mceXk)7+a{iS$*<<{g%p7P;w&d|53)d@YY=S9?+Mfz;lO(}yU17l?
zq$gzf2oU>bDIK^n1sn=J2ZsYT<n+iTaKjkrl>16*H>d!_QWIMHtQWmeW+~jP7Y^D>
zT?OY>3#n(`eAIQFrJyNzfJ$i%g^!s{=!jXRX;Qsma8ccv-t^f_pIQ}R>!H`vNGG=L
zdDmiU+-v|eZ}u1#wJSm!jQF$$=LeaVYxv2dZZn|U@UXT$!`gRlJ2<T4z&`yO$vJr{
zj~X>Xjuhz7en42;Az|IRbR9ULrCX=caz+#Fw7N@`SxYnYdB#VodJTIdb=F7ez4oO@
z6TNn;ZjLyodpBvgZtotIUeT|y-tWAHl(=V}<kL+MKlZ!E`@&tRVCyT~tGOejqjOKI
z%u`lN*WDIri{4I^GItKu3yF25jkP?)^Q)XRmic$-q6=B-iygSl@9sH<FWBRxG|{Q8
z>S@`Ex=oo^iEW)~`l?S)=pGb!uiC#VMQ;{(Ltm}(cHOKU54bM9UGyai+3KxcC1?vx
zFjEv=Q%*c}Y!nxC+g+@9sIipXyO&B6ze3YaxF<gEnW`z)TFb4ya+=#Vexf2_Y^d0+
z_D#i%()YM)wL>(QPlYL-kEklPTDMctY2!Ghx%RN=7TsQJ)_XCxETf*tS)JmP>S3C}
z&uVD%^>y@{WqDI;xqY~1z}YI?k(b@Xw0il)@>jC7d3QV%&sTWj=T>^Vxc-*FsS_)4
zlWsa{Qi3z&&i%EH=xXv^<|nx?vdQF2IcAtl;$7ea<(ra8)Rb7AXtO~(O{JVT+GPH#
zO}shR2eIqxWB5zQ(i<=|`ZE3Rip$+@kUTb_{ck3~;uUS6XsuJQZO&AP?X`&yt!G5W
z)+!2j#L6)HL{V@T0!ZF6WmPZxF!C6*jzstA#D1j_cnpYz>aNx>PgfW^Upzz(I>wM>
z?>3l6Hl#n{{U{@kJF|%<ziX`>8L@s4A7$hM?YbHP)ja{*!fjy5&Q`GDY+Z72pFe50
z*#<mnEFsCmT9V-5=ZJ5X4YWG<`}O_9+Yx2|u2}b%jtpykkIc~`C;BOz-0QiK#U^9e
zf8n#cly#_|jVvNTLf}F}1nQA8Vfs5vujN_$2oz%kiZ7xHLhkUdY_P@Y<(rd36l+#5
z-d9Bi&z!h73*&tuarI@W!JuGJGVlz*ATand)M5x=sLK$TbA2!ihhX?i$I=@zH2yOE
z?~2R){#7#AL?&{05;TTs<R1wk5;(f7YE}B^_w;OYXDmBnifJ0aelA`o*f9UV?<<e#
z%Fdlp(-0U>zzwumCu$m>+R0ggELi>Co>1Ul?Fj>ZPs4iY!r#rLbQe36k!c!uz0ep*
z;GZ=O{A95(l##%nOw%w-{_qcv0-K)!|M)Vob7o<5tW!R{rNT)Foje)IVZ090&_|(1
zADvtdpVjE_ZHp5F=F4Eg>~dHJClXA@GID)L<mCEfGRczu<m9&gl<{{Y1m-kqfb4x=
zP0A3_YvS)Y_>#X%=@CMhZw-IzGw+3{0Z-`12SezQQLoe)I}_A-uO1TG-h4|N=UqlG
z4jBm(Gw#zJQD?z%j=g%r!V^MLmy*KP>vM!MyB`Z4O_$Nmv;!PlbsI9;wx;`TB|+e5
zLQ+l%Q0indojaf|bk&9mp{^6v(}yn<29GUAug|R@%v+U*(%-anUgerJso{K~NV7xG
z_I@I~`%nQ+PMAaDM?8h?yV}v}6Hd^Eb?1__g!^PySR9Fb?n1O{8^V!x?P&e&ok-NW
z@=&_7KMi&4DU`}sOGi9#R7cONB=~!0&^pwQ7J6`+&Re=iaHxJ>C{?%u%xu*Q9*oKl
zGp??sJswwssaG;-Y`XjZWA8h_qGr0bS5%N9D1r?XkZQw%1va~xnJlQ-z={n8>;*e^
zDIzK=ii(I`uww`7W;cu23xXBwJoa9(BmQ%6!-Kx!qu;AO`hEYou6w7QOlBuJlXGV#
z35jhrf-DNCf}YRh&~Yy_oSNJP-L1)CS^q^iV0j#_?|cI@Z7!2a3(KR&z6bFd#b6XY
z;xOJQAAz6O=}>T_f63ILj%!14hyN|H>#2%T50qW>7_X5$SfoB_K2V<2`KG2$qn5(t
zK7uU1d@W&O`*&=`2MYv~ik&rXEtd(2A1bJy9%VH~s~@VP%tKktqH98)=}Gkz)miz;
z$ervS>>{%&E!C8Wu+wl3PQvDyw#ttCJ^9Q<Ir4e!`)G>sXPK?DQZx#ZBh79RsVO1V
zV{=!;3g+prg=L*aXqv~B66%M$uv7dRv6dH$33U?pun&S>sZ-`QW2JwE3DRe-!pgPR
zR2E%MXi9hTpzmXD%x4TfDz((x!0!t;W47Fg5M)lH*jLR<3;t^w@-L>x@K#TP88^*o
zRhhPF%2eq!-f-Uv#^U{0<)dafs&e%*nDjY@e2=Y@n0*~smD7@9(j^DI_@!y@R8_{x
z`7Y|Ue8Tu{dj{EBGRI>^@OptQn6*1%q%#Mn^Yhy7+V%S4Y?(ooD@?7N$NY@VRhh#J
zXE5sei>1YN>hg}30(0jo=4X2d%*w8|{4EDRWz2(6=`F`H{Fy-;n9DjdrGb^2@XwYd
zFrl0NzCG|q%`o=-1w*TNy64lw*J7$@dI)WTO95O?;BxWJbB$E@n^y``-GUDh(KsyA
zbE9A=<P?a4P$(!oD4J4uQnaARr-U@jr++krOMwqX{zI-b?D{1ijpqAO^q}znQu*(i
zCmyaMX=P6`WF5iF4|K<s+IGYJ+Eu^@oAh8ib)>Yi;t||)##TI~dI#LOhcVvJ@`L=P
zT7ry^O+>pbCZGu=x8ug!QjqFuHT1I4Yb-fF9Z%dl0yl1tu~}GEl!unEvNe=e_W6L6
zix1JBlc3af&Df}!rPw&%QS9PNar8Y=(P+oCEL@50g~#-IjNT3#iM*@(VVzWcY_lQ*
zk1bvc>(;A_`_3(c-Mh_3&nB<LX7gU+QXz)<^~r7yh46DhC#N{F+k<AJvv0r)|6@cv
zT3@20Jwxa@R_LFI-j?Xafw=*|TLXaU0l?z}fEfa)EB;+`moOg(fceY+&2yNw=>G%2
zJSG6{JOLVN0rU_6L(R9W2<}Ps;Ml;ifc}Sm2M^zf;;VC<v>aAMTT@h{u%mFGaH1%n
zuQXnlqCQ0f7<y><UG$ae=Tlc2f`L#f_4kK^we@v_@N=PhaL>q(BH;6~-#INB)>r9o
z&jMQdmATNu?~lr-p+&3&7V8p2k^Vv&{IP;JGJnTPU_$%-OYe~ae+=sVl0R0ke^?3p
z2l``0(`GO*pv@wkg#po&!h!-QFc_XVI6@f+ltZ34sDUxUJu}dUI1HFDh(ZY4z<enH
zM69cD2)ba{paVt@+lb|28uCOy8N@+gyDtf}1O5Z({xKpNSP^s^j@8c=u?a<y@1E|?
zZFjm`8#{2ln!Q%ExO-S}!Lc978=gjvTG?_}&JN>t=UFK>v_8r40o};uveR)ygb|s2
z!4=;vw~<R;5KT6|3g;@-GU7UA)K|>Ba*-PmvXz^<DVCf#U775g(*w6G)*ah6&p_$H
z(WH4X25;!oADbTDh?j5a$SuiQMH;^9PNK{<;gIq>$bmUeNavYeoL#3uq|MceiokdJ
zTpfd*T+>zFq)uQcXQJDNleDL^t&NxBD}m2QqXkC9d&V}T32%b3LPnt&Mvam>Un9lx
zD&lBecih3HGA_1oH%iF!MU&>f!y^|BLG!1L<?Kec<;>k);)_+A;^>SZGV;+xY<7PH
zHowpmof>lq-}GKUX3CF}vYAGB_JAp*X@lG3X8GRu)*COZ+Mi9*1CkZ(jgv`m<6-2=
zn;j&i>UK`=(n|bFdIWpn!9<61A(!q)l4r?P(AEB9$kZ`$=-rbJL~=R~`;<P3m!{Ki
z0C(<ytL<!w-fkR=vb?ULQ{~%=2kRHj#=8Bm*;rpyR1FVVR-Q~F>GDe5`(jCX&Iqh=
zPFyO4C+?6RxR9s*a5R~%^JJ8u6L3W1y04y)*ip(%T(nzQHY-hrM(t&9s-FtsrWa+`
z*9535Im~2->-1qu)O#evN7d4h_-DeVQ@8nZr`)7{W|k6c@^)$*5=IFRng_^TOK=*y
zivFldt+HwdnTfEeE3cL-hOwdJLfP7nD+%+1{n^@wwy<x{l~$j=bq|Gh&(!$Weks)Q
zn4>XL^;MNEgZYd)gQb=;)-f%2hw?Q|Mr(>WImm<_J}Lv}D#~=}e*VQ`U+HS)J87S~
zM|hV3XH`0hJ(X#d9GF+*EtOGeQOc}SF*5tX)A?K14fvV{j>>InL+P7~&dlk-=as?T
zG1J-k6(3o3A)mG}(QW>X?Tq!bWy*mQ6J=#v`bl3MzA2qj*M$G8VWPDB`^&PnH68d~
z7ICVYMkz9r%@_CveqQ|9Bld0{Nn=!HysI-6hV^CwIyU87uGcF#TmC3=4utXNiP$Ik
zwET^jDw>u<Yv9r&UfzHUz}iJ1QZOF}zI|DWauntia9OMbJ{=9=a#V%Fio%A%mcpLG
zk)mM6md5}8YnMNBg2ls9B>na!gCfu4rO}4CV!I67+jAKnKm8ipQJI25uO7qA_iV(m
z@u9erWeM!~GF<-BJQNvEl+vE2A3M6y1#LZh28XlTu}Rr7=*}tw+;YnW>`7lExVU8n
zY{}WNNWiF61-S7cVbu{GQ7p#Dq;4FFv>T4*mJg9Xol+OQO>BmjRx!twt87F!oVVhU
zk$Jd%+8`{mT#s>sw>Y}XG+b%u1+>C6j&-do!Jf_&5tGpm>ik?#?v2qX^<mQI`M+CQ
zJStzJ*}fqkPkFJ;g*`X$$iRF6;9Ua1Qv`sw2l!r^EqbD0egHaqmJcvR0C=nbFiU{w
zk%EZ=V8R9f<_Z9h7yuqE08AI~yFGa8LfZsr01ywzS7wD__=5h2K8Jn=@A)6;G*~0m
zga7_blv=A_pXx)qeh8(8IzJa$cNdB;QtZ!l|IM^`T)s-1KY8skPN73n=tpp>(1JMR
z5p5aF8iPj!uU#gK>9XTxH1z(s4Y8)PxAeVLB#!32{y1yQ!2`6^BZ4}_*Dj0uz!L4g
zR<ukbr)c@nPamk|v=7d5+xzs%Z$lQ<q300S9_aFadPMpAfY&bnAs$iD^cW1LB83Ho
zNIPL55z}BuFmQ-7y);@tO<~Z3ZN%-wGBI6vP=qotNGOB4p+49T=onFm^*{)N8w_}`
zZ?P^2AuZMk;g<vkS<wBhMKqWqXfPa;pC{tZiz2|j?#}gH+^upE*Ruz!SU-X&Vk6`v
zH!p`A(M;n`HFj0>KYCj+CiEfK)}ax(m^1=M)Ym~f?v^Ej-z#oIsS0F?Y6|x@OU7lX
z=W+v*T@~^(RwU_FEAq61HAy9Vaf^sKDE)DFTy0QCG9xD)AKAJb$3@w4@geTm=v*B#
z!zP6@+G@#d4|V2NzAz@ItCi+-EZ>rowI(PktQo{r+?ht^-iyPb^-tq9PpXqc3(J#+
zN%KhSjK@gux`ncM21QmLiFm;cZ@gNQka7ArbfW^BmfC~yTLYAh$8oclDTzsmb||(_
zBNX1miS(;tfL#}6agx22F#E)r^nM?~El3IGhP2cp+hnx}n$d&w*{vcc?sUXwn~Wyz
zSIQCJaW}d9jYn{$Y8)nGpD!faN2HN}ygE2yb8!^c`w4DPe+zn-$6&9&8lcm93yHGd
z5>nyLM)b(5A@1f^54}}2$NQh0#6oc_9+Y22bX~+9{<pK!?Nl>;*U8S^Hx@ojZ!7Qn
zY=O{Ic~0YOaaovjDOH}G-e3K)d~J2A<etW@^e&C7YX@O{%uJ!q9UnfgFUQueZ!DDF
zcSUAWQY{=Fep6m5H&eJ?)k;;_KTS9<AE6<Z3Sm>_-cm)zYyRA^L}umd%|f6<Fe~&O
z&KhP03*luO%J1u4P;Y9Uh01n_)zt4WO?`8AHTi*>ftr$oD{C6`bW_Lm9?lF{Z?3W2
z5u`D)^iY*KXC<|te1%UB^59bwb(zf%2dY=Et*fbcI#5~dbPZ;msu+{B{;qUx^ANs|
z$pGox=T=O1{prfT+TW8tTX~A_Jn@-yV9y3JUHZyp>rrD=CCAle61JG|jVBp0(!s29
zxWrUdDs7Zo>_|pssQXkoq1+1Q@KG;5v%4kluxhHRxcxo;##Oa)wqpdpWaDb-x^rf#
zlKtbAgWeqx56Yjl+_>FO7^}pd$fvDu#Z=L>71{uogzuuQRR60_u7XcRb^e38YV+&S
zGVo1d>ZdV<8wEolr$7{hLP6m{(UihdyIub5GQ>X@s^dk`=JWhtoff;hNIKe%^bat>
zi(9qC6#~xSjUG;T=5+_QgBqi-%7*x_HW4@`gf99?dw@!=a+1IBp|io2-=fHYz3IP`
z;A)x)xQ=H$Ua07TdsR$D`x`ArI}hYS8QR>h600zipi&zzpxvV~ArAz_ooRx7&AVfH
z{ms~Th!I|9Hwq_8uA;q8Ly^B@2Cf$AiMF5ofLfxFsDAC;xbu`AupK)#&l}0!tb_RH
zf`rLRRIQiM=lQ=nE%x@8XlA<*dh81|Nc4Wd!vXwgnhAG!#JfD-Lo<t_m*C|Aeif~R
znNL7XEx<$pK-IowQ85f7qNn-I^pS4!)hABDe5uYSv$Bu}0_~#sE*h!b4$hm_`IUV3
zL-Q$3lC=FS`<Exh6Z@;QupJ83QnPPdObq%!8Nq+R5*q*FVq*U^aWQeh>x{Mj1JFr$
zpVD_NCZ_&_*v>Ec4<g<CUHpfl=^mWmK=<ID2%P951+$=W5Eu<%kbyD?K|lx6Ace~y
z5AGcmE)xeRGf>uwxJ_X_7`R~2fIJu=L>-ax(X9OYWkt<?!ggYtLHAz~@dPh|#z9~I
zXc2c=6nSgs?rgN&-Rh=_3mEL|ZoIY_7y05Gc{kmH9BE4w7bkU56kpJW>k)s7v~e6n
zF0|9flP`IaoiU!+{IN>0IoN>PUKVl5>Pei#HN-j8T|s*9KZuWXzKXMQ-jI~1@wkN{
zi>qB)h0=CiM)51@Go|CobDcsbDCPye<$@m6CpQMga*M}KC7e|zS$H;+BtKfqRYWIn
zkJ1h}*U1#8`;S9&=5)u~qvJ_~!>>uJ%Jd7bN!O94=R!13uOCX<mQBL+yzr)DRY|8u
zOSx+9XUT+SuM{(8By);|6NqQ?OQh_~<7Dxgx}15vMV!svk$ArOcKo>dTRiWo73r_4
zif37@CDDD=B({eiS!69kPmjDo$GzL(y*sa?yZhBxcJ@5>e`ty8`nhA*lsufb@eb~A
z)D*9(zKhg(lZrd(*T==948_j=MWoF2hmo?*su>pzWM`IM5%PLpQJ+u@mTw+msHq+8
zBuuKbTehIXO<}CdYSw%#5)7{pP2<gLgmn*J3eL(5{=J}5M{#XfRoGtPUH$3maF1^C
z<75cCL$g6vdpWPsNo}C<@=w#~sAT-vyt#~-?s+ERMhRh{%1=7*)q0K2`-<#q-^M~Y
znXa%n!A|2D(^!4cOU*nxn#oo&cNA(3w`TA3KB-P6OW4NO<w7Hqi^7Ty9-3i&%~b~b
z*YQp+P1T1V*Ho3B6vDKKT+3Idv!|;fEHo9H4&V(2STL2^by41bZ>lPLaW-?j+dRI9
z<{*<A-(Tf;Csew`BAQ>k(^OT(`ZVA1!$qm<nm#<+iepw~UXxDi#PM?u%61vGY$Yq@
z<-%0oa)Lj1$&2aerpp{E+ecdYnFVjVZWMF74bMjzrZNfF%Bq~+jp4@x8ZZ+|+3@$a
zbmteJv5>B<eNI)f+F<3tu#p94#~(G@*!f3~NCowY{gF@E-ifKADI2r|hW#H(*=T+L
zLDy(rJ#c<#_*J^5)%k?7(QWeS8Vx_8W;FfDGoduyf#Oem*-#&^>UiPXOk93wC){0w
zu-fc3+rAP;q4*T`9Wn=pS7dQp(~5Y_4o~@qa0x2C;TD>D2)tPdc8P9_c9LN9;$k$)
z8(1F?zq}aNPc4Iu8)l$9)5C1Jix?f*PH)^(Dy9sCi6{wLFw_DETb4peHSgi_UXSo7
zomnWyTNkyBt&6goECC%nyw`qQV!{#}pf?nA*ZQJIk}0_C`X*Sn@owpJYf#A-Y&bJm
zj6;a{!yK|%x~g#A?+_P_;Y$?nf6L2;#F@nZmg?El0|s!=0u~PdoU{P*2EYjj5UE}*
z8VA(T0!$qM)aqMi4q-R~uM#}aA4dIXUC>5omor6O?GW=#U%S!jy3_5NP&A`xP66jq
zYl=@O9!-Dp3@J@_r1)R_vZ2BYZ1bNl1xiT07m=nx$X)*UY-r&;F%I4f#KC(JDWO;<
zh8(7KBvBpey+9uEqsX9nt`uYFGpuw5kbZ+P|BE@I_W~b}E$qFB)bMxpUW%rQU=TnR
zD^Y-9z_l8vpalhpNY%tL7yv{X2jwt>XG8(Z4L}FtB`L(~J&oq4Aq0a15w`~&pngCj
zp-jxD(SkJOiTPq1AT0{y6&6T~Z7-bvug1ZeL5iS|a14Hqh&wKdNOpFwednILRYnZw
zAK|ZPG3=h={GA5mt>q?i_>nnxW!Y73w|kCaLv=e&nTtu*TXQ^ldUvw3wHG$atH&kx
za3dS@Vz~-$=*xzpS14wt?&L<ejNqm&*hkXlJS7qP6~tlSYIMTf09P|;jN%_PA{*-r
z;+CvRCk;=xB~i7hk1*p3**|>->6lTP^UnT&UgTIR0#Co<oDZDjnzrvi>P#5JnHUFg
z5*t$zJMA>SWH*Kkzf=|-=(!Sa>|lUbOu{G<xg+J-nk4j@F5dVema}UV%$b+7#utls
z$I&aBkf2(I*lhQDY<_(wI_cd8-)wz?%xIKJOm;cqS@n*QbGv=WG5vKUePv}uyQ?u|
z;+ZbwN_-HR80O6B<>=$tB@J=<^PBj}`@!Uv?`-m{sXMy5DUVD!*cRnF8R4}(o}kmF
zHrUHzE!LkEh*!o$kh+zQ;*O*C;o>9viwEIX5zHU9ywzVd!*jIkRF~Ppd$eBNGwP81
z@hnDDyVwOG%;&Lu?+&ca9dwJWWp_{g-v6Gav2B*H&bgxcc9ftoG^#Cgd6CQhm0>G{
zh4htWw=AZvlsk$IENiCj%qlc(_RiF_zFSYDQ`eI*_o&UEeLqyb_?@msGCWD<v0;aX
zbNV3Mmz0q=FubI(vz?DDiVsxVuX`hGXn$4B%v;G$%m`p>be|y1+l1KacVDwFC)XCj
zJkr?KPFqzKGcWUvXD?G31h3~E`_)z-E+4BZ-PDcWd#XRP=~ax-VDEf3=hy_nw?PFy
zN70A3IJkmgI+jzJoZywJ6MB43-Qm*sXt~t?+yTDsicKn=dApP+j&Ek3Kfa=jRDV!r
z&UTgA`8DNl*0$rTm&;UcZPZ)(s`FXqWTnB%U~iu3&?$qT+6?i>tKD;3KKve2WloNA
zaGj$vlbJcvrzd=rUicFKx<N4WC_G%b?wU6<Hqej1XSGrKu(mgUYVj-H<i06$bwNY^
z>8ycF7~8Vo?D?YzsQ=Fy&kEHl_Deny%@tEc6H#apTsXuFlOB!hQy5Z+lOeFit{eqW
z7`ULpMG-D0RVb_|Y$$9gz;gv}^%D|G)A@6ST959V=L_j}pO8<QZb$J&qDk}fpG<{)
zfY5YT3Rp_gBR}Ie{}B&Uk#mmzq^G+-jw`<zn~&O#eS^#3!EZ{i?I=+VzT}MErFMAk
zW(VvYa|hc8#Ilk{l&JRWjdsrB(L|f$XtVxc9JYzWhK`o#dQF0xIJsl))+KBwO_7^*
z3uVnrFghF&igtF&qCG~5WTjo~tVln0exMG!beuJs5|)Od+;!y-+C-ygEiqp7LW(OG
zbwXFqd*dOu%iz|o%doV{3@od&3P+8bhAa1T$HA+Bdwe2T|K8%l87QNC2pVGB9-YY?
zQ#k*3jf+R=OGMT`gq~uB8V)7}0KW?W<^=%15dgj*0Q@@um>mH8J^+{?z(5NyM}UzQ
z;#?*8nE;rt1i<Ps0GKQQd{zLMF93W>0GKl1pXM&X%mM!`v9+Uh0APp!IA{UG1;9xQ
z7&-tz904`8s6|5n3?%><MgWbpfF%gu^2Dh>)q~>!#{l{r`WpHe`W5;S`VRUF`Uv_4
zH~{$e@c+MQc`VhdPw_*aIQ@L|qV<3B8CRO_M$w(Z?{nSXG2N0j6y&ROqy8wA4n-6&
z$B9!u#>KqCAvfXgGVz-;MJ<`luW#Dl`j7@M>+>f~#rm;C+lGHyI!n(ZSU&r?m-Uel
z|LtYv@4p$<g(pq_ATO(Eq6`KFMq)t$h6RHj7!ahvaKO;OkichvGRT8+&;^5oP~472
z3kFRvOwb2`ff5W7MAR2Us2A!3T`*!XA3`u@*ax%$(x3x?_~-I@9@JHo?&sV7>uJ%T
ziXhVdKfQrs1BxQl{_eGpc6YZ*>BIRgk5H_yIa(3hp#yony$3lweFJyO=z^lZcbH;~
zv=`TAZ)K9X<{_Tk@DQ2xW)8mPK7dR7%ZDu4Y{b1SmC9wsVQzr8y+XdG3&(jc#-sHf
zlgWqs5qmWy(?d(6W3P&nW^Y>J_0Korva<s4(ur<3&h`-(-=iY^HXmJHTec}@G}E6;
zPMyoG%rGOTt+#Q-UY{Wuo8uJ~qLR6a0n5qxOJ_*p{s3%0z8P9s$%_nq))(!6&f$$X
z7cY0Kgyx)khLZK2h~&;g9Br+}?R8h74}1Hfc#|MBskAp9daM|V>HZf+?}wr6n6upM
zuwKOY;c^t~^%#Xu7)<(=XpLRRyyqkd7_$kbNYAQ=xCPz!aD($0vQ2TGpq=!kRns-(
z#JWrPtZf70?%JF9+Fj=E8|rhVtoM*H?aq_!i`$U(#_jMvX-WLL7e_jGT#3Chx8hRp
zsFF@J_FNW&Lc2b}e&r^ia|5TMlkt1SgY=6Cw_CyW_`h9d+eS4#T`J3P@(^-ux5@(s
zRTca+do{I!1_+@Wv)IySkh=5jaq1NGT+=u)M$;%RM_3zqM5twz$>-jGCciOTiS)8v
z1@$`})qtQaas#LS!nKMrRi%p)gtG@%Xj%_#p((cN6o0l>6=qQ2M0Lpc@tVpKN7h>B
ziBS6PV^m|^aDIBp=CXyWO*F={%;hs~Bf&L$jC_Bxp{B%~<r<gyXVeSzt}}sWtTh&0
zTc`|NNAnI#U#bt0y{giN*-Z1Ui+RVyQ~b5E_Oc<dJ(R?62mkD4C?h}rTskbNA&&xQ
zF>@8~WqK!u@rr}xn5hT-_%SVO^2d|1m}19VrQ=3#<ln}u-s8D{4IdmH#JDE(Q3hI?
zt4h@hben%!Pi4@lrgBo50nEWQ`uw?JCHQK?f>b&&+nG@pj`DY-YcjJ+hAOi>k_(Rh
zA4Qnk{P3Ym?1y}U{9a5IO^~4la3T0^f()J)-R_GdSz894E_k?KeUq<Nm!W$9xVRQ{
zL8xx4kFmdhY2Fv#^82^O&x?uOTqMD5L;O0kIMy-<oAr*yt81;rk%70^HoY+l8L$F(
zoWB{ndso5Lx-~_mD*CZHCZWjad<vS<DvbUs3GR~E5HnE$D7SWN?B25{+S|(yZSMmv
zgamDRT#+@y5_G8JDoC@t{O!<$hBw*S{YqiO1*>r6lS;VhNbh{z%t2B#&8ZgloiP(v
zU6hEnwpxXn8_h+v<L=;&?oaZ!4^51N5CoTMO?}T#1!*=^`!wg*rNmzT5<zVfLXU2t
zrobr;0KW(Dvk2<<5>xOM0dSuQ0KTP2!oYU~zY+k13;^Z@0CEPf(!z#@05})`TP^Hp
z2>2%=DiYAzR2KlG?pqeo!f*lo2|nj{5lk>Xy3H3!rnU^)REy%PZ|2qN%BUVofhjl&
zcZwzylzd2<YjyJ9(5sFA$6{Kl_r<sNg8t7I@kIVAL2QFUwd4$5MYNmFPEPxnhJ0=x
z{Wz!(&HK`uc&S&AuLB<%t@`&YY5tpdsaF7tXT`d~E6CTS{m#)h@nZb<e!wdb_3~#z
zX&=+#Pv68#y#mk?y@HQ~@Kdh<%KvSzplE^zCo~u!+$GVW5C;wm8V7+q5l{w3D(cYa
zC!`FB8kB=R2<U+T!2<z<fxN=|0eui4dN87kb&GmnXkvY0Jv6Hz58|SL?!O}930(w1
z`*~hYQG~3Gd+pU4cdPZ=xE?8Y+>OVDa*<;r$t!Oga=6|WMSM+N#prp@xE|f2N$V~K
z<Xp!aIQ+&dvSas2T<+il#ezX;WbySGBqK<v@Qq+N2ZL3lchfESpk+Khw_rF4KXHlJ
zmoY}iNeyhXz7ttE!VCx0zN-jbQ-y2PFq}-E+y@)HaUzDUu4MZ8WePLjcii08p<G2r
z0e5%y$M4$Y;B@%_6uof-P8!sK3@Pn__J=RW8*A6cOP}3Gkv*f)p2yZ`$?NT8_R2^!
zRlOfq_0r>3tqf2&zn#XFy<eS_t=^9eu_%Kp?0kf$-%{flk;x=<LvfUFcZZ_PR6QJ|
zdcrxnyd-Z=nUUC`L&(CbM(BxQb9B7T7@We-Liai^#B#)Af2I<4UVH&JlAXlfbN#X2
z;o^ANjdsNA%-w>c`itJGTTk5Ke@m!3tEMkJD@$8bL3sP2xcXS~LwVv{V@=K5wnE6W
zaM{ddbA_Plj;v`rg`mHDj;2xRTw%?z-9k;v*?g|Mk2)&xExX5WweY&nEOp2(Tlt}@
zXV@gOcv+3{l{LjGm(a9&WuYlnDT^8HNtemi^<WZqO%eK8W$m8UYN4i>>Jgh`m?f0)
z^%54EYc$Pf&QWIu?P8uPUa-mim&&E@+psqpyjAbNR)%djq>142e66t5vVmr3Lu-}(
zvvR!snRxZVp^H^U86)_VTsLM@afy1xiWp4=;~-w&t3Fdcxr*{mLb$5T=6cK#d&2vb
zo6YP!>aTLteJEYrrzgK~&jyv{fj4}+Rs*F{o6WqeOFYxq`;Dyj><Lm23mZOk+X9*H
z5Ie@9_hx>^#5K%;#_yRu={9aT126N{tgkV*TGZmF-#pGF%xj@?YO$IRn!B1A>CNzW
zC7Jx9t#Q(|;pJ2%<{eY^e3T*{tUv2{#?C)&d=&d5pLpeosiKJ&v;+qEA4<GveFdb8
z#_LezFOLO}hQ?heU|IpD6Wk~miUQK5)ltwq4~nJ~o)j%8T2XjW6g<61<NsTh$olq7
z$1yWlT&^d5gIf37c*n6Othb*8O<d9o`wXvwL!Fc8-KJhR{?rM!xP1yTN<NFGv>Q)*
zK!WSEEswTD_Cqhq(U<6CcEN*?9(L|~0UInjh4T7h)+{g-9dt56+sQW22SG8rkKob1
zk!Z{1Rk&P489btaIeHZS2(`aH6kV=70(7wM^*HSQC=_?I%EfqnJM_T*HZEgw372ph
z%3QbsD*1wScZ17NAZU+kHnJ&$3o?F_h-eI7B5wa%mdJwt2KXo9W=(YfHd<7pAwVQ>
z|3uutya6JC`+NowOdbHH4rl-n55QMmt^>mn_?h5C{xD)k>nb31G+vh?e|fBSsDZXM
zqHv{<QhY+{v^wrIzkt}$IQ*5?6mUnQ;3-HN|3AD$76?}UQ<Kztfw%}*B8zF)i0RKm
z(R=yFC9>3e5x4!)yJumEuIRnw6Tm{=OTiM^-_(04nizsX05Jrk2E%}BH4r=t3J@?9
z$QR3i$U!-zL11Rihyw2Nh&n*v#Opncelqh1Y1jwof)0%AFe_M?G}2`LtRIk7&=n!p
z4{1@vb`(yFZ5Q+Y^-vs`iXe_~41SJ?J1&Yq(j~H!b=|G#H!!>3wO6!|#4FAx#*r6~
z+L1%oUvgLaSK)TW*()~aOy-m;T9dQ-IXHaIM6zSrL2P<{3YYBko@|nYa^*8Fah-Yu
zDrT<j$qhem#7&+2fgBG+WK!lbV%KXUu2!-HI?6mm@lS)vhW?wmB_oTGhHGz;DAXPY
z>vtpj=58bHtCr!sHzcE%qcO)^mMaGMjN+Q)WRg13XXp~yUgX28`ego%y7+>foCMZd
zjrN=E!5b?j;w4))qv%90luV~&Lf2&D4Tg<4+ZQ}%_N)oMa48c<4}U>|dgx-a;HlXB
zX<w94=Pth4Yz~=@qe$tcIyg$llAK#rgB(qkadmFRVKktNqFcKL#LwM^j9=TCD`i*=
zzx-g2y*)}19ore?vSD%Z^sNQDdU7n8VpSjIdS&C)TRWqZ>Cw1N3pLig9fuQCGfADt
z<8iy%kyz)>4e=oSq8Ym%_dQM@Rph-9vSVw93U4kCR{N9v@_X@pH8r~&7J`F%%2oC$
z>eqp}tW%u7`t`sknue1e32Uma6RN+O$iG`!U1pgOz+R4z6haa*W!cdU)E3nQwqLNd
zy6w6i8gKK<npP86Xe6_{@n^bRX5xn)V&Yf(3w_jT;qHw-^4g}}8oN4YP{m!t)z#>W
zTi1KKs$DBDV#k+%%R0QRBh1y+VI3AuXP+7F6GE$dv8^{=QB^qdo^NnFU8TQaB5!Y0
zQ+;4%DV0%74&&+Ei?`2vr(Qm7r>1<kJOAwP7U`1FRixe8UE%Aj>#EX;j8dlG>&iUo
z^+GvqStsS$HaBIqq!NGKVmj~GI#{`R?s@4;<q76Qu8wlz<*rPdwTt<PkO}<JB?fM*
z_fBQDgsqlF8$6Mf-f1np|Kyg^E5?O?X<^Jf*uW@P4Xw@$OIym{8J5g1JbzcZ`pPI(
ziIyvr0h78HoE3l6Odh=%`%^^hjeJ^J@QIqDX(hA+E(79aMvunzDGVt}Q<zYcr6@-M
zE9Btv1edt4zAT59gU^{imq){bcf4wSH1IQvq?NQxLGeXO3ELMIs#icUA)lt(QFJJ*
z^KZt*gHhx>pAYF08iD6-GQ*}ry>YuUlW_0i?riH-DQNuTMVQrVf@c?Bj6JVPaW&G2
zzVcaujC3!f$-DQ^e<?v5O6<a+I#saV-7DzwwhtKB?T?uQGjX-Ei{w@1luj<dX#bmo
zpv!Le_s!pCUbn$0JU$6c_bnyATQLRQPm<xdX^XMxWjl1aeFHpj`5@f%i6L%$stlI3
zamCY{@5kkp>+o2{4z@2WxTIsP!fCp|b_cR<w!d)RzZn;M|4TH|C*<SlBDSxvXC!)5
zU=rZ90l*UjfOiD|GXa3t1pt!)fTslj^8pxX0j4CH6PQ#PEx@z@;0Xf2%mCoY0l?${
z|1=Ny-_l4pxBz=C9B2q|)WV5|05EF+&@{mRls>|+1N{tr3;hXw2>k~A1)ebU5A+B0
z0sMFHtifac>dSR#IkX8*N@t4idcu<GyHhlwXhzYT0?wa&>iGE(Lh}o#B$Ux~dy0;q
z>-}44XgJ7M=L-v{-?uI(EqJn$`Xt}FpcH%(pn~9&0Bsa$A*QW^I9J3%()=>219Ol0
z3rRooNj}oXzkQMd+W4FKBt_FjFaS8IEht1f1}8kELBKHJ#D{Aw3{G(JLnzWT2*vGa
zw4e+O3G_f<zybjS1A%;~5B39bFgCFs2*K#U_(Y=w9RQSlE}!Q?T5S90y1zUv8bA>=
z5&HgTh`8ILNTQE>?H<?NtwLIG-SvYN>n`t5#9IGFa-t`bLzBjEC$G#@^gC{+7=8a3
z*T&}xIh|4thtqeY?r>M(vJY=?iMxxDC5xQ7H+6lvtiBJp{yCuv`QQy4r_bS$cT-5%
zwUxwHnT?K)SdDEwlTZQ^NjBIN#|zZ=xOiDLZ1j9Pnf`7!XVj@Amt3L?w{pc>a@yhm
zSM2O|k|AH9s4&EZtML9hIX`GPNnBG7+a9ft5>Qn#&^rk2TQd`H)a{8E5Aj8jQ#+wO
zMusGGt_@CPA~Di&N7>J9xY_<)iSaoZiuIUIJ&Y@)@1<whwf`$lGTaQaJxY@vcWk)@
zdL6mJ>)w!U_1+Ma9ZvfA=#dkF3-Fm&9z+p$nRL6>hD15<Q<OZ?g^U_!PqqumWZiQU
zy!YmG{5oEbbb6P7+ZIp7y80z>LJfOT*Q73Pvw9!aIoVq5{9i>5f7o))uBu3{jj|*2
z?hCJ#J>=b%JQjQ_+iGeYj}#`nRj~%sZm2ujjZmux_-GoL_0u$XbzE2-*i(I_em9N&
z<UR5$4?|GNooRxq!Bdt0%YJgBIkkoC1+7$-h>LLYc)F%l@rxQs$!^Ssi0b^AUe)ER
z1{w-^C;pPn>-Jnj%mmglvYBA?-V{0c&*3BAC}qq3dZsBIVj!QkIZ9|Seye={<-MBX
z>q=_sM^92OxVL~AmfA#9>7<TIzt?u&&OKJWKkKQ=sB-|H;y9AoXtG6c9#V&WKJ}H*
z`Sx-Cx#MWQ!eui?Hr`QX!i6b!Ki$osGIOOP2iM|R@)t9w3MbQTt<Sq}GhwDW_25Tc
zFy)VRkuy4`honId!uYo)ZhKs8F7o37`!J0H&6T}-?NRB?F>_lO-a(~5+fF&zWj?ci
zTPT0FX(ztQw*IPOk4rE^+MeNWUsFq;UJT$f(ueXUD?FJiQ|<XD3)e7VjdKdll0S+p
zcKsQnm9|c?M}ROE%lCPpplHGfZGnrzcN0dsO%)0&3L6Sr3h*|;!>q3Lq6!Ej&HKmK
z^k}ysRQIcdk(L*bL>m9%JS5Hk<cZ0D%X9mDzv96ul0bGPJ}dljbS)_^JNgV>`miL9
zI2g~iS|mZ^rzT*pv&%3J@xs;t=aIoHC$?n06lD0mH`=lJIGUI?4Y#kc9lQ2!hF)(n
z!qV)gNLU(yw!J??dxI_%jUL0A(QkL|J9Y{s)oYudw_|M|c2-gjJ9j`icIh!ctebub
zPt9wK-Pai9m!B=Q5KS$y5qE9d8&_WIjuPwaLCyNVMb&pc!ELWy108nq(QF7oaPh?%
zA7dYXQQGrjC=g+ES~jY1{_heOkH(h>W!DgT><Tp$OauUa5dh2u0KOFfd@}&}W`O@G
zp#*;o0HpGJh-FcP68u8|_;P^nC6-{;06Q(f!~qUk{1c(9MfCt*B$hNE?i&?+PWvnK
zlQ2v{zl*-?Hxo>{%@-G)()=1=o-~B^IaAc7_{Z1xXt&|0t~*5&iZ2pOnqNRFY5a@x
zlQjR6Cmo^g-$6vf_$uM-ibA!d?;97Wg1-0!V}AUL3si|q;RULo2Y$}yPcU+w=%UzZ
zANLP_PC;9y(|yq6f+e3VRHc3n=!kyKN5c8HpOfDndK~kgT>OpwoT3S6SNe~EfWloD
zFcfjXvY>Gwn~*00$_md{!hmB`s2m8TxDAcw*99RAaBv3)M69cDDAo(*FzA4hitT_9
zbisfj1cCZQ5%a_}v`5@V%=>LZ(LjnIq;M>LmWaD9ij;PBuPyU&x9Y!w^R3y(-MHl@
zZrbg|<atALa>!<vV#Vu3#c1Nkb${<hS~Pt^PK}k}NsoJySq+!s>s$LO7BuxIi_Kz4
zy6{rr>lwz`XU-+PVwd97g+1}<m%$|T@m*qTx(3@Uo`eohnM#_OR>kX*q`1t42YB(Y
zr;5;sBU~dR6^Z2gVuK_7h@rVTnciTK!p!F-H|Kgqu43_B*jK(8zjaN(CvxJ@>;+MH
zYnjEQ|Cp_4pIb$|;dxiQsNPdFJ8T$A-VsA2CFkSlN@a07({3ntRUNdv+awgWv?C6*
zGeh%2mT_^iM~VgyEx58O7gCn9CxHuU;tIjj@bstC@C?@k5~>%264JsIWhR%wBj1eS
z9P(O_H?t3u*eNoyFw6x#YQG*GcSypTx%bh%*o#;`zYO+kZ;flM%fc>Wy5qLWAY8H*
z!Ar&v+|>RQ3iV!y{q)bGGn-j-a@1JyVEiJI>h{By$WoGOWhgsTg%e)I-%=mpy2;l(
zI;*LH-G%X+rpYFmToQ(Htyq)p=7Qd&x0(in<_oLRq6Npn`}nuV@2aD6Z?ZcZ6XC`7
z1oc>bPF{M31=~BmvCRI2r;zvPyryO3Q6cZuF8=iN6U?#X{Y-q7SwgQWNy?DruQZa0
z7umjwm#Ej83qov?y{74uUP8^pa5f_Pu)N#GKAPI{ORQa3UG{Ou2W<V96NP$@h^9t{
zshYXxuhOrwo41{qt=@0iOJ!6=#Wd3?!Q1%^R4?hVSYy7vBwwm^FUCxsqr5rbnaU(s
z&YT)NP&p=XgsjgB9cg?$M!Lv+9lzj2UzO#+Jl<=yJHMit>7JSsoS9=mHF>=bj!KF1
zXr`o&l(z^Uuaa2kFq`#nNux5J$c!esN$-|8!0cZ*Ra(a7AaA|)7<1G8GM_s%K)OFM
zfH}A#kq^(S#|*lf#NTfBnvY94FI~N4i>ml_UfF%USHW5G|4FKLR1|w8pQIKOQ$K;E
zf;UC?StL=VWd$TvtNV{cm2N{Q6cip5O({GnT2Qp2@S<o#Q9w*-{F50>nua@;za>G1
zJ`fMbS4e96Gd=O_PzIOj*9o_rcmi)R8pXEAlAv*!vAE61XL#I&8kp-)1}`n?%<4Kx
zkfBQp6pjMuzn0*d4XdK9vo4|M@8Zy_6gRBj@Dgsks2A2Vn}zbSp0H+DLs9B7SI}j*
z1<r>M%~`n>4{Oj9Z3=6SYw8-J-R)A*oki1-kKGfjqjMZvyN$->a+))nI0<&kx`n4+
zN<jC$YhvRNIt$t%6dRnr3-y3t9rFtxV;_G}@--)9HR%)LTDbh*j*Ca*cOt3ZOHP0H
zSx*=O0JXIEB3Ts=#Lpn9+M%aNqN;6IK1tQ;{v%PP+i(;`l2lp-cYz9sDUE+J<4Mz<
zD1J+VT6mcH4wCBqkuU<;69GgJ;vD{%S1>C|{T#?AWeVv|p?dVol;XBx2!0O4!OtnY
zm=@DIImeGrU~&*&MW5Q-(K1ck4njCYh2J*|d7_{5k);0Z=M>C}{^owpKa*4-hdLBM
z@PKSuP=JW!5YkWvB(yLI1fmM*3ZIq1ojA}15lJQ7g#!_{2OTjEWnvuK0YnwbKhFmp
z*rzC<TUa11w!LuvZxI&<tlyKQR$b$6)j5Fc)}B=~pWjz;zMm<1dO4OHJbIJ6BCW{n
ze6mB4nB~bSku^ElupgeZVmH~IEWu?owYj9%EZL+th%--`!gX@KuBh0ZQOMhN;-(IK
zK#sLMMMCn<kZJ?pp~D+{V(a?|CHRyeiBZwqlBS8I;p9amCa5cRkDf$Q*IJS`<Fh&2
z-IYn3i*^cgc@5mm-9u5KR|;2QrypnhVJrEt)tk(*k>NX=JCMGsJyGiMu6RTCJRJ9`
z7m7?=jCR+&PD0y+;B`+p&UWVs&Ma#xzL4sMqno_LIfLVgb8;WF(K!iSde)Y{fi{^$
zwi`+eXSc#L&O4GOR(;70zfgSJZY);KN$0kW4dR9uQ=_Hlj-zMWG$hKgi=w3FED3U-
zNVXph!&hBKl3Vq|$<u8m(bb$iB&<ng^ghWNo1H9+mw6n=?S^FH5^Y-Jc;64C&htF%
z)xILunK`K7Joq)wasD`x>Z_X8e822~myPf;bcFg)=q~wczml5jNhZR$#+)oHDo+?P
zv^ZP(O)o*W?g)*`UoC`H<;n^U-UIo!4)N-lmkrtN8GVJEj&0SWlIF6Eg_U~zydyG)
z!^ed8wrQG{CWD3dH@7kunjPg&FRY~6uBs?JD?d^>Vf{5B?^$)Wx3?t<SouhpAKg>a
z<dsT&Dkh0}QuZjDtLMU2yssyW9Jh!awc-U^&!enR*GgAdkmaixyu?CP>RcpWZMT7X
zpO>r3@LF+R)4n3Jp~@=uTKfS)`(k^g8>S4<xNh~~^~zOZOf#x0uMdq=84t8$GFG=%
zjvA3G>s9-ibcHpM#;s4{W6#W0S=N8fw;s@6${Mr0)W?s>IAh0~CSOyQ%*kc!Gb8u}
z6ECI3jbSp0-<v%j!s40K$)}~p$7b_Z4dye~PmSTH_MXTjG(Dqo^x4G^@9Dw}7-_@b
zIuIbUv+l^-N4;dyS~TXnDYI0Do5m@_T6QcrTmC4r>ibhiT(M8`>8g&HDw?iBYv9rW
zmlU`h!DNs=g&~EwYVf~agiGuCW~!?78UJg#O840n>iQi;JS;`hR$tP#^ea5`OgJ_f
zx&(W+GQ%5YTC&X#OVHTb9dT=tg-55Yz+CyAc+sL+tX{cLWav=?O)42n|Fr}=4SkL_
zWpzT&%X_0&lXv2VH7DRM!}s74fitkgb2@95htb|)rO;N#m7tG~Oc;dX4AgkgvTT(2
zY7llZ8I86t4L~<tFCZVwY;@rXJnkmJGTZ$)(Pk&Qb*erd+H5$wwKfMEg$~7%cc)~v
zdx1*6V9ET(VjMzj8rKD-_k9d;HreQpq_4gq^gMz;pcOEg!d@Ae4*<ME0GJX0yfnc7
zbdL2$)7SrYj<p*7F92ID>}d#a(BhxwSigzB(z+S}L^JscjfLS0JX`2<=x6YbVOq(E
z0=!{LiT?Y=ytIyQrm!&FQ2izp%_u%u%uCbXOk=5TH>m4(6!ExxmCpJCJp{laU-Auf
zR@4WN2;w506+fQ>^@uu!L-2^WLE3%MFKR*=#&o}h>1-0EywoFtGHza|g!s{ro+E|n
zZ2q&MT8}87&KB~B^0!lkO28xHZdO|KyL&`M(^@bXn0x&vS_=jQ0~}CQpuHkxElg{{
z@WALGguxF6JP-)QxmTzIwh?v2K@+wU<20IIKj=W7m|r*zIv|i&SYW?mo){J`|1IL8
z!4yGne~m|2)GVy8d#ybB{AiQDT-UMp70r7;RGjaeMV?ISPYw<o#9gWG!tG30qewj6
zn^RUgPSSH`;YnVBWc$!@*d#NSOS+*To64nd<__<<PF1}WGfN)lMh!Z|O&!pQ995^0
z;A$MPId}ovxCEnv=k}0EPR{s<jWf5TQCZS(*c=kmFBW@rZb?#EN8)X@n)B}48@;^T
zgrpDZqX@2Q#93roksUSLa3*CF$%iS%B<4zKoEe-)dY@~IQvEvM4JS(B1)7a$7JVV%
zc7vUG>b6LNM=wCRU6b&114?ukOy<naEXNo41RU)cigP+NCC+Oi(WW)G(PhJ}_-3FH
znRe|4G3a>)&lsIR&W&nCj&=$rn;K8X(@sz0HmxtFaP*u(g1GKPUD^cSwf7=H``+TK
z8(qmQR}b=Zsxi9yIG03JD2H-~#N(BHqfmzLKHT2+J}y4S4(qP)#-&nIQPhAS;(XMT
zzPKnBO)Y-0;Eec1ME8e%)3d8;YQLMZedC7;FWL@N`!??^zy2yvQ{DcCFlLysd{4D@
z>YV;#SlcDH)lZ1G#-+nUVP()L!S2jH{!M7A%yRi$_Wb%T!h||kW!VNT)s+_2Wc`mB
zsGBsZplS77t!WW+NXR|2mOsTmW?q!YQf+SBT6pp@Q@H&kQ(kjhj>b+e9F-s0Uyugb
zXo}C?rf!g-!;Ud)&Dv%T7G`H=vo_r?vk!2#FtLF<+op$}s(fHPUvC{Hy0aa4o9D*r
z)Y*P2!!?bVCg-N`)wWk+v&StJ+8Vx+Cbl}Lajo2ee`=<XE~-6A+GWmp-no7Ql}?<6
zGR<!u^I(5NWkmn=%KlBW`BkeU`0<XXRAt6=Q*Ls5FMWBeD|7tnd1dfGU8dDKM}E?_
z>ipqjo^IQe9!!PZ=amx=EtMI{(xo?+H&nLXzl(n!?akbuYp7frR)*<UMxVdcC|6c(
zOb%~1zX5YxV!?N<TUTZ1W2Fq;VpDLI{80qA>rWhW#U9D0x5dR&(exJD0+$o<^7K>a
zE%<13AN45y$IqA2Z3~tPi#{LCE0~$p?xO?E%m2D34S%~?S@CcbNo%_juZC;!jE0@C
z@osnAa_=VGG0c^1_8}CFzOoKC)_H<wIMSDOTb;vImEBmqoKR%Y!x4o(*-8Jc1g+h%
z98aiI9v6>}L7CT@W4D>P*yZ{ITul}!cj}wMnpX-%DefHTvYR8;qJuT6qgZ7N6xKWh
zP5lrlf6_>Tu0PMfcxNtZIky?QsGNlR#!bQ~-3>RK(H*<e$NwYl1!L0?7LPbT2kI#-
zD9>ee;WT~C(H?aCd`HM*ldA15T=qM}#iQ|mVK&x+b~xaBmkd{<+W<s5Ye(Y%ptJx7
zE&hqtesLC-Zu_k?7KSPCUVkc$)ea%`>3$k$+vZ9`DFxi$VJR>LN8wIUB!v}+Co!bD
z1v9hSeSlHqfAy1wzul~?Xc%9mub(U##wj1^B?|q|Q2gi#&_^f-KSz8<Rn#Zev|F{a
zvD~!3>i|CobVT|p>SM{@I$R8WH}27ov{o$VHYK~jVJdh=^)o-`BYpkb&&l5h&{yi`
z<kQ#R)XyoJwsxie7HF#l1sDok(}9*k8UzfdJO$8NC<D4GhBTVL4QvOqu^><eX}Dhm
zaS))bAi5Ng2ecLHgZ)6-hyv~>!FB+MgAVK)(x3x?_~-I@-fvA?MFS~<uEMeSSt9Pb
zD6-nsz1C%kyOj&!x-5RASQnP2n15pjdEB@PIVeftPOjgg=trO79KEnD=bh4%oY=V@
zPb!u{wpWY9#!vTfiPJ8TCE;G&>&B0`Ec-aFe~>~Umlfm4(mr^2ougzz^RmRo7Ndjr
zTVU&`w`7uT5I#)bj<KNLX)fMez(yHvWcuBv+|j!#vcvT#w=!TGIc>O*E4KPHNne(&
zsNh?Jt1!Mh$vV%HME_aXW?=}5ueE^mG8~5Xz9^12@OyCV^us7J%?Isjy%bM<7)x;Z
zswj7cK8|cP3(L>=pueiF;AXRJi80?B#kLAY;cZ`#zN%T+wUZ9Fyunzq`K&&fbKn4u
zI&Q`dcE3Qj6*DF1MKtMSlR!?G&%$T2x)bhL2<bMQaQAi)u9Sft8EJozY`>mG)}^1o
zDfTJ&^~#&1)3EBe{kd&eXT@Hu*X#~1HP;<QC6^`6Jyh7s!2(UWSFqUek6SX_Mm6Ql
zVcFig^@SYUa`Fz#{e;fN%W0ez2*Rk%%URvsqt$Ka2dnq!WN8{K9j>W=G(<>HDFxeZ
zS^VpZE#+A)HlpGI4ubMYV^t@;xAJn^X9-swCek_AcS72&0h$(-&I#}KFOe00Gmbx%
zZl>-xFH%$f@*%dO?Qy}N`#fa-@;X0#h^cH|g+>~qIqvfCet!wI?<LC*1tN{kTn|mX
zW&PE$u^pJ8mb*0-n_p9vYC4;@ael1cdn#RJIG`ghOsd8t*1E`NuNfp;^|-OJ>e9vh
zlZJJf#*#>>|MD=N$sEf>TL;NX?6%=OMzhS6rSAObi2MA}`cD|0`9{*g)1L5en$738
zsAel$v@NZ?+;%@x#%{1m_hhi!;z8M}Qkv4rX}jk!``XRo&$J!SSG=-GRm>}Z>7Cq?
zzq#%p6E#0gncnj61>=7d`Gn=HKUTycDW7td5K~1{PG|vK27V~z)cRG`X}vIoQk$aS
z)kZY_3GLMCGBjUKfhY)tg2IEMDTSw2rv-!{H1ALQOi9a*4{_u&IWGNrH;y%If+ro{
z&o;duibh2n;ASr#VEL7f*s7f=GOl-+Ep;>n8O)HQ&>`38Kb7F-Iu&rksVekbnS^T{
zdxKPE!_k&I9F(DrAGWaO^+J)R!ZWnlE+#*3eCA<x{;-O;WaF7QBDfhQiQpti(3$0X
z(3BcR*yp-6w%oP`tsUJDHL)#)>_%<H-hQ#5!$wx7lOG=iy=w~I_a}n(WE*{w@e32;
z$^0dX_@{rS<a=j2ZD_v(s%i1Pl&}Wf4gjVJfCK&8e5Qo9rQnrBH2w+w)0+QRDWF#8
z|JY|rP$;EX(Uj6ruOL7ErKdotSMVQCfl{x4t3|i{kI$40F@<{a>zYnS<<}HTj;E1j
zAL$)Qp|h0KD}Zv*EBHv|KJ^Nq{NMHpil%CC{R66IKmoJ|u7v;#3J}N>0r}z#Bg8>q
zG!)B$dO<m)K|~#(YK3PQp&ZJ@`e^h&p6V3q6zLl1h?EcF;yxfQ3h4eTB96>OP_Uop
z<rGD{+PK%^_1&$kOu5dQ5$?ujp4_yKP07PM70H3vbj6C)&5BXS4s+dOs*+~@sU&TD
z5)RuopCq5P#KxuPDHd48kwx_aNV@JaMYnr7oc;U=((|o9*7$eCCj)AeaibVw9aaNd
zAAgPx)CweV!)D>GmZKD*eYS8754n?R*IQzPp<9Sy$=f6{JW*lh`G}jt8FCd)>)~#W
zH}D(R_V|Qq2%0s24Bn(lCjst{(BA32@P_qk@cd3&P?Yo_+TOzoEgo8$%u+_7$x{yD
zis#F5E1&gOIG?G(l?`e@$~I%kz$d!6LKk=XnUc16hW$hmoIDpLEVEFQ8MhygIJ%Z}
z@fghwe71+kr#~hc*|F$>+hKIPyaWq@XVCrXAFw<v0{7U^8Q0kAj_V%jf;&vBiHjYx
z!OOM{Cao=d797=IGwbL2!=AzPRZYo!E)(|O6`t$fS08X5CXYWJs&O*hDg<>BWW(N+
z69!&av4)ZzLh-Y$H1*j$A;G4N`g9o`jh=G{byU4nHmQ4E;pzPj>Y?@;w($TH^|*+(
zvPS2UgtzH^G|iVS65j5Z&7XWEml-FolMOAlo_{*&nQZesdkr$!sC?OTi;x>CVf_+%
zA%DpSVO~rvjmO(j>J#d+%p;?0_RZwVthsM@VOR$zcG&X(w$8P!Lan4b!hF?BP2iS!
zD!mW;dFz22)q5+ART(<_Gaefr@iu1f<R{)P;SZMc=FLZEF|y1iDr0*y<@U0{ysl&t
zQ>Lw-GP^=CRq3V+n6x-fIi}7KS%B#^>GG`$r3-3D^YiPTQ(0ss^DXM6OHr;b?>Zrp
zIT7)KFXLWCsc%(`sdl_Hzrry{S*c1m^L~XysZ)Czvtz%n+s(+9yyYo<=Gyhie8imu
zCSJBv<#1v+KeP|S^z=Q!->jU<Eb=U)RIJ`naJKwW1nk!=X2>UFCB+^pnv6kf;G*!|
zWQ=Z8g~E!$h621ndkUBc_=JSf^e0POwVo0zfOMl^D85L-w0fSjyah!o3NH#6*xOMQ
z%=2mWKAG#I<-hIHR%owySc;qn^d+9_!|*h-9oQ)M2`1|d@Txu0Y!k~AG%_O>dnWF~
zBdTu3Oxi)b;JJd;Um!vH(?_7><?GSdResoR=tZ<?hBtcJdpCMs*A%;~c!1k^zr~W>
zVOUaZ0&DJ(g47RSDoDa^SRaT+#?Q=;M>kDim#i6s`vm%-b*IK)JIQUdt)>iRo8Ca3
z4yB;1+PgsyH#VM&*EoftzorM^0rwxF>p?!)Ab~!=aO0k=D|Oqnf?oH!Eyf{45%F-Q
z{I((<l`oOKe`|Rw+&%~V=w+_pGXlWp1b`_6;HgCbm^Hv!3pj9qYFZRU{=obJPFlcF
z0080#_<VV*NCus08K9mP4Qco-uM+a5df=CW9}0IIV7dbQY9k8hH<*F|9~pdMnEt3p
z0sk9Le)yl(6!4$yC>$uD-O$cj6wsc!6rU_@)ebkVG+#<lBq`MDHK#goUbUuxyBuvP
z+EWzF|7rC;nFFNdzwOdiXs>7}U!5QP?&YodPixYpqbT$v0sNNbt>6)f`rr|9nJz9c
zf5&}onJe{(V4K3rTnX)Rc%4!Hw=t(sa;f!*K9bA7JtCNg{1ZH)qRA&13>X32{Q<)%
zMgax_g8&$YNdAmy9LgXMLeK?+0zew(2_X-R4nom?pwR--2xX#xjtI~d>jWJ!4!W>E
z(1Sb?h0`=UUm&lrfbMTAqQMkFR^gcZJP~(Z6mg}?TbD@Pt&DDSonF*dc;<ChoUfcf
z9xS;=4zwD>U4B-N+i4K0NKDk>_M`@r<B9|v*6Ra_YIYW9o6g{pwoM|Nbkv+#jX|8x
zy?KfmH@k47>^-=tp6=wxjk{#bnythtI|d!7%VFz!m&o`qee^oQ1e=_+#c|c&a7*;d
zlZFa^665ZUJ)R#Udnaa-R+}Di-p<|7t0}o8z3qF&#O(H*#acbGJ$C|UQaqM?sB)de
z3{v8=*=pi9DIV>$9*s9FNW(GJyQ0X)QE2DLTBP4_C5jt98ZB#Kg2H?n;lAa2pt<86
zIos~7IkV&|_`+NVJUeFz&M~M#oWqBs%{M2a%Q}_t&GE&_G%IUTYJ?r09uz~)`OGFq
zOFEHF4N~#6G55Gl<0dK`ZOzHZYdle1+KTUVYfOTUUM9sJ4Ir0IUXiC&%u%+{4KjJ@
zV3eD)6DR0gK<T4r;*PFeu;dlSlLL1U2PRuQD8Fjv@P{pL^-)c+x+GIeh6qm|n5w&E
ztd(Ci*V8yoTqumxdnw<sf4ussbUABXb)x$Igkzd|$%BOW0UZUK)}{DYnjD!~`5x@K
zA#;VXcE@Cwj*d}Rjy%TtdX!Tm>w21&@$s4x7xgvXsZV5;-TUyTbStWRE;Z4VH**qh
z_PHQ;T)#<U8)}WrB6zjMHe+FRXMeQ|>CFZi-(;=R=L@sE{n;wp=dgEXOcBP-3}M?$
z&QqC3&*tmg4p8Z<urO2hkT15TgvvNshgWZ##jKb6@YyvJWt$T3DJ{kZ@Q=Ga;~zIq
zl`byVQR?GRiLdR3RXXI9@|Y@>xx1jXGAtxhdCGr+tlIE3{M7~Tc-ts9<%XLbr8%1i
zGe@`IQU<T?&NS~bmk-l@#2;!UaocI=$(UPl%CI?`Wcr);O0TB!%2p+-@=s&r%-tOm
zl?x*;Gt2LX@vGO%nVFWU%40|WUiAD&5n7+0G<JzLl22uI#Z=K$7TN)q0r66#N8|bw
zh7_eKz=tkN0pD<dx0t{s3@(G;^|=(P{|TL?>BbaarLwf#lj0K^3x1R+wCs~*tcCJF
zdD)Pd|8In1_ZLZ7eMr-?&+wE|me}ycCETR#Bizc*jrAxYK_jla<9a9i<Ei0|vFn~y
z*fO*{YjlQE*7V(IV#X}`?<Htuz2bOGg-5tpiZMEs^$a&?;g0KgKET%A!Sb3VQ&7jD
zx$GiJb2mDH147@R>vV^Wx#5RGVymKv)PwS;LEh-nIwu_KZ;6fK#-J>dM!4q$S1fIM
z0K3?&!Ht%i;&2a)O+we=!N($?4pGpfv?MWJI7B-pyepjkH{)XOe~Fs<gwXS$P~!@F
zP2eSgIRL=31HdhP0C-*iFcSb!CjgiX0B95d%m-kk1(=d(PGC|%u>fFN0PrROU}gZI
zUH~vT0MIZ1m>&SVQPCsKH%FQVZxkpR0B9-Tzon)Qv<?8!QvgssKy@vE_5qx=Xh6en
z`P!xr)q{S9zJ>mTK7@XQ{(_Sg`Ud&~`rs1^3T906{zo*FZs$tzRSHVWn^VBK)0!fm
ze!@OQp?RMyOD&ZD$;*Sp{C^`9PyDY^&F}tPN<RIIrc{plB;rz3@d->~O{rj^rKn^d
zeL8blpZpgEflngNTS6TGEcqA~^|_S)Sc+Q6C*kPrgD?3cQ19>NlN3!U!2rO3EhxYc
zU;u&>9?~FS7;xf)af{byD2F%*Y$I+5X~>5(7?K!=G#C(wm<RQV^?<R7^*{(l2gV2c
zhBRy=Zbzd90(oB&*zUIw(Ey5|j?ni%L&V({MH+qFYmFb|UiI}|u9K5gu}<DiF@Jjy
zx!>*<*`FK5ogBYJ(N}d(G1}Xk^A6}wju{WfVdfbmdC+=n6!QPr`wp-ul5Xuml9B`z
zP*FsJfg~aZ=$Wpn9uSNmhzYZzm~&332#T0dK}0bJ42Y5GnI1%46DsDM17=)x74u(b
zoaVz_$93=Ly6*k&d7gJFc6ImZ3g_*ruBpat=x#%nbgRm}8h?&E_x3&4yW$eLtjv9m
zw4aR!jbBNE`8d+NYbWg3>pa>UKbIuqBHXTHB3`)AflGhA4VxwUkc9jc&P=a4w{?6S
zZe_!<<dj8ePH#dYIbOf2+zwyo>|Cmo^W86#4J|qB=+gwHFWiP_ymTR@a)zN@OV^Y7
z{imZux_86&tmA0$lZIs0yz(ekmWu6IHI}X!gKn6{akE_miN(r6Xu(?pG^I*c(rexr
z+|d6jCvjSeWe*;c_T(J5(Dx<R|7j#$W?GNnDnTUb!y$6?_zZk{rw`%0)uaOx!#$X+
z<cvQUlOfCK=08O<$+~q9u<-COF1p==wDk@{Cog#6{KHG|vNA5D`Lczg@_!IHZ1~;&
zE~UA0>WZ^cUUETrn&&DD^*$#=Otw~6e;gwW*?E}N&uy;?$(W$paobH@*V9>Tk^fj}
zz5bct*l7>{%6^XQl=CyBH+_?k9bQfuwz9L#Zbm!d$~jAA1>YmW;WjyH2lXl@(Kd@&
z*3MMuu&#hDpOz;W@2rKK-xl%-4k^-kbJEnN39M}530I-kE@Roj5IeQr@<nQIWee4U
ztkuk@i9TxE0<~K9Zlkc|d>hsL8I#rJq@5YRIbHm_<cINoebzFwy|zpBd$i{R*D9H*
z@0;@@4vpmx-tEtndi$$?@Av_H(cBPzbE$3$qPWS_OR27iv<X!j)y(l*GQFa*bQwl5
zLq?cA%a-t`<ZgWV6>&<5;<eIXe`&s+?On$5{8puY7f-rtZ6^IpzLB!jU3W!r?cT*t
z`(H)+nt#_`N7R9a>KTh6-Bb_G4qf**Q$4U<X#R>?7ltOVDPfAE8ig~3t2Pa6L(QL_
zXv6L_>`76Z;+v?S_Bc7sA4m~Ip`m{e|4)jjR-F{CISCl<fn$ThvB?t&o?~EwCyrdt
z27ZvBAujn?zBGr@DH~knNquCwCI;R3bvwN?2^zoR5xAH%s)c=KcR_^*&9IA6DU>}n
z1#P-`Qj=%nI5*@Tk`8_llz4R`HjKTAr`Ybo>@ygkCFtbUa5UA~5l6UH#P)6z&}u_}
z6kz3u95;8t&4+tH9yW0kW|O2C+l-orw!3#hj-USA1k(N~5w-dyYSw%recmN545}<Z
zv{az_0>Ih;{7<PF&@sSYohAG|6@!=W0B9b7-%~JXE&xX@py>ddv~Z>_z(osJ>H<XS
zrHgVw69d3Q_7D~Nl}&A+`GXEYXWvA*pxM#9m9#G0*B@w?HVv*(^JgO3FkBN*LT`%C
zW&&yWixf<ITmVgPL=jA(p<xjJPl~A5uTrVzC`L<XO8gNBx4dp$i0AgwJx{5{Nmkaa
zOP<p3(v-z8f^*6kN~P@QX!3k<38?Q8aS5n6f@}6xE&0bEbObLxcfzNopO~udv!$PO
z1Q+vY&UNC`wf-z4xNeFB6&5Ix2?bPK=mY@Z2LV^a@8coetVB9c9&wfo(jY&CMG=oL
z84pxRq*D+t=79zzUITPK_7vbk9QglH5i6_?>H|9cej=Vs7vX6h;L&z-fWu9JYtz{v
zz`S5F7k{BDc~C|m`?fchr_Ze>A2F^v*C}W$3Cu7f{N`;qyPq4`hQqPxvP}8HqPZkx
z+B<Tr)h&64tqGiK|3jpE&jVPA%HiX7hGbjVSTuF-WVB-4EVAC_uskNH3|B7^lWFW0
zY!VhtOdeU2X;&}G%j3h`oEtHmonj7-tUC`E$>-r?)8EtY(r)664d!IXghG6;Sy?i1
z%tpMr>q#!z`i9&$b~$HNzX!2uGl=xrXo&3sqv>C245LdpGs*Y?%g~BZtK^o$XX7Eq
z_LFv_t8;yO>?8}v$w+e1E%cz%Hk4O-Fjhs+Ll67uVYX5z?(}*CuK7-az1mhJjq9Xh
z*Lp4S5Lp)P)V?oHA3dJbmOaLe6_2rA>D{7Ie-M#r@ZE?^q;hJ6i*)yzc0%EbSE}4a
zLuE_Z3hL?+eT2a+5~N)lZWN*`2D7DIj|h5~V$>Gi^Oe^9Z>jPg2da%E8&xw02eVrW
z$_a(iB319Z8EoC_@v70=^`v;wNug+dH?>3cX3Pxxv(g#yH~FWt^rc54&DE@PX}+#O
zS>a9jfozBB^H68AF~VG*V0FNYg+le=;cV=-kL*iDA!}_iQW(&@GTT4&s4C?V!*2Fw
zh55oJb-x38YT2M0LhAbf*$L-%{63c=-uj9?Bdan*X}&Q;vDIrgZ)j}Kn7@luTrPT`
zG^^&z9OmaJ#&pt?cD|qGpEhKb|AH&m`1xEvrTw_+e9)cu{L(dcyPs$GWDe!D<BeLy
zFnQ(Dc#Ghs3RCG+rs|mpercqw!nQ#d=FN--3WN0x{FQwN@J%dusU3gXKWxWMK6acr
zlU^lPS-p`PKVaSqrNOANys!CYrtHW9rG8ZxCIvrI$Tm6^*OGq~0gC*7ea|0C5;dZs
zL#4%#ZaM_l0$n=TlF)q{Q@|^Hcx^A*g`drQfgM8A#MkYAph7fFLxZTRp+DOEI=`r+
z`4|cr1)?Ana*9BTV){e<&}D~Ew4?~9h@gNsSf4H4{3mUsZ#lR4ICRpeNJ7-}@DwHh
zm$~o=`<=Rrm#*%{1|OE7!MRyD&~hK{pWO`Cd+`!4@OMDhp2tuPNKjV$XJ~XiU+kD1
zg*J`|Lr)`uQQ^bmxK5L4xY^J)=>6Hr=wtg(<Th=PCjY=70bF+GLuYnLW<Ktswnl5_
zE3so6IodpsLl+~eqxOC0V7=+naFz50*oWzYmlrNYmwAk%cqd$cRTW(NNJI4cf{ApJ
zg@jG&mX6EYSfk00Z$Y{L77?Gum*`jIMEX2S+(=2w2P_<DE&#BC0MK**Kq&ywi~wLc
z0ia0%z={Jv^AejFG&6YN4EU=wOxMg9G*7XKf;IMgI`*Sx#GnfRcxd5CT>#J`0K6Hg
zEk1~^&^G9%K<}XIzeL+;{x4EC8efybjRLOC3z{!=b$-c5)1(wE1*YIA0w_MCX*Aq|
zB9tPGq7_AJinbJ=Ez*Q@{mddhkFV0b&o*%pXTU_dhhnIT5@R&8TpSkZUjJLLz!K5`
z;v!8k4117rmY>of4(uFo!Or>9#hE4kQscA5nbYXG9Vrqh;{H>%W-;c!(9Y3K6C)-6
znF@!70v#66J@5m?gN6fsGYUupKM1(c@c<y+jso&SBZD-EgO05vO{76h8l(fDBNWSo
z<3vBC!Es_a5dVAF(>N#};{P=wHV_^35}w81CE}@dkxjaZi*#&&!zqDlJ!6l&@%(Y}
z^H<d5o{&fOwcW{G5!|^Q(MRPQCST^V`_3YYz31?*ho?#6kz{<;cNCX3sR7yeJfAC9
zzJP0^%#zRe<pwwW+9@vH)s7shc$s8%-ihKkYcl3+bM(^K7MJyi#S53#=Tfh9B=sDQ
zk)*1Jaies1lC!{^G_5s-bH>X_%cp_lxc@}?_%%Z~`%x3g_G9b0wjL3r?Z|E<$siD)
zZrza#y4?;J>~tp4m8PNvR}o69-wjQ2T8(?On1SYA+RHgR&f>~1_QV%Q?#8qC-@(rh
zEFoTz2T-Qh40OdR58s*ig2dOeBu0Z1@brPtNno?y<klr~Trk%cD??h7P2Tx<T6Gn-
zsaZ#P4M_kQHqC@6H@?ON^JbCZr%lQAxg*K(19fqml)A)et}TgmKZxGPAHnGvDd<>6
zITEz-0(QAt3J+1zZz414Qq1H`;(E+ed>B87q<+7@)CgC`u8foJJiSVIGX8_A?c9g5
zi=!gcuBy($AOm+<R_mv#C%*Y?<)g<{chA|X&F2hMTGu%wI5Zf?zbq9YH8C$@Plcrj
zBkY$-&%KzUvM*PiZToDps-fErb<@tP)KzBcGYL+In59{HLi^5M!mT$qWX|t9s-4}P
zk@dE9s*2|lgp~trR6f&k*}-?-vsLaN6A};JVk>bm?CpEM38TucW?P;euPm?5;k`Wf
zsHL~B2&v99RCC*pQ(JfG$UlBE&p$cpuzxGpzP!iO*~(H5Ns2?crp(>BGR2q`Wfb}8
zbEMV6UHB{N7JRk5t%?j2JO5{oCo>0!u2)Pb;F+KbmH7#Y4V6_-g(%YU{TS=@g^E~%
zQPR>iocu58KUFljYs?qk$YSo<)>AB4dqipAuHx$&9$_ph-BgykYRxaQ&Gyge(??lq
z!WxDAP~YNO@UJ4FK%&04h?>xl&oW|2H~EBXfQ}yq5Eul&V*V!b3Dy(M3xmg338-jg
z(R^Tag0)$PqAo=}iUt&Z6byw<0$QSsrZiu33Jnnz<9`-cRJTrY8BS2G5qMJI23&fV
zH^vno;eb<h*`~8F8n~<odwi&XrzkdKpX4XFQtv+KN>L8IQ~F<y{8EjZ-u(_9w)81_
zZybz{zO9FAOPgS~jTNxNnrAYvW)f6OO>MVNg6QAwqOtwUqbVQ9%YN%N2c1dTjgw5n
za2Z)9I@4$!?o4)KU-eMzlQ10n#*D==o1?M0DaL)6T4EV&(o{!my~7-34QPiPO=HCP
zpT!lm{U!1kK9Sam5*I4kJSFX=?@1oZ(sKde0RZ5A4FK#vKsha76%;@hX#`sh0L=>U
zqe$adNusFeuaHCNMnJcJnH)mX)!wHAbsZ_3C|oG2Qxp?K$Ol5>fV6s3_)z##)Tj93
zTpo@8j39n0K~o0YQZZ2!<9`-c)c04(UpR{SM5chW;T)}BJJ%<sfeSl$ewyp6b4WAS
zN9~6{TQ&*DiS`4`^@-(SiS|6{&5n|jwA>OqcXIV9dHns(om%@rJihpU6Ms_sK{vUB
z3J!CC_7ozSf`$!#5UBVimr088C0+42$PXP7giCAvCCMG6!J8u}AN*z%kXHnBFhCZ?
zFys--qh5``b;5WKdBFcuiCDpPkT=lv_ZIP#x=34ifJbGI0Ee7fTtrTF`Px?n@&(iS
zl7bNhWM7#c+==i3@?MQ9$VXZPaG@r_B>R#l-Z|hN$@;||n^Zi^Z6Jrql1B5mmpcUR
z+}XigbnY6t^vYt6RGxzeT$(|)4s=IxIj(3$o*!A4(hD!F*@{cQ7J$tnH<ARtGG}_S
zK9`xdid$)2mYlLm;Pg5!B*zX{liRt;IoqS1$+?%YWCNFq9WI)q^iuE1z~-^IfbNJn
zv8oiWs!<&?TaC~S6u`|kcP18d%c2G6hNH>XZjxU8f5Q!{nUjytqOfdE9nxk@4Q|1e
z&RqZ1ElKA4WP%&DBvF^?hBist@#&OHxc{P;WUHMM_n>`$&iF+gGPv?<vcrs!byLP*
zRbDOp+Af&1c|Dgja^Heo;#=XNem!txnd^Ajy-ZTu?KTdY^#V)OZAE4OAX3)wyL}%Q
zqKvH)F5P}|y70L5LRphdRzl0Wl$5!45C){zXC)`!s+zm(R%K<GsOzkqr8avSqqO>M
zmFiHmk=n4zVcF3So!F1F8Vb8I4k$z1-^uK=&4kNwdzE%;_XxlAcUD(^euSCsK0}(6
z-JdT!v|D;PXt7$>hml>YI9KWN#u_=58OKkr+d{f1v5wkgX1r`v^?QPA+(6l(0cX^b
zZL`(2FKtpKZA@auE+=Z6$bM>R+caTuQxDmR<=6S#2VT6DUOpq;@1!&j_EBtE-N=7$
zt)YrVt@Nd(Y_s{m+wYjE%5;8sfiHhxorKXJ*xbKI6+iyf-KTs;!AON)wM~p~aBoGc
zx_U~(NvVEmNw<~8t-=&Dcgh*{uj%~B+If80oYhK6#b-+Wt4H}d9~&@cdlo25EqTEt
zH!xQC*Ucz?>i;Sd21Md}il_w*0W%Rpx(OJZA3E>9Ou*<d(6N7!e1RoH)4-H>*ZMuR
zZfzQ;Az<2YJ+1pyBBssr*=!)h{nH|<S0~{LA<~(Vc>IZ(*mzYwP6+FSN86QVTQtc*
z15RdPc2^><Kjk{EoOBG8+hB<<>-C`8k)W;mZ_%ih&9J}!1zg)Y8a+xnhV7f!p<VhH
zQO4C6O`eP$4N*<)>|fuN2;$forwrI7jxpHF7(*CK!|BU!THc8no+#G40}h*%j4Mn{
zLg`B};tb<Z<syum%(@SG*tv#-*rb)$u~pl#C}!USi2J8S)b5uER>(y9>`Po=NgD)g
z4yexGlVE|p0|1f*_*S9?HW>h3sssLPR<0_|1E{8j6LkU3S^zNtxM~3;1yDl^AS@zj
zftjr@5-U-$Um;Y`Er1@ut~8<mJJE!~i~{rk_Yd|VkV&||3eXg(3wET=**0w+xGoQ^
zzj)S-#`#eAYUAr`-LDcWZJuCyToVeotrigXPm8GEuM(&b6r&|G-?~_mj`iZ~8MlX$
zoi8nxq+@;YVo5sI!#QBA7iZ5PtQqSeo{sg!*N~uN(Ig$~#XR6@X3c)0v0gV}f(i_T
z2`VjA<dPi(R8oi&0cqd|0k<T%fiP5b@fhmWlm+3EB9;XW1Vl`S1`mx#JimA@XjtMo
zfhgHifD7sWxQG>42SEbeeoqlkr;8kg1h^L+4sckX%e8u%5MZwE&&7wWqkn*2n(W<T
zCQt9xUOvL>BiHfqCc<5vMs~l*#M^)CLK4T>;LAs@$QPc!L6QsRkfZ7C<sHV*-7)=Y
zk!~lgadzbboR?mUWX7CE@v>|(W@s7oqLu-+$eoQB^jRQZ=++T!p3;`Yr(wE`attxq
z-<wR6t&x}aJHgGF+=#PVV2;}p6@C@69Up5o5G9^_jMw+^BK;Ln`0lJY((7R)N|Fsk
zOZv}7lk8^WZq^;q+^I|C6B~5le24cVy$3{NJMXSIq2Mu2SaFAptJ4at2;t?HLjv*O
zn}ww9WEt1z)_bxr&V?kee1+~!lb|DS$6#fT<LF^V5@w?o<4*EGT*I;}cHjG!1Z*yk
zUFrnlp*!+$yIypL>X!`SI<0u?gC9hO8u*D%({gC<F;SiSMRo1jc|=tAVFQPRiz#|_
z#*ZH>2F$v39U9enWK{27(ZhyDy7X`s6C#wcX0@bQZI!~Kx)W9Ek7Hzu)Ap%dX7&{N
zw{Ij3$r&s3;MTE*fflNdS4OJMLJumfvWE+mD{%aa2a{DZ&+cY7jS3SUwQ^AP;Cr&(
z5yq;~^*cx#r~3&nJ2zBUZoitDR^NtMYIa&^Tg8bV;ITn?rGCw}*^-Sq`c4*RO-NMB
z@1&>>PRV5+g|Y05zA>yts!HfP%9o8krdB0ed}KFGX(G%$#HssU|4q&0xe6)6oK&-Y
zC#$WdhVlB>G8xmZE{cnGDy3;DU*^Dz&5ChP<<gE<qWn`s=lCyj?#|C`8l<#$aN+}^
z%lZek^5W|cE@Jleo6iR?Pga;WN@FVTS;wat-&9!jxXHXq7^W~bdhNeEbsQgLxm;?S
z+s;3{Og6u;$9%@wbC}XqJ%{hN|CCaHZU*oD`Wa)|_k*%j<Pm;h=a>E&jfW{q*|k-m
zAw5Lpn*6Is5-j!m{vzr^LzPU$kZ!63R{`DgU#3c6kI>_wi~k~BqVdI4Nt^epb5+_r
zI_Ilsd7sTw(eM|y2!V3`X%W?~lR`xhzoPee+*vPdG$jZ77%j!giXyfpwVnDqCSts<
z67Dt48+(W5;(0T@&_(mM^ll|+<drSp;>x!!ql^VUsBo`0da}s}dz+2Jfp2=Dw{{EB
zhYVj-)Ac&!13}Zv+{W$uyhp2Am&cVKo<bStg3(zkKhz;08J!zD9`a!CR%SRYF#}y}
z)&Y0fQ5}2tZH|qeRYosscuMF0Mi)Y=CAjRzRw#438dV(#*6U9xqSn7ets*AUI#J@P
zMaxCBaK1OSDof7=_*P2wcg<b>Rf+{o765bx@I|Uc<Glc)!oNbfpnCxw|7FSrO_(01
zlXlTGxIPW#(&mM0@}|&GF6!2&D5hH4JS>gF6dXkWMI(yOs1^-}QiM@_aVrog=bsi)
z?_Z^25hBHbxvXzm$Ve>>&0H3>G~ifqA!EruQ~zusqt?>Ue7E+s-6g4|0p)#h0b?wU
zkNZR!HF-{a^8f6XhHi=m6&@%WP$a1M(9r<Z0zZgIk<6$c(!_Yt1)2u&@LmPt;5`Mn
z5C>FBq+rxrd^~hsVp))1^g|vvMm!$ke-HZ-dBFcuidf-wP&d%|_ZRV`x(HlEfcvGw
z0Ed)lu2s!(^2V-P<mZ<ak=svekiA__a93tb<hHA?$~Uyv<Ff58k=>T<@wSP+B&+#q
zTsox#m(_9w*;p`~vwC)qYm<0JK4Z-RZg|RZE?$2uIoNU%*^;yg#VhjBio$fV&LM+K
z-Flh$eyBs{e~iXKIGU&zbt1t_ZgC-b=BTK`2Xee>xO{x?Rh)g}lVtm{H(Z;$wMg43
z^~n6R{`h2m2<hkc8@}`I2$`_&1YYs0Dd%)kpDRCU2fo;Y;MvL5@biRUiI-m+w6*tU
zbj7Y3zSCSFaq=g`U_fa+t>aE|=G{VaC^eRBKT`^ag-zi$Rk4v*zf_S7liLyHkP7(j
zfr(`JWnXfA{3~+2MF-s0Y7%jpaGG?HAH*}CxZ-7PUZJBmx)Qms1Up|kfrr(R;x-4{
z;bramlG+vQabRCPEE#DdD*Xo$yN1O(D*v~{uCa1TlcCbg)a$}S^P8;ygb&K;tgqVn
zx3NOsHw##O{}U+aU;}AA<MqPskLT2;TN^8_#`~-GKMz$KNM*9gz4x+jkGx}-Z+|Cc
z7A8x5k9}Y=cQzHID_qpxnRV6nd*(9nTrX+bMxHM;ijqEhRbMU5swq6NIw3o5mWV3N
zn96s4P#rlgE6>;7)I&A5QLb#2=~3BgHz(oz>dH#HM%ltX=B1iJ!-V9e17#;|o%uam
zr}JgqmNU}6=}NQPJrtX(mE-eUE?3wjPV-B2@5rP!KPoL-zYG%*w%`9w>PBh#@Ppa&
zGZ*pGU4LOJ$92q3y=t%M+}nVev!Dl`<<cnI<n&BtoTVPGdb3`sAJB%c{Zhi1R5DhU
zs+7zus_m$#pXX5gbpKUEt?_s3Tg3a<kTWweq???<nW4jm4jwx4Z(c}9^Fn7{Ow2@!
zg~owJ=t==E*EO4ZP`7wKi~4I*Xy&r0TRe{i$J4MM1w)}BY1%kK!*Ys1iXibkKhhP|
zsFQ3pCJlxg<1sR8Y)H4T9g*sb(^3-H@J%tO?>z%tvw2yx-f}l)J~&~cr;pJ2%IoNz
zNYIwe?a;`+mgs%yap?Bu7?c{l7UDs$=emCA!dQ&TpDm4Qv<7=of}+h~$fp0@wr4t<
zI%_w3;ZQzy3h_c64?oq!Z<D_O7k932iQ_t+LJ>12qS}>UszHJ_%$Ut4opr<(>t~|z
z%`zeGM~kS%FOjFl6Y29TaY3RD0d@rdswV(!8vs;Q0N5e`sI~xjWeg~z1-!-vm}+58
zT>#iX09_;slm@WT0_JJ}-#Q-!i{b!PwWvm205lDNix$vK0M)gqNnHRCBmfW)fQBTA
z3j7Kgg60hR0v&-~Ko@ZTW)yJ0mK0zs!o9)$=$wBNn-|Rk*9zAM*QME{gSy4@P}J{D
zQA~*7I2vxKb^WPdN}(Y|+BlAe11K6%1Vh}97EzC1B{z*x3~fr7k_Sp|zz-0=(&83=
ziX;2!rX15~JZ#EAM_X~82^Q*!$B3gXgh_hOp0J4r_+hjK7e?EX^GxD#n$Z^0>1fMQ
zeUbc6$C0)4Ty(S*=c^#UW`5}(9Bp-z6{wIvR-i#c#e@n76%zbFG{7xMWFQOzE>u`>
zp`imy7X>Oc#6y`S$qJ-HJOIjsMxg2as0*D32pj_t&nd>)QxBX6(tfyz6;cQJ03CiG
z5l^Ixa5N5ZS56CXh|A%^JB;L>UEUiYaj!{kZAE0S@fPm-hd#vOS)Tmy>Oq`M+*`8C
zt0vAe>qHVgH{nasM%<oCSIET5z3`%!m+;gl0?O{TSN`ac1vxynkPsI$vU$T+G_652
z8DkZQo`q&$i*^@q5>pXxw>r!1xS%FIjt)a7N2Xx8r472kV|kxm$?}1NrjS6}@+9QO
zVZ2LEiH|huNct>u$9MV-pnpL99?e@pQ0iJIG|6lZ?tJAEn(Mt8_t^Lj>yOCfQhE~7
zJ@q%dzlkR)RkI_yb*~><(Lj*5%rqtYl|8xK>ppS|Ngq-+@+oe8Zyu?fmV}#Io<WJ*
zPvLbHYZ9XBhn?fz;$ayI+}hI#$G&hUuG~FQi9d)yH27}I<RX-lo8FUd@o6aBf0U()
z$nPOLeKc3?+%Zk)lWic|Y&1*tpx-UF!tJ)In}ZcfqZf?Y5Z@CjNs9RAr^_>M;vTTa
z`}7uuZ247sM)gir<yb|wl|h86&N)|g6LTllr{e&%Lr6N4)~kjPadV?^V^lMl!})D$
zr(;3La$p^y#+6FK<HmPY-lxsjfz8IUl`7;3GlGLzThq4ejX*<Tczk)b<?b2Ea`$@h
z9`&Y5t@>T(mG%qNbsu^O_2$-5&8*m3ZJB}jhx<bP7hD|fAKI`1?_T7t)O$W%ap2NS
z=2nI2icyQrvb~%-@>A=EFheI}e(R*&iuKpb{eK<Oju~I|7k<mpIgGsDWPY6Odw#$7
zF27?7yD$rGp7ZbS{aR`?b)Wy)H#UmK(~5Zd4}#3yO0^Vo3;Od@)}<=TXQng$Q(yDP
zX71+~Z0PEr;XFgBm&qv@x8jHMe=|d$R+2zRr6C{YVmr}IKH#kibhywtL+1+?Tp0?m
z*1$>w>&%J*KEtp9D}lOTfqivHL7HBJq80^MO@CNGN8{>IG@$s5Y|t>FkW&Ow1W`c8
z+w}L=35{z`5kf&{Q+~b~B2n!+$w~yNXL13Lw5o#*!tddR{mx+~Cx&hFYYghMCK1;#
zo`@$NT7^CO#^MUjFw{!Wo|ztKc<J{Ve`?-*Jg9$9^lp7VIy9TXwZ_-R)gRLh=2sZV
zd`)w(b+04HLUCP_H@-$L8h&{mn(WTXiVl0D<0++ayO!;7={Muh$$q_Yq+=wmoqGb;
znQ<5UObEbZ>jYzy(&urM(?~eJq@c1dEz$I)FVW@?^N_=d;F4)SgJ0D8m&ncEJu_rR
z6#x*)jV@9HhCcwB6X4HC4%lq~u(1GOBLTn`0|562{GRMM(l|ghEu5$e0OA7xLIH5q
zLL@)XYyma3@T4xlON-jn1pwjj78U*#G6dZV*n(gO{wW#Kb}yRy)%xKc;ocl6;QHa3
zi-{2Rdr<sgAs&tUY*vVdHROl797O<yhWJpo2}SXrSBu>YjcY*>N)bl!)6EcxdjBeU
z`fO$h=V*xw-P9e(N=d+1PGD(}!##UyW`?MxA%5i~<|B?&btN{3=X!i911ya%edPql
zaprWPAN|USJM-yJtRW6dK0N{;PTcmMJ%4X$i03Q*+UX~?G<1_KsPIsM?J1z*>rp_1
z2R{fj1YrF@ejp75(!_Mp4<ro)@<1Gn0^kQg*&yJDa-e+hLk9#6Ml1tdAaHO_@mO#n
z{`Ugozj&Qu`M=NekA=kwuY;U{&cDBiC)GvN=*-a4E&&e1Zg63X3gl~-jg~KH(uCX`
z-k9VnrgA4L#>;zV)s~OQ2<1XnTM(1s_eh$51lf9)$Hoq!+y<*Cvcxf-`)yw<?p%5q
zF1p!Txiq;thfk*9{xyQJjYk|wNZN;1TIZ0ptLd`7abvjj>@;lVG@c|ZX~-%2nvgqD
zwYU{mw~$kYeK<Y0H{_VSo!s_=17{oUM9z&$BO5#x;3}gKTGq)5CC1sHw3Dw$mrWM9
z<*yIOguYRDxq2}6m$gPWM#?z4mY!I|-bD+RuSJtrhLc`(&ftcX`f~j%<#MKc7%rWe
zLQaR+a{U9VlFX+Q$hHyJ@wj14$x)^{KHb-kkZRpXWK<|o44ck<>|Buy>_f;7duOt)
z&1S5eBH-68gGigqczl`emVBq&b5t<O9x3}O@X{k|NNvM;Sl;3lmehVID*Xo$yYDwM
z6t0|fB2Bu<|B-O-$aa--Ul-XT=ap)wL#9ISj<Zx%Jd=dY*=yNS@tsuf>e;GIIvi12
zIs772c(a{<?qezowpuJ~C#BT>JGZkw3oKZV_ajuJTUC%Y&mASaFgm2JG%c2ipRk`<
z()onYYN@mI)_QwstHoCYqng*$PBE*5adw@QMys9*??+8!?;BNTe;qcKHJw^r=)Gtr
z8<lcawQ$=*c4PWhVRptMb)R3WtNj}_5f*Ghszf&fwWYHSzxLQOf9GRs_>=kb{C95~
zs5F!W?#`&NnZL$tXAI`;<==US`o(NhN~=u}{B4uRGr6u?_@GPs6&AfmFck}8`6U62
z!hCI6=Edbp3ZurG{C74y!v~rVlG?0k<{y@~M`^aEog%hW8>MUAHGH23$Cagazu>*3
zXBo4HYNg(41)p@jk^lPPvy^(h>nr@;+ZES>f7J}q-}&*ShR#`tdeKei;2NNdhwl7O
z=^V{tr?s=bna-84k-#qe!_J7>^1hkc(K4D-XsDc6_Rr#q>efl)!ii5(8XmIC6YDq2
z!yfJep5HK+?btmB^)9Et^A4opdpl2I_aI9=d)7^KcBGQtDcw}Q@&a&iWckzdUqLFM
z23;jMG@&Z?^n8NJ=onPgun2vy%SSaY$3Q+1H1&22cIdGm{5WWAcXV}L42nMtEJK0<
zMi0W3e;bB9=_joz^+M2vdMu7y)Cqg^Y=I4)-AAv=ES0Y9M;G`lxsELYhoOzbdLsut
zn9}&EMAY_|=-dC6O(}HIwQBT90Gzb=t27PXv;g3t0yJ|~)b-HfGa4r<`YW^zx)HDv
z!E*dl+D7vf&tYks|DVz}v5C`Tfm;4y=R$2c4QZM`g_Po}6pp4BQ#P^epT!mR{Z+d5
z*`^f5H0Vp4QeaA*G;>`JzkH%=KBin=jE2&|0zhsK?Gj?BOXti!Tga!iAAqirB~+!<
ze&8Z$KJQQY!G7Rq*~RCcA0r`MXu28AKaIMM6i|L#i9F&$zMs^7&`r~zf&)zx=b-GU
zU!*_OtD#Lmo#@SL##3kvASGQGV?{azjRevl4C5}ms}V)a17R@_G%OHEv!sAy#59Qe
zJ?u;50sl`WVg=Vh&;CxkNEbN^4{#sn9N^G7h--ONArDpv^7CE2$&H5BNN%?zd3B@d
zoJsx}`3BD?-0q`>WJmLHc*~}lWNS))Y}6RZOU*Up%+Ho3OJaADA%6GeGp4Ay;VnmT
zagQU&feATeW8N4vjn0s*Y#T||b}x|YMb}12eG19y{oP34qa*Qvy>yHDwv%xD{bs}~
zkR!({#mUFJcyaa)UC8#HwYfIiYm&B$jmZ4k%`sitMS5K<!nel0CKDQ2;pO_H@wJfy
zxEJRO@Yy{(Ntasph_9C=?lgWG%3ps78x1&ut85EHx7nF^lDQ+kG(L)KKhNPXYgcaL
z!<F*tn>&)BZ-a;uRl#@lhtfZ3UQMp|_9w?a+Tym0TN9_DgK#ImBr+hMu8=9JfR5T;
zCCGUZcDgbd4_%du!^7*~rT77<?V5(k0}Cvve5?5R4jU2`)p=0YAzk|ye*<MYV0iz|
zJ)-(W4U6jWpRc5fUkz%Kdq#B~Hhf4_adIi2;xDbrz~KW1_J|t#pVaTUDaE9S($Wl6
zK`2<4$~K5>qnv(lirT48Wg*%inw5-5M2&h6lX|S&And$)L}@fSMy>y-l`2QCs#@PN
zSvFoii!E9&W7EA{r2d&Jq&@}bndQt`!EdXLy7ppww%+Zf>MBk(WQyYlgqNceWX84K
z)Xdq3!h_D8WrsFzKo#{n@Ldxwp{gUB@?OVHRI}SYlcm>wD%)VwNjO)xm(upSzpy8^
zqtwcj=XrL$+UM#Rp^nN<)hn(F^V-}^Xt6Pre^T=%Z|41ik^Zt;X*Rf(BI9*+{^-av
z3hSB%ep9k1Gs$;?q!x{LGA)I2{x^pmk(L{+$e!COlaId`$W*+Lke$}zDKEV+h^gGB
z2fx*FdA3>qP-a}0NxX90IeyZ~h05|BRx<t%I`K!RJ!A}ObmSAbz5J7eElg~e8pTij
zUq!-zNPJHbwV)wjWyO$g0tV-Y&ik7PnAXaH!3PE+=-9zRgcVEGMC*n6!5Va>_-sy%
zhHFz4FXE$q4e8RB$!J{}jYkxOLavPqEK&Anb8IwEb206oa7Fd%BwQiH+c^mj>Ewb-
zu~PcE=n<U!>H^!vAEW4_Bd|-07ijIKhPdI<nb@$s8NC|`%Gq)rZ86@7Mh>Zfo`?U2
zZdrt(ln|IT)CjI&b_AWzZiZ}gyI`xb&ydBmP_)@Ajh*o{kBxWO&ZgR1vZqVMVh6*c
zsN=OFIEc*}x*J^FepDYkc|?EIx?Dfxk#Y~>(7F$;!39CqLrSA*<BZW_6V3V1$(ubs
zrTjC$qISPTu>S5%Dd1rM%(Vd93IGfi05%Z7N{eru7lUR40DB7nO$Y!41n_5s3z`<d
zMGI(Vfa+S*q%J@gp@Js(EnC2c(0pLueG{S5HdC-q;hx|=is!(@W=Z4Vn&CR(`hfI#
zP<T;zQ}|H$QWVdFY0H#q-OtFBHm*^LvV-ZdO(-;TW7PdeH>VIQ?pFzvW>X4`DM2Z*
zSP=fi7{$=I-z^q|v0gLZb@|gje0{c9P&?McapGb@alVVY7$boNhF@GP2xC1x2F7|W
zfF7GqyNGn^!eT)>*2A2aIMzcx5ir(s*X!2(8OD0ugb6AzR7e=xpdv$KHPQN^l0qCb
zL~tPw2>1ce(7`pNfXXZiRY-AuIL2NZ7LNlL%7jLvYZ0M%Jv2-4dBG3kFAzHDbU>i2
ze@w&*tb-tdZoj99r_)7_=%y5%e+zI3iQ`%tJ>i~>SWate7P($(Hpw+@!Cl|@lvp%R
zkUx&@!IeMohLldvA*orl$&3trd|{Fsm-A~?GXCmJyeM-pj(xBaDeQO4A8l?-4!wLv
zkdF~AzaWcDuR59pb~}Yv-tCFalQ5pQ%LH$$F`nBYtR>x-oJJ?j4`VLA7P_!)u)L2$
zSNTBJn*?NcCn3I*@b<g_d}z@@lz6r(S`raRIvFp=p;rj;%-D@oyRYJq+!p9*`S)mX
z2R#&%HxYNV^+9vC?8Dt2SH=2WFLEiZ>`C`lk$7Jz712u_j&6-OkCrbQBX2ozF4^~T
z0++k&gWUW{9o*LUDzVt;PVAr0!Oivep~U0@yk_t$e9=dVZ(NQ;1>wz+qL(i|_4Fi;
z@0o`3=bEBp&*zHD{XsKS-)~cjKxItiP3ihmMZ(>w)7g4gt}3T3uAr{AWRlQx)j`>Z
z)MOMmV20FPx>eY*YlgZ^=_I9PPFult!X5ru?`^U%+lR9+U!P%@^=u&Z`>l$!&ZMi%
zvaw2`A!n-gDl$@63>nA7?>1vnvn+&`ZwiEazc!K`$ZLTr*gEi?uk=I?+h_8gnW?Io
z9}mcuE<ND??q-s@bk}sHZF01b6H=h|YgQo4%c-H7_PT<)EZN5AwVtK0@?PjSxxXi~
zXttBoJT;yP^;qJ6qwEo>_2t6s*>|e)aaUNTLfg^Vse8*P7P`D;?(R!e8qHmpZQ5}<
zGbY`g=d<=JOL^AdJ*G!7Ww&N3^}Jv4^Kb0)U%%z8Qu4t>Q7<>B_-X#DNKW8)=`F;2
z*H9ZvF{GQ?z*(WYg{~F4a$|}z6kl8_NaJ<REtRk{s?mI4f4NfBC=m}Yvo%Wxsarh9
zq_tD((ztpQpV1u}{sYw!%lkWBQEfUYOCa$)&<_s?l43o484s@Z1~1I4%JwqILD8-*
zxZ1B>&>H);xW3&QY!DWWPM-j)PJ#x!UZ`;kvwNcJ0Rd>yDh|RR*!iRnIyZ_^mdDeO
zTbs;JvGkbOKnwQ70t0Mce;4Xt9|Q61)`nmON^t8!Lp(A69y;_e3#~t{ggCS|IEzhc
z6NAmKEJYi74n$R2jez(cA)?m4L`4E8(&ts;BB08Nqdbh_Q2hX46#$?r0^k)a0IDSb
ztP22CQ2<yg0I05Fl?6IdRtvCb0N+YM{)}<}iw8gz2RLZ~)g1s28X!`Q8q^P{sRc9v
zfEz$m*jMIk0%<<b59kE+0QU~}YeoSU7~C6JL|{qTQs|ts5t|Fm1J^8GW6cura7`W*
z8oB}T)c?gl3D%}bY5E^1hgja<>56*$Ds>11Qyk;Zsl!*lGomA-X6}WKjGs{l?Z^n_
ziGLOhesN?hxl|6~H6tUqbY$cLK2Zj;LZl4I(Vu-^bm9|b_|YSyZb|?ZP8TJhNt()7
zk`h4W1S#o4!_`Fzpn-`39l)Pa0Vr228}i#zK=}{{{vRS@h0|f`gU<eY5l^Dazz+;?
z=b8pMuy$Oiyb1TLSq=He`!3|_kwavU;xKo8b^~HwFh%}2@*P*cH%qn+pN==RlaQ_D
zov>lOKrZKQ3o<^aDPA=1B#xEVLyGMU<d2pIlS6x^5w_ZWvf<@z6#pO;tsI+5)?ALp
zS;zIc9oZd8x1y%>+oAWE3u=QdC>P25nA*q(HW*71y5!^cldt1#-7n#T*NRA#b9;Ov
z=`tCAA_y-#ZiTziKh)6g5Xz;5PbJ;G_TjxQRf%3tDZ16=E?Vw+NZxX68re5i#pR})
zmzzJBO-5aPhpyS!<3;**xY@_KXr@Jbyn0DjB3-ZrJJsKWhpbG+p>b7k+PsmZc4;$=
z_8X#)S&XQ(A7r@KFP`K0Z#Nx?P)^8tCtWvky>O>Tc~w}JN_KqY9d$K>SRpFZQnq2t
z2i4up$5@+)Jk_;M2h^o|UsqaAIVadm^yPm&IDxqz7Rw%a6Cn)jcT0MvLwS{h-3K<L
z>t2;t<Qa8vZjQRb&SWNTe{W@Ized6xb)M?<6c4u4ytnFV%G=1o&suO1stONdyi}g;
zAF%y=C$M()9E9oXcCc30p0HQFJ_th_&Sygd8!O9sUE*uCQK=iM>kD(ASC*X}-GIMs
z6X%~@Z@s$i{Kwh%%3bB(@2SC@cvR2dSXxG@*ZzQF?`#|9+KH};(bw{`t9CifPg(q!
z8NAkk&umhtSo@pG|7mG2X5WKM#Uz&t3~pD*k9L};bhvXzkvyy>V_tKjVy1O_siD~c
z|I-ePBDn1Y{!xX>%&iMg6mx9eEA_5E=G|wwG8V0Dl#;?EW?{-mg_p`)S^BPnV&G`^
z;@a@9GW;X{`@Z7~C5XDv5CJPOq?-u9RX_&|Rv2`!U~PegC0bQrQGpdzj>3jQClR1&
zU>Sim<Vpe74_G`pH!7fM8l#`O48>;#KMh0Y8br~UqWGI3>i@$6GaC2P?J6g#T_=%<
zAnwB=aKFm+v7~MnTxWGx?AvMz+j~X~>Y20<SIdgRqfITaYhf(5Sven_ygQ8ECEaPx
zTQel0q(nR1=j0sp*6$wLdw&*o>D2<e3_6S}-pQ2(Rm7;)up&+V-P<RkdB1K#Hy@Qo
zN5<@weVCt)4xfI3Tdlr_jVtA$V|Pt(yKWP(+rtQ4J0lqTtS-XC>z~EOK^<|IS+LGX
zBWzOV7;HAp9gXtQ5D<uDH~YkB5`Ur}QR`nKB7gTcL*Gh7z-R|Ra{_<?4}hix0An5i
z(})1DlK_84P+(30AQBZv>IXoR1UPB&d%^-u6`+f_xYIO%hZayN0Nwym;a?##(7iyV
z{jZ4(Ed%bMn7~lKhPY@+iO#tan(q&Ug~m0a2&QO4QT)vi^|zo1r3e#=4E6sn`esNZ
zLO@tVz&AshMQGI0fH<%;z$HunlZQCcJSDyvf^@Jn#0?t6vasYo$B5qyiD_T_XC$qq
zQJkkAJ-^n{fU<v9OG7u2f(j2r%ANu$z8(cMc<_TjLx2VjjT+L#c#$AMJj4OR2NCnY
z8vyW&`5+Ix34pTT4FRN?Q2+shG_efGBZeW5SRVCi1g_JN0^&u1{6Ce59gPkm20H)#
zBA!$iF{9rMxzNoWJQBE&iPz+7LxbfDN*^UxQjN);9=o{wtEJ>U>&%jmKxte^&<m24
z_8ZQ45lAx6`(uOd1>E`@9wha71oxt-4R@~3FI=yybL7&X*BqWJ!F>ldCL8Q#p=mt_
zlbHFp@E)s<T%GFUIH%Oh*mPDhNtiU5<4^jK+sO;K73&B&Wn#@q-dK{OhxFvO`x<e!
z7J20ChX-VXvkk87vjr_3?Mu3^eTQ#Y$Vo3r1UkXYL`CsdcyeJ1SABU`T(jkNJniFq
z&T8xxv_Q`XO}76?dcJLf8#+AV`fYs1nY<c|OW&|3r^XH8`dv#QnKw=mJiwbot$soB
zZad=BSc0Qpnv%>7n7h9LamLEUq<=vM*-<N(taG1)`Q~f!>(nKr&8Uuq@j8a9-QIzR
zR;!3xyzPf$pDZOV(~Ypac@UcFd`49I4<dHo@0+0@<@o*ArE5}t6K)52vUNimDC5^Y
zR6F)tEcB?@R`$kyH3~peq%{^_6t<T>tTa3luhzTF3FTLf<$tZQSvK_faQ4O7<?PaO
zPo;j<mq@*xbC?wWNkY8~x7A)%I<T^QYqfpbeoU%4D}=o3CKLpj$o4MFL$>d$@tw2M
zP?b$<c#mUuRf%5BWlIb_nSsqNsf{y<(iUwJgn<>MR_iD83PS^RolvFV_GGInzFS|l
zMZaPE5x4aU^QYbY#+=&1EU3R(YIeR4)1uND|EojqORX#DWzU>r$xq!}m9b?*vQr&v
zE9O_sWNyEVR~nT+mu(i)kr^Gu^NKlr`0@K@E6WvJW@I*_`8=~S{QTgT{_CUfD<#P?
zMV(C7;-~trB4|KAzK4i+uc2htVn{b7gY!an{7sZhYyW6$MXevYbXY4>wS)~*jfOv?
zX4<@9+krh-o1%_3uCCUtN8^eqnl?@bE(lFS6of)fQM?T8Q|jOME2>W?wF)A&s;|Yp
zHkLsjYG>jB$@lU6Cf(Qpg%Z@`egLkz<SAN3|8lPGl3%dC`%QY~bXnQp^Qd1t(2xW@
z5c1H~1|84>Wfp`%utVW%bhhp!WOvLFTapY^))6d637Q;Pna#KAfo*p=q4w**YLu{<
z!PJ_f$Ask#$D<qOqF)9dK<nHSAP%h_v<_SlWcz9mijNCK>mDvZm9tiTiv9b4MeTiw
zA_YzS^jO8KfGP+Otp})%0I*;HU^M{1`T!Vf0hS5?-XZ`@v@oMCz+8*}>0Aw1SAajG
zL?RV}2Mci00-6E9MT_dx1;E=10MH7+XVgbj+*ha$G+WRW=mzuwI)HnJdj=~EEIP0R
zf$rHt1EH?wKD2(Y+<?M4LKuYl;hNz(;reP)6z>;D{azH_6vcBj+GFa|xP}z|6va!#
zGzESt6VrH(B7mZJnV6XVce$eezB+dkgkosZ!Jp6F=v?+i$I#+!4(J&A`P|K?F%-%Z
z=We(jwAs-xjG=#=yP;z!O@lF%qk4hmUjLc9L7P4;_xd!3LOww8wgx|V4Ao6NpaMdL
z5*sa4IH-V7DM7#$=>_Bgfw+?C(4e6riUO4w(jh;<o&p5?P?iA&RA><B96-dpCCi35
zQ6Qg4iNx~6w7<<2E1(Vv0lNDhBA!MUX$T5%H*6W;P|=2Ku{Vc%Ryt4qaZ3@o+~0=m
zp&#g9?=X>=cN-{wTu+ZHcWx&!D(^;8x=Tpr+Iv_($)3x}yG6#0yMPz98jYt6ibA}5
zto+gFGvrVkM5LK*ak;>yB<@Xfv~sB<Su?;0XZ6bGcC6`1x_QtIf+j!4Brh0U$PSnH
zzHm!Eu;M|IP-hx`x9~FFx~vvHuqPfRhP*?I8BE&O*@8n%*OT#6m*S-xFX687W3Ya3
zbuJ}%HR<-m6z4hz5WPwl(JjM1D1Cl)dCSiFWbfIxT<*}la`S5iWK@sM=-Tsgc%efZ
z-0W9VG_&(&ysCF9KKmpLUm0$W?xrQ6U84`-H2d1btH>D3_7<X#?z2SY{UGDNK^^gg
z|Lv?!q;l-x*3#7hJA_+qZmMj9!LoVX4ydc1yC`%!n4_vRpsJ9u-AVSL&S=%^Ms8|j
zTTi8>Yai9_$AxOW$TV3{va^sid5YSvYdq^Ke<@o(^9H+YW+^FqaKG^Mm805jd>Rw?
zuB=Qw`K0ioRieyxa!0lQz?0HjeUqi(zJ~>ax?$>SzH5ZBRr@LpkAD!}dfsI3nKhMN
zJW)$H7SWK+AJ$Rz$SgvY9QTmTc(FuC+_ym8`=ngmV1EZ;wwa5n{mxm;t7>b6W^;V_
zN1L4ZG6Uu_GRx&k)6I1i>prIOt1P4Zt5x#h^WVq%@7jA+X;Aa_?z*la{MEL*m{K)c
z^KaX?^GlnWCat<Q(ZBLk7bbj0Ie!QJv3}M*xk?wqr_7r-TNpcuEq{Hg8`I3Cu7BoZ
zo|lh3B`v@Dxqo<AywdbiImPIl8cLU0u6*>?V@kcSUVN?Vvl%P%$4beVhkQVX$4t1f
z6aV<IgqiZ&F7cuLyLO0+{2slFjxt1zXb46*F{GPdz_mb!3>`6a_+Yt#rDjS2)|t*Z
zADRXowuW3#w;BalQmzy=D8PEs5DKs&s9!@Ws9U_qOB?S;;}{AJnV>GBAQW<nKnm!L
z8&fo;XigDA(UKyZ0^aqs(U#K=+@D><$Dxz3M3U-vUg4hAyP|j1i?FNA1<&l-njLDI
zgSy9d!LuK?#&^>6agEk2PAEExPT&qy0}`~!Bnu5su*7X!md7UJcB8s+U2wC*wQ#F>
z_p#HeW9ZekeDwbHD&%&3ohJW=$Rc+7!x%Pp<p_4MBoy0*gh4!(UvNTK9=AeMr%u!4
z3w)Q4D@;zu?kx&&o0vk3N4>y71!1^GeGjZ}%AuFLH%f&|bOQpT9Bk&`jgl+#n&VFR
z>;U&?7x8I)i2y}Tq;;vp4L}nCh;|G#7Xa8i0BAY@F!lk^i~wLW0ia0%zy<?A^AejF
zG&3Lt09`}~Y$U+<o-3+K%LF)TQH{C)XvzQ=EudKgfP4U;i34hC0nHuYrUf*8fQJ^I
z)CB-h0YG;kb_vBp?^g&FbW@;v&^726bP9SjqX4~qMyP1Gco7`+7n3RKccOrMf_s2#
zhwFuF)VbFjbSX4lL!hY3YQvcNIf?*^MijvmO(>vFwV(*4fJW7dqBTWZ?Q!kF{n-U>
z0_3X%EfU3O$xn&za(+Lj#Hs1tbC{|MHa4Jk4yXMt=l2^MaI_<X@;=+xfZ92~|1L+f
z!2z{%I9eZyH#nen4x9syr;f%2(#BEZt80S;$P0Fk=KGv~k)5NP@KJ?m2%kvm;3Xh*
z7|>|o?Fcjy0EESkjCwU;F&;WJF%4Yk&_ox?0D<Fw4>2C{LIVW>KQzjcF8F^Bdm0Dl
z0f0c+KfQ<zL<fO{XYqH5cxqjwGBUue;Ant@@g}Z?-b;C~+XeZ#*H6eLb|A^wKVI&-
zyB1gGaE^Ta)eLTTe>zKZaynkWWg(eiei@&=8Y3?iv4u0Aeupg17)u79Hj&RbSdJUC
zJ(r6+wVV7B)q<>R(GN`{$4S6m6<)FBH8wl72G1F`Nv`M78zrr@CacFDB7ME}@qosa
z$mo4raNMy*#H(L{eCn)6B*^7D7jQn4)E*SXwVB{Z+O9@q-n=4wym4F7Ro@q1tJ|1(
zN>(DF!Z93DAsIcIm4#BOzCbbYZE@Q>g=mh^d3?pofO|3Z89wuR2<iOh0;#(*8F#$1
z2_3sL5gVP2#FbmTK{r#K@g(&me5q0k&M&;1yu%?0es7<M=X%v6L)d(-bnrVo^JzNH
zFDxY216Gh@yO!d1<zEn|E~RjXC-J2JgBExRZiez)d`QDA6|P3E;vuejxEYy?PhYgb
zQ)|>g$31qV;|8O|hw+0*s$cO)`QMV%2<4bpHKZ$>Ru*pRH&=x=Tp~LXvRYjg-50uc
zXeL|ZTTykZTs78uM7rv7H3Ow#XrNj$-AAyl6~#YopTq30bd^1L-BjooeOP*SX;W3@
zHKA<N3Aa>kb>!-xC9hcG7Ot-3K7m<WtAfzH$u8mID<@ew?@MaOM}3f4KnuaiXQ^<%
ze<QYR>k+EGPQS1=-P#D#<Xc#a8*SN(Te}K_-rQnC+E-9oPqyG|xG$1g$-D5`9zE3F
z@@Sz(13@(<L!vfclFi>;)zm*pzl(oRbU5!`#!D%=Td2sX6T)16dqpwcNk7}h>IpyD
zZv-<4E#Ws8%wg8nQ)M@dKIA_q>k{wvA(D~Zc)}0w;>zd#cHQsxJtebp;wAs+F@jV-
z;gSFGN3Ru)dhg*MB+g=P+>TPrJh_t}Q*EiT-2Cf|tj|dPh{<+-UcJWt>rZZ1O6rbP
zcm<p)t_}aHnXSKf!dyc`%Zr-PO+(=-U}%6L2!;Z%oxxrfZDg>Ei<cgP{Y1lGoadtP
z)hNJrb)^6s73@;5MgMQR@&Ub~KL0;!;xab}cjuR(H!=x!n>_`47KXAT9!XI52i<U$
zxJGzr_(JSx;f2d3_N5w>Aa(3+6n(^3<DawiHSX!>j9y)RiuT-ijUAT+<En>OVY_9g
zWnsr9*y0i0uKXNKKS<D|ims@yw*?ya{voTk$Ppa~!8mkW5jJc(42MrEK+oT1<LV}{
zxOSWa_L_bO4}5(Z8&>tg9m3kd@g)US>==#Wy1zhc_?yVSFsWqP&)^p;`<H0t-@WwE
zj4A*CloIg0=p;-f0Kf_afYk;7Y6XC|K!Cq%>7g$A=uOZ0-IpF}yBE#<YW;AJn)x{D
zI#K*33Q6<(Q%EUT3QWOK{DC^cxk?Jn^BI*anf5dI#ftt_n)uhYE2ox5@jM>2G`@Me
za%yRmoW}zdqnJ;CrH3T_KjGqdng{0cG~1Q`&eAB(BYvCplUf?O=^%`!P=TS50;Phn
zRiuN|tD$MIToC9Yq=7&_0Ep-Z3J3HM@<1HCcL6^D$_4>Hlmq31A37jtFpwX@KnbA?
zaN*qz!~w)}QE#!p_%B|kSblNhKkX4Kybjv;_gYfA2wy~i+u<nzRbJNRng<%l*Or?u
zPda~vT(r4Ma)wpo@|BI`Q3s#Mhd-BdEnZ(B24RI{(W8MR(`7p@HMT#u{y+ptJ++^E
z5$?&IV>7v4u?OW+YikZi_QJgjYGdo&-N@7h-O<Vui^=MO#d!YZ7%qMKOl<0KizE!Z
z$MM~5$gP~tT*ucNxX>v(ImyK!ax_9Bw_R14v)OfqoJ~PwLzP+BUa}LV<^75hR~Dh<
zygbrogEekZ>KGYs_>g|jH6Pc15{YgsXu{3nClQN5T~X33`oB|KR+64)!f?Y{Z@GTa
zwK$Vbdbo^H9yz%zj!bA>#5r_-MAVjH<i@K?Byas4eA;at!B+XCeX=)6T)J9rXc<iU
zg>hs@qv>RwacQgwzJ_1l$Rur=$nohH<?zKWmgw&InrO$gVR%Ug2jX?^GG-1mMIZS8
z%q#t%o$<cgAK6AIM?ZTkT|OaHxPH%A)neco*`bh^YKIIrp^K$lwyIr%>W1F0tX26b
zs*7{1)rPs(m1PeY2v&7+`9ei5ljBv5{pE5)p-<0y($jlasO*;ovW*wkRn^>)t8R4d
zq}nz>&BWK<q;%_;CET3M3m0}>lUb!3s~ww|B9k`;g5&-ap<ru*%B_(r+q>I3wp_tE
zA>MfqYd-E6d;WSIVW8Ckwt4hxrL{pMU%gwny8e;YLSn6{vhxQD`I}oe`YW0KY9HSj
z{GEk&{O6aE_y-PH#n(#Qt(5fLtx&g+G8c=UE5-&M&MueMnx7>9l^M{ifZw#kRIz5@
z2mivlr<jr1L;1}Cn;B_UPkyNMz0#rTA;tWavzap4hKgBr{iLOKwevrEqpTtzA&$Qv
zyn?wltbrmievDGGe>`84Nn^?>jg%52`oC3g{1mlPrOMJS<rRG=I2X73|08yq7u?Vf
zYlvO(A3lF4Vn@sUzi-OE!L$=Aq|SN72;vkm7kBOyfQsr5!ZoS{Vz;L@?6?sab?e*^
zSBiR%2bPY;Rh(*K>#Fn6@#NF+NKvogP>nllSvc-)y&SzL8;XPzJ#m#yH*ghcF19h+
zCu{i%BM$<0w*>9@Z5*20YX*wm-UE&5oy|%XjY4}54#LfAMq>SucTrxCNx0RrN!Zys
z341;c!=8Iz;r<3MvHoNq+~!F?C<BC@zakx*X0AiS8twZOL*q6MYbg4E7FX2zKSAu^
zJ&5=&<a-i3u-gFt6tRQ%G5`-PM4|^3?7I^?T4wRQAha?X{!?P7&F2NzL*YXKZ$Ca;
zSV_a*MC@q3VnQdjavJyl%Qt1z(g0!wmd2kEJIDu?#<zS^CjJlA7r!afS{hIufTNv`
zXlX#%KdYtj{fM1NvY>&3Kp0>N0V*O96Nz2Pd_dZC5j(LQ$Rql{MC|NoI=s+@G*KY`
zPbFf{{<9IgjBx=~Zk6Yn#l^|jyxuEM%8MfBAFUxdj!|5GmQo(IxTbvg^)XzF8<=b<
zI|{EIwwr8uFb3;wX~V70tw~aIL%A1{k91SZmRzr{tXx{!jl(T>;OL?)WX;T(XqrPN
ziE%%Kg*W@~{P<i->^5SPa}7vBuihMAuYlb0=)kQQ=0r}uQ*x60i{z-|0lDpJ3(h8S
z5IGy&foxzba3$~RC~dA4>C|T=zS1>_^o;L;j!lY2uNJ<=lWYueeg9eL#`;IxELBZn
z(ZdlXRceJMCE1gn`$yr1uKl=v-A`~P#vgE*#*@fNeGjhR1VS=T8<A}Zet2vWC3XvU
z;?wSLaL-yxNoM4H?*8x>obkF)(l_BE*%3aBtSe=Jvr{_bH~q6n8x%n5bLFt(@_Bf$
z*DTyPNrGbw2N0LCn=s0AM6vwY;wSxYBX%Lm(Vcvy%i>B2*N$b%8V<G-8clUoJCv&@
zbh<fMmL0WFb*h<Ewf5{BwZ|oe+R(L<vTQ;F!LoA=zR<n~YqQ8)Fs{2;2tJS_OSICL
z)n4ExTqyKY+8li<@ZL4mHXCa(acnInW$GfKY2*b~UAdX;$t_M<szbEe^2{97y~Q%M
z`|2m``OCdkn>*E!oqRZ4_^^god(Nt&T2ji88KY;Uw(KaV>(gBZXGDd{UKlMDHePdQ
z)=UrNrL!(6z2`Re-@M*L@mT7^c!fqOD=$CBn<#H9l%D6L6^>@}P8q9|wq2u`Td`sM
z%oD4a6?5Vg&kvX>;-X@h8qYnI2BWt5rTRoD4X;=zrtWCKC~v;tPduunc;}$x-_3ch
zl#J-W*Wd~n>+lf%<MecXUeY2a!BEb)n7`$dKR6UW^?wzC3;E7{q^JcAb+Z*ix~UtS
zAG+;tnv<jXzKObN?J3Q?TnQTpY(TL6YE#sqC|)K?{eBb-g^U7G5Q^e0C%qA^8N
zihp#QbMbz_71gVgqJ<Dg=Y_bV=Q{M#;2<8h=q>Kqd<#3_6h>XLSKy6$94>t<58HP;
zfGRbWprhLd(YuqNo(P_X1X~>p#S8X5!L8a3#WjNx(2f;v(8?BIl}gY`#ct%@^gQ@M
z(8T#uaUc63_~0T796p)H4mB&|s%@^K85i?$pX>x|nCy#|#Reg^V-d3Nv;+s~O@ZUs
zm5p53`KkHXB=R}hePbJ1C4C6-KZA(c{Sp=XySF?yr3wH54FmkuIW~Ch4uI)vz>lI{
zHR-tkFdYu~;!;gfv0qt=3Ecu%aN_HHupGZ>DJC=vn)i#8OPdDQr}?f;8}^{#zeK&X
z$NgbRCdB^?BI@_6b7q<?&oy*KyR=fXjIqRjM!{C-#ow~Q(n>nkYxXUqW4-1$OsP&r
zv!n1IPY@<+=wI^Eu^#5TAS{mc;Me5;f9!n+Sk%h;K7tA&O+*C&MHCeaA~x9UW@fT9
zQS8_&D)!zxDgyR~h+@Hp6~vC4-7I29MFe}pioIh)(f@pL!&Q&#J?9?vdVc@=J<q$}
zv`n&-Dc_r!Ox#04M13eHgxgf74lJLP;y{xXpFZ_VQs}XCtp7X?-hBgF^}CJr`Y9At
zV3-?&N(&X47E%EXqRxW(Cy0abPogW5mgcaecxb><9Hf^h6m^P?1n3XMLxTY=9Y>vF
zM*uzg=kX8@$Jp!i=jkEtzbaA%)<cz`Y=5Lkr_(q4)zrJ%th?ThCogf0GLCzj+gowd
z;@gsQM+Xw^`RdB^B?~JH`+9L5x2z_z&;}%tGsE$Y5o9aB02|yos!T9*<+j-O<u(sY
z;bcq?uF|l}r0Y#vytQsueDJtAS(n@kMJ{cP*1Tv#){XDT*^L;YTykX`7ty-|S#Vs&
zMO9{r%-e>vZQY40>~exDeS0l#dvh{=p-#i;#d@LHZYA;R&`8qp!%2MkW<E~4IhFJb
zf6W=x9fQ-1wYas-BxOwP7F^}@MkJ%~d7MAQk5tY+#m(Qo87;dt7q4nK1!uAANaal{
zv2WrlJUw+NxqUI8OtH96Hmf_M+o}%exY>HVce)|Ed(sKB<F?{Xi_2rD?gwzC<$<K`
zeJ||PqAebhcp3ZKmBWU8PT=W@%W>KDHwk;Wz()B+%NKv#mgj!z(HT$V%R4+3uC6@E
z)_mVz9eG!-bsX1L=%gH?c*^WUT=-47U6QYmw5f}_@TwQW`&VrROOpit@wmr|;4{_P
zXP#bcY;HBVr%9OHtyl~*VUD9vJF2g?2DgIsKU+_08_cUqaf5|x51R=$gGws)I<!Zn
z{7&)RjiQi)Lm9q$YPe>m%_YU+jq4Q2$6g3o{T1p`;e7;E9Y$W_+yQ=1ULhf)kC)mq
zu#@6q$uj))91ocW#cFFu7UmD{kgKftYhFPf@yvX;D0%TSMVSEWxv~p>x%4{{GxyHz
z_L`r%z7%8KDrfKFoNV4}PZCq1n=@~?(2~!d_Kq3tqu`Sri||huP2TGj*@20&*{E`E
z$*7GF^;GrVV<t73f7Uy3V8s6jk^a3%atb~;te@n-dH*!Y0Skhr|K`F&$-1EN6(}lF
z{9yqi4XZ^V5*%G#^>n%c4KE-%x-bM9gvJq_7Kx9}{nIzvkP1^TiSZ+jC$+eP%UG1#
z{XFjPXpU$33}UCObV6Msn_-8&OVOH;wYb(t+TGR&rT>C1Aar|!dTb`5`)b+~bY)}?
zT9B6meh_SXtr$8t$sd)qeu^#1?Ld}mV$jZE!DwEr5qqe54{SBE1ZsctE~I6XTKbE}
z1dLbW{{E4uO+Y8)TGSoF(CV5CK!cz|DRV^KKX`%|K!51VuU3-#XKAVQzC}|0X&Y?7
zV_?9)BP-=;8UQo_fU^$J8~~Mcs7y6LA|utQ8vw?>n^bV$AtBIgC7TKCF>2WACn37#
z0ybY+ox6a9fFFd$!L`Em!F5%o0D@G5;tK+zOIu&3VUkitA*U#KHw@xHXc(u{-eSO~
zu%EushE#svB^iHhgAF={!ooZ-{9z3JVuKCc7%CElxR4O?l>Y4=6qK-hJ%1w}4`V3g
zL&s3goAzuOwAsgfA{;P=e%fH;(-_LpbTEdB^ESFMRGhc@MPsOb5&;zuDpVl~sEE*;
zNQ8nq#V}|v5C>^Mz%7vjaD$N#6;TqX#8P@GU+`N{KwgC@Y$!m0G=M-l36KUvI^XB+
z&%+?kpDI!X)I$<}^jNQt9Qb)x8@kxrabGX4QAuO&*?3O*v7&~Y-Efy^C%ACg_g4_J
z*>=i@>7zL7P41-7O<%HTj}O^8CIK7Rr*J8e_sBT&%{cl-e>|nZVZ`4|Q9iU@NRG@i
zB3_ZnxWuUAWNKt1GU?tyER?K<w>7Q7?HcxqbUphNo!WH<<2QxSg(Zo~K7&pu2kvT5
zlu27j;GniR;oNn6&}$Bw<+2$?AALmXZoY}v9_>X!{1VX#t3Bv-za$*$$>J^nG1#c(
zK5mK2VG=xK98TFeju?#Jfo>>UqLo{cl+7JdNoq_-F4bhJ(tMjOZc{6ZnBP(n!{TW;
z`mh6<y?PH`m2nO4%+0_%gJ0ok0nVi2>gAZN(-?(~?N)G)e$7nCkK14)NIlA_n|xW3
zI>MF6Lz-ReP{r)ZTeS{1n+P4tZq$^SUsl+#(N^(tkzDgU`hmJ|+g#z@{<ngKYz+VC
zN-2ep)l6aQ<=t9OhYoCm<}qx=JTFaX11ovM#c9IB^HHqdh7Q^?C!#fVsu$B*99SXG
zE<I7+{5T^REUm3AKcJ>Cc1ACCkwVjjH;J>@J9+!rdlOWwk^2gv*SS=-a~U^HbXFC1
zbJ}GgQgd9}yGtRt)v(t5o=N#yH^xM89OBDgt7)w;zyFNSDUqgfw|3>@u8oj6_87;X
ztl%NryCpzv_`2Gz7M(GFWx_exhr>1ayygSFc9k3?FW1^%R_Tf}lNw;mTlHzBDz$qF
zW33&@FL%#W8Te;1k1rakij-L|OI&?}C%&uYHZ{x0TD3Z_Hog2r)zjTdT~T$E@7bdi
zKh&d$x}-sUhKw7-A1%9rnLQv<l{{ltL2dX)&5-=u6}KXVu$4+iKZW=u?=I2)`VZ8B
zhKaO6XJatb|HT{$_4`mjcl(F=5gG>1YMSeg{U>glZqKLTcFHXDyzT~EZlVl_Ey`i1
zhNPfQcM9W~12^NFZCYTbu_-v**q#1U1EiVX3U!|#4xBhBu`xCYnuBUZb;S**Ho-2V
zFJmv{g<e%jKp)!MVzYo&$V%>sCck;ePVjNZmcH~cr-1<`9yQVB#>r@EwToh&zF|YL
z&HDAY%H;cap8G6x-TxJC=06Kpw0wjMeNdv;MQ!AF-$PPSQ27*FG;M=eZ&5<kjZ*mU
zqNU3IEz0swe|HJ2Bf!@b2Hsl&eEsfH1sVo$*5PXk1MD6EbOBIB2cQlBiP`{-0Myh$
zq&U<KmGXx#anm*DZ&Dq4KKL(xn&Qy3BE8Y&DN-C7hAB7-YP$b%>kCK=LgSiIh+C&q
z{eNJI8&DR2v<IQ&2hCwhQ>djOzPmJ!QX6V%e7(hmn2yfdNLyS0MH0hm=<;1gStPYI
zxDGTwS~nmLEDgvT++x~=p$4QYjW?s$5lOWZ1ubVToF1#QG^Dg(X@L88wKVioE9f1e
z0z+dpq=3h5(mO%aDbgXJM6?hJs1Br)C=R%xmj^$%i|RD^fpUSi|4c&~5GfC!Ss;+k
ziUK+eDGtKE1`QGg&I#8EBIWVP_Z$35J-Z%C_H!*MeFTlZyVN?%+cAmf0=k7O{g&D(
z&qehiXJ!{8+WJOHmyo-h$?^TljZ3F+d+sbJ26qmTMRt|R)<)yehYcf?h7L_R^J+aw
z%*RS(NZo_Vna0();Y&4K_@>3=K&~w=v0)IIa?6fHn>NM)#U>~Xp6^6aC-#zc4h=}(
zA+C5pZUh-QxeA`PJfFDrJVeqj*(k?*Jm<=8KSFk#ywA1q5J=nU0-3MQ!pE;zq1jEN
zP;{Y&q{V~zxY5v1wB*@dGOJ&0Tr}kv3ZLH-Un=d-<<>RAXN>NVF1yE&I`$iJr`B}s
zh9Vam2hGN17uQ7B8!o|9Jm2Dr3l@?sm)&s0yCvKfuY6_YQn_T<u7!l3aR}ecvm+x`
zA0gLD`jGS%p17T&K5>=}!5x~Kk^bv$;iYuRUD}S#I76L>&y=l#Zqv`VY)h+$m!H{A
z8a{|DxYNIe*!{R|)0OIxK^5goJxdFhhla5=#@AL)zp_N@&}5F#{>2u>qnBe4nN&<}
z?d>XTH4D@l)f=d`c>GW>AJUM2#4cBKb4_HQSR7+xE&ItEG*ioKIP_zJ_eBY{G-b8b
zTSaS2<|Hu@mF6-_+(HHa4&{VvS1c8KTBRZzm&$x_jUZ&-;UHh_-g&wG!)fZmd=JIm
z=A4je<D@QCYlpDshD=-ca$zAn=cr~v$w%7ahb{SosopA!qpiGJblAkqeQh8wUa}J7
zmzF3y_wbF}s?Ru84fA+e`|L%0gWHQ3r-|kHgymt$hZT>Q(FQ&F-D#=($B?Uhr7ndS
z+meU*56wdP`7MXYwls+5KkQkhs#r3!;4c272$}K+^mNic7wMOs<kL^T;GEDUL-z~a
zyD>#E3TcgwC3TmefUVO?QRrQ!_Q`S)ZI=o(T}2A8@BZ}XYjt){J$g(7o!g7L8Hxg0
zCY|GFX{osM&e$l4-MU@4&C#3asr?4rr{R4Z`8J)MRy!1R^lO6chHpo!9-H7A>-M4i
zvc1u<w@LKs>2?syskK4%h4H!QVonB{KUsQ?X@E<uYJ<*Tx)sCrP~>K_0n&k>v6t7g
zsdTR$i{f)oyR#+`#wK2S3L010l@1!UT(b^UH4~p{qPRsb*(e!ZZnmT`TDNU7vagy5
zX?~_irS&bkqnt$V(Pt-@Mt!gZ08rfkFwz5{>H)yo06;Yaz#j)dl?1>;VgOW6sfvDY
z85tA~0IDwFuPz@ePmcjWm6obCRP9PSRHhp6UHT#w)OTiNlr#@07bpw(|L~vTf0|K%
zwFZ_HSV!<*;6Lbn6Gv(qG>tO_Tqj)LpZ-iO98c5Nr|{IdWz_uzeUZ-bv$RxR-<^R`
zf_aWHHQ&FngB};XWGTdxgLFAoBuxX$yy$o*F7u+}-4`=3y73OSKp?sq7&ulM?>^re
z0m8-c4m2I_zz^dcj-$t}r{|#KowQ60;tIAl|3%}Sep&z(?61tYKxG8^TtfqO5JNxx
zK%<6u&;>o3&JXkhDzn%-Q4Nh91S&R&bgbmIrw+&;@&orz6{&*hG3TMI{;o);&}Y0W
zy{pNqdOOCw;u`KK%{@a(<%j1E<n+MmM0jJ!Wosr7GmBcvhY3lXb;ZtP^T957^%{4w
zwK9Y99eQ&qBO=LI6py3#Uc!@ury})gnexFi3v#4URnp+KD_NsFj3VvEqqPS4WNl7$
zoV3S)+tt^WbT#aTPTjAH@tRn4A+CY)eo{m16kMMuHzt$D4`c9_k_++vivnpkn!ey)
z?iCp??~h~4pTV77`eGyhXl{wqBof^C7}oA^Ck9oIq8sL8(Mm5~+57fmW&g2jaqE~s
zVqvt7*xi_g8&`ElvlBPsxIs3g_QqgbUUm=<S{04Gm$k;RQ4fjRkXN|DiYX|cYbq7i
zFIq}fzkzhZzq=D$L-p|J2J)CIwS`M<FSFH4$Ezb#OttpA6NGl#J}MrZ?2Yi8l5(rt
zy@Z4(CDlfkUkPuW!!(-{W()Zx(-fVvv)D%igW09cHp}ZTA0w}JER5;W!&z|a+D%(+
z$9Oj2WD9NSRr3@_W<L?0c1hIi-MB?<e5S3CJ#nyN*NP{oBr@T<PKZEd<CMH>CYG1&
z!mA5+Jt8kLx|+7g@S$p(yRC%Xduqt7ir3_KZwVES&pV^G*mhIni|;ZoFI*S=S|;-M
zz31`wYo;>my0+sFY#E?3KNsQE%zq~{XP1fGw9jqEH=wfY?2@8#%gpDhYF(Dg+HO3l
zniX)Cx!ogGT{zV{`5=Fc8R;Lw?>2nQKQSDZe7Wg*rs(Snd_?VF{^8t{Oqgb#RM`Kl
zB~=aoZVym!y!8J?lf10t({GZ)nW1}xE)%-M@0#SgF&duoK$i<$Cp?Z7Z5C;Krv8c)
zE)-y=xKdQ7fJdt0tcWg;g11I=elMM7bXqjSb#8G%mCjx8Hi^#f2l{7=RE&B}^@gNO
zR6cH1t0Q`Bk%U9eEW_asud)$!yP^(xMR6IXI*J>79#?Cch2E7}OH0B4siT^qjnPBU
zFjrr6w&7BAzHVhS_c2&oqF@`B40P&41!R9L1)F||M<p_?P`v+nHgaAhHkvsS60s>I
z{BiNHgQ%@tRnecYjanbnPN@_;5HvdAUkt4~;x4*ZJe>j>1RdI_6?JsE3{jtanFRW0
zi&To=GT|FeqWAE#3xFyqjoL6uL-ho}C=Y<D3IOvJ0M!-%BR&AkcYtKVn^89a%y$5o
zxd33C05Ew0z&-*0&Xfo1MtblGO#v(t05l1yS$uD%0-A`_OrWWN*({pQRKv}LCL=W)
zsp-^`3h+CoJv3)1FDN4@7bpw8rad$p8V~;it{tqcf}PVK4upnPqL8kw8g<v8aHDXi
zDENvIb$?;T>y9n>k`ax^x-fB}mCh|LwxV(3LMy8MA^c~HRF2;@`5U58ddc`plV6%q
z_}b)$(N>&MpqplMk<>ho{X_{M4{5X&P5w2MB0Qye_Mm`8R~JJKV38CzoSOD@w1xB%
z#L<@eVYG!X7;Ou_ZbV00aq*RIwB;b4j<%2vMq6>S>|Z$A>ZbxwA@xxKsB}<Sp#g!0
z1`h&m$qyPDx;`rKc_$$qLz9bnLL<;e38ZsCTIsx>yP>lHfpkAzqzb8rB0w4b7?Dn-
zk0><su2yNLw`0^s&i_Ms?pdjL<%gU1NLCOgLVP}#9T!82Zy2n6xGA11k!FiOj0+<R
zcXuJvU$4fQnn7Gj-?wDUmbW-Mb|DVk)dXp(PgFj5G?pB(y-e!A+K5ZIIFQNn)kL}B
zJdT@n26ulMg2}YeIH~JBZdZ>7q)Tvjl-Vi)<KWxq!iG@g{lsKkzFTiHea$)i_OuP&
zq&a~1*P4rFuhXEYwd07#sAqUp8w*nXo&ss!XXC(?5hy3u7iE^5jb5HZxYNW9*huM0
zi9}%%T%|r1&L`uK4=vF3H*RRfiDk;(7nREXQ)`e>Ei0hxwZVAdzR|d`ix-;XycVyF
z&%xUb!|?V;op9#L?s!_A(&+dbYn1MrFBRf1A`lJgNGJTe1fr#SXlA&4@w`moA{I0|
zZ1yW=49n8mm&+E~j)~KhN_-@&FBPnKmhGu|HrG>av@l$F{d}TOT)vrqIOL?l`%F6_
zaqkIjg9cG-y+a;~l`HzQOHPH#l>_<;54Lw@8!l>~Ep2v&iE(Hv_~e|CXNR7VH|yD0
z^YKQawp_0}!kCPA>cT_k39kqCVsFpCqsS<7NjQE)%cfO5qIqc|Xrh%%*-a%=v=yE^
z^7;Ed$SpQc;&<0+Cmb6cr?wb=Tr-;KtToO2$gl9NE3@C5&v)I%F|l}}+R!y__c`Oa
z{N+>LvUiov@o(3+^GY5xLhjJ3h|GD1f@$<7L1u&NdzI?trLH)69P?7%i7D}FB!4~o
z1LMCnUbdzAMjoYl%dIzzmNmD3&OhtmE;~KJjX6EGA3tIx%Rg?LmV9x9J3p`gS=r`i
zPx<^qZB*r5Or@Lh&mtNve@s8}MJ`fFh?K)#^694>a1GGqf;|UaJJ@Ytt4WVoznBF8
zTY$!iltbsXr~U%kLEVxaRfW1;DMY(Tm-f4qgQjIDM5;kGp-@uzQ20?mx7!Hv0ika3
zg>|Z%QizMOKE?cZf2HEqOHEpmQgdJ97NJ$pgOADB-tjb^{LqArxR-)DRLa5AH$TAF
zoI|l=MlcR*bA|ph1EivRg>}iz1UGK+XdN!vvInYJt}FH}{TesU&BczlAERe^&C!Rc
zvv9GxIjF=<YVpwHMisHcre<JW8({WTAiCh3geH$q0YCDYXG2%v`eCODO>vNXC-&qX
zV?RF&T>hdh`Z%U5%KVUliyuD%X+h9I>usW56PJR@BCtw-3z16uTNI|{q)*jEx=^U%
z0LjvT>J9*_1OQbZ0A@M>ngIYzb^tU9fIbQX%>?i@b%7`MfRZ}=St<k87yz1=)Wp6=
zVVr3?05m^9B^_L-1^{IMK(ho?)d89)0H_22=uH8|p>CiRe`c{2bR$r<P?k`BP-ak8
zW)wi}pj@CF;QxR3!>u$P{s&w?TrXTFTvrW>FTOPd4V{M7rTBvCQ2!S*7S!)e;Y;C9
z5kS!xjs>CaCOX}Wy2V9TV#I&>N2=K0r9>@JC~cY)pU;9wl&Bz1_Z=ay9||^zruM_v
zi>$bgy1eLp67%fwi4uYRAX24ev{<SAAjZ);0UGQF4u5h}C5FK}DPMd)XvU{-$$sEM
zff@}zUNAfIo7oTgsS{Li=@|o5bbX7fAPzbj5O4!PKtqQkbwZ$_!vPHqT?(hpFWk^*
zAPyQ92)OA@`a(n4=YR$$350{d`Rzs5Z}1~ka6J?Y%KAr(bV_|>tEG1}^NQY%k@YzL
zCfQ2Ars2wSz1NdWQicc}*DGB}J<i0-N4aq{%k9~>2EU*8o-A}YPZBqWpm#QQO2a}$
zICFzkviRs4GNgIBa^}cB++d3hT=+^qa$x!(T%t_}68h{RS{sPS+K>fG1NyGZBGX1>
z?T0I*Z;>W=z_N2>cnvE&t!Nr?OYftc=50iL8=vRA>y#k126pD!nC&BN57#5J%*W#E
zPfnpZ=^1EYb`Gh1IS0p?-zMWOR>Dhi4Df~78C-5DBQo;EbR2KflXxVQ!kxO_M8_V~
zz{cwdwwv4<UAG;Jr#$z@7dOr2JpDqH9Y@x{@AuuubI%<lgZj7ROxn=z{HzSYrxdNp
zHG{Pz-S#SO_nsln{#D3m^;MMjbSJi&I2tcWT7;7_7UJ#qWO!*_JL1;yHLlmEI(mO_
zlT_Hhh?IH$Fj5wz9ul@m9&IsFxZt`()2Nn%VqcF4ZP^I9&_-TavEted&E=*Q*y1a!
zHK!w@)J6>-3a|E$6HJ?5;vbx@#YE?gWK+i`3L*AO<(WOJXzUNyV7bAjn({aLYJEz2
zv;J+zYfFs|;InEB7p{ytq)DIJN%7)Cys+=13o3odNN{M_UAUcjpEY0DTeB~!2y2zI
zNSHSGDr?*|g3TH=N9dQ9%LeYmYO9yidFN}-<>pNX^1D>igtTr0)D{im6;~=b^4CU(
z%l6wVwC=U`?7fg^!@n;(hdEK_rPrN|5Vb|-T3H`<9h2w%c&~8rW%9Gh!}y6k8ZrIb
zsQE2JteCZ@+wHB>b)anaYiGWuvo+%x6u}R)<N1`QMZEIv+A>ADM5z``3zQqgc*_o+
zT&N-ux%{2dtC_1^tyR;{*Wn*+EtGtIWg%w4yP~SHn~JNA9UN7ikB=&-4gaVmSwTO#
z2NLs>%0i@P4w6qlJ%g)&E*ypq7%spj1v~VI(leT$NX@9OLs5^S0fiR@L-AcoM&tjm
zcNh(8s<W#Ks2L6WZQhlUid`>F3nC?FJjBh7r=xpsdgF4=`MA9D4jUO0huW>Tz&0(D
zafqQeF1hqPwk!`ufdSgvrYq{aeY@xmFK&rDS1gTk$9N;n_&L~i*n3>&f+x1#wMEh6
zN(wd}G7FV>o`JR<AC2Z_*`w<oP0^vr@n}VtI_U1{_t@{leOzctJPx#<gdQpDVu#9Z
zxaOJW*!5Kc?qx5>1_RP?tJH8f*XM%vPq+ns6w)R~3TL;h155n35UJF^Mc4kXz9Rz<
z$^k&#zD3`hXgHvP4$f2q{wj_8nznh+JUpZV|IQ2*bT42Tf^}Jx;-}CynlGgc|JfGM
z^f-~Cea^^eSTkMsQb5^g*l+W$j8yL5rEh=j`##jtDA-1TS{gvV$m&mfi-~S0O1p%d
zPkWI?Qn!x2eQO&5NDuhd_kFm89d$SZ8b|Aa_<f(REDeqx2bPAot$@zbfOGtAmWF;B
z2NfQAY<mi*_%OBt#R4}7Gz6IUhgmR)1A#c8Xdu$;7*H^vS&#<eq2YjA@<SNJLtfCZ
zVEhI@bOsOy>EK)t23iV}j;BFi2!w-38r*QqZy{2J*F)!^%zwN{C)G#jg1lXy9`be^
zd5iN~;jE0GGFlncuNgU2D}o4S8ZM)mm$Jv@)5;NkiCh!r2+rH|k}L>IBZ<S((c3wB
z+{VEZN$kW&-1E!zxU*M=aUpy=B@=U=Lz(Mv$b#Cq#0*0c+HwY&nBNQYr~7d3Nrs%W
zdmavb-i?e5+r+7wxR4v3nCld?k89@a!Wo2zk>h<fDN6^H;!0VXk~13@l8x_nW7`g;
z(6WII(A?JqEu<S0)K)6+io*${=dOb&O<|5+p8SBvr(|-K-8bSYFT-(Ua%--H-4k@M
z`zc)B;{ss~rr}_#g<QY2{+!7hLtJcFA9AW#7MW;$o-1cloCx>(k?ZZQlH;Xgan^;M
z1QmZk+8yr8-F?`PGafgI^l5sD>>62xtWRi*_dI=!^Zag-)>-55)>R$w_S;T)T909*
zqR~t&%iE2n&hnB9{Z|pYdeRC1{%qUex&HE~A(MpjWfC+ETShCiBkyVLo*WQbJC0B+
z_bsKl*mw_X+Him-%eal!;DAhRo;O4&Hme)|p#Bpk>e+ZUWoees!zDqU5oN6@n^J<s
zOPguRO-j{zw~Nr0*ffHP^nJoC9uq8hTiq72*40!PZ{IKMGr5jRO?oFN9yZXr##Uv`
z6jwFcV;pNaYK9Qjnqi9;+s2;ST~_Gxur=H0aJ<@TY#ZL$;f=PA{R?4oU}w#Uhyz+v
z!)N@pq<q=DNrp0oof}`ptD)M$dy%Zyv`x&j&2v=Kd^+)NVTF_9I@zktGQ;?>!`d)w
zWS#cbUb9#>Yjz91`o<zm{gqGn{>JZl?R+1vH{m^*!d7in^Gl~P9~X9%?Y~-7g?0|&
zZ=Ze5TzVg>ii~#U^QTwl%g6gL<+EGx@3ZIeb1xi}ZH_q2zkh#KW#4t8bW{E}+a{HS
zNaq|SpME+APqv^7|5J31rqlb*4UMZn0d^uh-iJr}@EE_kWG7L#^ccT3b^j$=_gNl|
z=&^wmztt?8bbV5B>!oomNr{EMapOC4(Va7cv3;o!>@YQ+ojyMWwYBueC5Cw7Zcp>D
z)$Ie=TyqE=Jza_ZQv=i~th=bgG8*Id$xG0)8qLt&hX|M2d<d5sv<X|)exvCAA_dj%
zF&ff=pkX}<q0U_@qJgcdqh(jiqMTKQ(W#ZY+4`v%H*{-{?!FGjb{)>)>dtChIsP&3
zp?HJxHS2J*h^wD+pbH2W`_Nf8{2r}#D~9Z%lBDq8MN6gqE&BGeXWQUuhxEk5oVtJ1
zY}?nfY`==GRj2;}P(ufazPVBVpV`F?x)HGcz;gVzw2h|G`_2%JbEbfbUzwsRg*e+L
zH8JXkYx<Aq+h=(|-DyJ6jG}<DN%8+}EmiFA(zP#U+i;4GLVdQibOEgzPpK2Ub42Y2
z@tq@TKZsxLp>$1}Wg|{B&1ZBCj+N|(uirU>I9Q}8>bOt3;9P&8YoF|gg7{OP(*LgZ
zgMOL@75uNzG>Hm*uE7msEl@1b;FoBcMCWLb7zeZtXdsNsX1XxxIA~<x1})_&<wt`=
zv8TWAcoyQp{acAt!S&EHDC-|B(kb<kvzFejnJ2v+yU*l&a}~<?KF5?%odQUP(`=$S
z{D{l&k5=~B+E_WF_AahT#ffBtb~s)h){P|kRX}gd(zuNShLG6)QQY%clen{)c3en|
zQpwC*$DyOeaL@JrB+hRtikMUetsU5gtTkZp{MRkGxWM-~^tghI9A?VhaKA(huQ+p^
zV!Lw9Oforx35Ce<`eDk_Es{8!o2ST`F{{ZY+ab8jY(KQDt|19>6Y$xTd1Tze3pnP2
z0@pDLMc2>LkFHMZM=ZP}(1FBuxI76Y{#`0#&!%&^rKhWM7JGZ*p2rU31*f}`iB%hN
z<w^t+;e9f>Zu5W~H;SZW><(dL4M@986Yg$K6lXkPDd|1qEZH^1ldRt`67TWehVwFf
zN$Vq8Qu9Ph>^Lm}_rJLw<K?6A(&>ANTa)*=&g@R;eSoJ_*uRRD{jk}#K=q(oIr0Uo
z{DpIc2C<c+&D9YnT(x#>o(ipQURB&2XNlN%PV(ZDJ%r6`2dfQFFhZ_VfM#8jL&Do@
zRTRyl53%=ydayCR59Re%rpR3fm0=p~G83xX4$!(rPGuVfpV8X*uU8yj&`@~X{=LG#
z_Cam^w;96am~=&g@i<iCKq)@>X%e#Q@R4^tU@5mbu}p20-&v6wGgip3QK)Ukga|tx
zmz0}5Y{2il-%48@H5SZ;s~TC-Smwpu+k(%SE&ScA0KU*v1yiT+Fm<sT4yxt3)%jFb
ztuntl*{ilkE;BR2QeJFA2%|I(mu0m#lv`Xatg7-PN!DtFGhcVyM#ed<f$F`l1Ais6
z9y1ab;&%@1#)mi_Q(M=HXBzrU=MVWB^C;PmX}!dje{f#TgegiC-0gqVY#NY=A16{7
zh_tKVD@FQg7n~is>_0`jz#gG#|JHj|^!P6*moCqO_o;M#MALn9gK8S?N6}E1u3+IK
z_<xm1g{+re1rp1JUUV0@Tj=)54Y&v0(Phf~x9qH7C)CEW3AQ<W8m;VA16R3y554|a
zgZ>)>lpJ^qtzT0V4Sg1ePAo5u&MC{HIbM?>4g_0|S&7cL%|MQ0kKm$pH=&aBovqdD
z`?KN0qu9P<<?K@5s;sJ>87_J>54DMofn(S$1L8pAa#6cLqvmavqG~PAi|*yM(?NqE
z*JszzwB}kA-3Zo;8K86mYteqWNTvEM8WlK+-rLWv2&$}PX@F$`)fWJk2mmY&08jt`
zOb!FU$^pPcF~C#@GpYeVp#Wgj0QAu*C?G&79pGU$0Gb8>EHnUEPk_Hlrz+5602OtB
zCm8^sB7mwo=%Y(8Y5iy3!-D1y<p*U3<pgB|WddaZ|KExNtUvg#Uo1|fexQV~;?;@5
zS!#OJU5P@vMv*d6zZ=CjsS+GV;|kut()lqB`{qX1G~AyeK$osy!6Nv7l}Hu!yR;|}
zs0POLZ+x~DgR}_o5AS8s5nOsN3y%BZy)4}bE-p6wY%^>~C%u;?y6J2aXbIv7PW>=~
zLl}(UIPOzCjNsyXS-KHiItDb1;Np8(|HTnpKmCCU3k^$Z{7^xm!a^m6Mh04%iGnmB
z5C(t>4H`NIsJxO$d4UGlQ%J`^rvh%s6B>!sGeS5BG#C$^>tTM|eI4G7K&0(t#%
zkt(bnngeC}<3u`{K7teI?YeWVw_~&BoUczE?&<Ob<%co#$;lFJiDrximyK+QY3_05
z!*=61tNd&D^@wybzs@Z(z2`@q(HL<l?w(}y$ZQ<VUd5Awh9b>ujq*Y4BXW5BTT(ZF
z7A{e|G@0mPM3kkT;g$XALjPz_JhM<mymj#|ZdZLZ>5LwuQ+pyY+G>U_Ebpqk-^CA?
zYiUQ6#vEz%d>h^{>^9yPQ3uTn*o)>L8%`Pr+{b>sdy?t_BaqPHDh@1C1Ko_bKr<U#
zqUqPV;igshpxHZ|aEE73*oY0_mKe1o-D1mP&D?1G;i(_G-uo6>{<5C3ci1Ckf3G+k
z6fu&Ruj@ey)y%_-rVm7O?BC-R26b`TVncl5LngY>r$5@#t255@ZH&X3tU$-sH$~~)
zO{7BoMMS2-58Di)rFx)@m(Op!PB@b@Oyf7wRiRFPrM2BZLTEWVSrJ=dx8}T|nl+i}
zugR>|QTT9Yv)Vj1TQKHU^7s2pW#-P@&I*36LbvSO@^qtEjlF{h%eJnjDc3Aqt4vgA
zt%g}Lk$sOb(Tg7lWRAP$c$r>`r`<0KDeKQ78^eWyZKn~!&CUxnu2)*HJ$nvg&3lX!
zrn=8#3;Wk+Pj0godcC;8`oCYSwlc}(D|F|z9u?As35KbPmveH2_<M1C&os{B^Cm4~
zjt#_K*C!jO&G#>mbz8oKdDX^aZ+6i}$^6}y{MdI_n0^;Iep6PoD!#T__IP^}Cgr)I
zDlD)SQ#a}Z-*;Y?+Ogzf)hze<%yP4jvSvGHGWn;k%l7$AQz<g6_*>&HFc;dkP(==R
z;`8$s^HnDFVw{_9=HI<(z|Y$^h>2Vf##ElTnqTCXR8R~4Q3U5_K1C5}PI;+Z^wS);
z2I!WdJBF?pY(c$?1!>&>W|zKWOi9J9m;SUQ=F1CVzg2PQR^hg|Olvu|+t8SuV}eoZ
z{3vXGcNOkbB_3OpXphZ0#h@cDTWE<Jp!Ob7qMp*H5N@+sjh?fSDEa+lY~A`2w!U*3
zn_FI1bf+IK^_T|+fGB9FQiiV1OGf(_y+=zgj6pf}53%=x73kv~8+1&GamyCjxU_(A
zbrOwTX1>GS2AiV1)>Clf!EpCQVHcmAhfP!b(GKlE6xXn)6#lztskFaEi~cve^w-|$
z(nptop8Rii={rsSXGBRA`@1yiKbT#L%@${usQmzR=6j0)MY^N2AHe-Bz+yly?OzKD
zx%!{B%;0F1`PX8=PxgZ}LnVE{^mnx%^wTRCC!u$>rvRz~V<ylSiM9X*g6AASbs$a(
zm$XE^fR=$sX@Dky`}5f)DKB{L0OK;yGoWRV7Xb2*C>x}K<E8wlQxx#Scn;~o{acAt
z!S&FtpJ^BABVTlOY56N}NAJ;`&*Iz4c<+76DDPS%z0eq<acj<HxE5CS7*R+$qG&s=
ziHRjy@7x~8j-N;p(mC|X;2pQIZG94}^yHpbZpWS7zkv(sa!bh!?8+ftj(eQ&A}h8y
zqKNJ%(b|=l$eJ*3&VA7^&bjOx9J=ic8Cf%&+j}C6T<_kRTW#q>GEdFo40<#p$6i-e
zmL^X)n{5Zl877=;l0C<zPmV&d@4`rn<01G=ne{lWswwG~JC&<!I}lgNXpSS-5w1kh
zW@!JL8@PNg8By?kaJM5vxqd#QIg_AyxY#s%lHsv~>vz5{Nt%TTo@PyYmNO>D&fUdX
zsW)-AN;}Bb%=u*2*hFRF?Mq0ngsNoMte14NN;|xJ`VRaq<S}WTI)GGdWsP00H^u!;
ztugDu;6jE^@bvhF*zVX1!b}b?xWB(>TkIb;yX2$p|G2Pxt}tFWEhyPa-BQ&NrOdRp
z)n*AT3SmX|u^LEmB2R97%0<{@iqwY9vV~`%O@$))uKc|dwu(j#DzJBZ++m~dVR_xl
znewVd-ZKdG7OFm0X{&CrVgoOFXiM7e<|n*5EL;p|FI;jBQf%C6imVP+<%823BHO`M
zyz4*%d5Ma{)keE|C=S$Sh4ihn)HY5FgzZ)<<!1Aq@;hb5!oi?zYV*!x6xkn+^4Wzf
zWCu4E)w-RV$?x;usxtL^;#JMuhnYTOh}<M&B|~gh$W9I0B)6#8LgjKXT-LmLHQpnw
zALAVErFvVp4}bZECo`gihTjo5gMSb|VfSt8)y(|ytyR`0mDEMMR8zJ0Xj5=E|54=1
z=ZExo(tj7}l#}GsPp9Cl(B1wiIt8`^O)JhC>D(~9z)K(H!4E>+6(}lFxKLD~aHRly
zttJIL&K4Kz>CzT_;#BANqVZqMAnC%9PXA$NJ_!HOA{ConTI55DM-9Z@EfwfS@2a?)
z`W&8whO+bQ3{cS7)!2GX6SSh26Ltv>L@yWhp#R7K?I~u9+ReW&x{n@GqccO@(X0z~
zzz>2;Fmq8Bw*r+5?2U_59Exl@8KAAso6ww=rP;j$-e98&&Zu>mI2f~=El-Qbl(jkv
z8a0UzM%4-}6Wy_WpMnNK`<KlYbr+LXVgUVNH!HhJ?jNnCQu`LY@tH*L(Pt-wDhH4(
z1gL%hup|Ir2>`%a0Q}WipI<fGQ=VQM0IIxH?V;*d(xEcd0B8bIGk~V>XK4yFPbecO
z6DWs2J*xvvf~GH+*#SQY4RfY|>x1j6O7YE^9bMXjPnqicGMfI286I7@-ktU!{zr>c
z(Y{MJe1HOA{AXuvnq?QfdqhXZFJ^6YBjeYzHhMo{3L_&uH;jy+VPwQ{pC}28jGty}
zK8=hV#M6;ceAh@fGK!xt{mCPve%b&PPT#ByjS?%PL=B(;gFpq9=m5B(;eKyc2GRh4
z5<p&1x&P{HjC5{E(=5b1LH}@(Dx4nkAIj|Si*yow2EUKD>tqveM~{h|_uVbr(=H*(
z4}s3)_}lJ8eJ+>FE>Vh@4xO!hsMx_-jT?@0TX~VWw}ME*+@&aY+Ey;b&W()H*2B>z
zmGOkV_mJkTt@6Pn6**k#8mY6^8e6ShK*p_{MkYGj<Gp#c@m97ox68$!bc*26DQyf!
ztP#4fc7gJ~_de`6emUVD)gp~L&d2d5%yG)N(rDh|IcVOtXyP`h0$z%bke=>4(czh%
z=w<zBcuc$UxI@r!Y*hIv7xQiy>DFX3R&U9}AG*yz*DHIV<w2*Fy*ryK`&S>0gG?$D
z^UW^A;HC^mJx@S$`o71@uC>9N^H<?*2CMP3`A>**FEws(tSOpmze*~!Uo@Lizu@Jd
zzx%FEkh<TnbordY<AtoGU`;~eP(|3}8rm`ogN0@fc55u|mlf8$Td25K_LAn2{{ppP
z(b>Y&paDV=?7-ivU0mUvJ5bp4#!_4F{z=yJ@)*|9tE46(Xsq0~oTYGgx0Y=@qqo+2
zT49ZYbscSS6fM8jI#J%#s){Bz$Vlr@Hc=QoB~)#+`m&I_a}ayG!zA`*gF1>lvra<q
z!spl^V^*^$aUZ)el^4R+<Y;>pswgim8^!NPovwA&HV}#yD#>SeG*(nD-$PYl?Q{M{
z_r`o|sYWupb7%Qu*|%hxg!^iPh0{G<-8b`>b~cf{Ol`rx89&!6!}gZk-f5%Ebzf^H
zdC+0L$@&PDUEd~*dELqUigGvhzCJXOxnHZU%Ccu~*@iK4UNK~q+}e4TtU2;l7kfES
z)wKK^wR7$(KG<*t-!;}lT|(>6G!DANAJ|@#nRO*!mAJ&Zpf>!Y4F8||>YzvjDo7=x
zp9sKJKxYb87<Ay@omYVoou>IF5uo7}D8LGGq4>81fTn3cQLr61b^qzj7--t26ygR9
zRR1=cFGv=TRP1_*L=Y)P8?~~=6m+f8HC$@EJ03CoEIV&Q3TmZH#bFKZ;43E#u>G;C
zICO(Q{f7o<SDy^jMlBAPxLNZ`xNw_+$n}&J=Ee`j<%_k)wY81WQ?(`fXf_@j4WOT}
zn&pqCY)fFrqQTf`58M$0tZ+y}XXhuQ3CC1oo<5lmvH8msTzNuK9J$N~-99%S2h`|-
z%N{C)@<&FXH(sp5R2re_HPn1_4TUX%q1yn(Kb{BrcM_@8zePm;uWrJiZ}SCciU4OF
zpjm!SP@qBpfD8bjxdMO~03_l9Bmn>%9v~7Js@(xnf&WgMFzC7{SO@7zA=CNg)Xh?0
z3XZ~?!j}RXR{#b4m4eL}sJj`3_%;vKzs=?gUw1FxB|=|p!T^K>AT3{${Gd5Z$q2PH
z#N}(WQG=!N^&Wa+Iz1mM<xb{=5c(7XEDf#$&5za%NDr0<<PC1|_=TYcq$`a#qt_8h
zwG#y`XYoU&I!i-J3zi1Be^*OGKaqm*6o`~WmSC*>eEtQ<4}caz!F-3|S8gMnAHs`L
zNbyB<;r5@!LmY^d21peMjOkVsaEufOVPAs=i2~<@>jaVV_~iQyex;5^4-xyhmXtnX
zMmJ&TSJ>OJGS7K?M=O1|d{mx&^@<$JH6`jr&dN&Jxtwv`8p@5%*SI~++T!PvSCY9c
zSCfPuP0$N-g|bj`70zsBT@r1hC4<-3R?dh$!43C};lhWOBKyafVXF%p$k@RbNz{jp
zSXr~W(qQ%?w8&pY)~-BA`Y62d0CN*EI7fk}3PXt7;Ws2b+($VsB!eqEx)IqCx|D0Z
zH-@y`)R4@}ZjIAI&Z7Ckbu>43AZb{tEA|<13&k91L1qrEh^EDK#Rgs9;d7(%xfg3T
z<E(vcNte!7iHGqy-0{pFbo8<}HYs-pmx<kmvQvBFseP~Gi!PRAXH#d~d~Ydk^AdNZ
z%TiA=tmh8GD>V2<NKrB(y*9}{GL@Xzl!)7VP~zq|2e*6WO!^TQ98<9#I%*M)4`1(%
z(;Buz*IVbJjbUf-^7)&Hzx~jHJN=7hWPaEt3`%w1gWct`QhE!StFN#Xi#Jq9R_vrL
z{n1fqdcKe1%IPOaermSdpofXDVN@02T?wQ%`*=$z9JzqMyQs4wz;Qd9)1)RFZGJ;u
z*KMf0a=oierCvvbDz5q3D#B>3MUnwCz3vqznk^=<+B(AdBUrHk<s!??-T7`$R-iJw
zS-$GxEAnEOU#gAzw^kg8JRzLu_(EMW%|qCFBtz?-vRW9<d1`uByP`Fb&*im!ny5_L
z-Sw(E{s0p>^rPIwW)Q>PjF)9pvXGlcj8;`z+f5d@yojpq+8xY->2lTUu}Aq!X&ss2
z$L{dk@`L&J<LB`e&)s0E@WuGN{SWy$(br^&-IMuu{d%e_qOKL(#eWnbQ~rRSPWtB}
z{c@Ik`so*(6S`#Rexa-WF8!kMdY83HwgF93fubS>*mwWeK2&O)<Alj<TXdDfxJ%)&
zcueg8cHtN&)MDEkY&q2eEiZB$I|ocg&-+-RLv6syGeB)rqeXqtygkZ%JrK<td>Z^9
z*z!>#I%PB$l|P43JxeDskp7?n(@L_t&bGpZ3e`YC!=FMpyK#FB(71HD9-vX9zyqkN
z$#K!W<jP5Q$sW24?RqB^7j1>?x{Bw9xSu6b<@y%g`QL|1KT#NwzDNc29hw5o5UeDy
ze8A!|p)jQ|qX26SEGe*#fDFUx8NHhheAWz|X}U@jK(GGyq0*%=-igb)=y><#Jj<u?
z?(=yTF#V<RPFj*xKn-BLqwz4_frjx;ii7b^T+%g1M>(WT0)EkWr=J!;1^X-WD^M9h
zKG!fl=$l`W=3(F%7*GD){0hX24{~(r;TVZ3*i-jU6{$h$G3TMI{;o);&}Y0Wy<MB9
zdOMbx!70~F;GR}$t^DBfk)%E7O4J>ea#wH1lVUF?Dj!x}!CAgDBWo{g$1%QpNdo7D
zo-K~!Qi>*#k*{~+McFQRe3=9!tlp`7(CZyJbh8}saCt$N^<9X<VN2|U9c1-uADp-`
zkK5&7MLH(GL#JLI#_Zk4=)xwI^1fRfc1V~^xVxz&;K~@hu3QDIt$C0%ojVR^&TLD@
zuIr7X7kK0Lp5?KT{b?@d)o#+Q+G)&h8-?>zCZcQ4N}y%e(v-c~amxPX4ifX8?Qm=J
z^~7NBejMf3AI%w61INzIBQ9fy;;OAG;J(!Zu<StyUNXNwsd;%ju5~U5<t+`73hP(R
zru?vXQ`)Kfl+BjUj3_6Zn%7I?ojp^LT&tY6bVyU7$;Rr6Vq2#O#`z1`B8wt48I{%v
zZ_m$Ho23S7Lfy&;Irm-pS6PeM7nfIQJwIA%cE`Wflnt53%7UFV4(4mMTzZJsqKr8c
ziE@PH<IAxz2eBf_^q98tgeQuyMrQ<z#h2y2j1M~}|FN+1orT)YH(6+M{E8yRGK(!9
zd{&rzrWISrD1bda`Hj$X^&QstVuIRo(k<Sp@G7l)O(YDx-$}l9X@u5etUrHi{|Z#H
zK@sLj%L@GdYftzGCNp`97bg7dh90uXlkDXN^{rGl%Fr#Wm-OM64D#Y%#u>}jmmaFx
z*z+WxeQq+NZ1Y$poMJq;&r4u#%J=b_NN<_Z%Ib{4xC~X)%qz^h)`Mi~E*2`rk>zh1
zHDk`zwNOP`_T}?}oAS0E4VcPhhw*vXk#FGCQeLROrRrc<6SYyb?Q-McyLm&~Lj|?t
zA7#w9`@21e-s7e65Ka7wl25;h4_ERZnfUZL=!(T<R#bms)>FT<uB4{!5of^?D;igi
z;t#Vcx^#%f5en#LeJK1W8d5Z(DA?|ry2Tk5s$rFDknY$vl6~{LY3VlTopEVLidq-P
zsLL318E?QPPr759QKi_ZDJiJMke1l@{7xLUr3E%QY=BMqx9Gs=yYychptS6=XzZ#`
zq<y%Aep{d~DlW6a_030Ni-cfoIa$D_C0i(ZS5857F2jRl1C&^63bwa*LXWyskw3T;
zif%ltiykuKb2VK0$zv3qAg&q4zMYeCz^MJWwDlrfHS;pA7!`#(S09UBsob#t)8~*E
z2pb!mfs0Klgsvy4Scg|#Aq;Kf<3Rt8BHe{=QId9(Xr1}&qM=Cuz`_9-=>R4;0IU%J
znBxFo#sDzQ0mXCxGaXP|2Xm?cV73GFEeV600w}2inD&5DI)IrEfCsn$$zlRa3jj?M
z02UeG>zNoQ8V0DKLq)0qKnVaYIsiQYRMDX-)c|PT0FlB_{q+nCG<Sfz4jxqhnQgJ5
zJA(3tGKO-6viwt2ho*!7S+HRMb;JLFYlrKF>#RZX#g~kzzb?f$XJeoXp>ddkqwuEi
zrSPW+pn$schZz|f){3IF?%1}Ve@BrT!gptA+M!U|oGD;~0hkdH-SDwi__*tK+Dm8Z
z!p74yu<shRUbw6sbs!y1p<z2h#bdxvoT&c~`>vrJF;7~y@Ud7i9sOV|SsD@o){E$;
z&o;n%;Rb(-hkV6jzTSULXT3n27(a{Vsm%!i>xHB4-`#rAPtBk~05!9xfQA8`5_AmU
z{v6N&NF5e+igD10q%i2fpkt8yCOWr7&CGOuh?mX<`GY`52jL)~;dujS$X~i9@Js2b
zQ_Mp;P70UufcW1^qz0jf^1(g$IU=1{9}#Tl?aFlbb}YV_<K7=q#upA!Mp<7VNAD|$
z+OnzAwX2uXdBafU@SRt=!2Qk0T9-9=v2|}Uv62UVk$YZgfAuP9TWU3NHanrTjabL^
ze6>f(G;rt8^eEgtHl4&Krl5#{)rsx#0XS{z3~Zju<1KmPxU@1mxekr3(T%mm3A4`$
zFG{F|6Z`k)b~3fOF&jKMgZfG2Sg3`vw8MVRrq3>N`lOO<Qr^O)&eTV-v)xIPfD<^=
zr5D~kTEHW512iqe0B>YwpxK)SpgG6{PYugL>&~vi$=gjiVb(%4_YB9iKGB=l#LvYJ
zeSNXj?A^HR@eSOHL-k1Y^;gL&0~eCtj3wuk*YVnQABbW{FlpC#FLyVrDQDcbKMCpY
zLUt{0OV;<w$Geu>;diN4q;-4>sj_eYE_)>u_uXrRz2+ao^K-|e1tm;TXs=XU->fwr
zZ=Qg*WTs0u;TI81&mXp2FHqg<<q`P|>wF<&YG2mr?s#=Xvp}uOi(x`&u`-H_)$1Z=
ze?R8!6GtKbMp<D;<KtQ`ORJe-zDZlTsjI^KrXzc+sU^Fp_EmYE{wZ=7gXxUzN=|S|
z*`}?WG@pO<ZoH!Wle^kZ2|>c_c`bxvS{3VT&+_@xvIOF=Rk5u|q_Df^0A#UR%XeGt
zjY@yq&R2QtBrj^UMs1j1Pd=$*y4J|How{T*Mo2VTfQ*P0pSFC2+U{wzDz;EH{?y(G
zrqTLC+KSgsGgm@8u-k_z_=rG;Pd@RIDItXO(@Pr3R_}PK_6uk#D_g9D+_)WP6va-;
z(v$kj&E6c^8@FhrZ0oE9)zn>AnVjaaYNO?NkLR9U%<y`T`J`uos`0`Hd1+%K)uDHx
zYQxC}vi(CkGp|=ZEV$eMD8d-{L;D}83`CMxN%H9@iEwu4ykQW5P8}>=uyDbu1#1?p
z*b)?At%8LrS)?$Kd_fQ;Ylwz}g$Y)rD}+&9odT>#uo}O37l-;AP<T;%@eU64Bi*rt
zx|KS&4|V&2`)i@$4Izx`U$U#4RIGYQUmz(=s$zM}Ep%yJGu-jWYCLReSyr>k9b3J1
zz~+IgQS77|*vWksddv+)^P>v0r_T&VH_V^1rz70afeABE#{0HtM)f=NABlo3N`<5J
zDb-Q=Fwu{$%x}luTJscz`sHBR$`$B>@m`2Pl}F~GYfby%hQ(#5<)x|+#%?%}0UBGM
zgu7^fQVR#6b@v{N?wC>TsPjqS8-EaF6uc7xQDB*ge~A1E0aB@ci^K&^`gD7x(?XR6
zfc*i0>I(q71prkUP*ew~)&Q`L0QyLr8I1!#)d&1LG6%#B@HKe@yAA-h8$cg<15yJh
zuY(iSfC@TPq#6KC3INRt05=vOku+#x0BBxf6QjD|rO)roKLyfsP<~KmP*zYj-z8-<
z9{$T82pKd#5E@sRLcBJezXtWYQMgk8S*)uIFCb?$?2C7NsK4O-9_seirT3+7e{g>-
zH2jzD>Lyjx?~<&7UEF}Qd=8jb`g#{Pt}YFu;Zizo_NVU-fnOTI#d)eVb?U&z)i8oX
z9Cs-66DgWO-4rl_b4Tr#!aNr@|I^k3;s{RD!Uzt;2}W?Tni9A5l-SV`9OkXax+P1$
zHG;!AU<3#KD@SnsqzNjlG@k{P6$lGdSg62KhX4%@DmC~eK$yKQ96AQ5z>-MEfd+xz
z5RQlR((%+OhCw(08a)VfIv@}RBE^GS$`{;U3tTS<oa3j9RAKdyASlxxC(_CE5g)pX
zTe(f%4sYjhT=Qh^$vsbH{+p9z?rcO}miFMTCf^~&rc6^lG#$oS4$a2<b`2pcIz$qe
z*CJ-mi*VX!6Ua!W1zwce0FRxv7HLfeD<3rKM-IjN6ZeS^u~XW192{4RSQl@P-A^SD
zlYPxet1;&IgmD(OOCG=_2}=B;&KlAoZ$8Q_S_HFOHlYh!rz`K<ti<*`Uy;ZMj`-EX
zM7%ol1{SKl#>MZ9LkUBAlS1`0D16I9l-2A5n$w~qzPGm)TIq6<RI)CMN$d#}aj-es
zym<yrwDRQEUBT#KwN5zMwK!Jod4ls5b<nl*p=eoXmU4&dT<+2qL`J+EjIxUc;Q1?G
z<A5cD(VQji@zSt36zx_HO^&1AK+I$CDz!C!yOh5FWPMvI)L%qoe%vl@ozx+H%F847
zMG7Z-1#33F>Z+J*+ehot-By^`Hc4Z4W`nRQW0K-l@Knu%hq=P`F0-^;b6-tlY%8sc
za8BWUGECUGKVDlmqZjKLZOfLO(m@lsdyQP?V<_Z2KhMAF`$pm9JY3s}oh8h=SzJgP
zs%4$j1NryYOa<J*NPg|$C3)bDV9j$)YpuOmM`2XyV`{_P1mT6#KKAC88SJ$hj*6E}
zN(&#R-B6h4#A~8kTCf|s<Oox1OxA`lYmi}^5qz3;mfDUltXk@Onm<)<F%!_?fVQHC
zJ#%TxL^dhCG9SLcicfA_fw9{6fRFL6BD1w>!gp9%jETjW{KvJHo~_Py<uAUpk-eDj
z!M{Fe<8>*pt=vv=SXRSwIkVer5g*v`s;bN(JH~XAR+Y2+irV)2F<E>yAAWn%XxZAc
zcX;OYB3Ye#3*_db!_~zGhp7B_EK@s&x8b|w)sov8oKVegTS9g4P?*}#rj2ahj4<Y9
ztvLm?<sU_aI{mml=o>jnWg-$I7s;oe7{S#*2M!%P3>aWN{zt@!9w%9D@K{|WLtw#B
zcL5=y?s^mrbm3mqT|kJa8&MQ&X-(Ze6n+#9DH>5g2i}yTIYmo~Ac}9!n9=Zdx^r{@
z{kw^DTl5mEPQ<WxK4zR&ql<wt*y>3$Jn(W3t5L*Z%j6e$N{^cO;z~Dcd%Z7R9`Ojx
zTUwMoUF9jdy66C#C3}hkUu9#%mXA=CE>AJ??Sk$5x??wP0DAPkG|GP`4$0_J^ZV>A
z4<|G+<N)@ZSs9(#cAb`*0dg@7MDN#p05@i;+(oAsB%!fyD~WMFaXHx3Z4h?8vKmi)
zFGDE?{c)Z8U2*A0Z_&FME6{6nTw!ZtfQIabyZi@1hGG5?h#E#n1@MP7|IGmDqP|7U
zI!&T==(CHH>?O$#g60E&!UaH60{m=Z1`pB!z<2>any6Kvc><hus7N&cnmPbT5a4UV
z23-K4nhp|it3myMnmPbs0zel5fQln_5mXl}WBCrTgYFCN0hBqEHQ35vC!0}NP=MVG
z<pbpc_Ac1e-z0W49R5dD3b<ytM!hp_(4EkD8ASo1qi#%5uq8Kj`%*xK51?pF(S)KI
zMGJ~n6s;+~Im1T7+w0EJ5%ljS@Ml22OAI>!nfew!Cx8&oVT!sGbN-e7o9{=prDTuZ
zPdElFBJtQmp<fb1Y7vRVa2dTd)FKkoxPLkZEFw4;go)t`Lk&1Tn&)6T>O|7>pQ51m
z2i}+BdeC!x!y<y?z#;<uJ6lBhi6t}`>4^<A7I@GJ4FnnxbZXFO0MLM>P7d_v#1c9>
z2!n<PjSe*Up~D0Dcf=CXz&YU<I4=me>CF}Mfc&I9rSpK6K%IXODIfbk#QX*UQiIV$
zOn;3<sE??2@^&q@+S}pr8IEi@qV#RlP<b}F2$^$CPIBk8QdUaX!xbIbP`Tkn4Q@}#
z5WKI#I-)4DjwFsuBxbc5D+?{`z?t<KOrqk4lfknT${E9~x#0#UxbQBWNoqzpTz*GK
z96a|4v3fcgySG|EOq%T_t(L9D$D%J_ySWpT2EAvYMZLz8wZoO9w?>BhPaRAK)-c0U
z3lAo>OpB28AwkM<W%7tyU2o2Rn3`)n{Um9dwU^AB#o?ot1F%`(S+pgr4lyV<1%=Oj
zfig{-qd6<G@LjqE`N~IgNu{>om{^TO5f%HO&F|*nGeSr1#fUm&#G`$9-OET)dwyx$
zF=;+JGWa7l33!T2k1B_<D~97Rhr0N}>vLqM&u-kj;|p$cn~6%7{tUh`)fo><JI>YG
zd<h>y79=~qC^<18hB&?(gZp*;fZJ7VNBX7@#EVUR(GeTElDc#?6f<oywmd!;$7v7Y
zw-@GP$HdnKHR9L2hvil9ko50vuo0;4d2GBqJTF>EZ`_$J-<wrOdM?*i%4{!;Up-lI
z?p8RG@o$(1VMf9_A1`6skX~Anen=DHR!-~U7OzkicVTbH?AWNjOXMD#9?2`p<7D~V
zAfe*1NUh8M0RH90c?zd4MYJ7H#tE|;7z#(LB(UYX()Xcc76OVbs@S@#rm(BiYGfXn
z#&=Eaib}UA$yc$<VDc~Ls0}wO6o=#62*+@9wRK)`VRK3bDm2)FKN=aOwwu;dwPbcX
zK4aS@reTR(t@G3q%!SKO*{wB4@zc(!`8{c=jOF2qe8ebc*{WLZY9IH>veNg)$}9LE
zWd_~IlASoPN^aIANL8`$S(*QYW4ycDR>paTm+Hl{jr_%`E0|%A8uMFM50aPJ*i<!d
zb+GEdLZU9T{;W*9;V|?3(7l4Y{f{E5Kj(RwNK7kBC8D30!r7t2hrtF0mj9TTO4bw2
z11wgsRR4dTu``%c2YXGsjn2R5h}+xO#{<HwSoQT#Y%z8?HVsKeOU}e#$GR2JgANvG
z?wW8mYqS%(RNaC-^(X_Sdf!3m5w<Au+!<PmqF}QP>rr~I(x`&rQwTs8%8p=fYD3X@
zZZNJt-WFx{xh{rRTvY*GOm)IOHce2=su>W*u6G7yfUTnAK%;=iYmm$P7||X5xHuYU
z)C=5S3n~;Z9*=xYc77fAGyGCz{T4C&-;CYAniVuHAW(p>iQoTb?4*9^Cu*spewUd2
zxEVX$2rkap>At%JBe+Pe4uyV2%w!gy&)9J*8lMnH@K8#m=m-wSzzB}xK9MsR!C}Tu
zBx2tf!67}2;Gloy2(F)4!FUD43dSrTRzPOpNrXhKfY1Pm0xc04(4P}480Y@(j2+|;
z0^=qKTnmVFF3Ao4Z^<tuQc{K0LyUfo1)`4#1$tL~`o!DeT3e138^}G`y<3@|Wklu_
z$0XNy8FzJ27Aa<IqkQnvle2i-38&0!L74P5B(d3WQhZ=jI^{fxj2OEHFItv{N8b>T
zcEb$igL-qxp*H17t>T`z+=?zZc#1c%JYO5vIv-7pua_pRw3#@~wKld3InN~}8Q~Yb
zQb~t8)+kdx9kZR!qYJx6D(@S_;IiWe5N_io5>Pl8uW~Pg)j4gk*{*wNbIdOMp=2xy
zA65Zn9BPE-+`o?REGmWKc6K9`Ry4*q+zy3LnU1zJs)7?HU*y)EyNw>r9f^~TZsYo$
zE|8kBvFO@%HCkqxtL$C0sj^?*b=<1LabmuzH!<jzj~99$Lv!L;yhMH!O|~eDVmj@`
zmMiPxl?TV-yfW#yT*HM0cktH`nIAV}*FoK*hpl|t%0a>jkE0syt({`W3#_d~vW2lv
zRw|0FvJi?ky~7$_eXL36+XzY1YH3MhteJN3jrRYs_Z?tSEBo6hA}WF?D5x|+iii~y
z*z9IzvVe-ci`aYDgJ3UM!3qk34Miy;q9|52yIE8a3u47C_TI%_zxk~jE*{0}y+=Ks
z?|<ic-kp-kBs-b%zL}DmtD=-ThkV&5T|Cw9o!6_j`zTaquUWS7n#HPWr$?)~GOzjP
zzCJRW1?AP<dW8w|<~I_u^QW^``X>C_h<t&)pq5Pws3esCpeOaNTAQ7pRa;2Cyi{o}
z*a$7%Vq{UBS+?xli9)bll<Zxp^6Y`;YN2mId)Dja7Nya<`n+|s*GOkhHoyPFPG!~B
zyA(@L?&goyZO1e@*hO6<?;dleVj{b7k&STVBjI;8JHr^|TJm#^w@4-(mogvJ9Tb;t
z-e=Zc)8Usn=JN&PmPt}y*Hk1i8~OZ2`3z~7rBE&1>9H*KJ#%Fpr?jv%Qp|pAD|t6;
znqrA^F!Sn_u4KpKJcT4WlD{%3hRK^dP!a0fR$8T_jw0;AV#VIx8OjpO1PT4n6!W-$
zJ|8_{gCb?rsKQe6j}k!sUuz$KP?(q_8ad=B`ihrBa4*ng|7AHu(<qcd)cxJ#bTqCE
zs0+2fdz?<BI`o{c?jcCS3s=5Tw`R;vJm>GU#m7<X_?$m}Kg$|>xEx2Pm$kqZ`bx2}
z(LGi<H3J*U5;1qk8VC1Dz`A}Ta9Pi8XyL}j?D2gz==9-e_UP&)q;RuBmn*hH74C-P
zhWn(roGJ?&oScO9H)YHEKMAHep@UA{9?f2Bp@Sya=3=*iq3B4x37T+QW&k=pXe_!j
zcn<h+WrMM3$@Z5Tx7<4e`{ca9rh(hA)5Pi6Ca*m956wkS+mFRQg9kwzFlb0m%TKP)
zf052X7?#jM+zL)2@Amn@ztJZ?jjzcs|EaW`6uCF3A^>1P0H`hiU^M_>SO9o!4bayD
zSQ4PD7Qoy923nM-Ho#B|@iln`>IVSZ160%kUT*__*0`JvO&egVg&nm4P_+RLT7V=g
zD$D-exEzeZ0X`dtqka#7_#nP99tX`7<U8aw<S*nY<Rj!A<Qe1<<clfAPZ^J+>9Wvt
zP#aTx*LWPn2Sek3buU61UbrHTx;0~SpU(Juf5qqVO}VF;)Ce*OAg+P~H^{axR>A#g
z91dsDI9r1Y$IOTg^%q$M2RuiU*1k`1U~;Brf+poTqTJK0hNC=3bN$Cu=24zgbTu4&
zFN*u~YB(*=(a68A@Ek}Bc#h`Umt9?dH=a|xO!U|JBonJs8!87hR!||J!W3<|Ko){u
zgeVimIMArUK(^=?)1pEDcKi)0C>Ur6;e0S)L**3HgE-(8{nV*3;QyL|`v(L6OH5xA
z@OS=*6{Hw>3D4qZ8S&D^iA{emrwbjuEb=aJcwmS;AuCZHanpn>XjzUFOxKgwYJ}vr
zoebrHL*uxX)63CnIE6@-<&jO!!K7SjS$XyJGo<s5k;J-vNx6Bii(LQJ&T>Zg42S$W
z;6C#@V9R+saGxL_Vzg%<uGf7R(GM6zI$T|b_X~7-C_9Zi@Yss;*LOfyM@155P&XXW
zeFfgobO^WgX$@}t>IR&SxhXkhR7YO<&2G-LW_NOOP$`n^n}AKPc10`NKF5ZZ$58U7
zJNWIR`e=5iAarErZ4}lx1mB#E(V7Vysd;S}M(@(ltgD+*%JO!2=g@FY7~da-kIv>g
z%?Kf;t!H72zTL55t$w)bBKm=rm}|s&O#yk~=}g}1xs%gnjBtGHVBGEgYmz!@0e9Qy
zAgAAbB<b%_ifm8WN!BqQc-z*x_?_-e(kY@7nyxnnEp6<AD+IXURflWgHytNntE)=%
zqV+a3XZ;rOVf><LrJfDM3;xy7ww}tq-3Ll%I_U{HR!Eh!W2$UY!V<OJmPBEE%MvPs
z{*#2&SD(l(H;h%?*`z0=F2AnE2hvnC=NqbP8m*VfogWBEJ}=d-M>n$`?G&uJsZup(
zf3nnVOSEwPQ9S=lQB`J>qEh=m=_<^<8Yk?FW?755Q}{OzCJU^Mtu)^;U)tiVQuXM<
z40YAJk;0g&^OYq#Y!sesN@uTH4`VM*&6PbVcUu^c-<fSwax_~jC{A$jtR_qwR7Tx@
z@JaS#GsN!?k}0cJ{h(NCS(-nR{DJYAc}HEtDUdnk8_sTcT~Rnv?g+o*KySwI)OkLt
zZ(B*_YbyRgvVlZd*GyUJcol_Qd7VGka;xO=#VPztvo@aBn^l#X^$U^ItMq=?iMsjB
z@wF2bRR;JoWd;ZEF+z0u)4b=*&2<M96?;x%GLz4HUXRS<%`HQi{BBmtG8f_$cnzIa
zTG5g3p3g`t>*guKJYyAm8a!9(9PyFx&w4Wt%Qxqv4lPt{h%KC?R_-4qT6_Mi7EPP3
zShO|5)k*XfFI?e%pwoa33pyNN+`zJdSp%B}_6)2Um~v$bn2;iNb|6!%DQZxN>=xK8
zu-NYwu3Ba%qvs%sA3nj9rrG`P<$=XtU3@&n3fZ3cjgC8ZOMQz@)mP&3SNq^Wy1}f{
zd=xf#rNUF+4aKJq(+Qq#DR|7G`)I*VEB1KBqv&Ms1olXqqqv2BeXJ9H4b^;%v9#MR
zY~IBOyUaI45A^1t_i`JWGdk!bf0n&^Iv9=9KaLxYsDyIxNlm!T*(&I{2RwBh?6J=S
zo$zjf#?^15Ip*!v2A3W(2HTX%z`=Ck?F~O??A7xkdNy(-E)~%Ly$Ddr9F#g}zyZ(@
zUl{h|#b5|Th>evr09NyR8u96TP1yFFN}p<x+lDFx0B!|<>I4AZ1%Rpr0MP}2Y6bva
z2>7Q6Td3*)TP>j4i&fvAx*fEDW&q%%#lI7_b!a?5T`m5q(1m6Vo&)4P<TvE;FBQ5_
z>FG6D3QX}`LYKyaH$2}p@s!5v0oV8)jaYHMDSUgPVA=$H1w|*C!f_5${7LwJbpk5g
zMn+5zxRd7GeZilPb5ib9I02P%C(fVtIIlk42XH627Mw?(P|+I^T)1IBH;(#YTN>H`
z7EVC@3U`8Yfjeog4Z`;~=T5~7VW>bbUJ89ZR37N}iwa@!4O@8{E;fE(i`)PzA2fgv
z25zW?Vi+`pV7_M}Dx3pphyoVe&}Bflcuc%TQ9p!z&4}q#rw1YaZ)wB|RE#i&XY(_S
zc=_VQaZfL&jJjSHd)IMj{}8!PiCywjvjfQd@JLdigXA^mU+45rw38<tlW;pu=3{k$
zJ@Fh=g>2HFLCQWECoeHMgexx#BoTuzl2PNs<a0aq<3^v_&dqLlo$RT82U|?^$9)Dp
zCWfh1aouarh<>RQ(y?4uoZWc`u39BfuG20QEt%Sv#QS$8gHSa*%y9@Adf+mi?%#~m
zYkrsH4z`d_xD?M-lkX>6?ay*XHT#oy53@*ky{9-k^#V4WH5aYlmxEs)*@<R*K18`b
zHYjXbHoh@_K3a?1h`r-&jOJvcS@Lrz<xT~BGJG9Z(5*B+e&!hI>Dz)>znz4`Ll~6Z
z@HsBC;1RCe&k^OvpTRSaw8Cfihmf*I29i0`26G!+>dEb!%_ji`mkDnei?48FNKo=P
zd@*DhxqkCHd3duUx*Sp-cWJql3~4bLFS$J#Wm`^0)89$aQlqoDf_D&(Idu%bSsaC}
zCyYhU=e$I7=0uAR=U0j4ANGlW*2+G^a-`Ganh1vsYOt36PnC00TdD18qzPj;E|i^|
zVun29JekvjdkAqhys#;4x*9jJR?X<NT5UJwqKti$!d|-L$VQCnC2jD?PikxKFWKzK
z2sLibSJ!N}n}6n9R%Rmvsr{$x2y-RALRQ<$Z1sw6{2QNJf~>!bY@>g=u<hJBRK90R
zzPEH6s=T5D@3656bH{e8vSf=Jvi)tWgacRaDk}{?CnQbh*!R;K^V#<ul;+nPDWV5B
z@JAdkGu|XYZ8LEQb222EP3})W`fN6c-_fi)Q~pX<&*1z5W`=Z_Qr<UPQmN%Vsouxy
zjQjo|Nlv>=slkEy>2dOxk_~x7___^BGBx6l^GVA}yYE>W#sqHL$8S7SPinILfMVh7
z`HJ1TH<dblJtSLBnJ~9kZRMjZ9TdsORu(?>f0Wp5{exR6F&8xAwwCBCUfja<p(B8f
z2s#~L-2auh6<HQNA6PCh+rMR!D!p#u9;M<v{VZF|-eSdRYy4vN8Qf?%hfeO_g*z_^
z!2Or+V)+djxZL)GSU+?nS~|)CSMRnT-8e7+&EMUEJ?4+;=LQ1U+!DqpWAH1KbB;wJ
z+s@H{r7^hN^V%rKwF$CKN`e4%JaP?twNEe#dJ=@|k1UA}bU&a8x1QjDPA|WS$-vU6
zLkY^?DA7(VF$`>MG<yozsEHkm92#!ZxR>}hM|}xskS`4T!KoJnB4pK2VqJ80*B4QL
zXn>fzUlW(Dr_yIy<Z4iai*g(&&H&&t04Ul3;8*}C<^bSr04VYR5I}(ccGT3Ao(q8Y
zKmg!x0N{xtR|NhC10Mk3SOCaXfRz^3)CSmSQG?n5J1wA!iPa3Mnv)jJ)CR!2CBSEs
zR;izg1RXaqW4|#93e5s=KghekBo4)@N7HejfctcYFlxI{fS9dM(U9V&ZZ|{IFWf6s
zyr-XKi~0Laan~9I5XPUx6u3obMm3{82{n>Mw~-0`inuGf?Togs|7;Q~?du`EFSebb
zeLaXf&9TC5XJ}tf<3eBmY1^3=H*hQ!c(CmZ?duCCv3{kmhx4GX=VsDtX~f*G?dyvd
zXHbBl!a<_|6&wT+RBR~F5C(-CDk9k67g1E4L4#4Wxf9O=8_c)F88jx4HZ%rcpfLgi
zVPM3xM7Nlx=3tQ@xL+_u<9`bIiN9h2E=FAaEY4D#m}>3il+?$|V*5@GIq%>ejXo-W
zzi>R6mv@moof^jF_p3(AOx_{Cmpzv=a-WQa8(zf2(~NAqo=M6!issbE29m%f(RfMF
zL_F5u8p<d+S$<DHgzVF=M_i6X<Lbkk;y&FmDZk1a*B#oFl#aekIyP8`vkLOC`NK4B
z^KwI65VV$bZPyANuhs&yMk;i6SD^gP$=$eWpL2v;I-WEOx`9`PmcqQ5Gd6r+ijpq-
z;g{Q;&}_>E=y2J`C@d!yUmsC`;&dAm`=NU<GK)Yn6HB9w?mf7u2HQz{E*(8o-^4q!
zlJKtE@%SzO5?!9K0j*e@D^GiC&z&C-fZLBxAchKKQsr3#>|6RUTG)R*j-H%>W;`8;
zqHpcS6{=RiE3Xd2&riqUS|2mfv#ek=XK-TSv;0NVTYuQjnyr<+uDeL5{Shx5c-4Tl
zFo;uz&R?RoU0hNaQz1}xeEbyTvAa2wH)gJ|*2G@en4_;onX^>W9j(;1kKAR_T+HV8
z8o(|Vu1Fg+?IE?f(OHu6M@zvbuAAC!E6W!wH<Q`y8LjrOG)<TjVJ~DF^=GR_9Oqxh
z))1r{&d4@or3+g_>mh@getgfchsgBK0p31FkGXldt+K>32WfN%MqQ%0m9mn<17Y2O
zY3y5m9G~4cKxw|Ihazfo4L&#iIpd`hqPEV>VUF*=!6qF}5f0lM^4kv_W(*!I^PJis
zjhQa5pd`b>B^9gGliDC7X2^*%l0y~4qy|#`^fif7B*|6n6;p3rWp0MOSC(9G&waP!
zaAvgbFn*({tF+RP(~1Qr+bPti=kgyPu9586wUN0S>%%V@8K_9s-B|e4|0jlMJE;*v
z&SIYYPYnGO;v;77H^fkZeJXC)))$@Vw;6Zr8G!rLwqSYBa9lP>g7u<~qG%HvT-A3j
zx^{IXns;aqdvt9qI-DB9=4?(vs>Dm^V4KotHaaZ!e7Nkg6m-yg39?O~FP$laIvSA8
zUb!ERMqk>5>ju?B`=%;2;Z{}==%m9Q%<9ZV9hMJ*FgE@^&;lK7usIHFlyUkBif^<@
z<Bm9Fi+W}Q75Kui?}C6z=pbpG#uCFxUmX8g0b=g{PYit$LN#bc|4$5k5>gz^i~nfv
zO&b6ITQT&huh)nnaSu+~*MC(E(Z0T@7}BihgT6kPiXqz9Ys3)k>kIebq<#Ir#L$<0
zy+#btzFu=J5JSJXumAnUkSKosEQTOlJO)DN--)5>MdDNE&oyGp`}>HYh&5go$!j<^
zybSlK<skX{X}8Hdi+u7_w*i;$D<@^D+RN`{*>Hw85f=PT5%==P$i}Rxq|C&=oO*u&
z2`m?kmvrifgLWQ789^Q7_eyObS!ZsL+P50wYP~1mKJ8qILD)@Pry!M-cF`prd%VM$
z5l+}VTf%K#PzDzWJBVNU3v_&D8!XGYfX=GV$nTsujLk<JBcZFd;AgjUaZKw`STW@p
zHtH}Gt)rWkJYPK)%`VX%9Xi?)g_~8v*9HWlxP3mve*0L=CYqs{WnIz6S%iyf=ttV+
z1);}AkMT~$8|)VSp14F%F*KkOTH%@~PkT9uJO78A1ob|M@-OVcVK)r0ul{Vb@Qf>t
z+J6hpy!8x4XI#Zb_g~=^k6z)oo~GEQ?^g7zWJ@%s*}pzJ{7(}@{>q+`>(by(O@#fo
z&Z_X}a9Qd$BeiYGr9$ACYBIf~=|ZW~&a6&tf7Rj1nL^5~05u}FRKc(BsBL?0<KJAo
z$3A>~Ox<XGrfOT;WR;mS$GYl`R8@WdPEEXS@CD^KnN7Npy6f7DLg)jDuqP*nHLtOh
zfAzYSz&x{;O--3BlzYEb>Sf8Wa~BO1k}on!^Ex+$=Eug$BI`Y6^{3<rljpvby~t9t
zS(}Edt7YDknV;URG@2C8TMdx0uU{GP`_9`a&Bu*ZEP1QL=h_m6+dW5ZZM%#)X5`7P
z;}!`yt}1@JZz@yn?V`qt86ixE;T@Rwm7XguHrULpah=64z2U<@@%NVOifXP{M-upp
zBa9j3@JykMG4_}`Wj1puBb(>FeI!P=*Gpdc1S_I!n=>z3+>>lRf0C)^*H~FqQk^-}
zWs1VYb%|o$&AHNw4+blQl#BdFGb>5Tsc7bg*?K;5&p5^U#%YB${vRct{C{FIDCUSp
zNYxg7#S1C87ih$xp@+9<@Twi&h{0=hLy8I%KXu9^P5*yu{lw?wk00fg!1cFQMaMpv
z<MLif*x;0!RqSbl%QWtU+3BtDxQ46I`>wuNf6Ht%_tawc$gRuh;IP%~p`L@#wt^|>
z(%90-)W-wY3sqo!7jInpeJCz%oG0slID_W24$AFB*egM?=#S&Wu}knmw0G;LaEpDd
z(FyCG=;knZSE_?e8k|ItiiH|C4z$8@ha<SsxYpR={3&di{S<eJDubSNt&gi;hM8^}
zgL-rl|A!c)vDr6!cYy;jNyeV9#(j3|@AQZ_`!%8FKlKw~7w=ExIwJpp>H>h5z5u8?
zfS)~T1+$g_|6A+#i>E-+JpbQXKmVHj?8I90bJzM&o}&?G`+`58@<@4(C<HZY{V30Y
zc<=!S;5kLt`f1MBuJzNnr_xa}Ezi+>oZ%}x2jT(GDI6vH&3I1n!qJ}=P#8t4P64mW
zpus9S#Zhdy;8mH}n1L;hqJbOYK%)l3-J%~FG;o9Y)+ib@f^a?<Xb8n~z=qdwV2g3U
z4c8IlQ|D)H@QVh{0R!h0jjsv(yMDwvP>j%oXYsR)c<JIs;OJVvDJQ)wR!`?-&#TK5
zLagNxJ8zJ={g;p@Gh^ko^m664W&V%{T5soC;<i|I<TPn?4Uvs;jfno9Q}XKJ7f9#U
zHHbyxE4evag6r=+TrSD&$|0v5+<ROrT($E(+^5N2Qf|gGTxW7EqPN?abez={?`^aW
zo5vb(2lg)Ix+)R6>RyR3We{Fu`vNC9zvi~445n-S8j_Ds=a7R-+sZ4SPT@?>?ZQhd
z#&RwWOR>rGDQJb>YHY+WMC;6l;DUwA(5xFQI=HM63h!-&ul6c~;zRor`&Xqg+o%ni
zF}x?*czh=pe`FeoINA*@s<epf<eE%Op1i^qe${c=s~On5Zyj#cm`GA<Q!;rmF^;_3
zvxl5I5QF36(ug!^4e1hEg1fD+=JZ=PBz-R<vYmczV&kK(*su0toX~t3XExa$EwgQn
zW_CD?jdnM{%Ri39FZxx)wap4p0q&0GILpO{@vEjU{;;)vt(Dy$ACyk1-ATwkeU`0S
za6=g~s<pbt=o>;nzKtyRya{s8@?wrgt`K4)iIAcfq-ND})zpNh>KaEo$=t`ZV=n|}
zvx^=jO6y0ylUiq%m#mE0Dp>byrnX%d!atobUuKh*qVDQyDugx-7IrVF#8%mW_*d<8
z1ct33OG=z5r0rcGt&tqb4m%uxOr?$anvaZ`D^2$*OU&*i%Vw(y*}@}b#f_7Mgv|-;
zEA|n;uYEnGIX7Lg#AiEyc=aBJ%-pE98gqg<(s>1&uyvPkNIr(&mQ#u;XMp%wzVjq2
zBAzPI)`=3s6CasD>j(1@-X|mnR&11(+Yzd$VK+v?nf6fBiFRccbv~)MHzS2VWADoZ
z^lHPW7`jW1H-#(0MxRiqW?be!pgWQ+F@el2uU>p)l?IBWA)5=I`aeo^{;a708lmYT
z=1K8F6Rs~d{C`PkQev(#G(CF?m{axL(-+}H8lRyk6rI{ILc{)}uj0}8zti-^`*XJ7
zIxDN8qbpD1_WiEn?zMSVfnss#*Ev`>wKQ6iYJttVn4?Q)ebAh%4(yTI#wgo$IeXAB
z3Gr4_(EdxNXjWM}`mZzw>t9Sm*{{=(t;7ieP!9K)z5Kx#jXbaeJ1;Ut8TaRC!mIz$
z5gjApShB-L<BzK~la03prw%TAJ5dwn)9DZ7&|sy;y?CfI>Xxe!ncy#K*w?0?Mh86|
z+&oXk7CrP+-D2VWnh^ZIHhmGE8~_Re0IHZ+&HlfgzNl>ir1ZZQiac!?N5lS)kJ!Oz
z8w#c$Ineg?pG{w+eLWoeV)`QO>osfBv|r7Gz8>NMpsxoT`g$=8`uf5VyRY>15D)r#
zur<>ce{o-5yzqj4?XON>EJ@R_pb(8HcEASnE#U>{0>D7Os;hB*5`o|ZfhW$7fb_&P
z;aE{43a#oiP)x7r@t@)rTi#-X)X(B9#fc|6eX-w4FN=k_oUGer?om}=`TNekWKQZp
z@}!&}mtWI~=&!FRzn7fA8TPM<RbF?Ao3abpII}m=H+aaYccqch{u}TT_xm`|Z8*xv
zeI>tp=M>3``9PezL}2qaQMivMOUh0dhU@635xvf3NXIQa-hI9qHXrZ6ZJywd3vNus
zEbc|*ha#|S{#JB$pRfE5KN_1gm`}Kbhootg5nf?852r6!fh$-ZLWzxU;wRH*qFD!8
zp#%M5QF!uRe8qnQN@x~I9Pm&q%R*@S@wsS|^<JE^rw5m?sS$e8zy|MJ=1yE379o|B
z3A)_G5-mU8Og@nJmJj9E62lUKxYMFr_+#Tcc+qn=wDA2dyd<{{n(YvbmR2^yMoV_$
z<;F+w+w*sDjb`W3)2W-#oN`ACpXEPo#IC)vTXY}k#4V=6zJrV^(WrwgX!szt@!ePf
zjYw9Njjt%g#8i@<A2LgI`+8~Ne!mY&gVpA$o61T2%~=y=+|B#Ky4pw74cF<i?gcm4
z%00`f=1tfnb+kV$TpO>e)_;1KS<tu&vuw4#P`CXEY5stV(&mf$sUGfjQ=4D?C<K)&
zuPm{AoABtB7kjzcBlg^=a<cor$Ax#DX30t>)ln^Fd$a2tqlDmYN7Vh+4_DVty)CrP
zzN3<k8Ky4zAe)ceKR{x7!-e+?9K|fV+e}%ioK%6chx2Ert(QC)rOUtQ+{5$9`vhs_
z#Q~D~)w(fT&h_V8hU`<AdiP=U4%#ZN#RV(POEi?ke%QiqS=mP7(7=WdI`&Fhk(nm(
z?lGSKW6^ykxqYCrMqDKC|7<P)d`1p$*su~KTX}+io}$Ok2{4mvi>14eMg=NLC+{dM
z1^*~<)cz;5ZemVo1X3N*SG+)idw|9n8gOXH|LsVemZ4PD+R$)+a}yJY2ZqLjF`If?
zH!M7HrD&w}yHmF(1w&D|kqLFnDZD9~P&A`xPSKJA8tJxh?(by8>@IeSV|#q3MF;GX
zxfdPrnS{$YH^hDHy0bf2jJou1j3+I7ginsDi%sUm;{aa<Wq3muuY=mx9{@IPM&Av+
z*NI0pp4Z17k4>;?_C8$8ry{z~j6!ecnIldf4)MUC?wkG4Bc~zY#_k6Pp<|^cp}-v)
zKl1h|iFNgYuvIG?Jf{B`Bp9y3b(KePrMhF#`=H_IdDm*PhN@sTc1$ofD7_6Wm8?R>
z135_RcQRsbe@#HOpGwO`k((7ch{#)@xC4NH0HEjt;KeflssR9AY6D<!8URZ~05DK3
z4pxf;))i<NymSV@;5FcTN6uhx0KlKueL>X%{CVA14H^cp)xwV2fSOv^Qybu*g(I~A
zpsE42v~Z?2ptcq+)CNFR1;F~Nx?)CuV?7u&BapX{mymyuXOK_jDU2u}ParQ~xeM@0
zbEvk|uBNqthr)lfp@9Dc{{!wF?iKFO1>%9BZn&rVT6aV0hBa%AwSEukmQZL!6}2%1
zN8v@`L(!DNmjeD$D~dK0?cm(s$%y&=&GljJL6iWvBAa$_Yg}E$aM9*4jkAi5LQ(#}
zDT8%@KYVrbk0M{6gL6gxpb=gxX_iv{0O5t3eNg@YX%}86BKTilo6Dfrw4s<wF}p~d
zW1rl=D}N|na6tiw))+($6m+PpP@usL1`0U<3OqD6Vt7#-8XWN$R1!D_erR~0;)_O%
z1Ae#$_@QEf0XI}8I0w!b(}3`zs9q!vxPL1n7Vu&O807VjHsU3V6JhPWoZ8IwvY3fE
zX=b9_J94J{6w8u~tmb4_rjER3yTzQIezrU*YB#qd<|SDf9*e_|Zz9P??a{ri$K@s3
z+~UfYP9ck~S(8y+F3acIWpksWbGg}4SF$_Ah(tCUj%JQ_Lu<4A$m%Qa<vRAMXvs=l
z5?|Mp3=~4~&<zvGpz}TPw1^3$UYH%p^_wi8FsTQrvm=sg>g>#Q;uzB9%q9}{Fdgsf
z-GO*@u8;SRZAZo`+;F(b0(@e)Jy&2lj|6!&#EJDD5bL=UaQGlgl(i`gmpSQ*O&bNH
zi&t;qS>tT+*+e_Ct?^*o)_et*e4?e?zS1sy)inwSjJD(I1t;RH7FJwk>po<<cN*?G
z;S90$d_{ssw?!{^gyP84bkT%U6tP-W0#~71G4?q>4A(XB#7k~IAujuPY}aEndcCNP
znAyK*gv#TGefzDo(*Ma|>A0||Le`#ctoh;qWvHi2Z8O|Y80jA;%Q-v(HO_v`>>XT1
zSY0MgSbtxsmR;Vd8r$==+U8(cS)*Is*mHAgu#4)RmDW2SF10efCGjuURj>@3r>>#6
z$Uj*+UFI_0P3;%5Mws1XwxHhJpN>#<<zLpRDtLC$ldYRjAZ$q=B&|^<lpQ>4g<uur
zhMXREW={5*Lq9oCRvMeIR`~cPO<A#Xm=HIvC;O^FGd}B&$x5>)28sxN5udZNEJMba
zs4bV*W^&!vu?cQUe%cJoZ_~p}*)Ya)<eRxn@ScH6+0Lz!a_`)k0ZpIti|6<8G~Tk0
zx3^s=nHJ|FHF8*zzSb^PvTk62Vt1s#tg#=XEOElbqZebz1XOy<C+{{_%<IWYjZ-rf
z>AQCE?>jz}BzLOLTs41J_|*SVBJ5|q?a>IZLh4k!0E6p8!wsDSH0r=QfoY2D5?CcL
zNfU~1?j9*J7#a_lAF#duYJ`fOhbTVVMH14cVNEESiPtG=)9~inIKOOk3a%#>xnc!Z
zYkafvUF>}IILh6j#BEMy;?6m4EZ;8!>p9KBB}z|6k=AFhY3Orw;aw)0Gx9EbblYaM
z_w+b+{}dgx>+L$Uztn9sbADl$giEiig!auCfb7=XrvF+89gG&(%ky;5@U`c$lTZq&
zZGn&KpsKH9(a~z|*xlrf#vfa7N)}l8KD$KkJ}y&dswPZ*D-XqW1*Z-Qzk3n+S8>;P
z{`AAX9@0e<$9<?K?LQs<X<jjRzb3H$ua8iHKmkBi6RTTMfd!%kAPTDn)D3V2h#C70
zK?ThMa690Az!m?kprUbrLw+Ho#A-^9IZ$W>mA0z7P`^e@QClOVwBe1ZUn8Wn{?Eje
zHq490@zJ_9q6*x9HZ)EP2&48dTTcep6Z7|*0_rbsumK}f+~{S?#lHTtHD$D~2VwNZ
z2o>$?#i@iG-CzUydQCif%a~@<r!{3vSyErS!3OQ?VT4LEb?_^FJ)8@DJxm?^JNo+K
z1rrot5KPdwLE#0_QjP)&G=xFn7R6Li;R0bGSm3w_>eLwVJg~uhYlI5=P&gk9^sC?&
z&xf$$+;FU@f%^p`Uh|XhC;y5CxEO&1dHW-cc)8-l5gnoOxb9^!rVb~qJ%oFBdxrdd
zLkS5TY)2kF*uv$P3@7^aqU84?UvTB`*2GF<mNY!*NH$h{L-clz;M5y8lYn(4@sdgo
zIAFOU+TBBt-#rmcvO4b}POr=3Dv61>_xMvp|0IuV=cSTTt8(b{zFJs4pfWbExRBdC
z%m+WK5|3rp0+IKugsa;(!bTs><#!TK<0?H5lF$h|aY3LnUKaff@9J6;S1?aN@q7B<
zhrV6VtVt75cF6z~p7a1;I+lzQQg;%EMsKi8%A;u)($FTK!CaKXQ_{|PC3-p|1n&&m
zOKPVUAl0~6XxY|UXk|1(!R>QUOmaVY+UZN&dFC={o7@0Tb}7IMx8&evGnFXJAO}ZA
zH$Y22CZJgj60qT`FuXLcFMbiQ2iJZ&K+N1<B!=97*ajQjm0f#<Nyl_)Eo7#7t62M3
z*@lF@YU@kZ!f<teneLo8LAOC8+1nb%svLuOVZG5iwXFLcRp9xuY8ytE|8Qg=dw+G1
z+D&h-D((6~m8ru?wqB20D)UDnYCPP9e^R!R%%#;!wV&BgVOHWwK?vN$R_<=aznIlc
z@JJM76YVDmWjh&3<>e=_p`p74kJ^LPoknL0zMQRWae6jex@>=8g0HXa@m0j`iLNa4
zaT?3YnH;6zO+(&tzajf#LJpsKH$rKqxUPsOSCY@ER+qudD7D3-I!sPT0UNg=LO8&^
z<hO=wXUeRZwEguR52jt(S>|nr4T^L3-!iLL#_~%S+4I?DcQT{r=qRf<ucL5sc&|vb
zcI7YBvt(qRYZbi5LXU2-Cz$-sy_D5SGsU#&izNkzw=1IEF;npVjAX;M4GPJ~0RGbM
zdd$gycZxYp9TjU<#Y?Lg4^ixjdd9z-Y9mQCIK*7<w~SxB-%^oqB&)Er{G&uv_aE6B
zeUX-!CmKmrPxKWpso-v)x&F(Nil!lQJ9uFZT&|9m&(x!Ck<T@vZg*|CCv`Ivg%ka#
zn^4FpyeTviirUR73dgaiyYTCA)UEkq9Hdv&(D2USr?wx3f6-&VgIjzo#Y(a6`0DKs
zxK?%>bhs}a`x;gS>u<iqD)MZw?(2hCvU4jQC7pww=H17o%hg7q6ES<_VJylxX3b{T
z8ii8xN~8Qyt&sVvrPw9pF4o=o9_y}rjP+zqWW6R~nj<=B|AJ@iW#gl0=-Rc|;fyI#
zHuxmH%r`VeN9RsO*QSq$c(`J}EHv}>dt`ej7|X`h!6?iQ8{gl69h^B_-7o@od|`tg
zlzWc7tJQ?~V9=P?k3YFS|7BmMx6vGL<atxF00{Q)WyGiQH3`>!>Zjr)-Z4}efXKR_
z`T&3d0f0pTK#l<PwE%Vp0LBFXmIr`07=ZFxz&IH|d{th7x&gop0q~Xs0I$3O@WumR
zss+6L008R)0J{VLV+4Tw0RVdhfD{tt5R5HZYhgoefUOpG)CR!A20)buz|#acYT-m}
z05k;vkaqxR762|<K+^z#W<k?5P#bhTNUHDo!W=YT@C+c&A)g^{AwMA>A@3lsAb%iV
z#C-Uw^rOe&{^6eCKH>iALQ_HQ`V<<;NA1QG9@=mTb!+6F){m*5qwu2ep=e6sOVNU&
z6-670b`*tQm7{LWm*n95qK1Zd0YA07QgkbN?00a(9|H4D$=DqQ)22X+|Mp9BBu2Y;
zqYcg4qF<V$j0n>HLNZcDBuYlj>NCoSARd89j+n+D_355)26cb!OLJOA1p769jS)dw
zz=$;0hHXiHQ$|$0)PxEH4MBAZs4UQkK?Q*dRJ1{ZMgsgIzz^pXjRO@)^owcHpl?b|
zxDHfUFwj7PTf7ETRx!Pz;bMGxxbR$X7d4PB7`Vrx@il>e_m5a%ijk<lh7lGgSi5^U
z)l_>~4DH7;OVZ>C&8N#F=J}A2ox{na(J$pr7tYITC~C<^=gs0;ma2yNIcB6max0SZ
zq%YCabC6dbK8$pF@q|<}c_}wHzsvP|yizV%)`Md|_Q$=N`{Bw7R=D@@3Z(S0KDc(@
zZKRZYb<%M|3KmSKV6%HM+=11pT-Pz}(A9F$M6!JqwuqdMZ(Ll*Z5@!$jbCz~eB7~_
z9CQwmSKeB{nJh^mC$a-cvU^8d>DE@XJez)Pcfv#zcf$$a_YFp~dK;juyrwApsWr|&
zJ{Bd8ctac}`(tUk98L2Yf;KHa#>H<LK_b#ip+!4xa~*H5ASSU<*rJ0KT5s9|g_|ny
zp4*Mkyu5?ls<vH;Q;H>dv9&RIH!hBx3V(v*qdwv;@86Kra{IYk`{=qft~KeiC5mi6
zzJMg&8GyHr^Th8eH71?<hoM!i(@=1NH#W>2iKFjf{H{a=T%({hdVH)W3SCq9rL12h
zbUh1SqyE)z(6v?id0di?K5ZlHO)_MwtgNjJ>3LXf-Bwo^=9VBkFnTj;l$*&YpFS31
z{<tP2)elok&zq|PHdIhsr#Q$OI1u*C#wKidk5$roE+wRv1{WoDxe9_ss}5?L$b<aj
z@fk9gHhStV>x_h1rLPJqNgiwRET4aVag^ZxvZO3N#a7t-%tLB3tS38QqOo9Q6pEZY
zA2Ww*&sORjj*!MGmkJ-^Dl3hzTo%?;8P7h;>(6KQGf<k%Oi?WMYtA29I+sBuud6M*
zVwi&$>a%O>juG~EJkD<|7sKdpAL%)$sy8#W#7L#oz+IxB7sd2*-o`I>E9F@puj6Y5
zBuj$dPn8-jdz8LL)?bn^Wr$+pzC7jz4p5fpTE(Mh*|$tUeQ$n!-#Uuelbxid`~4L=
z#~kP1Casbrg!E_f(~S7VmRA%B`v2NG=N~0p+y3xoRBRVDVzs{LD_*R^9Y6;GOdC26
zVAa5)fjI+P28Il*7??1yUzm6zc3hU!4Xm~Xg`LQvs2kWTu-3n2{EuF@wRkVT$`-S^
zSn=5wUpmwXJFE;shdu=2Rwwr2b}L4)iYCFh<lfongL7N7_;4n!lywN5S=bJR%%fYJ
zI9x`m-R^AG$w6qx@*XI=S`Rd196Sk)!KH3gMVYozR5OV3FUr97EqcdZS`v;1C!WAH
zU%H_5g}{$>kXbK#l*1Td*ZbEs{?%<)%SJuw#ztIo!+Pz;X~KlTP0^Z*nm>WULIcrg
zU*O?i81_Xu41vh4+Ed9)kQ2Ywh`IbVG1+!1ebz;8N8~@iTL4hJ0l;YhP}Bh+Z~#9`
zO#WTs@z0_W1Q<XRiw&q7pcxOOwi`gq;BSlzwx#hPKOqkx-+-f*qbN`DABjV;YSQx@
zD4Zz1d*gjLm&X4g<AOAuHsZbfDqGCwZ;HLPAc!#jB(A_M0>=5c@7RF<U*m(HSixuG
zgOn9OdS8e=$_hlWrx_oltUwcw-ZH(FPve7>6_B;s@j=Q8G~<IBarY%FfOCNr6mBi@
zH?e}^#Tyi85O2_6Kw$>K1O*xjID|oAhyD(1u~7kA>;oZO1a)eRcplhb;4KNnsZJrL
zL7kc~=xgB^7-*2dEuIfyMbj=C4#$cbxL+{eit{PPPxuuJbTMKK^7zLZ@q)z(u(n=K
zWj}gZ_!V%B&NlAh_O<f&rKgaP(i!C8n<Vby#UN68cW?Q<@sGLk{Q@wrbBokpP@be5
z9YIQU2;$VMI*~tKy~2^tJK#U6T|m1NjpcWD`I4*}b%|r^Vc0Z5g?o3aNc4_&$Iefc
zME7V5((z~*R%SiHW?2Q?=B|tJGig&SEm?(duSU}m!`|2^%SV1^!FycUp*0B|C*Y@R
zGH~=9H@vfQJg#uM6^bi63*T+s9L@5k`@|>DLyII2@WniDw60D|;-K1qrOg+j;Eh$$
zru-Z(%CR+RyW9j7#4N%)J6tEVy`Cb~$}(tKiX&RNY9$J8UKhonp7ONpRPKCL2?;7$
z30<1l951*b#m&a+qlIr0a73rKXqC+YG;P5NY#6^BN0)qsU%Z}<>*yw<$EMp+==6bN
zCjTNq<?+Kd`sk_byxvp#hl=hLxynoxH@uB(Bs)-TwbxY`vZ0$wKSW<xG4GA+wDoe;
zt<~|ux(<43X&1R_R7h#HwdEf&Zel+n;i!wc!4h-UeU&R)=}B|d0;3z!YSYRJS9YA>
zAKeX?xybLUyEL9J%pBBFP?kK$RtlZUKX24gaBrF`&F^d?_3c$cb-z_fwOQ^9Ve}!o
z&G%z};bC7FHh<*|_H>-7>~^J@!kgFD(wCcttCrpjViPtD6DDu@sP6k<AzRSkHoy1c
z4W(JDeu_ow2k?i?tQc9&aCP<N6PN>T9oX272}1VZZG75-XH4lsMtsEjI}%gNe7^I^
zX3Wwhx=LMUi$a=thd*<;o#Y<gz(0@M;Q7JwgVZE*fuy0WN4k$+J0^G0WraztWsL5k
zyNau+N0er59V9WK48M7upJZi@A@AAYuC&63MH0^Spt4M3M&UYxu7#7d;=7tyDq_oh
zl$y-&RqW`}fq!#+sAOH<Bj)nD1b$Iq7ezdNTv%%UQ9`Wek8Pj6NKMQYjVvoH=*7!2
zxF2ZB|FSHjX%xya>IVMzU1Nw^jwPe<5yfZIF{!@^MKg-#6rYVFQh!GZ%~;`|`4kQJ
z)28cB-QE9u{CDw-535)?*Arh*pT+jPBRUw<3zw=Ii@SAs#-?vK#wEhS@wlk@_}GBy
zxT35v9^U9Qn!VDS&F%IWDHL<r%&9uKiR}yYdYU=1o;C_MI`IfsoGM@kCK26fAxCev
zKc+dOgEE&NV=q<BKm${UW4r1Y?RW$VMF&+euZ8a3eF|>ucH150KF>h`<$#InAaA!$
z=%aZjY_)0-9&vvQ;x7!swfzXLAa90VKiG&~jEk3{@;Yc_QVPWXvtgfg2Nte_Tr=xR
z#$5jM;ortDKAo@0!2f;J`|BH-fW!j)Sr)=LBH+*R(1nHp>S$4y+JL`0wg}A{FxtN?
zA88tevXQ#sUcYN>QQQ2mG(M*I-$%U%j~p?&=nj`Z{-fSS*7X5*(#Xku!5TTMS)VtT
zP93G(NwaavN~-E9cY-*D>-;Ep;^?!|glRwO%{8H8kMzBl=G${N^f9)fm`(j4L%+hE
z;9THN+_~US8>#%}+^KlE3Ka<CD#%ZetKvF9QLe%}7(jUn;142-%2nVLqD(AJ-B2OH
z5AqYtx8y3s1q0)oa86O#3DOykix96})E3XD(LOU`I^wyX9sFH9EwndMjLd~+^D~Wj
z`Qk)xPcO&kPrWQ!m*FHM*2ujjdh$~xjL7WHY2@LoaCuGp)?BG}dGe$|%eWoAk7LCI
z6H+h0pQNN+C%Orp<t6GRa0aK6NcikbGD?;!pY!$xH@g2iZnkp<$++N+O_HYK-p!Lp
zsbk65d3qMn9nzC@d^;HP69!<j*f6<HDKE5Sa~O#?7(@ojkK>`vax#E>iGwd(BK3~+
zB)Ptfd_vvnq)tBx*R=dnu9K-h@hi2Ighe^vEb~d&*!2NgTQ3OT?y?EZa*jrOr#C{2
zW^}?A&Y7TfcQ+A7-E7R{)7k1(GEk~>4}3gI#XY@bK?2XG<HRv_h_#&$4kzX))9(&0
z^S(7Uv7Cu6dIaIwcAfFri33R4xCLa+xIiv>;Z=FfTNUxuN{;xCVavFB6HegFg^uJ>
zqjDstAO-sy-6gj8BJS*IK?e8G!x8%fQ5LpFF;AV)^q{TSaAHLqWic1O9Woi)OKPG=
zejEzzdqjLVzep^5{;-dFw^Vj^nk^j>ZY=DMN@FYcDM8m9R#RIwN)-k>q{_0>9gy2m
zT_$ybTv%~qsE|0mo0`cRt{O2gN^Q09maKl0x$LR*hHTgh18LpSW2M!vxOzrD4-=}5
z*rB#g8puEL50<$&-xH>)4yZd<2^ADM3bvwylz+CMyyA{3MizIqzmWRCTxxyjDce`l
z7gdVe!q;rql2K2ouGE=yO?K$)aUnA?S7|)IjIiojH2WmHGrzZs4b!Sa9)D<(iL%P1
z!-^=}R$c9JHj^FRo?Y!xP1rYO1wW(t4oURV5T(R2QleM7AJhAAHos_M4@qVOD=oXq
zR$+bbkc62~fv-K0Fg21*6gTpo@p-pKF@NMA;gigVC{}Zc(n_SEVmmX5fBkM2v%7kb
z#QVWPKK#&hMcjmcsK^DO_T!9L;x&@Cq3A1K(!$lDEBMQjR+Nb}twL$5<#if)OT&Su
zHlT1V5?3=9P8-jY9%Hob&!)<1!{qe1w|H(*n}#>h#?i>%qQ`!QTg=vCrD#ihc4G>z
zN#3CY5;xqU_9NV~XHz!aax>QH-UhwOdWse`jm5^dyQ92QfoRsoer)d0QE2C03wCcU
zW3+AkLbQ(yM$@+fBi0zKyLdRt^eu<%k7hss+LJU0{So|<Jv-$wuHog2w)IqMBEqo)
z{Y&BcBR**2#njx!#@zx^qJwq!4$_3lyX7Lg=M6RPg$8M8SY=QkUl{i3mRAsn+zz~v
z^iTTY_>T?{bM<QyvgK6z9E)5~WG^B!f#M4Q#sUD=1OO%l0G$qii~y9?0tOWT23nM-
zHo#B|k-5QuI{?@eprRIkbtKW6rUS6i!j{?qJ1w9piPZ@nl9LvHmWEKRG*ye*FnajC
zBZpA^ArB$XAfF&_AU_}v;J?Fv1y%|F6BsD4T$l}KL19H<Ljm_&Q><px?LYzd`OT3-
zh)?4*rub}{sW!ZD?@N08GdU<;r>ITiG}WHxOWm5)g+-75Xt!8Uzd2Ia666iWpCl5v
zMHDwuC>{r!qo3+7-0M=?gKI_#V+Ra?4-7yLF2?8fZ*?t{Y}y`NGYu4064D-Aj0Zh9
zxS<Efv7hb-dho)L!msq;5FdJQur+&K{-Pedc&P;i_CFmNgo0gEYC(aA0xTM6Odt$w
zFi_B;(2HSWI2?m802pXspwR&X6$cE&g=>Kk)BWW8{8yA#;&nbh`h$I9fh|TNL7x6N
zBVMdHLDbUA@zOXi3$m5-ywH++7@Qz~cTGlSB@^<{s0(*-r-GDj(pi3QKo!p5jweok
zww%=M+L)v)4kRUCW^?L=kI5fC&2i*08$5EN720FEPJTDO1j)=>Ozd9^xYEYnxHm&*
z+jQ$f^yD@~SFbJUWF3ta4NhaTi6gnqO&j26L!V*EwJwBP5QL=}e(3Dp9QmDzf!Nf?
zmvF6alP2AyII7Gzy!~D&Y#iPdt?5*N=2}%o!t&+#_T__U_L4k&{_=U0w9bk+$_+3R
z&;X~DJIE!3%tX&_9>6;ra>V(_6{NZ!hc3-+iI%+>ARic@D<3-ZCT<rdBZeEQ;t#b3
z;qWkH6jnA1FLqjtV)h<EGrC>JhHa12T|1xP8D7WnA>xG|t}cZ_y?cn6`iq2&ySsS7
zzdDW5Pua0RA{}OHFJvsRS1|`x%GO2SQd_RCDh!O-Br7r5Q794WBYXbVPId5BRUsiZ
zOwF`^q8b+BptgL|RjG5k1$&p9t!~&ZNVO$!m#X51vTW@fJ(YPATQy3y;~(bGQ9r$=
zf-2ryY1*cdkiImCt*|zLFSs79xZNpLHs*4=pufXeN?xsHX9r#vR=@L7n%M;lP1n?v
zEi${pmYV;EFt)=J*}WPcS@l9Ap;uB2OWMXO4f{FpmKByUd1sWuv3K1hxvd(iD?dqB
zS8Fnj$$D(h#;hAIWJS)}X;7yM)8>}Iyx!1Sac1iYCgy_~zm!zvAJ`a6j`)92#9zM0
zpL_70VLFvkD2$hQFdZ>-A@?4iUUICYT5OKw(UA3ur5-z&Cp(-ai5oo>p2{J7{)Fkw
z@w8OM9G_Q;l4d>mU6BL$`*&_BI#qtC*k<FyzjnAMiDPOqmjcrGaJ%k`wcG!p(=7dd
zT$}T!l*GcT5kZABf{PbHa3|1MLt_q&Ixt0Gh`<Vg2?Fy2#`kZhThcfpTZ0$)8sVd5
zCK~ahbpu1w>~X2}!$KfWt(&3l&%_V)%PG7mnowv24z)kqQib|8(<`anmO`^`klMwL
z`N6e*wGkgmv7*TjpW1W^+rF-bvadbEr4oi=-DAhtT_Kmz2RAitoL_(k`AkQ5O0~hI
zLRO=h!c+Fh`(U(f&uey1$6hG;`8;%S=mlhz)eG0^o{DuQcELLBN8yqm&dPcW$e_8Q
zgLXgAMIPgTTkBx!01vb!V>-COpu_1c&}9YiRvla+>M)9|1-Yk#C5ty=se5f)!7~xt
zm+XMe{ZHZce#6k6aoLy~yaM8ghBd#U5n=40W5Mi`GMgbBxo%x9>5wT#`P*&rDSS<2
z`Awx|qR1UWl@K`$a2}{00N^eFs44*9R{*Fs0N_G^A0@JYBLSfL0lrssRi|+Q!1Vy%
zE4Dzu035Y|LIHp(4fwP8a-m^>`dT!kHUO%*rm9mL-gAK1X)Hc~Z%pTe<_Pi|@)+_J
z^76kDW%NAwA8_w*&v1{QjmJR~K*K;RYWB+1`aP&$qIFBD`!g{{{azG46iq2Kf{WUp
zZRJA!n(3R=ZbzY62T1Ks6q@yZkoMng#OLr$5$A`3X%*Jud)D@ealytJR5Wc3{@3|7
z)L(RMA7w9Gmrv;fdnpugTJ{2IXx8>o_M&l9;Ro!c=-NIA=d@pz10lz48!(_Kdx7J?
zUc~DHd(oUj*Yy2v?4@|o2NeQDUv&zo4A3Y+g8&tzXaiMM>xVFCn7|L`h;g9tDsC+w
z#DU5N2HXJAz;%j>KJggX#uQ+Salj1_<5Q=`Ks+#F#RfOr+n?h>_}^m03Q>$mglF(`
zjCkSV1f!pqW6mfq3->6_vt_hA!I+ar^teZ6zBeQfR@um%wmHaa4C^i*J%1|KBC88d
z9~DUIkSio*!X8r6hnH9P?Lj)NoJq`PxX8_()#mywttXcZ7|pTArsAHm#kk@&f85(;
zAr60B6Ca3(Atl$?kWL-?;a&F`Y{re@4ouv^b!}*fuAC1flHQf^{4q=M+OQ06YYi)I
z{K66B<D~24z}5-!%8NZXlQs{?i2-gTS$Ysxd})i8&%cV+1&qapquZe^FUR1f*XQGN
zcb1{`ePW2?;=PzD9m2&&n2?CI^U>mtgSn2YdlQqE$=IUh2CN&o5?AgL$*rp0nK*7@
z$%|V%$-74O<W!drI6iDCVb<&>owMAyTXU9i`i(Y|-m_kl?fDl;qN*ZJi=T(z`Nfe=
zE%u_>*P5b8-R`(dIe#>5TVHJGl#e4jI^*}j?%2+EC3<k<H41gCB0hv)BrrXG*oHK%
zl^t@QNCzJpDyZk&VNLo)(sg<R)t1&3gaMV#$TC|dBiD;^CV7dzuzco7H6Hy)*q+9y
zhK#mVTlT*utKEJCd-6s%cHxP|(mL7Aq}6g`Jsl(W2~|hYk+fCUg;Q;wD2><c;V&9@
z5iB>D3%drCVU3y&;R~4OiknY(S?sfYLaGxTDQh^6?S*v&tAXyw(J_okKl@mzV?02%
zKWl=pw~MvXxY7$DMi$ARJDa8&IMkM@@84WFdbNwX>Z)WWvwa4;lF=11Hw1citF(fd
zR54NMF}a?k#0xdkGu@Y8WSj0;`k5nNbF`mi>bx{*dByegwf3haYd`K)IC*qu!tDnu
zuC<xVpZw6C`J+y2eq9w+dcziF74^qwOJ4PD#^1ZpMzOW@dj3`0SjlReSIotVulcZv
zcNA-$WE4L2f7G<l)<3u%5_3T#7Yo<h6fYOy`q0EfcLLoEa9-fL|FK*YIS@V9o&xwL
z@XOjo!s}3fp>%|B>ep~ety?1<X&6KCnQYV^FZ_<2*58E2)9lts?dBAp$w-LvvyGV9
z#md0e_{6?L*hc>y+81YxeVYlmS?O);F27*(RwY5tYs90lSL1L6vjlYPXfGLGEtoyF
zZx`Bf{UN(MI2NUGZBSO13uwAS9Q}71gG=1YK^f=9A^R4X&E;&xaO87hEVfK2g;ITD
z3d8nS=#J|Q2C|`pR?Ih*jr6l&7rk}CC7Zz$)<NV=EV6S2HKBv%Z@CM$XCv1Pu+fO4
z&g`S!y)^EI+v-cafLQ-pBj)bc<lR4QcTSi^1pvkd0Ja49UO88j#sxst5~~+fF_1$5
zkVK*^a-r_JT0nKvR5@zHn3_h;i5dG1*#^x5usL9Yz$AgGmZK<7@t4QaXc}L9?tq3h
z6ss$B7s@#5)<`&Ne<9x>J`FGYj-1xtl!p0g-SAgGlXDRMvyGU)-;`tj(e9imm{!Rm
z5XaOsyK`#$`l4fM9L+zmujl3mfBH<pTsqdK?du^e&FVYa*K6GLmaz^EQ{Nl_eZ6=s
z=<7j>L0?bS<{XB;p6mAMUZAfRr#t>#eSPsV3koo_e9*T+;RVS81sDpiC}}`aK_Le}
z6m(MxQD#B72<p@r@jS2rq7l<58U`&agoA;8Rg5Es!F2#&#Ph^s;D`GG17TvgCg4~6
zhy}P9`2>0UBaL{u;zUzxFUPdQUKS2noJYoN?qT~3`MX`q$jq+C$O8w4ySQ`((L3uX
zzt`*(XE4Tsm>&$pmrivhDP32P648WH&ytW)E6U)=v~_s+$ChYMUnBY5kN}do!J5>Z
z?uy6tUWd2$tBh`x3c`s?q@<+mAn7!ADBig~9GjKB!EKhh;%DK1V9))H3Fq_%S2vrC
zjanX+-|5`~o0vEfZn7isIctt1UgzWO<wDTSdVR58v*+lg)mq$kg%dve%oinFIupmE
zp;)qFE*E9FpR_6HhMvDVf_GMu5$AzrkWgVUS{BnAtz5JW1(#ffRxZ<(rzQ2}&Rt6+
z<#$!ZolV{G`|XWz*t@qV%vA?3l4YY{%MWO7(0vs9>H;odrND+dt~esF0e%-=0z24R
zqX%`ZP-vMKV&?uLG4$hh=WMTRKW?ma;La#PShzy9rrasn;HLG}<x}<uu6a=^y<=9w
zvV{q<<F{+5ZrWN3S1nSN<<jb_a)m|w_2)NaB&M$rKk2f%e&{aNy`?d0JTFMKaK;3w
zalt_0((81!F8hQDU%iW2nN&uwD;*%c*j^=VCQnn{)pb@^Q3=9m$0<r3?^443GePWy
z56{?>4?|_wE)5j=w-~@Su{_P%x9co8%xW)8I4Y?7)~>I1avLi&dT~=#<IFbU{hA5<
zV);%<rBk>0eH%JR6x=TU^_1ftXO~Xn&lrA?+;Y0eKYKV(QVNZhRw~(A;?`wgx_|S|
zOiuHBMMZLjDIxdgV@}sdzaeSJTv>WwQB7Z;*;|2l9$jwAo8<;D=blF^^|x3m>a-Za
z`(0YBtWoj|Ur^P8H#oe2X<2_e|Fmj8KieWjvU7_b|HQ3N`t#m#g{9yhC63zv$W}(1
zmY5S7fmArhwRnL9_W%v@cMBw77c~C=z907$nk8m_v4W{RKKkJVw)WnJvX(T(It?b^
zPE$6rxvE&?pHl({E*gb%>Es5ZJ4!rgbXTO@eifc7YTHhuPO#U<c=V#A1X)C9;D)CU
zW1~NoV!M~V=oV*$UMHEO=2_z)J{Z(y%no#8;|XwMSDlaOaP7@##5hel$m?M{^r}NF
zwjfjRfP=2+)(Z~H`YuKVQIl|q4gu)-s7zUlO*(AC$H&;fF#s)|a~v7C36R$BWW?P5
znt*CQ^;0nw?-z<VK;#=x+yTHt0Kj1YAO-;No&W&c3IKcu02~Vd?+?Ux2;#7F1sVoC
z3;;vW0C@EcFwp`y7@)EiFn<Y9oPe^V#{e*a4`8iD4Qc~ywXmZ$pr#feq5uwBfS4*O
zsA^F^z*&ph)CRa{0q-&Z8lfd-^fv?*G$W9=keA;jsG#=Hxc~cp9Aw0wjF{iw6j+*x
zej0J}z2A?c{6X{mILaTs`u(^f=|H+7f6xf8l~kWn{=oTD5mo<_Kmz{2;ZJU&T~|hW
z(c|SQ#?kd<7hGMrHlL0|8k&1O_R0QT`9tx73ko<0E>ToLg@uX@g&qtDF97}Xg$)gL
z79NLq(BO!T5L6N|3>qGIYa$vk4)`Gs_@QEf0XH--5H21Q<BNW1U?2?Ag|O-rzm*XS
zcrgMD^7=;`@sh=fu=ZY#tJiv2Sk&V@+}-3}H?GR_vW63d-F~veceUK^?J-U_$y=Tz
zwcvKxdy{Cp#&~{7AF}S!Xmm4ezq~}n`JBP}$|Q_EPDa@U$mit6aHCyca<k1klMMGA
zWZ}CRX!=lBw8m{YiOH$Oeaz8EOEOJK+`S`YK+X<4<QyS=vrTYt?S-Vi;RcfH)kQx3
zYARPXe-24YKF=BHbs_KC(eKB3+u^+jTM(JqVZ3`!APKtr2G8rd86Qim#Xa2;kB=q1
zAw5g2A@xpXVE;>}(VjQeaM|u|xRUN&bRn@no_(k`KHJ8blnt3j<^)G@$*t1mHTm`=
zz%z&_V!Pl=p=U|ZB42!QK>)eFu046!{5-lmybkU(bQl@*Xei1q-x@F0_aK#b1!K#}
z^>O#y(b#@RAQfgEiA(*XxZ1{{=v9ULVrKs$QTF4$AJ<aZZapjQuRBRlEf~mF>M%(e
zD%q^IusS95*}Fov=lopM@Od5+vm``Vrn_E^;=_fliO*Dh=Ji%v3?wq=TMgI~CimHe
zC6`O<xI{^-CMTr(*RoUwWCjZNCXN?Qj%=nhZgGUaVERa?R(-j!BeE@P)T$5v)GkYL
z-Q<GOwP8zkwPLf>YV8QNyIXs~@<}Zwufkg<g}3EDF0RKi+fvj9@z;e3PKN55eVX!T
zpYBqWznsR@Pc17PsaQpAzPBv1w`p^BMNVB|@6ol2qf<Idk{-<E->==wMEKNax=*v^
z!-wqg)YZGg+X(^bYb7fsvBys`vqw$kEid#}lp}`xwcy9;^{sh+SL#Im?e#FeRgg^b
zddXt`o{pI!waW|s<-j(K(CMngliSQMJk(yX=ET^-r~Qu-UoC%V3nS)%Ms^iW94cOR
z!PTLOhAsh`Y2cc`FGWrXToU*r@J8T@(A|jd?tl*h53E7))m<ZL_<uYu1r&sySGcB&
zx)BAT(2Pro6ovY|DSqi1F7eu8CKoHOTH;)rdf2M`7?gR?6gN437<-xDWYgE`pjRW-
zqQ?~`qJ^i!v0+n!j!qgQ+w)q7J@#S`+H`gvn-O&sZI0iCGM7c6X@<~&Y7ExNnuGS|
zCL-yJUTm&!hBjCSd1d#;)gM(s8@ELlhMmtjf$Ow=41Tn1f~jm++YF8SqwYbC9l@Mq
zXL)6!?lG6y@u3*PM1zLUPhuaf-4A}`I(C$2omlbEPq)Qf{hEyWr>*6JY6AFg$D!=$
zxqyEsmo&17#;d1A18M`lcl-&eKQOcJmP<4){3jSs`?qVkXq^9e{7GB=rCOV%X<!PD
zLNop(Rzd3bq4=e1xWsFV1@)V<==;}lt^V>;+Zu@?eicsJgNxEdbIc9KojpN%_d
zdvJ(DR#B-$dvHyBddtv*!?+Xl;F{xF`2_BwJ$T``6Yaq@=hA6^zq$u6Uj9IV{oe5=
zv0y_hD)w1W&><Wk8tDI^vO=K-w`d>^_=|>#vJ2use<`LT+7Jfut5ZOqTGT+eD4&W-
zwxV%<id!tO#mJnW!$67?ICL%7oRVG^M&mj6r2og>cYsBaY;B{M5CaB8Km|bo5d}p=
zCUl+ZK``SYV$PzjdCgf=%$aCbFpGi-h3T0d%sD3vm=y!&0Or5WFg+Jnare9H>hAyC
z^E~gIN?qMuQ{lW_)zy>v$CXa1-bZnCQtb?yS;>)4AGDel>=LYc=w;8Fn`BWd=bCVJ
zEYSFe=cq~d#k_84Q##;*4kBkHLf--J$nK*LRSyQWpaD}7X#y7m!`97!t#8Ydn?ozY
z>T7RkzBz+vaKn0#G=4gii)hQoUa+NopG8Bxgte6FEWy_DI28XhUv<CfCMX?vm{!sR
zf~wkJ>XCYuR@by6w+_vO0(<t6*B@e`Ijsz7W1o=?qmNPN-5o$?+mEkscNgz;U<e8C
zzM8gOou5{FVMWAFPszds0c1%;Q`Oc5mi(pjo#Dhdwjsrfr(~iS0Qn9#hMP8O7<cRv
zq>X+9W8aJ-EB0L>pENz7*sseVyrBb3x|9Y-*54$VUVX{5d;^UC;E+KfA)N+x8PuiU
zXerFR|ImJ&x`*@)84}XHg%p_2xMR3Jx<^QtAwvg+7^CyoHZG<!!^8Uz=pHioKe6BM
zU9MJ|U*_CXbUn~p)I|KI_34>kxpGf?o$cZnu}l3a%6z6CqKUGt@|k5v?V*InI#R<&
z+<GZP+xgHgo$cvQLe`;!T*fDv&f{7a?dCxvv?V63<6K&w*Hx)|S94;*3h~T>QW}dg
zQ-sUY#){U}*NRCYH@IS_YY5Lq#i?&@zoQ&{QX>|eTu?#HnsH&>IC1gLbDDB%B1M1Y
zL*-nXOwP2ci8!RKi}J4JGEQS3CTrIqLsNd!KvHpSn)YR*OTxup6V>K#TFKr03yR09
zE!LH{HI?t$8pJKCzeL=9f8NeY?T^Zvt#2*QdelmNPLm~H(zTZmlbI?!oB*=4Sw8BO
zH+Bja58KOqNKtk2r<3(+-}jMUde~lL)8VFiM4O|shuvGN7mUh~KXJ&G#TM}Lai2F;
z(Y|C&b(!ZG!mVmkWZ8ua2@iU;Rwwv%6kdl9kVUIb$}e1v5av|%RmWQNk^bzW|0=@M
z>Tl`eay})5S?j5f@nyuksSjQUcFBL4`mj7CTMZv&<KycZ4DOP>z}#q)c{2RhZ*b+x
zt1-*xvn6=Uk4pu9!8A<cQ>(9j`Ay2>M`)>P=1GxS!I9o)p+a~SvS+md^1C{KiFGY5
zrD!O5^?EAQzSR`EEUZATwQLTi!#*hYE>Go7-WfsSKg4o6u^w5yu{ybOx;JrX)ft?A
z=}q1hT28W_mnDgtih$1<NA8%-5LOC$A^gz6VB`9L#Ct3>h8+qHB<az^&=18A&Lfd#
zJM?bvtCyhO4htxDE)E<I6#~o7>Cn7C4%T`B*U5xv%)=!=YSL%ReeTg)7rnby&BOKX
zq@weuid6bvqf)KL=TsBv0<j4o(1Jl=b3mY_f<TJ~fe(ri_=Esa!~lF+fWX-(1U@-H
z6f>YW(+KIoG(J&4;KO4CK3zayAtUff0|Ko!#Gjp^LhB8IPb3ib1~@Q{a5Mm$D#FQt
zKcZOJlo1lus?FR8Y|aQT1L`tueBknp87k~{u$-}Mu{^OHvD~n{u#B)wupIE-aYhcU
z-LFzE7LNCT70;EyjRCLGLu%g4jn`R+;lF-UD_34vr#@Ta$NbG10x=EKK@4C0Vw;r5
zkI;CLDBq-Jt&rA8_|_X*QkvWvQW+cF7W$v#?U`SCLu)*nZDQpu*(9G)GlNZndF8yJ
zW!6mZe#+7_n<V!eTDiZzX0%Dzar_vhYX7lGj8u);B+|zG{}h`fZwiME04udE16F?Q
ze6Ye}<<H#_A=SbLf(->5gGAw^G}uXD!^rK&hJ}7fB!BKO%n!p+uw#?rP-Ejmjq%d4
z%&8YVPD*PC()%$SMLI6W_mh6529O8U!?OQ7L^^F=q_35)^U$Zh6-*cM-c<*vR-JFH
zitxBZCoU{aA8t9Sa+w^gs_fiWHJH}sn@lW7%gL8O`XdV(f35<28njzwTRENv%Mz$%
z#~UiEQ+@gF4f?8N?pCmB=Of<xVPP10dn#-Rdr5AT9R;h`KBxI=unj!M+=cDFIw;q^
zFn=g$0^cTmJ-M;AJ(U&Q12Z<YgB2D%`K?!W@FQpW(ogk8dZ@9D%CcW2zD(iU<oqZC
z9c!y$b&Hq0BTOeZyA_54+X|4Z3CAE{&Ih<KdoqcyGnBem^Z}nOnf$83DjE^?nuKRt
z^DXP&qorRKhYEgakk302$~qS2mlYUKop$Y{S<XG^yJwZ@`O2MO)%;P=vhsPFu;v<{
z;TOOccD_tIdvi4Dr7N`YDn)MI*}_{{9|pe9ZL%V3IQi%l2E}+8%<tO^vZGAE-D(qg
z7}}Ohy){lM{2w*TWwfpT>P8<eHO+gpP;}l<NE8;H=c>EB*C^7pI@|IK#ZG(6$uG5R
z#4Yr9QgkqRF0O3cRE#w@*ZCCl)popSrnBYFb5TV-#nvr@xjkWK;@-{!6bs%D6+Wh%
z(RR756`zGZ6*3b;l{7zyJ1>pUlo_*H-0tJgnGfGBJU!J?eWTSG?V&|;NPoZiVzN_F
zdBWzZr0YO$ZdUdYA+z!ud11E;%C@(sX*bTY7Tex-;f|`Fi&JDvbd`Qx$vt;DChU4$
zR(3k#g|1B3^E#`+{p6|kX550yCB@yQV}(nZLuJ?My;r!8vy~U_aY<NYwN8=mN`S(1
zZ#8xD@uI>Zw<Yqi8?MMExh1G$%%7;!UFyrKiUow1SL|g~clTEK%&H+=3^G@nl~fBm
zmnbzwuk{lqDDBlt%c>QnE&YYtcR{@|*k8TLtF`b-n=V^K%;cACiwd*H-%+n<=4Y%8
z|0+`0^6%)COr)~VQ$ph>bMvNzcoo=<<IsXb1KPR&)od6$4sA?lw0W4;(?WwAZAm>f
zWLi%PF&u^Y(U$aP_+n!ZLp)(|ltIN%pTVD@Awy$*203{&W&STV_K@O#hL-+>JgHzy
zI4Il)n|Gba?#bK9lU3Oe){}C{OPiAyvmS$!?`815TL4T~2asdqs*p*R6}SttfvhKf
zoOt^>M4YvQI@L=<A%~-6)u`&^)`|hF1Wd>>ZWOT-@9EvC!+VlCE6`Xlf%1JulXZs=
zpc{pJSkjq$v%ns>I@|RAD<ihU*bT?^k?aTLOYV|Gk!j?4*CjCZdQqZCKf)auHjwnL
zXsokbfs0SM%og+X$Jg>(P%i|e!+)BVO8sjTu;uuisv=z+R(XVE^<ec!pk;%=rhq_e
z41vu8fz}%Wn+W22Q$S0WCjx1ZM1`caPm(o=R%Bk(uQH26I2ureX@s)@E=(h^c_NTT
zA*vhT#xz2rfF8_^z-Fs&x=bSlM2cm62lN}%4=W6oF_tNoBbFVOSuuwHiuz%5X2;?+
z>u1`SHc~+5*3&;sgTnksQR^{$u~CO19#|aD;LG60(14*4gK>96=5EID#YP?a6a1tf
zsiJ?A^0h>&1?<vM^PWeKq1L<SupTuomz&MTA%&CTQB%VV9nbYJzOjXt2F|cyJX#u3
zdbBi*n{pT|4Ji(_-qK*2Z-~d`SQ;44vqg`vf}M*o5cEsmWs@uoUd#zcOGBR?Kd}7|
zu{83gdRXDH!D8ovl^rWTR(NaxQip?;Uvi_yjz((Sm>$!jwq?MyDCoyVkAfWoHYOB2
z9w7;)!Td0dBzUYONITIl9f#*Yf9^Es#%n;4;&XgI=~t@oc~Cqo^Y1UxN%JCjEq$Fk
zxcl0^aOCT*IK(HczUy14QV%-OB$_^i_q<)gHeR{ZT9rMnDPQr$OW1L?ICY7sO5;<U
z;G<njI=%B2n)H4L@0#ie(HRM<toDVWl%t9cNNhy+TBxA-wHWAha1zW>*un1SuGHjM
zK^nZe0c<OF2+CD0Pd#gv1D(?Xy13>O2<~4O_UAvvm-=)FybA`9N0H@KDVAaU8yj=#
z{h$_fD%+jbskoR1<<A5QKQFSpz!I{>c0Q;c41@E_K9TrLH|o;D6nq-8l{@g7=If9K
z5q{-J;>5yq{sTJ_*|ZSERh>=d4lNGdV}IdIleVkoJBRYilP&mVwQYE>6E`8aVIa-l
zDjo6-QWHTH1oy`(VeIG^u=?p%ny+XC`=(npGN~ygZ|1cmb9`f<n5`|$oBtbp9N`F6
z+U+L~jt(YM_idL7{YMcy<7+y9mDu@f0!Cd`bgXSIsuzVRCnbS)tW_CZ(G9c38c#Ya
zJ+Inw*OK;&2bZ~Ns;vzc)7y8}6!jjU-Q!k4xOLQ3+5ERn8kgs3q_pi6Vcuk|_&RBx
z^6CUz*`m0j!pCBBb@>X<l+QPNtgK~mS4@6Ci<|$Ui6UWc22pe`EN(fOD$aB`uB$ok
z4);EYeamfA6!)Tgm}W}o4xQ7G1!DE#4r1qC2e}iW$K)o}PwUDJ%O@Y^6C?Dhw$0~S
zheRPEeT1T<Zl-)d_gLYOMTl(V@*%Q>P*-8I*+fnLLl=a?2MY<!H*Zsz2YM*X()`rP
zvrnWXD#PScw9SNP^te!{zpeb2$-fFuJ9x^A&N?Y<3tuc`v>qUT>Umm7D{ZE}xpAcN
zU;S4RH2?3^r$~3Nr)0)S=)5Tzo)^1kv`4WkN4pbkO`KvV&VW-1IDJrt0c}MqgDqox
zFU;VtXwY^nO=SlCf<>mQ8p6>gL>mxoKRrcbTC(xHnA_Ws&WE|>3`zzg9W%t$NBtv3
zD$G2ol|StJ5D(V2>10==8`PNtFl}=<cd_Jk((YX$sPV=YDwlI3hr4bhS)H$tlnXq&
zD-#mva2qvLh#RNZb+hA8lSv=WLb>95$-N<H6`GJ{RnS6Y-#B~jL8g0az_$GX7+9<`
z_ptJH?sobEa+Ay^6|?J+)9Y^O(>;0Ifb6sXjaz><6pEI*LDX-Zfjim`<CJXwT+}~O
zq|*BuMe-ld{>NMwBUuP&4Ir>OBG58GVAVvRC4#_eia@IefmIfP)(--!uT+JlYAjV{
zsXAko#s}XBtlIkO&9oH*T1W`wv<S3J5E2#2>wPVImIi@MK;I0Qc4VkxKvkv@P6lAJ
zK)4v-%CxIgaNnRh{wy7q6P68@2bKZecQJ;qQXOnIEYA2Imcd`ipzT?l1A~6kc&42U
z;dotmO>PW&>cg~g){D76+bEv-IR;?h89v+40`vP(B9-4aDT_Y|Wi%i;hZ^vEnjGWV
z!+Sn9XR#o^i_J8h&7m>4Fpyuia1oB7_^uO<p?Iu*3}qU}Q1m1Cjz^E-7>aHjL-{k?
zJf%3)bRdI0OILj1A}JilP;~R@?40aediTB_J$PU239Fw*|IZpj^QInH0VV2@pSg2`
zd5wN_W8=nn6iH*HMbSSrVj3Ge<7UQqDIC*dB}YFtOw3El4=XwzhhocsX)z8v3dzl!
z`Z&}-Or#2!2Zg}0`yL{lCNI+9@9XSm?rVE{GGDj+FDiALPpVN@%hR1zkJ6-~7gSrk
zv^3ne5^t*BsA}`1AC1%vhUp7K=$cb?$gM@SRGVk?An~n6(Ftw4LE)yS>9v_BVfh+I
zRjY)-V8M;2vzDcjiRR9<d+kDS`ubkpW>i1bQh9mW;kg>h6sbk~4!=MHmmh)wJ*Sc7
zhsMH1k0q++w;xlVO<K^|O{Imib&x!04#~c803z1~@<n!agV_h0t76zkr>k!tOf8PC
zheb^s$%4%f$m~udVAtYZ)O>vwweL|H8r;1|qO}L1N|99%nt2;MrVdawJUj_*HT9#V
z&z1z+9y_6Z9|x#>CKHDCT?0|_>SRhtLx{epfDXZLNz992sqlV~@$YT?mhE3P{#$99
zy@^${Yn>#ftRJuS?rp1FvA(j-#y&}GKYp#^{mu>A57jm(Gq+dL?%z;Xr+nR5Oib^o
z4T|P<HvKvYA1`d;?o8UFbAL8OyXi%swp7i!T-D9bw59J{(s4FA@#K+2P03lV!X-s9
zvCNoX#4Y#YICGH~p4>mHzWT^PIly|PSfKa}1$j4!n^^aTxM*H`O*v1kSig#ea!yh^
z&Sdf%aZsO)${PpEa49dIi5*_G;UHwUrdXs>uy*<&TzFuwHoX=q_c*#%JhGs@u3X>x
za$VdSZb8rCV(OlLJ11MMlQ)^-C4X(wSA8ZC<ck(P5Mt!}g$D<l%P#ClSI54J6w=03
zmwWGsRqyz;)cat+WAe0kTVbbNSDC}xr?Lz|p^kYwPX4G!P1&-nR%&n0e!`XTeDYIs
zoz&Cz@v=AfUJCc^o~ze+Z4+K@>nayIKa|zz5HHNi@K!Ia*3eih{#E3Gja+|=NTs1C
z6Eew{H<`fezz!HYW$c6tGklXwuz2ZN)Msxyv2e7KoEbhN4Uz@H!j0r1SC}^o|6*>3
zg&BzibJu6U4!9vhV}{R``sK<ifW`gWmi+B$n-8ppd?2YOnvnPNV@Xz62TmOwN}g?M
z0PdzZ>0XaqIz9sO-B_YLSu>S8?NFYqPDtX!>b*#8@x$cu`3<CUr{>_;?LB$f)r-6s
zP!CL^E-OdrOt>Tace4`F3xQs}q1>ZtWKHs1W7xh&MaZSOcIXH5sc%U5UbMSSz^lbw
z@CtkmMTJG+=plpBjt8O1v@mizAp>CGc}(+rA-^Wi<sJ=1o7RNX`Zd2S<LvK~{BXZi
z`M*YH{<q}s+oT4YFhWmmn8s%S2sZ<eP#|!w2Z7H65ICRm|J{;5c28KBK3nRStJ`VL
z;{HEg@`p?8kkI4?q%!ieEz}rB?U`R%@;8mS*?f^?lYF-1&tQ{aUiu|}%qG#hpW>1~
zPi^ice;EG7rtDv_N%;0T*M>HU{utbp{U2hJ<W0tK+(j~G%YeNmj=?zhf&@t-OGt=t
ztVKT(Dtzi8jlEJD9Ji5ZNq#9W^h+WUtK4CjABLmgxG%+_MpB1bN`r2Ml%6?16DchQ
z;yvV*?z4mbPLI^{=RxMM?EemtPMa6GV@v)#xBJ>&y3Kpd`lMR5_NXeN_<I_9vo?L;
zeMIHbb-Btu^Q~%d!4`azwo$aqnYD2F#%LN}eHXm<a8}tC45KYit)pdal`5-vKfb&9
zT$L>U0G^xX03Dob!{Cm6VN<p>N#ArFRt+lxpWe-)!ELm#<(F$<shQ6ol6~actgs|E
z+-1}!eizKBGar`ayU%Zp_T@*0&Y_<wJf{cWR##aD?&C{~Yw78WX>>!~zF;xRj4W*1
zf?N%=fC3e|lh-#ILDSK_;cS+iY%HasE?$M8Uic+`RmTh(F|Y%P*jR{fnLmk^j$R2B
zf`)^M+kPmkXvZ&2FF>mvHl<l@_R@E2+t72_sjzC^VJh4AfwrpImd~*A<qKDsMLU^~
zq)A!x>6&q~U`s!Dct3pu4R$dlEBd;Tw=>p(c~>RO^{WVBW9Pw<%(3KtdIvJK!H*_~
z^}gGZzZRONpK2-ERC5=Tw-@7F21IDMpa8a|c^$D`v1;;dx{_Q>?*)pM??S}bRh4zh
zaT+nPTp?}X>-IY9i@mvsu6@MT4#T-!z3Pd3hMiDEo?az<sM}H7-pyBhGJBbLBI~@S
zWZ+EU;^vlO>6mBY=F~1+(S}yS6DY4vj|yQ+{z{QP5B$ZQjbr2+*ISUz301h6j%$Q>
zj;*<}f$x;93Pxz-3-%TJt)0Sc8GJ>Te~usvFz+B-=yF|cT4=7^z57V<@b>*W%YBRG
zqGe+)`oS4dcWs7nQ4Et^X<kuLL$^U*@LZ^{kStW>s}QNEJ<>;=Y+YG6u>PfdRK{g>
zWXGQJu9*R{365#%s42tMmkYF!Id<J9M0+%p-<;>CPI&<e*R1J6pF3|frAs@>vfK6+
z?oBVKURz_S@ZwqvSrnX>r_~A*W~r*Em-M+VHNk(^`(G{ohTcdj2|W>%OTN5`AYKD@
z<ll`5qJ_lrLn{(3#~QgTCU@r7lfhhJXg&U)$e?trq}lOCa>(39GAPCWNG%n2p0iLb
zAob9ADA(D7=r;5s4+mJlgi_&L%F|TxgiHp<56<9ax&TZP-;u-1LzSmCvh6U693^pC
z^Eqv^gD}6DFL<ODf&%lhNnD$)B>fr=*(PL3xkJS6V>Wj<W*PcX2<H$7mR_l3RdZ%1
z<p_Cmu^IQO{Yj8VOvMm#ac+4S*<uvBxt1gn>gqO<eP(09{niEYc5P=8wt67O<rdQO
z_OIN-!`Cs4xF>9vUEP~I`iHuu(*7FJ`%$|M7GrmeKn9IKI}TCO0Q`dxIFp4yI|)(7
z086G3xGo1_WdPcC2(%Ls(rgy8c7(kFm6=938c>C4L|(I2c@aDhb_@cWr@o0YjRcPw
z^nYqWA9f>X|Do;pr)IfWI=nx;uSyK|3=Ry^wYy-mWq#v~meh<{7+z;>hB~>zkbu@>
z_+mjH3j+q8!I#00p#g(_yLRb#)GQ3^lb-A`-JC&B?sBL3QEsVXe{)t$zuO?N%hZ#f
zKUm0zX>ud?LOz^L!#K1b^m(!WJcr2T*bko*xg7f;cV2q?fgR5`WO*?AfghSPV}=X)
z=(3!dIefS5_x6L4z%lzl+SdJN+YfmYH>}{&EE<w6tn5V@auYY~2=W=?up#6oZkQg!
zP$MucibVAAI7u)b{kg-ip&((yPC^n)hk{xnVCc?G>@Z#u%nz>t1=C5#>jQq|k5s|)
zAZl3F-&>?p=0(!jZiBYGukGQEyjKazC-h(ETk!pK8rrlIy?>$#Zx@%&D`kUK*-fkS
z6+6|UrJqE><={XXU(OER-Y!e0_rFGy&R^nPJ0(N(xr?eSclI4j%Sm*ADuM2)FcSvF
z7J`j)){!f%%wQGFgHPlL4W88+HrpqG<rFRTtTq~Sy{6H{mZc%M1c7~<+VG_|6o-oA
zY`~&Mj4C<%44<90mAcj(4>Mdl(xmkb$%Q&qNxI88C{XMG$qMNOO^)}4v&HX|jR&Ss
zmkGZ@z3Kw^ooY_=4RwZyDVZd3%0N2*@=+2I*$rZkDahQ=A<+E{$D6iiGj#8~$@ETH
zs`-}l`Q@|C`K2F6@?LCaucT`al4gGxpnrX`_UI!zdlm;PhPaXyOQ(?RPrrb<ViU|6
z5CI>4Ed$P;<H>zDdos294<}{Duhjn48M}6xCP`Nnts1+FJ5!5lmn`V5?D*!k&e}Fh
zY!e-?%^y%ojC$m)JmOSSdn-6arz~7mObE!({^Hn4XI(#Bsp`XtE1TWY)x7J-`D7eX
ztaaPPRa^3#!fE7uF-1K>JW=JOreygG!o?~V#Zo(piirzfa7Eso6dp%=s;`i_iW?!m
ziU!^1Y45e_qq9uS5c_r9E__@+Tzp`1n7cB*rY7XvJno!WhN~AMihBZ9h<?LraT8}n
z=!y-ws7x;6Ae_H=R-ND7R9@p#Z}HISPC84wu5!)H$z0UD@uK*CrA##<T&U?}A_SL@
zlE=K=sL6M;fV$>z3*mgPzOwsGCkZcZ#>&cmxT&z1Y%7yr$dDZv7ouJ{W1yn?*)l@$
zLS1DW2CR`U?Kx6bf2_BVWm!lz(z%ha)htn1)5Tss;^I(Ep<h!4)3eEfeY>mjaVtB@
zULWrxWIXSpUgKOscws(I7IABqJPo3Rnaj26#fhDyCi(9oZSB5y&y*`asYLYTO(FU6
zCU1Bx*r|Uv^2YKq5;x}l!;L!(mXi-lD`!v|{DiqFgNmU(!)LR2%>M;RV`13o>o@CQ
z8lTj)`BB!^pFNNCcjQU#+JUJ04aycgLBwgz$@3k%p>e0$TuK8El6fs2ehcpfM{4&V
zH-;5}+L`XkGwemH6Hj`R6`i_qn%{bXs>oLI+&7g}=(`!*T^2%-;8kSTf@08Ew;3FV
z_T>)sMpHvCM1I>F%1nGs;)<e4k`s1k`)}xg+QK$+Otqc#`E3CDiQgy%d3t3UxE`Me
zYbr#5^PLssSN=S7uVV*_b#dh3QXo@I$6;DYNRKjixd#qu=qK)19>~sJm7@MJTKYG>
zM*iB3Xa8xgE5#;)kZc}oE(o-R5NIzUkhmZU8-R8m!ps1)_Ymd=6k{6k-;zJH4-x+@
z39QVHMK~DX$TXs=0ZvRKoDFbc8j%+XbYpRd8V1y48i8aB;b{Oqvq2!~`ZKeB*iB*C
zV_9SQVwqw&V%cG(wqQW}70UwcTddUIB!?{Cl>x66ukQ~x`oJd6(#aSU41emA%q-m(
zB#?y#G3Yn<V7fI!Tg>~PBu&^wp?s4(wj-fAq)*a3D@$}s%NnKduj$`!RnN2k3zuN>
zsX0q1bI4<ko%0!aG}t-(22W44b1-k3opWBab9l&cQxn6rNHdG;4gM2%^>3Z!wsVXm
zlG!=>>u0lo|5Q6CZ*tj=-7!{rB!k#E@F@^>SlBoujc!{8Y$(`}u(3$9g4npQL&LP_
zmNdGtA)#LqDgO6i7>{{lIOdOnZfu;W@w)I>Y_zCz`<d4$xsS)|#kBt@ks3%I<P-mk
zze}W3=S4!>`8u0=``W61<Lk_7qw<A7)wv)w9Y1(Gz27lS<ro{u=O2}&T4#~MCt2j9
zrHfC4OGjJL4cQgo&7!9&lOwx%^HzRzwvP=RFmkQRrgMbKEA=`*yo5Eq>v$G^yHf??
zUB;2irUhV?c{F^SyqX4Y3W0>@jllAkCj2KzB~e?Hbmh7Rv`4XN(CbbV?Og8!j6L<7
zdK9d#D)H<-t@~hws+J%?=&C5buum+#w(bdyee6t&^l3*fpU{Ho2S1W^F9Di3oQE?`
z{mG^=m#K@UEO_tZ`E+g#omQj=9b&Zz*8KL6R&w6~b5m9kou(_8748leJ&%)1XB)uO
zMz0`E*O~8L;5HwBqYG?|bcS8jT4f!cNOv{p3PmSPA&+J@qA{v?+P_mx=#+km?%7m_
zR-58QZGy|gq`m}Z_Z~r39A7}PhL-_zt4=U`kq93@-i9jAr;~eQijb)##!7$24_a30
z^WBz}w$wC!=dK7kYa;GAR*iG=x~fsO6LsYmeiB<dj+L(*U!RNGc~}v+^@F$~Xpp!h
z%34?V>;!E<P%mBiEf=`?Gn2&NzGj?mkX+n7I$RO{EWhx6;Sg<bOF?{GE>U<8xlb8%
z*Gk;l{(`3TCTB5WXfRiJ>lWcrrnCCe!^PUeU5b!jCp;FDZl%iOhX#<2SKD#ZCw&y|
zfAo|WnsG!K)I31D?rj;dkM9U>bF*x5V)%Gng^c&y3y0N0s%R-YKdF_@;&p_s?8wD(
zp<pvEQZ`N$ZBm4^^@n9?&u1vAKUps?u(FV_z{XKwGCNdJ%PC#GQ`17&@3KoiqIV_P
zxErDBh&hSswE4-h%9Hj9Q67Wj*8>iyQ;HN<RO=g^a=-mJA?ZParl_@*Fm6PC^}?1H
z6{V6F3pckGRWJWFzk0PpKH+)2it?Si-^=VAmkBdI6jCpGp*Gfrf7No*mVZl6C6$Gq
zhAJgr-ZT`i0=s=2g3yje`x$L!w3E>`#>o(z{3yd<$$-O~G<1D+F)7+pEDhSJ`fc->
zMw|41n}xKi(%n(|KU#vIIRK>xP9oZ#70BH!1z@aGGcK9U+dT-|1@?17ptkD_@~K=C
za`19TGNG+Mch%j3EIqx56Cyld&W-#~)A}vs-#(4RZtY0YTJB~g%(ls2vz1h~>#TQ+
zXAcmMS9j43rI>s9F=KrrukDh!CofIF$6HT3$$9lG7+S9_rbU5TXS_)2^zl%`(Tlvk
znMJsfd%5FoCrOVrZ*o#FGrahT*4(`@2hmSzzIiJ<Rz-^XX<91WuhGi?Z5HzR8*qP?
zMtZP+6M^%J2#H44VebEJ7V?w0qg2tqNfW>SW+BYdAfY*Q4lNDIjh2RSvk-%&A;qEA
zTN+I3=NJu^28QRJV?@7kvk-%&VcaZ)SsMEExLL?Q#L~!{4q`8hbTBvV!sjJO%P>r$
zVUim)j=R#Bit(5hwJk$21{93Pc|;U^&VtWkQ1Ez!B;T5A#570~F>eH(7tbO2nNu(5
zmuRGv-VpV3lvLsKpnb-X?Ymx`bke*CUrS%7#}2->n|kwg%qQ{*T&i!uJK=O(0ML6+
zLU_C7LA>Isn<~4;F22IUvar2T1g%o-HQjKj9%Kh?r_(2#r%9SqyldgL5WT&sDyvjE
zDACf7_Rmn$-CdhN(HaGzW3S3EGa&^ut3BbvF)JE;>^5xL9}Sij6x7pgFX%R%qKi$O
zpyi!*u&>1{zEp>5Q1?;>d1SL!m3(h7pB*=wR!bQHGunsI+VMwdVEJQE@@5EGYCeK&
zZh9R^-AQm74v>UeKwVy&fp@3A;5WdA=9~8sA`V)U#OQQ7|3qC9QQ|Gc4r)c_P8kj%
zCVP0(;uTc$OAh0gcYDPzJ&?hBB{iWXq7uo)O1=Pok!0QNdyui>2#oF*1FLL@Qxo&j
zWJ%`;GO4>ad9GecW^U~TMW45XSqGND<n}M&=v+IJajYbn^6ZdQ=s$?q)%$Lng*4VQ
zI$m87c*aFcI^&`o7u{1k+<LICh-YWfDYLH9tw{)XCFq&BKfq5@QFc(g5PDf-wklkk
zRL54hIo(^?U~d79OXGLMqE@0X*P^WW($!meWk(qIyu)10wWBY^_pwdo;Z}{6jT+jE
zNfXy{^V0VzmiMklWSvHfTLSxw)3UR4HCkJ6Z)+bAUe1anEz|ajCAwQ{CM25*?;fS<
zs<c@vR&ojvTdQ7iCl*eXeL4}SE4!woe28qj(8Io_&zT8>g-v#46a_}CmFM3q2nTz=
zlZ~8pLbjt)KOwQeOHKX)XN5u^3kw02Un$IPho-n(TB-<4e<z&mxKkc9Au=WY=q~vb
z%XHyMsSfH-jpF64&Q}v2``470@SZGe>9s(}a3~{xs=6<nI~b@=e{kRUFaN6u8!lD+
zULuu%o~Ch<FK?QL=f-aSPt!C54g13lL|C3U<?z`akIb*9Y)nfwpBHm`Gko^mAM+E#
zc_?$M80s_l8^Ri*{uv?_XP&ctjUk0~eHI=^iDq&dxDTlVlY{PYcV0Co?N_t|xBU5`
zVzaJfzr{xKtllZIBO{gF75fOZoeOHHU^!K<Jzsr9O(s<cf-;ZfB(q3;a;Hl$`DH<<
zK3rGAl}zDwLiy0S(DSJW_hhLFcWdT8a;xV&V%xJbIX*H<pYHAXgJc@p9C!ESjp*kR
zO##fRy&);RW&qdC0mGCX=cS_l86uVD*JxGa@$CQ2bx~MF5t2oL)fIu(1OhD%1X?eM
zKRa88Pa>qJ5z-ThQY;LgN+9roI>OQbw2%<^v_g7ffff`#P)DHEgFtHu@mDt*`J-7n
zH+Bv;sUW|x;RrT!$@;?b!3Xu<oNdGA#nSxYh9fME6T=rvGg%nYyV?v$>FP4nWB6<-
zCi8>gJUnyzGWanVzgmWIKSQMQ{3Z?3fBoxEZ9u{{713`%!p3F&1|)1;CZV_i2^*K0
z#&H?71ZlPn$K~H|K*FD5bjF@hoZK6b;JD0==i9JNN7yDLI4(<h@P>^@a9qYTKYLux
zo8DjrmFSJs$R*99j1B*5ZVbapje?C31v>|vrLtwfjzbE^Jh8(-KQ>_WOC1Z&rr~iY
z*r;=#AJbq5Bc*3fecq^lxJVT=58Co~*b{k?mBzkK7c6{jm(}MzXRTDJ&C*n(LPF@a
z$eDCom|C^@>2W%L-ZDP_i&v^P>w3}oH+3-OfID41u`9V=b%ttl{WucuwvV!zBPiUt
z5xrXECM+LQ87}sTR0XD+)9J@Xk_kcWY1bup;N%G{Z_{$WYRTLCwEeUmP{y<v?bH4Z
zZNB{|447JwEW0@ZCIn@HM-92E`C2b1J~V-PZ5$55mDjY;lFN{6Vo9<i9zpnq-F%TX
zW-xo~BUQ}$L2UWtVOp=yEht^coGiG)HY=%C6H>!sskzO1T4~;KXfQXML_4HIm7y`@
zs`Upbv*ZbhDA11_3pP_VoOumy_1;TMj%)$tkIsX(eXg+)zBmm2=mQaK>+va8b`U+P
zDYQAeg~a4rW&GcM(09td8wqKrY4pobMf37^#qAlTwTqG#D%(zOrL$U@B?i3@(dJ9?
z7bD(nRvwsJNqappN+&;AMvU*)M_YfxOr6!u@=B^$D#jI0)zvsYoAdF#uZWF)#W`ih
zDynI^u<hk-#G~DhXiChxAY8aoR4i6ITiobgohy9ex$vmKMs-?r8AbZb_X>a8c<tSx
zg>_|<TZ_HQl@~q?Z!O-Fb>}XPSf=TB&Ye4Rx;y6;F-hFD>ZIsfaTGV9YLL!+bcAwe
z;vC^zhwdpalgG*32NV(y1l-h>8FEUlp0kjP*i=>2+_aU^ffoh0r?-Wm<g@bVv%Dr>
z`OE6+?oWkt-gjk>)c(SYLX%|Hi(4s5JU$|mRjw%8>#0%4^$Ac^ORFfDznv;uJGY#C
zal~Vp-?C-Gt8O1;BeOVR^R{qdb?=+<VT~qh3U0nA<iGk-sC1~Kd`$OWW!Vv9g}a-=
z)GNHl3eVhM$mVS;B|q<TMws!dwL0c%RbwsrSCN=@e`7Bwm583y5XqM}sljW(4jVgj
z?6m*#+!M<~Kkvk}an1=X6XrJ(8Oc&%VPEWqXh=&~9A!{3)MxN#Xvlyac2kA`2K}Zb
zx$<hk!v5_`Ab058p=6tnMA)=~Jj}le>Ia<R)Qhi^d#egTzu!8-L3^HDZe0`HFWM-t
z+5mT|fDKvHP0p#0g#v7FCXWvvB^9?`hw59JL!r_8h&Hl3_&ZF3%6`wdgC*Lt64DFt
zxiJVVx@VE4yBiq8Zdxa!8$6m%CPym!lHT*NlubzeeZl16$Nu0HwFTmiO@J!F+eweB
zb)bv)aqx-ROzsH^GAT^Jw33kSl?HS7!|l;eYCJz9Z=sZ;{xMo=9A6_<?Z&fumFr5e
zi6A692b&Axuac@_EDwZ4uF$SRAi+YQU4}rSg}_I_h(AlZ&~`(hZHJJ^mK}2=DjVRy
zG{Vt<s!Su0ups`3Tvcaj5N-xw(?`@a0Lcx)(*S&yfk3kJza@}TANCK?Qp5Nrsr&nv
zKpO0v&z3+M>>T|PNM`4d&|FI(nVrK!4mre;1LKUFtE@Npr6rKL>>QqTikKGd9Q`r4
z1o9th=j2Ta+p#-FQix;>pI9Ja!ww5O6G@}nmH|5u?6~l04W`F1?AWkF!?fs@G`g_^
zLBAwY{O`js9`nX<%pV2a*ny$O>%wEP!$Y0h&%8#-eY|vS#>jtyLuw#-kV^b7{w|SD
zofpY$=j*hO_}WHZ<UI>@RjEE&sLr`=pku1trx{r%RF2bH^ZCwSQ>}ez#c#jVn3mM7
zfV8s_bVHjm@OsoUm5Gqfo7c*uGv6i90p0CXHqCuiUNH~&VVO_pow)%pU_={OyQd7f
zAnt*<+c)98auN-W=nfn0tf1`9ZTu(uZ6s>fTe@-qp&>D~pr`*u+OcX67()p42ntY@
zxYC+>bE2wNI0vCg-T1=harD~m#Wc2kRa&G+5J|J@38sBlldOQA(8$38POgh52`#!%
zmyCF*n{bCuul$ToeOHhUzBmZhBv{dkhu^{61^tM2TmlrCHW5me^CFi5%fi$<;~{O2
z9pCM)BOkwS8Eopc9(I*It+F1moTeWA1Vv+dkVk8DG^WM`+V4ylbQ*nu?m1&mT_%^N
zHlFohl52jL&GtoF;in)kKHP?)Tr-$CeG+`CaviD$Ws<vhcabT>&7?o$2hEgyza@|@
zGz}LWQZ(JB6t`vd<Q$vc)F^Mc>Z}~5h%M$N%e&dfa}jBNil$b3#AS!<bn@0s#0{}o
zTGcBjomI1?+}!1j#NghWIBno=ao5sd#oT56g?E8Y+NN{fikX9D;*lt4O^M*c!i8S~
zMDzB2#P||-xkA(53Yl%?>I?qOwMVARAw4a}h)FHy%hx|GLE3+K!A(sWE@Wr4;>w)s
zt!(}<TDvybMeH@C3YU1Noi1O+N3tH57Yk?4yQaLT>Ljme_Eg;eTSr~#6Yu0H#Vd2+
z?Sn*3{$Sxk+-BLijvo}RRuko>(?1C@gG1$?W@;7gM?k%EU4pRpz&QC(bysyn-xBgJ
zub0Y3yJV=tO?mZsGjCbNr!9p@%Tw~J9#hpj8)Yk88h8l3B35fk&AchgD!f{_Yn7y4
zE+=d|{(`bubNb28Dw+$^53EtgINKR(!M}=xB3b(0B9(-me1hc5n|$ImU}uj5&vzl8
zXh5;Nj099Ns92aggPwrq3PTIjo8hw=HA5bRg;NF<gOPwr$4Z*T=?SUf7^F*|ky0t$
zkI+(a=Q-on0=5Uffa1|(iF(#%a?9ol40oT-rQBIT?gli4N)?`id$5AMZM~ly=&@CK
zErh*acdIRlc{H9&$(#nW#xI5HE5?Aytx9D1GLf8qtS5^kX3YrV(5N1_|E7%Hy<UiS
zLN=5TBgo>YImWQ(eI9WSO09sp$x|?loOzlJztu=VHy8M%2h{LOBkIc)!L_R|c@g7E
z!opWzTy7y<gJyFX_j1l#V|`C~(|5U}f2dn3?XQu?|81V~e<O_^?4Ltm^VBy{rjaP(
zY}lV!;E3G_+LLH=;^YR}mEWAPWASLyA{nm4V9(&dP=x`>?iVw3QuAeTc%4XO|F?OH
z39w=yp^RjGkIhq<{h-f_{pb4k-wgJ{XXMXdKVUiudiw#dfjt{U`ytQGQ+{VZ7)c+q
zAB>x){ABwfZ*qqf9LXJyl@e*f3NDd5to+3c@lr$hJ-NfifpJn==G2ov%o8CA#{WJH
z8w!rkIGryErb9uEqz^R$)8)>OdG&%}5-F6@8lrxzl6vku$QzdR_ZI1td6BjjzD}D5
z_}Wgr!`Gg+j87;M=UZ_9DLT5?Fq$zlA8!{^mRF3brOM9NhOf|-(h|4#Kw3agx<OG2
zUddDG^avSETJ(sowk8Fl7pqmTGwwsNoeydM_EqSv=mF4w_hDGm%buJc;t6qE+rqo)
zOKI@77O>&XT_`(g8})SOLHD>jU39Mow2UqYd!O6#rHTxLia`NT@>Ug9@`(|Ac9;FM
znyU(CblXL@H`zeWE@@8AA94WGjy@#obR;xnJ6oPOSePUh3Z~WUS3})KYVb2ZN%L)N
z29ZU6C5bVabpGxSBs?%1VlAqWxl^w|NVUFv{-kRpI`ur6UU0B#e*QRqxo0bW>GTo2
z*XAX(_<cKa$;=7J^K)eV`Zjdd<;$>ikAkciZbqJuKLSN<_QDMHYWOH02`=Wb<gTn8
znbOWiD(oLb%IbZ$%~M)w8nnw)G=986+-7E>t#vR`xiF-ru3T(;G0^#g;?=a8+E=@d
zDsT3^t<~Ld(8;ccitBIaw7mZyT{(ejiaH$NZXGb!)p)l;yRMBhxARcCa^2M}I)}cE
zHJk1xh==#L(v+yMPB_2+j97G<kGTHnK(3%)Z{cBLoci3`U$wpF$T^z}B^1Qr2p4)H
zzZe-8rm<WyTLfK-a?Y7Gq(;R^(fv%EcuH_rW>y;`>+ar1V>Ryqsd&7-_F>ou;cS3&
z%CpEma<{eF;=V{zUFqrz<U8k9<mQ)HC<=}<Q=+bhXo{@zO)1<&Cr_#JT)wcuEFs##
zUAVU<Tz039g?ef4I>PxbtK?qCHmkSYcqy;Cw2#8^{Q)5*&`G{-(-`?L4Z8?$4tUBR
z+pLuJ=+nlhW7Ua@wsoec&C7%d*GI3By&Bg=xHHj1y$nVRPiBP3ll*vD=~E+x=}y<w
z(F5NaYsJ5cq_z6qJ&_?lsWkLNjY__}i5gx9cHrNQsIk0^B#pWMaHABK=KoC6*fB<O
zmdk=Ok~9{NoxOg>P>TN<S}OiLiCZh!lKl|O=|z&#w+MMOY&p4gyDFDb!-CxUxDnh|
zRf6D*OXS@C=a8@08s+u1soe41+ey>}wlikY>txa6%jDAJCd6q0K*d|*VCsNO=&|EC
zNvO00ybtZ;_U+uvN<lBgYtlL>ULl?=9QafU183{bP$^rDelTk>i-g}x)4OY(t_vO;
z=8&gjrvaBd7>4fe2yH$D8IN;vY(REu`$~S)r1PBm++Ezvj=5`^_{kfbK<7^tsr0`_
z<o@@$ga6ws;P;;O!)^y{#qUP!SYECSZVWXU{&3?Hmgci%nAknAFks*rd>Q;08Za1l
z#AI%)Q=fhIfccv<{D1tp1BsCRUVrwv1J=>-b#gv^&5vi_fMaA&vPnK8dIp;W^WtYN
zT!c0Wx+&|F&?eyr<`6*oEN7=ox`Hj|^jo;dXp`V^V;CXKWs?{QAG1mH`LbEQe~L|#
zH}S&;fW*(10f`@u!AQ1p6F+Pq_|yY|4J9}6LqEpjxGl}%Nq*G1iJIik9cE=Xo~h4>
z9j39!6^F+nB*F9M&IiNMkKrg1Va)OUq+hA$&w~hJ+5a6Poi;Br*vi*wL58pG2p7J#
z`D4{8ADt?EM>rk%ER1H@S*u)14p!NBH&+cBJ(_R4e-$lZejY9yX-7BM@$lkPCzVaI
zGi^CUM@v;dr?UE`DHWm*s@fHagO$z3@!svvLH`nou-c*}Ip<a%;zAq2+Y3AmK7A9`
zUkHY>%}eu-L;d*T*GrJ=(QBwrmxnNQ|6o`&zaGCO>lc1xa0KmDJdl>OCp6$%l&V?L
zb>v*YDronr8mzAMh<Df#L(Ywz3#I}0NOsVDXmH*Rj^B4BiOC&lwKnCzE5n1o=iC<>
z+X6kAe3h0fF@~1*cZLdmN|3i!@lbk#1;2EthE^%Io@UK!Oy5<w3^y&G!s7zlA!Xz?
zXgE6xrcG^3%@;p`tk=&~evO_%Yxa`JZPyokxuo9!N{5gYYv+<@1rot5YZOd>)DI?K
z9Rx?u2;|P(Qe+AVkP81tk;Cuyxq|?We^9!j;oHOFR@=*5<(YFd%5KYb<?Kg_&G%nc
zJ{sPZIJFK?_&2*RF1fN*C+oFYT<@@3yV5ONSL>*svU_Yf?&;2!9E>TVsHi%knAIgh
zcssR;w!Ya(@qzzF@lbXvP4Sxph4YFi(QHRo@x+lXoJnI>jcIB*^@Vj7%6pMSS9xn~
z!pCcrk;|&fqZXV|k1J=dY#QHKyZU697;<GCmw3=$9Anl;XWMC)aOPl#l&6I%$*VUk
zBktXKPG>zhS#AfjNZ~i@Me7p<WJe}e5T@SOX~-|_gaR@16n0kK<u+sdg-Pyl@;1)5
z<&*n6`z-5vM18h}Mpm(8e<8v`DZkQGRBtb*P&i#!nvxpOMc7u|Sz{JRgi+n(vKLuP
zgxi^~)DPY23onbL%CaUoD++|1mtE~TS~ye2!T7KLtH>V`mG3E1Dd<TbFZuE&eRzKC
zwEr^cGgwVud>~sQTkITYIl42{$`$6x{GZLx8S;^{a9mCJ*$ka@oFR>Vxv0VY1qsZZ
z_V02_#hWLo3xLFRj!<;AjwCmnM$*sSgMq~dbIF5D$c=68<jNIG;zw4HEcsEg_sj_8
zjT@=lvACM#@{3fi)u7HGvyLKb{T^_eo6ce-VM30*h}P@qQcX#f;nTRia}J{)g?M)A
zMYh!3L7sMcn-jvq_KrJDrUxG+rX8!0&aqRZaB!K?j3gKF0Ow3s@}%H#qHJ1%J5_?&
zUH=i%@kk7}<%xb4j?1o*O0JE?Nt7QdQt5t;v;~Z3|7otP!77Z9Y!s}{2((2I_`n(=
z*-*Fw8iDo}!ps1C;EpgipcvDL;s&5ihA3$O+D8anwuvZXfF;uie3*_v8w-K<83JuR
z1U_^}*co8YG@`Nr4ooAe8sNk<;*XYUBJn|BbJI6Drg7E{XSHfe1^bQn;{sSZEK4jq
zEHf-4EEg;bynnoBwC~Uk#rs4174Hl0<+Ir~Y<ev0iw|&PI0}oy>-1o#ofD!DW2E8p
zcjOFd6)c=%00y4Hm%&du&XA@73)2%drtwxkBWbzQ{#|aVe80K0GJu5U+y?60;ODVh
zi~P^Wx~0z$<W7Tbe#PA$d|S3lBpd6|k7K=*Mo+p7W4)eq&B{54G}cS$^!cn0HIc@8
ze2?yH+lAyF>y0FfjrDvOyN(%*KmVk$K5tTm6&Nceb_!T|vBF{n#>y*o6u2x>a$`l$
zO{(x1Yyb!ptoSH+3|4YHP7+Lme#~1EOpj@$e57zGPt@2U*)mAykkVjYcs(fS&V4R@
z;NSftRp2~G6PE4w6zOz%k);4%r%8dnw!O{xT9NblO{d@b7EIhgM_epM?`jtFabwLO
zsgs2&E2A)PyZcvKyv{ke&|m=7&5VF0dn@y^ZmywjXUc-y^g6h!LG}8?K`>t)LHk|a
zMpL7+p<ny_uu@o0&fI+kam}{S;s;*Q-vVkuuMW3JT#(35nrH#hX6;}{MhS@1*^&hp
z#*=gpP$loa!e@JKrY@U4!HjmjsK+}>o7YYxXX~s3Q<^}s&-aA}wcX%K0~z^HX)o-w
zKS3?U!~C%BNf7p~Gg<d`JhX}$0Uc|Nfs#vBkYgj~LdRVLXk^?VRpN*wercB_yw@rh
zT0F2mxs-k!NY@i&!@B%%=TI3K(e?_&)xQEC?Iw{G7mkxBvt~lM{C!})e*tLmcq`Zh
zX2R|%SK*gOeWk+vL1f6=M>^qO{mejPjbD#D3jaq_#4Vmzv<phbD1+WL))hP+BHEWs
z(<c7nAisStM7hVUvo<}}Qap87t1+{Brd@mTws50TcZJgtg&33&saTxh#yN)eRaEWR
zMohZ%R?KQKMIKS4fYP~OXK{~(op#!`2rjnm8SzNLO4_*cO3ko?uIxL)g}K^=dyA=4
zPl~*Ke{S5Zg}S1}7b=t9+2|Y^Z4^rd$vNAQO~Scxt>p!q&DJ@4SS81<|5cc~#7y?!
zhDu=}D=w59vQx-da6&dQWV=vf^L1HjlD#_C?~KAZ<E2n^=2+Rvq5b3wZ=aC))w?RZ
zEEFjlxulPfI7}2)g*TE9Zhco%;PPqpC-r8bVpM{B<bjJq=A#Pg=VQ;xJLXRpG8^#n
zaR0z$%XYgoCUT<Qwc?0W=>M+I1fbFWy+kSjJ@HXVzPyPKo*O&XJc*CNnvkqIOM~Ca
zps{nu&Kq|$K<lkCgCoNi1c-$hi4SvsMtGQC&hQ1%VPX2sJq+jiX&Zdt`B9|e%#-Le
zhD}}Hf?2>FvUATWa(j>foX2kNd7K4lKSl$k&ZB+JmIGES3)S=GC)={d>HW>>c0&zL
z;a*^Bs(}Iz-;$Ig^?>hU0u@iClOQb)+a@G_)kYFN<S5Br@R}S5(~uKkq2xy0)8OE^
z9F}*h3l5%rN%s+lp<`9{eYP>TNXC&=GNHT&w=MQM6ls%2YE)T>`Jix$8TNX|PyCTe
z^J~QBdu{ZQ7om}eOi6bC2rOWPL}1XUM@U2lZ6bt3Xe1(owiN=K0U|GAgUthhqyX_p
zL<gG?qKW}|5g%6;?<y7KH;4>2bF{C}p86`0!RpQ8jAX{(FK^IaB{eMl7lej|8Ho&Y
ze@0-K|Et7>h3hx>Fr3RcyM+FqAyRpMlejcS(ttpsfE#S!w)lLkrzeKd=B!6!<FYZ$
zvW1IqTt+{R%lhMHg_`_+JA4esahbnky+}HivU;gczcpu(w%(n`cK5~&KKior7{+D(
zR+D4@lyNz4qJkAvYDf|}z;Q_;1(NY^%fhgdO5s>BQLtiTm~;%frN+pd`Zy#e67j(X
zETxyoNijoMZa?OS1VuVOa~jW$?w=x31<iw)U|D`IkxrEtDPbFZ3{3O2?c~JQvaO_2
zEkCF_`?x3FTyGKG@*z$|<7<+)O=YUJhwS<7Q5EUj8cq;a;}l(0cQ3ip?<#+(>_dJ%
z{Y_=#UPR^9tsXz@csjkkLqn%J3@4!*GU=f8nGiqKhfnNbMK=fmd_iFW-{e3eRf!#I
zsP_~HRjm#Q5W1y0U+9`6y>@L7T`|F&Z7<)I*1B>Yl26v6?J_iEN2&4Tw)`n{e>$39
zXnTa#4(v(8D~$r*yX)wVXFF)MqOa&_-5|REL}k9)hEsfe%q>W$H5yVc9aLF2_ou0S
zWKeYa8uDmM7aCKkEbRv&(8)fY?s?aNI{Sa5*6Q*w@zpe#eM3%*@jIYguTW?mY75r(
z{xHe*9JOh48f;W`NL1T7Qeplm67t<P`e>o4KgwHC|Kd$?vwt{OXkTm1WS<>6OFmd^
zI=!WGW6V(EerBrn<&DwGlBEK4K5I9NYr|8uUNuYWEJqDj76{(T9Zp`y&0y~uRUdFh
zt30?*+%e}Bso~dF5!N)Hc(BuHP4SsCg>!+u#ll^D#5Jv!as{Hw2@jf^t54g{P|msL
zBknv}R8isebFT4=YQ(~SiQqDJqOz)or8w8Csm`>Ir&c(%mrFTltr(f)rM)oig>uD(
zOyNwS87a3?TFR@BuPW||+@-UaF;>3gO%gZPt-P4r=eRK8_7K^$n{6~Qs|h~aMirE|
z7-k_v#RtiD?!Kxhvd~L*W^ZZ1L{~iJb;nA=;)10$MMD>;-+Nb(ckoUT!XI=N0)j*3
zf?u}qx^WM+!@z}dYhB}%zN4PYo=r;@ZkNv%?w8)L?n9=_rVO-`pPG18n7YSFJx^BA
zSPTADGc+x}SC5h_AE_ktWW`tV<xN)b8n7caWx!4uA6=t`XU>2Y9a?fmqQczR$$yog
zpjE-*(5k{m$kiCCGyJI!P#cc*Vd>=t_ZP&)5bn>?d`4QBA3Nu!hIo8}^iO_=D!#lo
z6gIy?b~-hI`el}a>*;7NIixwcenv%Zr(7bl-XDc}>z2TT%%RE*StxgOYXX^jj&jLP
z^T^J7-N*sQqGZCmgX}I%z<H{i9De6QJ}K*feaV~L-bGh19EH@bFa?UfKT0AOp$VWD
zqREtjYt0epAq!<2xee7eq8mIKq>}x2?m~qryP?YUlVnpO+S4Xb|I}e<KR|k3h(RW#
zeOYVn?u&bRw_B?T@<TXh@N-0}++QO*|I~M=@*+R~?QD(%D|&=PZt@~EE-VcKo2Aq=
zv3a@~;K4KkXL1mp1|Zq^q3=)`nlaWYyj~<@c#SnN9EG{@I%_k0@eY+CUdG}S1~<pt
zz`!&3GU#V?m~O!E87X3ZtWWwG9j2Qz{2M+%4LL+cPhe)|e4h&m3m<Lx2y_p&v~Bi(
zh!3XIr=87ac$PIehHkVUjNz=a(8sg?U9ulOTUuwZALwF6&gLIIhW3MWEZPtBAR|<4
zIUViHu7NGl)926Z2Vm!+CmDgtWk29-4?mIh_{@GVzC-ns?T5U{6poYFlj2xegu#L#
zKZ8Vm(2e6FY6SM0_;f=WE2Z!XEDQx_jF5Cm`Td>@q5t<`m<I}u(>PwEU>XdUG@cLT
z_s9P}Ou8O@;vfAZ_1t-oEiCKrEz&9TB3<kqs&-+%w!cj0J(j2NnJM#B?}lum!!k$H
zJBRA<SI9|fdfY_i<nd6ou6;dfekKsk*AArX$DV*^H6nO%!w%Ya-5H21z6yF)Q1hR(
z$9U@oWvH14Rjn$$1Nyuy0I?h6$f?a)5WBxDWY4NjgOjGi+E!LjX5$+^apF06KF$oh
zXe1@A`-8l5e{yl?HeT4WmoHMj3>7ZA(0={i!u@IG$;vLP`Ky8FRIT6VBc~g5hx{i_
zlWg5I@OKM=qv3Lrn2}1Wg-1i3nMWbMi6g)2cp36iNP(mPTk3puBoR)mCh6M?l7+=C
z@FOeyLf_BnOGC|7bY7KPv^pbrjc?jPn(tbgukl)PG=FK>F*OpzR`dAN{o3>E=PFeN
z>U1NqCdJ63)>@cnUzt2R_$z!oKL=cv%E+x#zGSjrkW|<|h?IT5cc@xueEl>EU)#B2
zV#iwA=ppvXz!JrEWp`H)n^Zfi-4qV;TecC()VpEYOY0_!QMWqjJiF}EE~(l@=dm_k
z;TU2r1}+@L6%1~so%P#Ih0ToVVp`eSLdL{K$|0xwvG=X2YfAMQA|6egz?nq-qA_(F
ztv)MH*G|n=aLeB%iHCwGYga^E;*PGJsysf^TYSAJLUBL8iFVQGmE4-kA!6_TS-Q^q
zDsZnd-w3)oL9+Cf1$4#zCg`lPFUajCr;x(MABa|O!;@G3I!>6g<hJbI^GrpFbzOzB
z2lonhW8GvEO1KDaHC<CS9Q2g$A5=a?RWn3hV((D(<&PIMmXmnd!aE&=#Leqv<(oDV
z1}^=eDCs;(*7Re%FeRX!ylHP&joqq_LbI+^9ns*pqSV74!nGcQ)H6r)P~U1(QFtDj
zPxfkaxWaUhzwFZdI>M=8=Zv-Bf27RNo9RheeW_gj0x2_CH-Czlv2*K5nc*0{^=EMF
zXOGa0!qQ2WpK;k73zIW^LB?3vXGDzo|1l&i=WhP<D;0O1GfXXDU3v@@d=*4?6skvV
zST6^kqioan5A(=X^$94kbvwH|6Y`;LF9^QhgN$?N$=!3>OwJc;!L>^6431fyz+_o3
zDDtd4R7x#FGDi&~?|WqHkI}AfMylW3p?4>&7)LS(%s@8^d6^bY_H<f7j@NS|>BTyO
zbyyGRw0Sw%`QZvU2ONYVXNHg$AuY)}*#c!`a}(0_(Yc%>*-Vq|)Ti8b&w=RYUS?*J
zOLYcIaX(v2rTur3GBb9Q2(+OP<^~jF8X?U@Ne`$0uQO7=Cu3++A*6@jIO~M?-ZM`~
zco5h`5pD)xGu1a$rrjAl5K=*ZV}=UtD75p?7X4E*R4g6ZxOksvr{ewDGdM6*VbGH@
zLs#L-{B8z!P3HdUyHG5=9)q5cG5rM@V_^*#j6{sN@wWaEB<w#ONRCS??{CgvwUEdV
zYMjB6{J8W^KZC{W2Yno{ct*0Mcu6DK(#N-E1dDMDbff(s#iRYe&&mmx><5hdY(~rQ
zUK8)n@?f0=O=ah@X9#1M!u)I5*7XMa!T5zPW<N+v?*3`^!yl6}Y@9_Hu(Bhm!U~_8
z02RySNAiT}Z5c2f9)pboH6DZUDA);LI0}YiXCjG2`lJ~zJXSitbl%(=<0U~io)<+*
zljHlzzfuMNXOS|$^S-ve6M2uSbycb%ZB=KFr_rI8R?|BjY*cjI67u%yG1c0s3;Co9
zA7S&9tF&TFT`FqhVA0qc{H20%{JN}Y)pW?@2YGepC-162wF9O@flC6k_cVd2=kmd}
zHhpNZu&H$5YYlX-6-Z(uZ}5qMTj+)(d-;Oi)%hmL`RK8;1ymyrw5D!e{dj*DGrnc(
z!nF0e{dD%^6QEmj4@$iBB8$exkc8Vkpq}>$xOjmh?+*~z8I(mWn^1mXvB|V{t&TL@
zvK`dl){yQ9e@LBooTsNRyr%mX6sKm+yXbUq<g@Z0=ikn}0XIyaK>uSG_?ib>!R`+c
zeA(H>>4d14(9W(Qt$h6jZB=~-Ox2x&xrv{M?(%A~=<PBx@zGIoZ<8gNx_cUw-C+-N
z$JB%t&#l2`=ULdjO$7mm#~J_MAG0O?_akL;jVkPutZgGlo&70m?TJQ7%0_)V%eEbN
z5T2->%B?y@iEVdkm3wFQ)TU+3)Xt6w;^y|W5lv2%)0OexrKr=(f>Yfcti0Tr7s+fB
zjrpdxTGuBj9C=<x;a>27SgG=Tg}rCC#yWhaxV|Id#x6XqjXODAtUf}){l-1k@|{l+
zo3Z6|ji<YaCB=z8UDnMIW}jUtUlV&WCDg=EQ^KmVdd1vunb-N9ntaFXWDotyD5_4|
zpE9{<C!uGSiLiW75Bd1V&E(w%ES62`*HE^yWk+F7*>r`?vO2<sVLLR|0|%<F##EE<
zdGS&(YuwWKFa4`Xll(9AUD6%v$&sJr%bOhGxv=B>Y{p6&tywr)gJ=Q%shKN-1%r>z
zjmztD<%L!lJ|>r}uP+Fal=kn^QgP%-UgWTLWm^dNf9zccSQJUq1`Hq|VgNx<vKSB%
zL}X`oySfL=Ip>^nJ`@9BKoJwcfT*abC@L6G+1Z^H6XvX-qNt~sbIyPF%J6Z1;wAMy
z|FfT`wt70vPEU2$JJr=Q%lDzkb5EgsRRoRqP{ZoS0A_meP~S2OJRTH6*Y|Zq56&$|
zYP%5dc;$pr>;c9#-31kGv%tLAWzbuwWwpS#qa704C$KomK5~h17QjxK3ATfJpx2dy
zpi{l4VAOX2I=JK>eRoea<$RZVFl43tW65v#EA__b9xk{^^d96pwWM2_zGcM3g%Q)e
zj0|&$>1{^Ea_MV5R50T&qfg!2q=yKGKNvBf&FD`(R7f511@O;?iG(#6j$zkmEQu+N
zn^IyphJwuhxTw+iXCDAqJ(}lCDbGDEUt79|0h*_K5TIPQIzxFaO1cLCsqDAnQh$6A
zoO6;Z7Yh0a#u=CN2#ZU^-Y|j}EsDWF0dr1}9x*<A1Xw&WNKcnW!8y|-tUOC+dIWc)
zJXeoM?J$m$X+1s4DM{%hB&W~!(jx_fXO8|OHb@v4W&*<E3_MGL4H71pOmJA9K|Y>8
zF6GheywwmEXX#R4Z7@M&!q3trVqlvIB5UuP21!5)0Jp3!{%Vk#E@)+e^Q&0X+0Uu8
z4A+x|^DRsb_>1-<(e_HmaE;a@$c6R$$o_#!eqH^x<WQ%PB<X$=yz$i~vT}HN9C>pp
zUvuMh-tL+U&Q5wyB8QDcudBBp>x<08tA-M^aP58)_qHrrf)n7tvqG4hok8jpy~-DI
zJBGuoTJUDeZE&(>1rYmAg2}7&$;?_#Bzj9L>^bi?JcFIMnbH|7%zKj9mQj#RO2X=a
z`b5^eH*jswldNZHc-5R=u*Zia*w_6wiP`2#Lc&YnK--yc(5^eox7dT0*SQOFl@dkU
zO@p<Yvq(_PGpRGaljYz0tL+Kl)WlenwOVGTwXgU@b7aB_MZKw3vdt@p3HJkIxw6v-
zi|t;`RP0KrpgH@hizYl^jdFHlU(E-fcG^<&Y~)`3N-BxoOvO1UB`PlORhxMB(o`PY
zQmJe(OI~f>G12zmAbExN)6~{Y4~PlA$;zm^qcxLbZ-|w5x+sU-FR6j|uaI>yQQIJ$
ze)P5F9pA2l;)L)8Be+#QUa1q}FR6=nD5_d!(N|W}%}=dg+l<>7KEe0Z!*`r<2}{+6
zaSMGPj@_lMw6#0ez1?M5NV!6?Co!=?8_#EQ>)OqQwX55!tse8Li(wtPw3x<%QOS_J
zyY%k_nRTV>{|Pd63R&uoFM!NdeY-%z(@Ri9awe2pcn0b}tSHTwU~)PN>YC(0weIK9
zm8dP~Ud$Af8u|>}myAYRFUP^?8@Ivn-exF1Gy;8aVRjWgFud{<2_>^x99`@?gmD(2
zd~Y)-adI)Z^K+ryp_NeNogPY0iGw<$LzK~FtYAPXW=#C1LF$d4ATzg{e}c@9uvHR_
zzW_3G^@s!j8UHNEq&@yykm;%0*8o7lCDkLi8|ArrB!62hPH5fyX*!Vko%G264#;Fr
zc=@fi?D$^-GHvhqIq8kXb#0&X&2N?EFPip6+uPm49yQL93v1%Y{wj0$b#gg51W6?6
zrUBmgK7g!j^%_UEY01}&4dm@Eyv5m@pODCwkI~C_56Sw%CU{k!XJ}D?1BtsBhnAcj
z1^e5U#3Z;pv5XqYo4x3Q!(1NnW($-!x%3baCzgiEB~Fr=j?YN+*16a-@H9NDR0TKl
zJqu+vZYHs{t3r0?dax?~369_d9CNQK&Q4iFa`ao`0oJvl(!o_ECT0)`i89B0i6~sY
zY<-x|RYuEA5`bGX5Jf#40qX`Ek)ZMa`E29&v1EQtkO>Dt)^K!dt=;&mnnPRnD(cMK
zE!#9s5bkYp<jSrYBeqrUQS3baR&&NMN;9)tFXb%nS(>+JO|&I1l$CqpB1$NIRFT2k
zit^g+)W+KvXk71iQOZ}x$lV+=M4QoSdHKWj)z-z0#WiIsD93J2(!?2+5-Tk~uN<`E
zx(2nXips{!(>5?1Dw^Is?Ay840AXfl8*b&X^whv6DQeRtFH}pGj+c2(y`a`xIa`)<
zprzdT;MLTiPTPgv`|k@&v^BU1SA)2&bsoxs=yj}ETtNuGUQu55tXfFOsGznQbwQOi
z@hGRQpCc4KkEH4H$J#i|(Fx<P2I-1*mdtw6(NB>1M?vOF4-M2a>5Asfkb{-^JE&v9
zj7Pcv#Wq=ie~}hYIU^cfoaKe?bk9NCUJnMh2DWJHlFKl{dkoln6$RsSap;}xK~@Qh
zjPgd?GxxAKx?m*T4?VD%y9R7J2czdz3AAfx2Zff@Lg`VLfuB%c8CA3%^j^4{)%lh|
z`ZGU4W^OP41et#uWajFT{2=hNAQL_TnN*LkIy#U^^@t8+=IW8(v{jHL^E>I0{~eI|
zFScYBz3Jz8|1z$l|A=qCuRovlIvj1Ez8hCJ&m<RC3?u2cd+_UOG$e;y^hwf{tvJcx
zK3VB&jwANg;cL!w=j~4Pqo8jriS${CUL2W2)*DR3tGdLa7{7QDryYov_HPRN)G3&_
zc@qEKllVgRO>vlg72a%CPn>MN0>sEp5E9s$%q(%AM5i3Up1s$>vl4@FGw%o}(^!wh
zmM;X^0X)QCb|f-KTaZ~+BU$%);8l(8V~<Q%*mt}GiJ5qqge-oI1IyHdgVrx#epe-m
zJ01YC=<_HlZ3QH{3?f0D7f3Vo4`<0lYSi|;%>QJ4ZH1FJH3uG+Quu8cr7n8bQnc}K
z;L57Eh^<3=Dzt@CG^d=rxDjm|iK=m7ny?0;%5eJ<n%CoewIyA)%4_(KP%3@;D$ck?
zh_c8{!g+gdS?PfDYGXx|rs9YbO0H;Ad6kr7VmYVNa@!@f)K&)@i>sbbRsIqyYL-r~
zD^`5upd8S-gGTXEK$g`fYU|glD4NWu;M=jtX(7xdnp-h&T57<1L$%4To~qa?=`xRB
z$E)>9ER$VZ<|udeJd`@I#u}k#PMGiWy4BUL{SR`TebZzU-`tTsu3A}WRo6#uIku~i
zP|QGG_N9;N!l)2VV=!ANvMMz1uKiG!P4qXRhIG|B;8|ZfDj0aO^RXou>FJoQg%)G_
zhw}egKF>{O>zD;@{-k-j<@1j^OxKPpO{<(+w`#uh0+-Thc?P}}QrU0CrS2)v+KFJf
z!87pd(Fe^tngAA&5kUGJr~gb3`S`R3!}-R*7qWzkLsp@4!9#WFrBWWCTh%wAtz*)m
z@`u7`Ydbd>eD?*Ew?7O<?E=vos|Z$33Q(wI0@}Kft-k7^%;e5_>DFlxP|l_pdh{R!
zTED6f`gJd%J@eKBL@1OIZ!)2~_j9T2x8hRod=8kRN%WrNJF&EiXF$^!F>zwVRt_04
zLky$eTWU9@Wf(E94MwbE82wqlUAA=1h^=T!E`ByN{#E>RrH=UmP-Vl4^@DWnc}wmz
zja?tRCWal@Dr*@g-jp+QIQ!3RWt6S9{+G`!D<=h-Ux`u`c1*d>|28-7PLDk({nyev
zO_NhnN^N{AF7?kBt)u93OYlrLksiObUNYdybQ3vv_{i@q#pl;ec|exxCfto)daiED
z4`f-K&@RcJrn8oQC*4#qkYxhI29+edEG{j{OM;buNuFlw1dipgvW(}COKCJYFEAlw
z=`2W`#q%%GOL>xhV8YAV{iZ<@paPcYS>ODfAT?jmGClHhdGONDF{=gkyEU3`zVZd1
zm9rM>o6m*NO^3*ZCACQUx*hyF=SJjEu`wt(>jX3zU5zAN=#7&Md9t#6Hyq*JnXfsi
z9dCC4;q2{N5@|CH?JY73Wn4Roo-eIU*6ZEHtJ*X{i%Ya1am#-}OJ8%a*X26K8R^77
zt|DKkY!e(-Z4GZWc_vOSo&(~Vo)COvCJB3IMxwWUz@AM9!PDoVxLJ+%Q2I`D5^GQ%
zvLik~yzLw!Gb;<e_K!){Z9lxKWKTT6n|{=6K}!<TvmOaqc?9!@?Qr=rqhWrCDT<5k
z1in*ep{U5xkeFpgf>2|rbG{SUt@YJDdd8`h-fd)xX4AD5WO|zY)u$-P?)mDXGq#E4
z_?Ma)FZYXg@2^&9+~;dfaBkeNGoE7VCOb{sx<}ll61G~Ko}0P1$L`BL8mg7@R;3iD
zYCjZfKi)5#3*90s6|_h0)a#h&U(rSDb1h5LPdQaNFIue$@?R&qWcF3|E8krsZ<US8
z>>sYJH{-f!T<M&uVrECqzip5(7ME33n>I>lr{}G<7~mk>4t>wvvvKDV-(K~->d>Am
zHYZiJZdsfVThf*b%*f<A*6@>!AK)Wfp8Z&uxuc)l!oH%gMqWf+c6>|K`GLbY)gB9>
z@W?iKcj<=$x7^<twbB*qfNcZms9<2r&c!A*Y2y0Bz&2NlTIX^b+6HsTv!mo7X-pb-
zqU1tJ2W~0<U-u1NR;U@kP9DuGJ_Snm`~b>rW9YxuL*5;xqca0HK&wXUz)3F#omo0d
zmtHci3VQ9JQ#q)s4Z|9GFrfZvC^zXj6uHn5y|Nm>(pUhivSrb`h$v*QX9Q*2REFZ)
z(x9r6hgQF=K<{1!p*;(NK(W<aIq&HX=yYrS$6DX+R}zlT0atDky@&Zu%|wKeq%WDc
zF#5Z|RRXMRUnV2gk&H^`lH?Q0o}(Cj3RwSf-%$FWOeqxzRM}9V`Q>u?ZvZPxV}a&7
zQ>sWw2UaO}qf{V3{aEYU{YrxIMPT|H-%tq{GCjh8sqR&T;U58`4wzCsq64PQC`hGx
zgk<*V!}JKy%gn!gFX<81p0u$`YMb$bd_%vN9w``za`Z~r0Fi(w6V&`bR05d{G_rCm
zNNG}>acPiAoTahA1{y2RxHS0KlOii8(Z6Ha-X(LppW^|4%xCrBn+K=yStk;)o^@de
zou=VQa3MU*B%5DnS%n<DuZKdaHi5=3PVzAQ7J6$Mhr85rK(jYI;%g3G#@mV8aCT}W
ziTJP>?S5p2GTtvB=bn0zHRa=Q&7HyEayFP)`X=*c*<LuTk_m4%b}LRcF#=KL4#BNP
zld#*ZNK&mqc-;$YQpjCS8Wt}CQ4ia}>A7oBYWN)#VP6){6YAoa9o9HI!Gc^r-5q-*
zZ-aEDmc-P}CLxJoIMCz)94td%{>p_Yu0tEBJth=I_1XvP=RPJu4te|DzZ1y(n#=a`
zn8q^srXX$k<-BHJTRR2Z2viqUc#75?YG|g%?h@~8G*bw@Y&6HZb?1h*UL@|gxnHxa
z%1bVbx6+n7c%6H_tBAaM<#S3|&`ZUMsu`kB>nI`f!D?B_ux@fk8&8oBc&qhkzd+N+
zpsaG_;dh$FC%r{y_Z(&KtM@dr4;oaucSmjA!)ryOLr+yMwJLCY$Hu}h6R@gkwvW(e
zm#f;sbD(hRXj|@1qlL1|sF>U-V0P+gy9Gk`U5>tQE_<jeI*#PpR~srDo83V6P(4~`
z(QT=`^uc$+>R}G*vifeSb3Nm^9kUw?h4=(%y8M?e+c%W1|0l@Qsbr};3bdATu%!4k
zP?!ayxeXJb<m52mTu0DpoPIbcWCuDaI|?mIYy!JouIR+}_PTWQ@RjJ9XsU~MKJ=1t
z=;Nz`vNPsGp%E?63)?y@jRml%V2)m$osH~^*8__!x4^nYXLP@0b!b`L9=-Y{2&Ijq
z3pZB-m2)2^L%S`~pZ!?*8~jQq_z5y|JNFCLP=+BS9nW+-!wR|$NR+di{}W{DERal(
zd=_L<J(349sUFdROsYo!J^`7zdV~SW&w)%`I_+-8C1Tdj@1;lncR(gHy|X7Q78uB6
z!1G@MGItsHInsAPlM^bwdAlG!E6oSq*BuI>or>_J-vB&Rzbn7abS61?aw7^E+YK5A
zcHm)XP4srLJ?>oUB$_j-2Vb+t4Bl?rY@984l89fgqFt9Jp-d}pa_-qCvijyW?6s;r
zxTNF||IUZ`LME0t%)2jdHuMTkHo_nt+5<tmN|UgRG?L_57AKnZCkChdNrU&5AZkKi
zIC-QY+Cjes9+9RbzS*n5=juR`b=3{WANzm@w9to2Jv~W`TO<kDQXP{ICb)dbUts?3
z+bGViH~92BfTC&%u))uU1QnVj&Cov}$mA-ollks<(3Uq!*6f*VqCiCltBX9GDO!z4
z*M#~N7H<#Ptw>#vt~nBXjT@X9EbefardhIaICnnqg0`GzAMWLjopSe@-ITRgXDN>1
zPNKKkM96GcLS`PlOjB%5khr+XMQyF4N=?txGn8|hpU?z;sGw+Ju}e9>=4y>^kBz8Q
z(JI=y=0ilo5q)HZk_HQ1Cxi*-7c7=NZx|}Hp4wJj=5?HK%VGw1E5x2#XIk3#%=mqr
z(V_%ZLhlQ*<3}b4jrG#G_@!rM&b|X>%bl(YVYBDUON~7ttXkDxZ8=S=%IsW*+t$69
zU|<=LcbER1mdr-d_5TE!e-vacE<XZ%`yNAcW_Un}wWYylG23*khiW8UM8_;QL(@zb
zupOg9M_y#;(n|!^M~^aU>*Afp1uzahqFRB4(KOIEeUF|wGvk#mK&WyQq<A$!_EtNf
zjOAP~ncNvFSu6$K@(zTY@<3^;mO}0F3gw&!`=M1tx7=#qj7h@r6J+Lg@lTNX(K;##
z#$T{xQa$onkV*9j1DOmMGCiULnN*Je?Rl1lX@t<-?vfsn0AxWN=hkES3}k*UJ@WNI
zCNs~oz@A`OV1SYNYA`OP(WvezhCRuAYRP0^lclrr{}Pb77W^Dnl*9PISiX7nMSRx!
ze(<(?V+gGg&y!|_@!(f2__gmT$lN|0g`^uoqYry{Xq|%IxlY3!ADg4OGE=^0^P;@n
zdUKqu?o1-~cR*=JE~3mD>v_ladicThRoF9J1uoI;iN)Jk-t0s+nLpl+BxLF1WV$mz
z%yNSukG>>qZ!2EUH<=hs06g8J9d0@x2BJ)czzMUWX#0U~D6)HVJg>7Ej)|>|v$rfF
z*SBSo{+WmIH02HAo_dZrzORA<3r&WDW*FxGS`00_76!FCwMJ1!k6^>I*<{k8=h8s@
z;XtO3+IKrItM$6A)^=C}&91a~g~F?rY=>7h;kN%Y&D8g$#akZx72D6$)*MQnsEPI0
z=Q2}UXsu(sx#wFg<kc+H%39}MD2^yX#F`Z=%bhPpi4ZH()*>f0-BXq+hndD`7FFUz
z=RR23{d{>%?b3UY`MM+8I;}m$qPA64POUa^ME{B~>gjrwYiO9zs{SE$nO$kZ&Cb!>
z4Pl4u!ebM;<IcgUgYZkC>q=)K=HeJ`tV1%_rpR&Gh-cBV2TkS(%_cd>OS;Vw;xDXL
zTNXD_WwcduTjkb*-ksffcjboyl|FQW_$xuWTHVrko&!h0fRdeuO-9mFZ{E^4(=9Z;
zK)=u2d^RCU%RzZd<222Q((f*bf7D;!?pNxJ0<Dxju*j<>c;9`5=J?Kq;z#d8P4~Q4
z8==F6<j{E48?bKUh7Nk&M-PfWrB|hgI#%4zICM!5r+XN$qIYA;qbJpKpwy{{=-K*Y
zWbarTN=+;YR)t5P+qe-lyV(Ujz5Ni0Lo>m<S83(!N0*`5v>~jGZyBVk{~TcSnM8X%
z-^rN>NIHz^F(wX-nEqn)d%l`XOe9fZzM9gKH`8~FesAepdL0terHq(ZF=8u>jF^Zq
z`a?_M(uIEkATqIM*U7H!H&#d{j5N)Z(q}D^x%uor73iBu^S-#m&D!{uLAw4g0z#ks
zK9>@3lji(Sm$r59D5Z104hYgYAK<svMjfyV56ZJ7O6^HY+0wDD9J4Zhr#Zi10LTP@
z2|N=jCIIY)N=w-^suK>D&&<=(;E>W8mj;W(nIK65#RiUKRg~(owEq>r$FBXa1WB$6
z@|E=QbBR3Z=Qwu{hTRMK=7v6e){?s@Wk*R|#dJPTeBR<gPqy%DpPwZMW2q%kz7W0J
zlz}^(I)moEf5_LYQ<Aq^vlwS<I+BPDg~_@5`egOY>bS<3W#BR@lla@(^9CP^;V@K`
zH|wgx$p%3n-Wd#&l$S}^mf|F-${=b%Y()&}n2`p@n?q#G5IEN21lo41D~i%<L3}r*
zL9JEP7xFxh<LCHdkNJU+e$1XMdb5Ru>`uevc``0<))W@#y+O;?rh|8LHxzlHFKk@Z
zluVj8RJ!=@1@6Au7v=obKCjx!e8yDQ+Uy%8-?ewRs2F=oU8IkrSbD}}#niXOHOG1u
zR?OIbOk6buxIx!WiYX&UDRMeq)BHNGoJh3W71f&fDJRuV6Awh6)m&+@LcH2(g^=Oe
zUuN^vP;s<TDyk?PRhQy3#Ut_un$rvIwC*8cN>zJ9&9pU0ld+~NQVw=eggB?Ei^rZ6
z7vTWqmCe<(#$nc?ugZoC=rLBtx4A7;YCKS0YR(wdWe0c8F}AMS_-F^!%rb3Nx2E6a
z{PlJS70#xsEf2rtj=X6hEH2Z<7k4?TwkoU=GP)$o_WxQ|UShrBj=TCpg>f!@IKL7P
zg(qF=tA<W5B=@)~3IV&#h3T1#g{O5gIXCAxVViI&?{5B3pwR!XjN1RIBVD@=A~unZ
z3WkX6tZW*Srm#GSNYf;p&-6Xh@uitwqx=tV3!-KJkk=$F_t|g2eM>$1rM9JRD-c@x
z!vfcx;F-}F%@MW&PTmTR-h1d(=ppwu5zwzcp!>t_K<RZkXkLp}y7Urh1HiCN0Jx7F
z0Yimt=-o{PbltNLWfyq~dO3qoRpXtk91CFUPz~KIybw6&M&LJi5m;TSilPTEgf4z(
zp?;}t=x(E~sI6f=<WQnLE01EcM*>+PQ+B<v6J1%t6wyBtq+a_RB=w*4QFNp~CTUKl
zRT(kyW5hJA1lySA{yk`FO3N_%yW5Bu9A)&EAStb9mrM4PGjhl!C(0Q)=aLKMj4Cpc
zI_wKjmJLq{dHe>-(sXv+pM|kB{fiJ*5`9|ki%^#4*QO++^x1E#N$q@ZF7?|NA+Z0a
z5E$rXFwMwpqB^KbKRAt7(C?Nl^YUVvk=aCbufwMWNn)cTg!V7XV`cGDN~`<yku)Qz
z?&U?|a=*Qn`w?mOt+V`47_XppR?@eIQq2f)G)_??^CV?u{%OrvFmz@D#|Eb{B^ydi
z$k;IpOb{82W?Ui~)x}vEMl4<8Y(VEPM-TIk*&t_mEJ*FM)fq<l>qzY~UWC#=5+s2u
zV4D)_v%eptlN1EN{ry}5kNG){e~QtzbU*Xd^<;KA0<VgWglT<k_;XFW@#b|O;DhU`
zkXqTpP{^Hu(6C)FpSb-A+17b0*>vbQ={(&QN8W!7=kI3Y>Ajxe>+SC#?S`f(qtF&U
zVZ|EQ+tP$gZ(ASluwG9V)!mH!?C;~&O*WBAHHTrZ#M^MQ=W`fWaT9P`OmVYO2!aw@
z<7F@JVdFIV8Y$z3e9UG8v`XFwVhcScl}a?lCzPSM=wv(GKiQXr42Z?GZYD$AiDGbL
z*eUE%E(73LA7Xp7Bh>2N3H%TA#0I|eAkCu@ianZu=B+;tHJa6j*6aIWn_@0dq-ivI
zX;uaIR{6o!p>8l)H38-w7%z3&cLMIUzT&$_eTGkyRV?kOwQ)z9o#U=5WYeaqi&&Qx
zORYE4Oc|Lb-e?l9*!s4kW`B()+`xek#I4CLnwX_gTt=PNS}SoU_w-$?+=-JZYff@g
z96DK5tT8WGI6Kc%R_@+dO;Hm=aZ#Q9TJMRgHJyTLDF>Ikt63OyT2arai869PF^%`c
z6jY)^yw<<Zd9l#Jxw1mH3JaZER20rZUD@;2&x96TqSR$ZPY`ZQkLGf`I?6Ivt&%%d
z*qJ&w>5kCFda>+q$9+PhX(`+a)Ier))m^sSQz^`dYbrN4Iwr(NI;$<lx~k6j26LN_
z%u&7X>6&+!ekefB{f#j#U9k>^H<gYGhT-g7Y>H!3CY$E|Fbrq9mzMwkwuvd441yXy
zbJ1+Nk;wSwd2n~tSyYkR+(+m@`ySA+jXPL+WTCwSchalZLuSdN(4Efxbn*78xr{>x
zgD@!BZW?--6pS9Z=w1({OP_MGJZ!$^kL*X9gZZ6{VEICUa$1!F6w@7o29HGAMWev0
z?*!%S{{5h_VIr&ZErTQ+pM%ZZq>r~(I=`e1B@M~Mh0))I&5}j;_bj>J3MM<!YjBi0
z;tOz?4HI_l(jx*h;QjP3{SE9yK@8?vm;LP0Kh-07OaD}l=q$cej{tmxrI>Qv(toZV
zVQqbhu-<?2KQ8@$A3ahqd}RW{1_`tL+E8N8L6YTH8Z<1Q2@c~duyiKaEU-8WEbosj
z{Y#c$#@VwNtH<VVQ%X`>H2Q6VG++vVrK~UhYLJ>P2#j)mF8$p790#|<%9OEuvotq8
zYg{>a;Wi7VDSPq6xHKL(Jd$5~bv!xP<rg%$c714YIi82&=h1uH8o0gU7Mi!D5nr?N
zYTj;f3!I(Yl0=N?fy5R4P)3Dp-qAY%-`{PCt3NsdE*?XPU(Ryg;K6$`e?TBfI9v%Q
zJzWFh{Vgy-t0iGmdhvP{>k}in8i$sN#Z5asg@~Kg;P9IvDCPWN6g90B@trjgyd&F?
ztiwfceA5f0f0`bi=6avFM>Zr*MT+2Y4_x8E)5fr%1ho#2y9zb+Whioj2_#wHB9mNZ
zN}chYK<3xm#N@B8rC&_u^ioe-Zhmd~<TSZbv_L;X^mYlE<$orYOubM=WY7rga-A
zuDrj9>;Ei7+;Z=x;#d7un(XAwBJ97WaH|=u41CvK+@Gx0Tr>_9FRxrDoOv@uW_@$1
z;!q_c<g6~GE)sA>JmeUoIgw(ktu|+>a!1S&%~X?xnv6Y(NZ!AbVuJdB+VplUalx_X
z%F9WMw8d7>7JU>wxG@#i$WYof!L_wQZl2stbuq0J=kRL-wQ=>ks?a4JR5{lpIo_j(
zP+ognZRxp<J6v_Puqd5AOY}XbE<0QyoK@bH?KABqH><L3$BTZZ!q|32Ibu^$c-(cJ
zs(=3^dG!)IgfWlm3!%ry3Qt;lb5&#YgcNOyyu0~Bfzhw~jH!dA&7__v7?!fLvMKFP
z!%|vDnu7n!aezV^U7%(DzgmYQ2ebnBmu6^oH8+so4}%J2*r$f{P?h7h(CunfbW7X|
zC0mz9bFQz~r59hm2@1!VLDiy_VX%`cdU>QZbUYk_E?h`L?>m)5mG=WH#{!fyzl5$n
zl|k)^GlADz0~S|PQB>Qv(4p5MsIxH?-8>Y6T2^j{?8?4m<x#BX6;Pf@Qg%0?-*&R_
zVQK$Fkc91XF!!f*_@jl`h29uOKdr;k9Pt;pBxrxZI!ra=XRX6jGyWm#aIR+jQ`TXs
z86oZy>+nCU84HHjl0Nup9nLp}N&;5^3}=1z_k(njf&e+S4mS_-bL_AhE4BstnXjls
zX6=3e&)PhPX_k8Yxmpu=bDP!pV7wWr<(-KpPZ6O(|K)t*MuBXzD@rzn29VBO*Wk$4
z&TxKB0-kR92w!U@BF&=iD8u&(pD_Ow?0uL_ru(Ph?Y;fTBI^s7A9NeHb{<D6S<b*-
z@$=y3vY{}}`#f;gV{p?`VGy)+6JAycVdHl1aCS*sK4#So6n`ZiVt3Rfu6GRZ2{?(1
z1ai24)5avEb^!J<v4J>EBgnCxft?>82H2NMZ1)@nZ<|x#-)=oNXwnDL1}sIfr!bl~
z&jD%-t`DtJx8ZWD%0tmo;pq8>^|;ro=CFBVN0^+x0OsEAC3V_&0`6bWI*iob6CTP+
z?dqqse&0hQ)=yOUWM5Gio;Y7LfAK~W@@|}XeQ2~|v-?oZoDe!-K)Ep95Y@a4{m
zVQN2Z*=z3HlLl4f)-j`$o>i(U4%XKbs}~(9oas|RW_3MKZ5m;&xw14E8O%2l7TXom
z)>LUVZTsF-hTXcS37D!8o%nLfP5~N?7YN9#_ztb#xZ$FHNQ=}iK23zGqle0^bKGRf
zN3B$~^?Ptr9F7RhesNQmsZ?LcNipQEZ8*rSzMts3Y5GvE$ew4aRa$r7*V!-CE-ll!
z7H$t@{jAH%;>NTWrYFV7&2GF9;u~OfnVeOsQx1i>P2HcUUcb)DyK6rbKu3Rbj7wLo
zgXYbpqk^G1JKx`e=1jHHHhu%o^Q&8$$FRsBhUm2HH-C?-^#7#pDbPU!!MwT8!ELh=
z&FWnVj7-l$rH+T_Kh#5&%M?Nf`yYV%Ca0jZ^)9qCv5PL<G};nnxx1sc?JuBq4Rp{M
zS|=JqiQOa6Q}d$eL4{0KP73JkrIKjr+J5NtrI*NFyAVor=>o+L9|nh`^`N<JWAtcn
zFQl;@1vQ4xP|mvA4C*g9E7kqhT<V?ALG6F)eXhS}S!RYhM(nAP5%a%g#Ef{1q_trt
zu8b<=k{#uY>~qP1az>81<U~0modbr{F<-DSvth*ycYoT#OzW`!YnwZ)*#EPq#Quk~
zB(}ME4Bl6wRE3foC3i|5lsqZbq*RMiZAvmqa!TL)J+9LKllte2(D^s-b45WPEx=4S
z<w580k7>HsW>MY5pfh`)D*&}Fv)5)(-9)3meQj1g-GuEw)+gzWbeq(qb4Z-fx|mYl
zG4(nA-nyw^h|B~?pOR$$U_zbW0?h=A<$r2{W<tl(8D~L?OZ;Q%$6uDlOfsx2Ymdbl
zF%KaYSU#g7luRi}ZPMts4UzyA0EJoK{GA{*Ul0hU?{ig}`#CnOjOD2Z`DTId`K)#=
z;K|fgF!kPj9%rq`{hvAUYmdDn2OV0X$;S^t{U-tBZA+1a_Kv}AH|#<YTp_+@@jkp=
zL^RG`*?>gU4o2#TS}3DcDwt#}A}^ll!-IgHWLQ=u>^@=vIN#k!EM{c#X6qi}u-dnH
zvxWgU>4rXtkDOpUznz4&=}DHX*hFf^$AM?ac9`#DNLuu72v6qUf{5C4;o$luXzS5-
zDB7e5p1bolj%l$EXYW}<uJ_u82Xvkfm73ili*}4BA(uwsalej(182-(K?NJMtdS#l
zZaIV^?J^)~)(tXIC?<8z_X4|L?R~Cw)iqI+toWUMTI)V)x%zDf(RXi(Obp(jt=TSH
z5i+!o=HQiknmF5a+Cna)#r->qs11Bf6xs1LG#B0v5|tO<E2`woRM?#d@mS*wZ3VTv
z*e7X<aC=7t=k)G@V!uIi<e0c!c;d82JWwu1bM)Oxt=pV9<+gPbHIrM`R~(de7T+AX
zsdd@qt64ka7jgNE_F6x?aAm)xWweGzS8*fWTFB%RhYA%Bc9WZ(NmX5_+k~@!eL!6-
za<Xblzs0I+L)vqANln3ak+IrhPF?O`lM2GZV^w|qJj<&sFCACS@DAjh1Iw!mHQVib
z-RhWH-^N+hV3`S*`qD%=s#z|)&aBLhl($lwHQ%j5^(^E@L+%Ufx5WzAA|I!6wYuls
z)gKBB*Zn)AJYQYu>UE$v&vIWdC}!uCCPy~;8B!|nBL_6kB3C1`<v(e{{tY0e>3JVH
zpz%KihG}^=;bBTVC4WiF{!?7)%mP7kU6`}G7F5~&427SY3$+`zg>p4d(SNQdFJz_%
z?br1}*R8Ul*f~+Td&_Y&2iIYFpnn>`RS;o7yV>XosfCggo}yXfRw!r9HAiE8bgme>
za+VXV(4_(Ez<X{>z*9LW?QM!8<y)c6?IGaT`7DZUV}|^C&qn30TLBr=AH6%}uDsq$
z4?UhgRGBa(fwl2Z2C4Tx2de8%qW3i4pOf@2)4Pl${mgW=1T2}ZX5z_+VF5;Lk$@31
zuQ6f{_>vPo^KfP>%#0*=4Yumc==Z?&H+9>f=Xc5_XUZ9|=SD^h=>8Ee=eo3<gk@O2
zu)ZkJt%K%SvLQq{!&W-bP5EyCH$AS%%CJD=l_>pTuuaPXB|^!MQk{>j{BysO;C&I4
z*ZtJnnSpPnL-Rl~^LAe8<;A?1NlH#1rb9pVc4lQ+K3+;`AN6+5)uDgLp1t(r8zt~g
z+D2@jK6&TuM!lW?M|5bxpq&XI8?<cDF#$BqJ*G@I;6C+wX2Qxs{(;WoOc+_7L^P@k
z(lHzS`RlSw_GHT@2$nA8v$#!eI&1eI4UzyB0P0!aeT^WUrXX-%*U!auho56@0dv}}
ze&#b9kXZvKqb=_nV;2<7pR3@^mw0%UbZplaPk60@Zl~wN`7)RJ#8oyV<(ebe<iDGA
zuB}I$i~8Ws^@4EKij`p1S{E>%n26#MPxA?3BJ5i*fK0Dd6mQ!xoGiR=i;2buw|Z|(
zTwhKgmYthGhuQPs)&~t7pU1;o)8ViWT>?|{YJf<2oL!{}AG6RJ#m5hZB}1AL*K{9z
zqW(HuIN%=c_u?4|G46qV%AbI^q|R{dP$}$u^gV#ugV?H6;FaZ$gAaz`bq`CTyNOfK
z{^84D)BUdKvj1pM?5qwwd$fhh7dUh`uqpkNZc`L8M1dmT322HV{qE)ZZYU_@ywrK$
z3H<xikWOemvj4c=T?h5<-lyxB-aSVR9nn(C(XTOKLZEbD+N1l(-d%s`-M??YQ6oD#
z_i~al{M9v$SNlFZVy?A1Hb$<xaX_rStf#urtHPpb_7+93%P7qOd{Qxa)N^t9n0;K|
zNGmZpXOQCJh+xfm`+K5-zon?OSzj3tzFbUifi!1*g2jt3o(rdYE|NKhHdX91ERXE7
zo(K;+q>Jh48#PCYY}Qtt8?4;=Y`-QX@R26NI2p-GoKgf-t)e!0ZXialvsPw{Gqgta
z5=F0ujksacd}XpF6NHNTY4YM#lT_z?>u`3hcB+e6j#N$NE~u{dI>@2b&Vo&=+v+m+
znsWOi`Une_o%bbvA!^GWzY3?fr^<Fct|K=cTQ=2nQV$^@v@Qojt_qL5E33N9eJOW)
zV=IhWoGDCed{%gLU^!PcKu_3OH(u(TAM1U*{$FDj(37rR2l?}asbI*@&dR1pHiZ_U
zWJsw%$j`Jm&HuT9(H~|#&w)zy8lYJ?9BRJV4_0gH)1J{o6>IK;){E+(%e$t4*?^H~
z*0FxNbkhTX-Vf{tE`Dn0+i4)Wf9W{1c`Qd6PtT%PuRfqk#yeR#7NGRxI_P}4rQm6}
z3DEwxU_Pb?ifFtZS`G>T(p-tIb?`z>cP60ne$`od6zjAXWF5LGyBh$ykkf&s{S!eF
zz0X1XpDrqY4cfEeDIuHRh4#6_lR4ggb!ea4wvx6Dln5n1miA8sNzlFs=|8`Lk!r>~
zJA3{Oj8rrJAs3Zg&G?5P{R#@@*#<_c86l3w>7!=e2F8C_GZqZxC4Io4JcH1tlq3kv
z1o2ZSPm^>4%E~ZeWh5@aa+W3q7H1?ub(Su*FD+6@Wu!c*ZKj|8kst|N0T7<`+20S+
zNeTk+)J4T&gP&uSiCA_h)z3WS0GXv&3lG~igQ?)apDU;0OPoo<2WPw{-nCkz$xlu~
zy=fiz#I;r=WnUQCWVL{FcA0}C-@C*4>K-_B*)V+dh%Zv59Ytpw<nRgMBO$%A6PfOP
z0B_?B$imZWF|q59Tiskw-A#I7ubBhk=9Mcj&io0;8V|uua+*WXCOf?3z5*B1yujIY
zx>5jN9L0Be4oge+Cax(d_{2Z~7urw)_se`rf^VO}K226b+=@f+Ypfx5PMHgEcnGo8
zWPxYqWbj*84;yql2We|IqS%{9(7gU0P@_{vXt|;^wtjaQiauD6o?dssJ@4Fxq$`dv
zdFNV~Bh-;P?K=VYuj!)VHS?J7F^_buRqetWA!(eVCdyD3N^B^amYARk?%zqgdj1#1
zMrD>po4JSU<K!tOSK2EUiW;dHdMQq8sd>yj+HWf_x@3T|dedEs10JQts^Oi4Q^$g2
z4x=ZlO^qLDvg-&)-!)K}AuF!+N;$7-+N-~^PxcDU!u~51@(UxCb2I}q9_1$>(}Pd7
zeCG?Ax3O<hyUuYHDvt-b)q$R}#2fomHJik9AvK;0jUz6pOYgN5uJ3EX{o3QH?1Ysl
zci{J?4&Pc`=#;51OYgNsX!z8cTQ+Wv%&cS?S=<CeA@t>DdGY&$h4_gM>N4D0)v>pu
zxa8%2s^`;w$-8SmlvN)6%`q-rwGNuMl8y?7=InfI>if&koats-|2G!-{Q8>axlnSY
zRGCs$O4TSaP+5bL7bR~>%;(vc5=ZHO$wejHeKxpSMxyXBMo`%3J=n{e(|@RkoTo&h
zbfe8sC$uq`J0YZcKy>LQnvUq)vnuGhwF<Ra!3@88(Ck?VnA}Z354r`Qd-}atniSCS
zYl&z{ayN8z+7#rlVIdUHC<~Uoo1?1>ivc(PBur3vB4O+e@Nk==oOO6V)LGYEs{5_E
zBs`yk+CN=XXz%}YQOQ5h{}Y!4=Znz!^DZh>H|0U+a5~I_KEhe1oBqp1h3Y1N+%lBw
zHbv&sP1ycpUO_G@y0-N`mSJ(WIr4k!rh*}|G%rglo`1(hg*~gWIi5k@{6U)cSvrHt
zOb4(Ti&@AS|L&V5={a>l5}*R0@Ym9j1%Y7dqGB-B&(Wqj_B|8HH?w`fXSwFU{dsF(
zs`VruFFAz!KF0jo?Ul)aUC+=IR2J%$9!cK3P?J#p0&X2M3`L03d9Me>c)LmUaQ5^a
zWZva;l&al}&i1tj<LsN{MVuNQRNF>|E&qVs0z`10mQMTzH{lIVrI7jP7D*5ja1#B<
zy?9dz<AxR|Va1!0CE?zrX5|v#SyK-4OD`lXoQuPg2hlLk?F6LLZG2mzU!dq;77*WR
z<H75l1IbDlk5|4)CH?8!J*K|uN8Gz{#HoB4JnnE&IItob7L<RDmQ^-~8qSwcL{w);
zI#8cXbQqo2_oGJi?%j1*_YvI(=UIqNhKwHEwO8*!y+`%#m1p+T_mHaSvitPzK5F!c
z-g(&uo_X)%D8{M}8QQD&$p7Siy-yC;RePE?_C4k}L|Zm)uY8AdWwDmfMO~=#P|*aB
zQB2I4tVu7sSrhwfJ+1zk)?BZY&0^A^%8K*orRMCEw<6cJgTmEWrLbT2Ry<<ptSvw4
zgV^Ikd*Kw9DYNe#tk`Xoh$=jd7S6T2EbiTRMRO2pYO5?dt=wYYT@!5nMsWbo5MQkc
z&^k9Cu36pnp1AD1g_buGmHo$sYl}W5+>jPaWIo(J!TIfYxk>kJs<TIDa}|b}tBnF3
zRY6w!RM{D)IK?$Hp<JH_>N53rar<^$5athA;Y(&*S6iHNR!!U1gL6ExKy46T!T0Wz
zbhVySdzF8=Y21SOON0me(uG%V>T)ATJyRFYxT>n@x<+mo`bJ26wO06bZEUJrxmf8I
z{aDuOuf1%g1I4YSz9<+Jv-3)mBeMtmWA<u#ZUrSa;bBTVr60jXC2ZsbaBh7O&0J>%
z9*bkaGIlck=X%I7^BFWb*#~7=^n#)XCMnZi4%4L@Z&`|7wQB&5W!gb6;UT(pVIkVU
z)k8Cj?orNKX^(y>^PZJs0ZRVz0i9`*4As5Qg0fjvD870zn)~87G~G?nK%s4DVV%*4
zym*bQ%Q(}wh15rHZE}=1+FV8tW>r$Ix$p6@m4EJ6628xY>Tl(uVoEQU5pz%Z>7w${
zyjX_8RoWll#Ewnd{f!Nq9{<2DDolswf%1GVDolrd&YrCU*7;pja&_n*vS&*!DrwXe
z=2I7y{}CNpFld+b#^1GT|8!BIBjzs#X@V^X+}HJUzT3^u(day`ePy+u`M`A~{MLB5
zd)ywTJaOaC=`Z6;Bn~7U?lr=J^OMk&8Bd|^^3HtX(g2bYzJw&7?Lj*0-6T$#*0@uv
z!??2BT!=r7&<<@lIy>2&Pna|j(#64KdPN0JSu}|(On8p*z^=H}-uA@x*gRs1>qGlN
zFX3k36F6RN70js+54&Z7)I3xM6zYLEyZ%@{CM*Z7d>0H$wZ(~RM0b2*lqWVw8ixB#
zo<)KM6YMjz1H?t9z*W8&c8=HuaIh1xP1y!DmL%ce*}L$%CnwPDv@o>ast+VD*@3bH
z?!ut6mB4GN6I3eR2;J@a8djW3K*5t6p{VrcXtH@Gdi^dM1qFiCdEd#>{q<Z_ICYI*
z1>cnoA8E@LQ)^PAsw--&7^*H*Vu)xwda)+Re582!c5_AI<klK>^ii&7gE`{H<oTNU
z?ytGC!CSQ!=To?c`dzqJ%j}fZO1Ds?uO25>wlWn?CdA9^+P2Z?4^I~77j2>Sytz@+
zU~Yu6SFLc(g6A61Av0asW=@u-+RJ;$WQw1bjLy-#^erPR64q4c7<N&}Xcr=TRmVkW
z*yWnK^q51!wdZEsl`C&#N2?x^+ppT0I%?5sp(8mg)2ldK?R+?cYf@4!>loKo_E3IV
zXguqc-1Ou^A>K1oU3&de)se?3T#`?^>WQp<-d*~kEZf{)9MG(qbj3OV-$ptr7{If0
z{UrdOiwgd~y{d2eRx@zS*oeX|?g4!VKPY!)BI{P<P~$w>_n<HMRnb84Myt`bVa~er
zV(X33<+bZ{@z$pHj6<U<eqihsgKj_2LwEFa^>yi!&2K_-3p3={%mYkY>;a29(dg1(
zKWJv3itZ0NjD!yTz#UCh&Z?^ie9J4W&bJJbaC{D6bCW)TKI!~SL>Msx7$ar?W5kSM
zjF>Y7Bli5qi1|D-`qT&9l%_F~0Jh}&{g3*5OC9kAD>WM?lJW0PIez30lXAJ7t*KX_
zWKYSFrLjQcOqeQCszj*@B{xb1ZlwHJ>)ZWG{qaSsH20~GHUqOvk1zoI=|@?Z9$^5O
zm0@~Bw{eo{5dc~?GUz{F>C4q4tXx4v^nRPCdsW|e(jx@}T8{oJHb4rpLNnoE`D{=y
z&H_tgn;BSOaTZvfR8~r3>C$EiHrUv}ldR7ykJVvm%mBj%SN?kR@aqRjKnk!rv%dJN
zL29}nP|Eo^pI_kT@H!LwJh;m@y+AF_hCAR+sm(CuNJSoxdW8E7&EeOsI!O+ME<{sK
z4}iKJRy+!rhu&9Th+7pZjUxL*^Im7@r=Z7_!`Xqo$h-tC+MZ^I&Mq_O9WK?xcTe8N
zRUTadXTN>K&$lXXkgmjGCQW#=nwxM^S~(DJRfd4qO~{PPcgcq%JBZ=M?s#h7YPd<p
zSeV<ZB<!8E8Eu~30Y$&@B)-N3Jnv5<S#hoK${ow`0Am-ZRO38ZH0UV_c{>D?Rm-t$
zRwOK_vJfqO?GM#2ViX~>fn@m$GC?JiI^#Qm%&+&VzPf6UEkk@`_-0zm5jW*2-S>*#
z4x((&fFar%Vp~OEfT3njc3Vws<wjb)oFigdXeYJaoo<Q@{l=P;C!dMF!xkzkmf58!
ze;`UcBsA9AE({mD9_c0A>}SHcB_CC2-(EuHOIH@sYTOogYldpl2VB)wP8zG+)NrU~
zVni*)zMZYam#wO5o%$qdRxR}wmzr5=NtfHo{&(AJi+Z%>26<hSd5M{Va|u0pu@y5^
zr~Apd@^R^E!)%#q?9w@^_>qm}#UC9Mth-S_xp_FZ=h03fdStY(-&H@gh2LV;)T?ti
z`xk*~1NjKwho{1Y4^}f(@SqR3y=-CO@FEl8Rqf8)$U5Qb;-R}$H8v;7izd1WiR~hV
ztLOHmmOq^b(SBN(_1j7kUNAtFECtd8$IwNA9?>-K=O)Pf8xrb5sQw+We=rw?g*bzo
zmlc$r!(PmwCqK>WK|RA}C}W2)6rR^anRYq|&GlowtB0Nr9Rn4vHGv*&Yolvx%+b0i
zdo-iMDCO*TfJVLU#LBP$B^K94$F*0%ZQ3P}U&{j1Ls@9fulu3Vpo*Y4VS%Ds8X;2R
zFtSo6fTBtwdfhopnUlN|-97%Ra?RM|A6xn7ekI}i902}S7UrLuAU|RhhG!UtVGgWi
zDE-_7*?;Je-|Qv&{3b}MLnUBL@>!U5n;@wU{oPHFxjOVy3o}_qH&fC9DYeZwmMqLW
zY5Y?Q^Z$qrEf|nXdV^V**%O;7B?)*l;rrBcS^~|iOnwmlM=i_}Xs6YGZh~Z;K!Y^F
z76j(0g?YD!pTiAz?4#Gs&%EV8628<9ZSEk$_9@nU=8aIk#Kc(AVNX9iHoFsatds$#
z&ZP5+k&Q@7v%4fYBAIkLQ-V01K88DrJ+bSFNf2+N0@IR9&{FqNe8TWou)mdxOt%p6
z*1J2%!f`z?>>7bv&Fe>8lT(Og11D&=P760etH7~mu`s)34@hgen7$b$2jpF6;p`@>
z`IreM(8~Dcux#LJ;yScEJ`teB`kS`key$>kJ~t92aP(_P)Es=JaDVLF^DMx&`owl!
zJa}|3ii5{x<3#H|=+?+>DE-O-NZMNkWgF>(QaKK~uNR@>@TKVPfJPAaP9Fs~7=WT@
zIH8b=YthS?X(-4!O6t7t1pdFCg&C<mI<D{?*lm>7;=()4_PGIy>g7Vz2GbvkMaQkt
zOo*u|UV0y@NXTlUN$p;R>(M1%Tt8~GXkfZWF|zwZZJC!7x%=J?xEn(sDXaY2M6u7&
zO{}<4PdKsel&sS3Cu)-wWi?qnZImCLKM|@9D5v$b*{AV8=ct@|f4ydG<!K79y1yvH
zm*!}y9`1;Y(Qqw}P-~uCe~{WOq_*Jdyj))P*B7!i=h_R|?UH@BcW*7!cMepSu3SvG
z=31S*+;cOxGHI~ylsHRH?|L28%H54*yDg^)4ZAPlVqbNT6`I>Yw%p;G5L&;j++;^T
zVP(z?b?FMzRfoN*aT_jcR1e-6=H0a)%HsUB{KRxt=XO#b6b$Ow`SM#Wz6k1bO=Q2>
z=9ruI|J9dzYV*=i;kXM5TR#fD4G#ee^%ORrq6$OqqP^Yv0X{k&jK_CDn@a}k(u-X*
zN11^Y(SwXmsO88wmIn21lm){fBT!EGD0HjDEtVz)bg<}T6ni-W9h^Q8Ilg}h#wTBc
z(eYDYUF|B=E;$Ltnl42ua0R!vEtTQ3;{Y7pq`KdlOTzOxQ2x`Gn)dz|tki5+F&rXU
z<e9Otz&DTN4x!(;b>ybyS*U6Kf5YqksBX%0+X(*%f_1O^qq^z8e5t8!0@^J)fJ`Gg
zU+R3i3EO|ngP@N*KcJT4Snof1I$!GVteXl3&C<MFkQJK=7Mr)3U@^`D6F3R{GR^|a
z`#oQ3R))353_FY%NM}!k44kvP?`F-W=h6jf<|)9c{k3#tL0}m9Id3}e=WuQ!u4TEG
zZyFoSU$~}*n?^HWii-h{8~fm1PZRjH^Tv<^jcw4B=lj6_=yLLAZVM7>Y>Qir=!c?8
z72>_rm3X^8yK(lAG%|1aK(tN&I6AX<Bp914B`?r3xPRJ)4D;QJD-RC`=R!kCnRiur
zv+)<n{0hTKLXss;+S-s>xHI6F*^y+%))!<+fSh>E838rU-hk+vYrx#D1?lUfg*l6z
zVRzl9Xw&p_X#Pa{x<A7xyy!7K?>%dB?fpp7zr|fV_0%2W?zMtARhfauZD<V##!Q9<
zwH~6ShZckTLN_$;?lDMSx0y_6wIHwWe>7ietgc?QnQ!|O+qD+{edU`sY!<yni)sT|
zm{??c9YsK?d752Ik7{C$3tGLBnCtc;R7_O&RGi9)*BomXBKkxTh0E-*itck8h$%ki
z>OvQaio#GVoUl43b6wM2p(!>K**F;r>s!Z*Y1&$vJ!j8rD{Wb=Oj=>88JG1)z1h7j
za_qiQv>w_`>vwjRvT0T&ZSlfsT>l!QWgc5I1*a+0zxmck)yd*_IorgUYQs8jR3ods
zRjpWSBrk67Dp)z+QkS;K;&v-6geYR@TlbgR>N3f1IGbyCg;v3@WH(0KkXKk1Dzsng
z$pw>gYO|)^g1p{ddF4iXgfmxNg&Pmtgz8GGyu0^9fnF>P{J+el>(;^EJZF=FVJ|x)
zo7(=6E&Fq@m)6aLyt(;KjI%)V{`B@iS_kPWf5#uG(+YfXABM?mTR{2o%g~IAdf<9d
z4kc~c(0{6jY)>@;yebEs+I<ZSb~jM&I(1o>ZgkcYJ!t+MY_x5lYy1e5ePukl)FlvY
z88BX#pVoybEL{N8#sTQ?1}mt%eJ^m+Hi1cvsc80dBdGVbCveg9%Ua3f5Z#7=QVTto
zZ+oZ*-8QsU&Ujx*s{g&X)Jva(!FUqAUHSe96DdZLCYCfR)2@t|W@W^lvKX<>VDx*=
z8Pb}w<fOs0Gow$PHJJUD(RY0@pVUELfWvIKu|ARdfL-&Sg2S|Y9u#IHgdXR?VH&SU
zi3!H<I&9D~a!N`{z}oqqLF%V3I&<JpojDl%Wm+r`7E5pE*iRies22O2H#7F2m$#ES
zfm|p`XkSZO?DuTVK)VGmTNI;%)N4O-(u$tvAJSq4!(%2;Y@jilvJEBE++)ggf|lQ=
z%*wGKL1T8DKQ84<Tq-LGEaOsnmd8AYq&Ap9vphD?^Vg?`-#$nJRRB!JfBPRuCnyLg
zV?XDmd;A;@mc`yxoBNrgF(kaTG32!2VTxW?KJ(;ozC^p{q(j7L9MEMPnhImUzgq~O
z7+#H}SeGQp9UG8N8~lmoy;nH2-V11Aq{Mz%15k=lTXbf}Mn0k62-tr=l}tD6kGIxY
zK^C^#grQ72ZZ&8U^)YrKMr+PNukLR!|9lTb*J=f5^iEvn{cD`vcMu;l{0&+;Fb(2L
zA0Vz&Rh^jXjP=wGxbF!k61}YiN=TRjal@8F_Ky45S$UmWi|HrB;~b&7eGMF?R|St-
zW)8&`#G#a^?YQh%XQ=T!2pX;IhlGe=wDm$ibkN)i;+}1S8AiO+N#DsjT+3TJ;op5l
z9#*?|U+?RFp^COlQZae*{ut5Ixs_V~u7Ozi*$c(!r2(3qFEccY`tBCrziG#Hjo2wB
z7HOk6vHO|k$o!|G_tQ5Dr@l`Ww(ClZ2U>qn7m8dis@nSs$3x|^is5?|LX|<tdT1A6
z9lR2Ej#;AFbzrjAH8n!H;r)Bf*m^dKy&lHm^K156$HFBwahfB_Cez<*O^3bZ`eYc$
z+#eSa9JSBoMLPzmj$1V4Y)ZzciykVk8eV9u>U^~(oWeFzu)JMdU205EE^XceA<}lg
zuYYi7b(z{NR8y8)b9SSjsr65v^nJcUA-t<GK_$<z;O19I7w#>zlDqcz6V9~kA>2T{
z1@~%cQfK~HE+AiTXzKuT2dNi+0_HCQ0;!w60GLAxn?kv)ooGgJ0OwtophQd$HVq>i
zxd|wX*`s4I^v%{z6fnPks7p6IF%I3HUIna2%!N)D8lem4>EvXlL81N(-{~Rk1UJT6
zfMU~q(f)KZs5rnDd`~n2;~H<#Y-0fb)Vbih@(_v``2pc}J&<MTDBuR(g3i56l`|H#
z`&j$?{Yt&`6EOev&&99-&Tz#~z)U;gF92q$#eM^r*&C`EV5VB^bAVX~c<J^(rp0uC
zIaiB)3Yc}}j?-Zo^dHJ|&Y;`>Sh@}{|3g~r+XH6F34`92-vC}FtdhVo&Vv3&_E{&4
ze=T4R@9gIww8k~@8$WZOek9y(5L{dH5GH38<ui{N^CeIi>ChMOFI~E#sWWzhAKl=W
zI46s2eJhaU8nL8P%md<-x*T`dHW3<ym&blwJG9k&89H-D#V7QC4+nnfOaZeDZ#i3p
zEF=h{aW`<Q);Yv=>KJ0lt%0`Lad7>OIUE~)7tq$xxJ(ln&JO;C0_GcNrRxib+t8J`
za{cg$)#c#B{WRQn>sk`r)(HEw7a*=z1-LXX2|GI{0qnUzY*#h~cgLPMxbbqFSa}1w
zS@Hu)-vF?&KS7u3`of?)5m4i$KiU>t679cn4wl^=0MnC=CH?Rt0_LinYKsmb+A>zx
zH7S*kE2>^wF5B<FP+NV?RZcFn5J{0CidBsRHCxkSMd8^S;e&dBCS=V}<+R%4H5p4T
zX-(c6aC`5H%1Zu4l;x83#8RV_Le4A?&U0^o+DO(<W1TWgX>{fTYFO!vXk;BDw;V^*
zWhXQj7oTjW?9zFiW`Qb6w0rzQ+3eT-nvOFHqv`v~i;<(OQq`vQd<WmVEKD1JPIYZ`
zd2Z3nwep7BO3MP2r`5%-4^T~sdnX%|bWnKPx|J;5qOII6dqrx%paDYr!{>xWz0Pof
z)h}`ltbAlm(|?g&dy^;(y__Z=uT7HeRbEoveAiG&t)a)AI95WHK1R&Dd;ew&b4RHc
zz7k-j6Xl=smS!lG)^Vkj_kubJxze;RzNn7oBdP4S=2AC(0Wb%3GXm?!zoO}*+|cvl
z)?k(#PyeBw!oHy%dfq+&WC!<wVfqxb{@pS(H{lY?Lzk12Q0nA{Q0`?E+Sa}i_{|*;
zg(v60py&ta!ZVSTkpg<%e=!uT)etTAPCyq19Fo$(rpFE_v)=}tZ|w_B(-xsSU9Hga
z+4s=eUt>{JvjCVLrTavURQ_9Xsh7SdVE$U(&+HvvjMzFgBZdzc+2j(l+A^}sC40&l
zIpmTf<&2zi$(eFSYypK4v+VwnPrdvpz)aixQ(n$&n9w?vDCJq0rJ+O9sI|4=Z!FTh
z?`CP11nG|hX58!}kY!pdKd99K*-49Hm^U-iV(dGM>^;pSCrFPNA3g#=<8-?q8FKgt
z(b6*cw3x1LEn3%=*6BtK?zvhlfBQI@)~8(~z4w{8(c}G%j(l$|_WOXD2{l`?VPKY7
zm04iRG3?2VS%Rr~T?c#(C})9jR+jNk<5C%#r3<W`{N-|!b#2nl)(s@qmPC?6#;5H_
z^}afn1nQr(FptaebJ!4wy*ljVo7VH-FKoMnHu?6$<-H=wdDV5Y`%ECecAN*<|9A(q
zxf%#ZpWPx!)uZsnYCz%^nBwqPYThgM9dFmRCyq4pBJtI$f>8qfHo&Oo=#lG2k~rWw
zj%t1!np~JnmYRp4<tw&8YMshh(X1EY(>1(7q8XlXxE60#{vsZKU=z4BI7#d?9f<2R
zZxZdb7uQIgjw{Scz{VCYk+!%#y0oqcluDjM7L9uc=kHvHWm~V3+M6mujsE>e*2GG9
zW!Gc4`pe>w4r;Q<X$zTbWr!^u2f>jhGf`Y5pmhd4@q?KNJ2x<ddxp`Z*!3UR!tAeh
z3-zjfai3CKI;4|)W7SyEqj7Pyey@|FeyK3Uh_)v+;>jG%f^!qZcW!B1mxQKb!igZo
z(S18K2YY6SHI2?H9FA62bX|5y+<c*^w%n|aVw(Y+aBNl;S@lCL6+5~pP}y};ghi{;
zMR6w4>?~}mt+=z1a((5qnlW99sJGl6jU0yD6D@i+((*S_#YLW1gy&fS%HdH{wS~u5
z<9Z!fD65)&O>lTWMP4|~Sasz58?KyT-T!0nO5kef`hO)$+LJ8pQW4T(>(0IRoHLU|
zA|a9`OJv{or9`EOL?|MWN>q~Q&YgR+C2PsnW6Qqpdm;aGuBJC$J@2#7^Y=W@`Fy_j
zoH@(PowNPE=QqDOBh~inFWE4;yJVB^MWKd93fr(;B-K4Vg_7r=WTP5ia_U?Fr415&
zs3s>zvYy4P;9iK2&{*X>>*bz61@7u3)x6YzbwYmZ+r2la*%mh>L9K368)lzpuio~}
zInjJr<(T@Z2z2M~GPm&euFyIU<d3Q+(d4RR@*~=U+8DpvIvJO#G}FLg!ZQBUcNZ&|
z0K(^Ccm`0@K3{FslIqTIevB4u1oXj@)19E%P7&19+>QUS5@@_!3Oj)=;CPdrpnS+Y
z@u60ciuk(a<=}Q%GBg;`2oC7-0h}+t2rj$L1etH@i&x_hQB4C`Bp-3GZe|iVboLIk
zNOXc74-ba*E<&&@8-IXhd=c#Ey%X9OQ$S@(A=oq5M0nRr36w3Bl5*npu}b2IlS@eW
zuW)>=eT!uOQ$NDe3^xP;PreD^CitzSn+#9FMF<xn9EotDKWx^4%M#*m#SbSO{(^Ah
zV>=87jCL3uFgjrfFupM9z{fPkPxcWOg_#GIj9+N26Y%#Eu~wQ$#&2n@c{7j7?<!VE
z#xJzi(k8KAzfuTs^;9+UAg>e>$*3Ui_;Jx+Eg7pP<)p(AdGK4zK1jzTj`%!*t{NtB
z<e1NggO$gmL-T1QA93F@`{2ux6)>Mqk+~*+_?fL5l1}RE&pZAi)tQ2Hc5d$1-PwG-
zKXRCL%UQ=Pj$V4+3trFZ3m0{o#uR5?WVH1U&;y*_q3Op?f#B2~kXf(Cq%IcGS;r>R
z=}%JVfz$DefS1~#5N-)-o=3w3wZ<TG@Jw*_!cHc6U>kU>Rw*6&aU<I8=uWR|xDko-
z2ctgCTxjd@7IeLc({RLj2gJ<T2v;lJhRZsXK(6mLSbuvNbQ;wGl>`?tvBL{N!fju;
zx!Y#i+I$&0y?Y2eH!Km&-Q!9}Pj&<;O&7xW0UGd1hh50x)oTd%bf%3qQLy#Z<!H5D
ze>6vL6;zur5@Z*|AcOL*(EfQ}*zJxnkaYBc7DJ|h2S)3_Dk<KgF2)@^nj;4xy?5}H
zR#Tep%3Z7ftZ4`(ZFRD9r^V8Ix!$As-0lXKL@m>GrOFNO$dtSnb2G=BlwES1BuY5m
zi`zBu6*Z_!pe)(=5w}wAMxC48QQpAw4fWVTgUar{TWr;AlGsq7C)0_rVNZQHB(P1`
zDqTOwNH+b!a=G2MRh&S0K<u;jDYxd<d{N6?-Na#S<GH?bJAu$W?_?`a>+PFnIWgz{
zx(w>>m}czsCDDS5uQOR^`xjEZq$KuctsPWJtAT=pWvtNDEk9>=T^ZZoW~M;)Fp=$6
z4yo8dl+)wX9)g>hci8a(Lg5^f>w?3xR!i>0^kMe~B~k^Yvm}S7?W}C2pNf!Ee_~AY
zcdVe{gZQKBX*jtSncjXk4X>cff48ma=8WqF4XjN-Xn6v7{y`tAWv?f#0UD`n0*4GX
zK%ny&s+QdXsh*P*@paxSgJO$NMYxwuA@Ly;ctI7n*3kb`8n}QeTNB#PYyq3iO9z(g
zmq4{vLt%q6v%&eP8L-`r7jSx53$QV`1SDop0xJ!U!4ONL5&EHy?;PKv%~Swx-zrxp
zU4(#_oTR%D5NS$4C?Ww_#Ssv?NbtX`pLwh2udSUM;Iah7;+f!wT0Qd>@heu&q!G!z
z^Y{9j>2Sp``KN46hvf*NxmCBOqp_};$Pq$wK_I4}SdJ*Rro(as!p}PDN?mh>9HH~>
zRDKSel=&K8>y~Ruj#N)yNe3YVq`H^-NarExq~nk<am3eAg#Hsp@{pJMNE)AyWFg_&
z7^DM|fk(=bhcU$Gb;rD4wH!|V{*E6o)zDH>7k||8r>>5S;;rd=dpeshdynj+H!wZ5
zTQZlThQVtM^Wma~lNtE99U5lp%A}0!MdxQQAo!IXWbBSH;%9q6ImkynS7m_J17(ck
z!Xb>Qn=^`f-H+b#;xX7Yb}2afrXHgw8A#jxG8|cDhd_&I+i7N9Dx<Q#9UcAFhfdyP
zi{_0U0Ih2Gq|Ih~(bnUF8LfmCa8aEVbnQ0Rk!@OC7;!ZW%9jU$jM_0^%}oj2DJlrs
z4U42NPgF%)j3epM22W9NdIa6(Q#frQE<y$^5Ihm&2of6K11Zn<qNlzbvaq-cA2(e?
zs~vUVE2D-;=J(s04oO>Pns>T>+fuIQbxF7bG?3Xw8A_G%E^wcmKZzzz5OLD*>)aZ<
z#j^KHuTnnuN@Yo7y+tQfcW_5KmB{Q17K==7PY?|;2$$_jIxSUscTSca?aQ7TcS6u+
zp0a4q@jk#n)szi=|3oI;?Z-(s*vT#BGsN4QZsMjT=1F%I?Ez-3N6Q*qA17xzQ{ui)
zJmmFXSW&~Wei5{Iew#IWog}Q)&RTMOjUm;z{D@R*|5HiqNEb<*UYJn5??P7pYKBy|
zZGVb8GKh^Vqnw;2rP2lhhHBjK1ly~QlHl&xu|mT|*=(Qa5GugEK&m<2nC%qUUuaE-
zuxB1SvA5GzSR22f%GUd-$S3-vBe${~f8PoUI+#DIo`RAql4<XEQ&3!npKdEP!4>lM
z@A$&r%z@8ggR)!@+Nu~DWyZn!R~M2x2My;)phNy4a5(5FC@a|^K62Jh5nsF123+44
zi9fAf3-&9X3X1fHgJ0-{VAsU~igft|OX3p;YiB<NxoieByM7<GUn7Ba-D1Gfb^W3E
zLNRO~JssK#bH$%VNkQiNy~5jjmEeG<kHt&r&xLF7m+ws9qOAYEu!ps*d<Fdql_kTC
zFofStWpNq8IEb>0n0=UGD0WxI{y*u3JuJokOOu<AX)TswzoyA0QcPigTp`7NuO^pJ
zV1@nhUnIq<r@o{^DP#N=%`M4C9O-~0Oi(q<r}I8eR;2SCmiT;rlJ+glEs-Nt%aeRR
z-0=gi8cK}*^dI0aP#rPGFYJLM&gS#pAiJ!g&N}Lj^wQ-G;nf)$Fz7`#Q@lBp(Yi0A
z2dEUFX?_zxh|mMlM;In`?nOFl&0ab^c{V-Jt1fMDj71@ntYKGo{3&d`S|DRiUvN&}
zo=NUi437oQq(fhtqRiz(=(TsXkXYRt_5LWLt-bcr^(Nndei6$M)6E^OYK^yFbH9i5
z7KEXaaBn8o+W{m5>A}q<FKBDk^XT+})9_614QTF^=X5mk04Wov!}xAN@X`r8WKr-D
zYiCtxqjlF{t1Gk6YU@pC_AEE37G4kRtBcJk4&*`yllHLd7$=Z(X%)!cum&9dM8UWv
zt}t}kalVpjh%kT87xr3|P3yGOXog&O{|qkU3J_UG<Oq)6n<j6w@)|WYca2QEYqBVQ
zKp~e_r=Ki)QVRQV3*rKn&l3j+BymM!g5~uuim4>a3*zRQJ;a7mADPw;j=i<#1l4KJ
zVOgKyBSp~@Z;9KC5DHs7`5>#^b)ir{b&0f*mA)*d@UXc5B?oSe`g)lOn<nmFTh8?i
zn*u_TZp$Ja_B+i8DUht3`;>hq{3z6XeMREb@Cg+&;%?5;oqAF=+sl%LW`=@^+yu7l
z@@+xxL$S~#M>A)(zX|KL@~oiF@j=q&buuZJWtRmm9Z#{_H?0yZeA!euGjy=v@J^xR
zmhdgR=lpu=R0~dWa8~7(X8-6H_J;6%_&X71Jn{T4`(vEn8be`wTtTMW5T7_4|1;Si
zPjj9E^*kGa5MLGWbo@}L`b6=-Ow^YO1kdl<!cLlRpo+_WkdnL=M1CYsnz8+HpG1%?
zoeLZFI|Z^GjUe@Y4peI06#C6r0g94{ic{fW9eN#1T^0tmD2qu1xM;cjbBdA@Y!amb
z^-97(5jz<6C<Wl|xw9ZHb{5#YRRSU&&Vh^e^B*MOi~KO3?@TpGn7^0(adkRhLtI+~
zgoG0O)b_{t|F^(U*dA95F<Zr0`#jvpO74G}MezB5q|bMxKVW~1r5GWvRY7#Z3j1R$
z#c0P9ClSQt_D<lp?T;&@7;TQrFpiE8=Ot1M`C`99id8)~3DZg#*hX0qZjHm({<x;4
z*#9QXKg#}C1>ZdZPl9<LM=A8ryzZDBlQfdI#&pNzqQvnX>aQfsZ5}wAPl!fs&)G6P
z@Jo7^CR&3GiwCGl;V$}O=m7elT_%&#JCM$w5C=UE%z?*Xb2`2DCzMuu3?1L$BU*ar
zEaT|6moY`IDC+V%dduD+u=b!!Aoi%3wtj0zchE0DTV2b*`Xlw|xSd@=!gw>7y{!-l
z=Kz`+qspi(?SR4#sxeyi?xK11J3=ejZQ9K65N+*QM(fqx1k>k*!@LFSXk+IO@I~5s
z)Kjnx>iH<sF-<4Ki%aw2M*nQO(=-Rzc91cBdGHgIaOFK3z0v|&pV?2ZyX8tRY7+w8
z2d5y{%m}b$LmQBCJq|tXkb;^i%i-hJ=V-N^m1N^5B+S<SeLE$cUMtsaHBgu$yDn=T
zxk{=eF6G|th!>5s6LFGW$=qt-B`e+jg7Q()lO=*e(b2l@+`*e0Wo^$~6dCuuBr-ZT
zKz4YTqf}*8t}H9VgFQK8il9S;o+$H!3DEDqmK~;dUnaS8oy*zRSKfR-5GQ-=;U=Fj
z6CE->AbVZ^uH5wfWiGljTinlXo4me3N6I(9hrlxD5NlS;U8tNiL~_(tnQGkZf>f(@
zkz`%%{gN~5u2CX$G27tie5uaTR7zUUh+R?E+NrbhHK|?-C0Y3R7G)f_Q>r}OUQlcM
zUbZaaqr_27NUf2qVjphF6k6%$uxIR3*;{NH+hUHmat!^GHO#(zEqo`!Or$8DpT5`$
z86W=>G|ZD}O{n9z0)*VogpIeS!+OINw!uK}MhtAzz!~hXUkKiw8zMg1%%4o*ppJzH
zxU#ei>fBiZ`}VK|C#Q@Ci3S!Rc-3bOw5$Pn+^KL-wb4N!J#+$^xVDCl=kj2k^6nsf
znm(kqkAaQ@&VuD;s{p#c4Cq_iL8kzH*xxl#yfh-WqIivYd}pdj!mNSsj)4DOACbib
zym17P*92c1Nz{mO1ir3C1)5|3Uk&qbWZ8U2`t5|7kX41PFqUFpXqfpOF0d5)mWEkT
zj_h!OrI<p)Tp`82)-Wsb6@E#?zq!N3UnIr;H(~y>8fNnNf{<O}s*+-!Fq20jU#Ald
zGtnrMcs~6ft6^?z?`%HM1=*GzbJl*fmtHEI4lix~1cQ1<GsR&u87=t}+B>fUnu6_s
zLk8tTG|Poao#;+y`KQw9qrB;X_H}8C00-o4qy@X!Pe8DI3P?Nq4xBYy#UwM%@VJUT
z9s1xH+VyrZy_S8AL_Vgd_tEaOwK$75(0vEJ&g_6U6U*SKC<`doe2R4Eyv6pvQYN<B
zeUM;X8z#)^O<O%`j7}H5gQo*dpt)@==)mFv)Uin$7%xtQ7iX?R7V(WC+*&{ztv(NJ
z;!059hdh*O-4fhcX$y`Rw1hjxCV<QLhr@9rA+(d#279;c1&3x?!wn`YVaSEb7n^=M
z!c0l6okw;E^O4JS);M!%Pp673yGF2|N_4n4Jx+0XA{l7CBt#T<DV^KSc~IVoQ)F8s
z)42er$#UIy5=pzXr$YNdJE=9%J;dgvm&8VOB4io`pV$+3w+h<#&y!}h&zCJLN|U#p
zB;o8I^%e)H9^qz2ZWo!IG!ci0Lb$H^o*;PHR@w43T7r6dT?A?c9a&&>i#?OJT=1gI
zl7-D&q<W&`?DbDl>I!>|+7vR{sljMN!Q0I<CGn@c1d@`IY_~xjskNnUP8UTd*p$)Z
z1wsC!gwq}yVY}bClItbc*({rx)QN$sB>RI#@{{k+rAemn6!S+Nf5!@=i=q5c^^}-g
zi%fxJDkFAf#AvhHFaCW^iFpx-%NSyOL5(Z&63#%(3o3QVINS!~oBCt^d_T(PtE1Z2
z>L@s&-5IELI17a6cz`E$E<z>o1^jQ7fUe(s*vBsn1TWPCp9U-kNf);(;%hhS49>hZ
z0X^%^BFDtRPX2emhwd40=%s9M%1Dt<5$~yf1*Sd;0oFP1VBOGhu<rhjP&?Nj+AqEX
zCr>T{>vy&Vai?8C_$gPo(0`laWIynSuZ?d}Tq*#!L6vKhF2bvbhy*0vg@8yxf<J2a
z%TwI1Ded3J?ibgM!seHBX&nA9qlt?6<~Yp?qf!Tq!?qY?{q$dYUsC2rI=*B4DrNoR
zlhpLG&vcT=kxI&%HBw=_tFZgUa)h`0B{sjj9D(@u2pz4o`>l{8B<|PnwNAID<Vf|@
zl)`sH1_*D6M#B7F5@f)T*T;xY7Q)0Qj`-x^27gTANV#v>{qh5a3^so7kwHh+gCvcd
zgZTU)#lauv_zqHy&X&~0A9ehxt21xFcE5G|I-B<>Mz*G-m>yeuGnd>#;6;rT8065L
z=|0sPYKX@(DdJ>0-*FZQNo)?0?j8ng8jsw?2SHfZ{a}S-Q^v8oCu3??j<vO`=q>a5
zfSvcofwO{g#{5bydZOu%n$I(Z7WG%s`d;dcR)<15`b-g>yu2lvTRaY02i>Mk<r=iL
z(|Y=ofiJDr4Wb~8Ak<&^BwRKN@A(ig1EghnfVI9wXodY|6f<WUx~4ptzBQhq{cp@i
z!Qt+7o1$^FMb|s9dvP#wO>hH=7MHMA_9=R*eg>J{S_&VF2h(aR3;4>YA(Ht$?S3tH
zx9Aw--9WCRJWiN2zd+W?poIMd9&oQ-oe_<0^n}~j*qK{(aHQ<*!B<p&cYWEG8%srb
zS~s{{pK-D_1s)>9rCme=e_1O_kG&{Wq4H#zn{TiuyqyK@tb#-todD1a?an$*m?zu!
zqMXY<a8+)Rdr7=)Su{7%^OH2YXB04fd_bm?p)aR>>WcftN66KTmr;YBItZHGYQvf?
ziV`YmQ<CxbS5pg5QBuvQZIWmwD@ly)U19yeJ*?i;8B*=%XDJEQoLw&O=+wEz6RBRy
zc~nDW$M!T(5j>c6PS|v054P9v`qaEQ4XMVPT5Jb9M`82jZ`q=$EPFHe5o>w9L1pXx
zleMyydtp>hK@pxS$h1YKwckxaaT!C5FQ_Lz{yW<Jj&<GwHTymT!Ga>Ff1nuF9={OZ
zsS?nBGzVI{jR4YV*TAcQuHxfM_9^03Ej&T-gXK_5b1?Kg^bj0XxebcTjX}og1B!I1
zVKMQEgUSu8K#tu!XzZX19hzyt+8rbyETskP<gf<X4>N-;=k5@{@n{Uvv}TEv3L)(4
zSR#&4&Hr4w=6?Ah^)1T!uifvzTG`*siusQ8s}%Q}AL<}dtdinZ{ZI#%V&BrrB23|7
zF8RO*m8a0kR!A{kD@$VrNB@Q$90(m&*!})RQmlIF%g^6`Rx3+n00D8lPr`)S5|Fs6
zVSM<n-LD1TlaaH<%Q4R8Vo%hj^G9dxl3(cXmxo~SToo9k^Oh-|zLL>e?M!>ed7;TI
zj)0Iy#t^1nV^aOs(pipo=yVHPdSHF5UER3{1(z_evri%dr?28IIhTO51Du#-K~H!*
z%8Cvx@kP5l8_{c*_eH{O$5HR-v9z`20J>hEfzU5{8KRGg;L3X|q3Fd6q|?_Nm25c3
z#6rB~+ADjwrC}3#sFe%}eCxx4mDkanOCoyp-M%12{szX|-hjWDWFd<Q84$)kq>Uox
z!Itw&&}wIGH0x*|sMfp$?7Kby8K64Qq4^cqW%_BbFMA8vS2`aYc;pXb6W_xS)h>Kx
z)DU6*es;f<wE64Kd*hUn<l5uTaXXdgh%B5|vE}g#xtAN0xI<1$L95ihqV=;yT+#?<
z%InP|*_QUc+`OG$a$WOJ5<8Ep!nTh%DzxB}*!1O4v5{XdS^Y<c*yG1N1rBdUOEYed
zk}VChliMc0<ZK@oiF?0m&aJ+<PG-E`K-`6y!7*2aU~y26Y}qXfL5K3mf_mfIv!W%1
zY|%Os!LwU>tXR9FRQE*yd%e?Y>azB10o&L`Xk6YWXJ&R5+o$vnyKekAYVO3bg7EEG
z)S%?+f?ID-v7;TWgj3uG3-TQFBqbV!Y-WrTb!=X^M4sSQ*-AeZG5#K_T7_12IDh}u
zQ(|&0GTr?lO3VvET;34l3u;W#aGV9k&!m<0@2vvWeFuQWem%g$xwF9A5y$WyC;_dR
zGoi;FZ4h+!6)5YJ1h$zzRK(Y^ng<FN>jU?;$>f+g*lw>Dczf$A96VtoI0}P5$Kv=N
z-Fm{5Fjvq5y@Rzsm_t3=wxFPM9_-P_72G=h0mNo|f|$i=U`e+Ja6yBCe7PUx^PS^c
z6qgG4+<g4CNf)Uq6?w(bzgpSPh7?30MigX35vPx<j&yyZTqDZ3f09-f%aKaTT2(8H
z<;WLW*$O!VA*PzE0{^3xt&k%i@Y`BhvePd~`+7Hqnvx^cQ&WB({T^Cbo_Z3WcVBB|
zNoOO*1!PbXNBn<=R@UOiLT7WkBdGO+aHhv7Tjo-mH}L%9+Hm1BEv9>W7HSMU$fVfb
zrjLAZ2B8j_5V{;<z^nq~c8Uc{uFV1~e$i$eJ3L}ctxB*~R)^lw8G;@9UBKDdh%rC;
z0X_D@kL;V6!)E74(~RaFMrG<$6t>=w(R?`<%}t4hEd(~Ssox{ox_LDHss1xst(gv5
zDBOqoJLbZrho3^pIIQK(i3Mw4cBDJmTEaFT)ac9fc$Bd68fu%o8Xht1Oz(=mLH9{$
ziTCQYhsU*!f^F&1Amxx8J-ImvnHHXgkNZxi)n?z}XXqLtncq_@YtbXCgQ;l)xmIzY
zFtMA4tfg~HL19UV+@|!HXrzfMx97taF3Reh?Db18S^C7=?0el((Lsl1ob*w;tkr?7
zqQ(!+MLy1*Woh<)QstXbvW)D5?2T!YD0r@~XlKk?pfh_KtA6I5Ec-<~w>!>B-t6RU
z@z%2qxe4l*q}k_t1Czp=GOa6H<!GamxL<L$yq;rS%I8fxf$6K}tVwwv>O%xA$?F(N
zH9D6h)p*`q5;fz5<kZ2n6jdC|>RPEtwS5byeNkuGh})J<bkj7cZfX|QpsP9SKD=CT
z|FV*>@y8IhXVMvJ?tH0KBPxPz*K@YeLUSg2TCT$0I4x!^0{2w5-cLn7kzzXeGe7)&
zD=6p){-}BiO0Gzzuir#LalT)DxvWC={vEZlelyCT+WVPc(Zj1yx1krTrR<AqLrJu(
zSP7aR-wO6F+6bPtR}!C`o)1>Cy-6B4vv3wv*HeWai?4vg^<?0Dz$1_zlcq?M*pkP3
z3J1!Q>w`V63!stmVrbXBDXg`6K3MW<2W;=v2)6ZV4lOSo5I@_Q4^pqki!_CS(6bXI
zUf!+~U%sY%zB7G`vi>No>>qu(>~CQ!iyQV=KW<Sm-2OqkF%T)n(^I;NR#x$H8J1%7
zVoYfvMr!wyv<9ZCc6jBNi?y;?iYc_R6;h1X%93*tt*nC97XF9!;!}LFudX6rAF}Ji
zUn9k;r@s9BO|-IPM!`2-NlOVOC2Jy{(vo?er?n)^AM;`26UX}`%$Fr=&8lTd8nJTW
z&%vh?Ia0Me$@jw@KQmQhsDS?TAK))gow)+m%APE7HaDG%TE(b2Yadsl!?#=pX}hGT
z;ejHicxV?!YxE@A+jljZxFHI<XR+{5Dz=p!+L+E#lF?~br_w(6F3|>Y-B57IYRH6&
zkyvs7Do>sd)`iSvlI<Wo(Lsq0J--iSBsZql4&H~TkC#yI;m2uf?R#`RL0>qstqY=8
zdcw%JJD}+L1*A>8qmp=2CbokZY(8=sZaJhzTkX$4r!NG+lPl(+IZLL{f%6Pd$A%4H
zyh#kaaK#u|&<`M76ige19fU20bwjItq-d7?WvJFh2qdZvkwHED)X-7|cK)ae_TEYc
zk{;$@|MUnL1I=Nu^DMrSYKSm@PpxdT6JGmV=BdfG=r>$yo!ugHgGTJf6}7oX;sEYI
zOG99DVZSJ*feE+OK9KU#NtA8YSK;Q=?IYK5)s?hL4iwr36j77=&k-BnMPj4khcY!2
zNA}n+p#tixzBGM}w=BGkkG##bGS23tp}3d34!2rcE^6Y@Q@ltZ;6yjm!J=_`vZcM+
z3g%6=7u2;l$_mx=*weEo37#4}V5#ytQr#qd_S&Sg)Wz7^f_)a8(0J6yoLL49+1_)s
z1$#%0VY}|#Nku2<I2~GXfld0fTo7y)B%FB2T5$M9k>qmj9X8{6DwUtJLc-;Yt!$;A
ziWpOWVhHnhtf0hx{89Ckm|TlYVZVtISIFSX*T={)ak#u8#@|6JJ8V@eSohI0u(&}k
zxUak)JlQ%7-<c9nFHL~%<B~z3kv({AG#_kT=&gva<$ensyS5RyVck-NgLaae;H8xg
z9B?TM9J;UALxCj0ZU?W!q_%~iMV=W{UC|8cwk!e1&t*f~sF`qrQ67kGEdtSZ;z6*B
z6`URE%%AT^`F!X27R99kJ~u0WZPG;ucnSHhR`z#%G6Gkn!r}TOEQ0LoV1}XCV2mW-
zaB~bRjGx_B7R!-uYh`s3ztGB7$PoxX)6hy=*$O#ADCn=@ziee|NRCubP5F8BduU~U
zi>)lLl_fr*zGPq$pC6<+_~RTub5uh?NnQL=$Dg`7@<};cNU=$PZg*sJWChcsWqsz7
zRs(p}sUBSDWx%+-Z3{JK$e0w9oAeQ>421Tc27$^{2J~u)y7`U*OD2Vb$ayaqN5k8U
zsrd~QbtstLq8<mfFPIC?gp6U#WkU35tv@oC7{g{UEoiz#%BT!~Lq~IK>Ew{sXl}Q9
zu*HYkw5fVLZLJ<dmzO`G>%G@Ufuq$?|A9Ghss3)bZ%7E(Au9pvrcR+d>3G4`Z@lQs
z4uvS8&t%$v|3VZz)rW4AHi5PnbRTxt9)nz6Y(cX9DUgyULQis5BNMhieC(G(s|~)z
zS4Ity%<rj{H5Yc<`>~yeTr=&haEsv<nRSdU`{BtI?!h~C(QsqH?JkVsR;n_xR|Y{;
zADM?NevDX@+j|w46Et7eGJmV6k?ClWcjiUePQ&X`<p_6KTGmVUSa((+Si_08+|m}U
zzOqpwyR=rer`}dBW5)=&d2yh4OT#<d*e#LLy?yn7@t$Wg&9o_U_~E^{f3w^2x}v!`
z#}986s>G#8drqYVqt&lT{LkH_7OG>dYX4!96|(b^XbX3tT9O;9Q+KRX>xh`jE@;9o
z%TaQop|e!iHiFXa-<5UCDi+)qO%gU*_k``?5=YIxHbtt@b|ULId4$kBdM|sr-eA@(
zx-t7<iAQDY{Z!-={n3$IS&qMN1qH2qU9EZwO0Gzztv^ITaXCYbFQ_Lz{yS=Aha5Qo
z>)cBPi>PN%bI5h5G~z72QzcM;g%UIx=?Qk5%mI&%-4GYZCn@4pdffztw(DTMzPhl7
zl?li_&=s7mdmE&6_fVwobL>xi;$Zx9FL;#;gH0DchPE43VJ&?*2z^rs9qM(2Z6=I`
z%{;8d5Ahe(QWBPnH06P?XSZ|W$dUIxm#(>AzH5Dpvi>NotOmY4f`4}~_;-)oB}z&}
zid9nFDq2}0#T2%(Z5<tH_${q$gu6m3TOq~JbG+r3-N=!@%T{)TlG0x##j2;i{QUiU
zZDk2%CG$S-lQ02syidX;ozGJ>Ow#_<%JNep*2*T$a5nq23AKEk>8zb~mJavwhDBLr
zaAAirOtD*2MoVNwd$)XpCe(idLStN^INqK~?RSLUeX=W^w(b_~b6`7du<R8I7N|mW
zU>6d_(jX;90?uqpM%U*&VB%mCI`sGolu_p%y|!&XM0Fp9dbjOPTfMnJ*E5?0N9MaC
zdUy{QX+9l_PP|51*0s^%D~pkn-~?=cIGkC3b~)|)_5%{k3xmhgw9%XnN9fg|O~H2U
zo-kfp1)dK(fh=^z5YFmI8wL45>n^!y^^_-Q=KAYUt$hJtn?FYl&s~BJ?N34H&=|0H
z#umVCm<r?{XF;j+VF>lY`O2sv!u<WTvOsEfZ^S;SeVkm=5C}KhZ<kpOcV|EJn8w}T
z(?#UF-;>L9>&&gl+$nphT$}1Wp_OdY{wX5a5I=73twdQ17a(eA+*#D<a+xf5!A7aF
zOKsWCoE7ZRTpxjxPq--g-5#K|aIj==dqdgo^R>9NlMm%)cMZjxSDxg?v>h$V)tH6P
z>mk)q`9;<{!(Z&RDN$Z0b1>CkeY&9OLm6wbeh^h^JwbACO%uwXh?A;6oF`d6>zxGe
zEGDcMKbzIMGEl13Du>zw_p(d3x;epq+oU>@Gm?d|J1IlGXHw<X5`k`Dypw~&O!ofl
zJwnqHx7osZ)7a}_Pgs+FO)6XMry|OL%s+p^@prAD$)otA>S;2$9+?*ZQkq<$u5!Zv
zgRJsJ3cXeh{P5LN?JfrZ4t%`<s-~_1K_hHn{p@s5?wErAp%PGQLBl4aL?C@-BDlY2
zptv9cD&m#<y#obqvtS(`7w8sg1vvL)5dYo;gw$QGNY5U4k@&=cx2~#S*LJ-7ZL?(9
z#;zDDceeqdTDM?ZtJSbovNZ@_Iu$TiG!%I=9$kUmyR;Xt8dv!$n&Kos@Q1IRZ_#29
zfSaevwRtJaOVaPH$^EM~_G*Ujk-(w?M5Fp!HuNIHiqwTF26?7j591Gi448}rT>f_(
zDO8jb;IcvtF*&XY$9J4xePs;LctC)_|A5%U64~?x4dyrU!m{aGuZ)rMXe%*JaH*}J
z!4<OUYvY8kKl-aExADYDBAd|uid}DsaY7Btrt0Z0KQI4Y`df7%lJIZcz>9QNlAkz2
zf5`wQal{dy9P{ZU?uR<Q16895CUx^?9Dn-iw86mHVofb)v*+VbOH0;Sd&dbny!i)s
zy4_5;u#pl|?DB!p!bX+eN?~Zcr4)o-l|ZpLfl2jNp?B}SPp3^0&^{RxX$yu%Uaw6d
z92$s3ngc;{_9}2DFOx~Ol)@9Ix6q*luTc7?v-H}gWk?`VM!gMg(pC?$>4pzAVc$ir
zQ2&+;*|X1}Sob>8TyhJQWW_VFHdDanbv|(G*k!cUwxQ_sOAUBzU>h_?H;P_8DG_Xs
z9t`7E(%`wteNeO4Pp~P%Ioc?AGPLT`8wF<fLaC-l!EK##aQO8qRQtt7*w(TO-~`Wr
z>|POEJ2D+EN^Q(nPEC<rNB)9;{xiL1$Ij;1)Jc|Wgr4A%Gf#+246X~#*4Zs@aXXlk
z=eGkk6LUn-dqTKPTViC}>waS2eW=6D6!n&C+k{D)o!cvHqvc7pZf-9&ToNWW8L~%K
z=YSo1EpY?oGUb6xS$%|Pp~?w)>x-qFrFUoX^c5?(nf7&MhEvar=~`i2J0%?uwBe;J
z4EP9=W}lYUe{@>1^mZ_{seRXuX9GI2ou03d>be%QC9CdGzgSMEHgsFsX>n#F!4t3H
zl8uY91X@S>NG*C?r@%vZLECvz?6ytw1)=)ugyTmT3yzc)vUNWMvv2C0qK;^|NZ3RF
zbQ1)BzSC4sYzdJh6Be1c{^wo^IL{YWxxAFb@rD>*=z&QZjw6iVXL>PgK+E^A);0^U
z@c27$S9lcMSbhTEfs!ckW*~Gu=?P|A&H>Nvt^!+TyMmPulSvxLZ<`Cc&UGbW;$Z92
z?%?tKXRzO9WgvGt_&FBmJ3F%wTpsrfw0ye`*3!0xb-Ywy-Rv>22YLi<H@gPbMMQ&@
zep+C$bqJhpJ(Vx_qkO(|e2chJ0iT<Xzc%S21VqO1a*lKvLfm-rMhG0)?TvsCIfAc0
z(_5XD?cZv<E_~l#SkvOFR5%>}H#b2ba)gjZ0=mkJVG65REJqaaWV@~kIRbH&eDPvf
zg&aXKF|iOQ^5?4R)1(al2?iMs<4-WulpLv^h*J1pkpV(X5Xe9vVSc+VVj4i+5F`VK
z3<}~C5Jv_NA123D2U*p45+-RRKN)xg<T}LhWyp0%zN+O&`geEy%ux;TBz5se9e?WT
zNGCQy2nlpHyKRnI^xMj~Us%svygCi+%=&=zHrHm{wwXeW!Ec!qRUv)E|2ph?CmrVY
z$Yg-=bL1NI3kZ!p0#;gBGY)0?jH#9%ib_39CveZehcl1Bn$oFs>G;m{;!_)u>2qz^
ztcw-h;FkbKt5y~Yo7jQTytV+%c|8@jT;fBUtjxe9)E?He<mlI}8^On0qv^5tQee1t
zF5FWz1f*{I2-ZF6ftD}VL@~{up=-^(>6_)A$p6h{XuXl5*Ns?9FB<3v-DcS#*G8j2
zN}LWznYxYEElr1A16AN-A0JvxoX1y24Ux?6X@X$7NF%3Zg8;eui&MglyBf%v?~P>N
zQ|a7|AP><Xxf7Q$aul~5l**p>WGK(DU|C$UpNNgz%w?sd$gCE%7B!f-SLCg9N0w?j
zNvia`OqTk*Gn-%3PC#pH5N#W{8EE8vlo*z1$}*iYxE<c@<fhMx#G48)aidn0O0ye>
z0HZj6S^fJta;T&$_KLb7uYE>N^+le7#$Cs=CJok6Z;X*-MEg`KU`nP`ef(O<vL-Q-
zqqH(bwKifk<F%!ls~o7^u?}qb$$n0V8Y9&KS(NsKmu%PEu7dkr=Lrq;%2~ICkea!%
zyHq_z$l4X26q@uH%N870V_n`&XWyqhsBFETO0$ao=*X=s$KSU?w>p|Xs-A+9E0QUU
zOlkj<f)YWB^Ho~G;;<pc7t|9U{~b*b`c0V#mA5toL28+>F1DvCJx?|@#UD$MMMC|d
zGeGK|x8QES1>(~#pG^#u=XC(bK0&D3Wd!VMTn2LL9RsJQ7K0sk0u<%4W>mh|1)fjQ
z0BPOsK!f*>VXMoDP|4p6gaCcmdZa6CdHyssSq8<o22TTtckM-{O>$w^Q76UGH!DpT
z$oXo*@tx^gl=WW|gx{ufCBuy{1fI4NMpENCSA5M%eJc*b&jh*Ve)*2{tGd^3Z`XyT
z*cZCjgpngrKGun1DfTVhYvqe!Sc)lhuN6{^*S+#42!!II!v9cSh^qx{`mA$BDHXcc
z5%@ZPkrb<*`ttMlpVh$<89+cB?~^c3X-OPUZTa+nO%V8=j7<=xt2vvUKZmR%)Sb0s
zBk8ak*6`H2>o9O(d#1SE1x8D0CEfo_G8%heEeQRj0!1qKnABdr^zMi&begaw?GyHr
zHki5(EtX${;{A3=sOJWfS|0#KcqfHq!zb|Mz*su;2#3-e2heNY%|`;`LCEvUCEBWJ
z9$ok2TsUg@2}G;khs*D#L9uoY(pWwamE_lFVok?`&4bUuMAh50@0AE7IFb$X3tFMs
zNB!x*Ceu-ecL;8JcL|<FC8$}h3WPI<(?$yxKud5Btqv5T8Ly{9HT!o!Iy?n6oYf6F
z^q33joe3bDnFeHQmjW*IE|hdGgQA`D`O2sv!u<VA5Gbi>t=>5U2CbK?50P-&^3RG4
zpIv3kVwZB)d)(%@qtif3c9Ce6_f&4fyrxtyk(De?rIeeN{Z6jcM^|EOxm4IH#hlW1
zXe@3LHcxD_Jzb{ydJ&uN@>T#3&E-Cw$P@*3k;_}_F5;RcTZ`R_2XU)jZV~BpYbg$F
zRKnR>sDg!Iak9|0ssh%cmb8ArPD%L6ZB$&$fR2yvma`q+s!4U;zh$o$rcf7x9tn2E
z_z8^?MG`I7tL&R=Zi3yzquH*G&4u;ydkSuh>Wz1~wPo%1&KHg;Iwi>O<j&%SD*Gz3
z5p~$<uq5Z5Rb?yvRK)mutZEgMcnp94)l*_}Ei%RZAxg|kQC$ANs4+>y@fH|AlUBBm
z^aWHJZVDE*y#;R9-3l%aordo~3Dh2X19qM@6-*5n2Ohp#0yZCAtcX`y)B+qT8wI+o
ztE9NF<z@}=V9*-ar{xDA**<~fBMuZD(*ze*6a$;y*t8(Z1L_2y1^FXJz*fG8;COBx
zSl8?gh=>XVi$>bPNjr)0#Se9S=lB-Ir2;-TAO8nP7vZHMk&L9f5D;p|(>tOh`d?aE
z4V;JIYb)Eol~xv49qIc2#O=DU9I2$NRkX51j(qWAScM#c@G}jqd@-y-j{KTd7U}$l
zy3&<e*_x3f)l*Y`9{s&9hLOR;Q%xLH46<*%7)J7t0Z8(bfrl$Wq3I<)KY#y2w6Y@-
zoz0G}M^*=BG46>?nTxq8@TB=`7&z<$<2H3F)ENB>ll&ZS*G1`qCCqLp+-k}I<z=Xg
z$#f8^vj?m^P|i5qwqZ=l<5AQObvhwZ3v6?L2a3vE=u-Lty*SqvnZ)#j&GchwdPWhW
z(q%dw9l_Db6Bna7c}<{Am$$S@x3RR<IjkHRc8q>q_Y8bIdmugbv>god&xgB@o(J1g
zSA&@O@pMP|Ti9xR2L0)6Fw}c=jP{>piGp2rAa#!tdTnigc+tQXX|gIH)#^P+@qbC{
z<_KWd2Ac5kq$#wT^;Uj{t|5~7{j{=vQsco9!f{)k$%ZVOC0)3&uUHj-=2p-18Mmr?
zuB?7kD<K#83OM%tAd3E&C+{A#O=hXaiaTw8DBEQ#l{xk^0(FWW0So`5Qhllp7&&h*
zxAbCr+47$4#9f9KNex8mvV9A)*z!J$#EUjR0y^#GvQ0ZT$~!K$;o_z?<@S~Im)9F%
z4yL_o%<Z4Q0ZbZlMzrNwj4bcmBI@<dNU(T#l+*J?J=tE_?Wo#@!Lo-b)<AjRDqx%`
z7dJh)SI~V;5L>*i2|L%B2F-Rg0mC9KsGx=ig>e#nsb2ezGXGai<UT56Wglj>70>S*
zB)QVfmpa(cQEFilB6;GzP|(hMywEElj=kX-Nv$~BN7&V1u0)6JM-A_IoBbr(E^T$B
zzob{;KtV^#g_30#jHwR3Izo7$Ku~v7BdKa>XQ8%+8#}9okoDLUB2>){6!ae|qoN+m
z1tESG!iJ@dgu?Ef_Z<ulV&j=qYJJpQb~#X`*1Jri0?d=xg2EWqzTP3J@x3+d$yg&v
z&<JIr(!KLeJEtgD_NJeT4Ex~;?#Da6ZWOe+(wL)q+D!fxKkZg(l5re)>P)x|F^?pi
zhUiVJ)ga@vZ_?um{?N9<x5xP$G1_Bv#Hh5&#bJPfFc^%^7+o;BVz`mAyu-)t7(Fq1
zVf5zXiI0!_V)VoC#_*|#8-&9{Fot3bubTh=bC_?$YORO;py%KfuvTvt4)Pca)vcGn
z*&2D^V!#GC@Yo~RW$77MveXn@)!zr#J9ZIoD$RxZR}JBonQx$e+%o9F_69F5C&7;E
z@i)*+XfV|#R~$KPEsWT-4CF{>;hItc#wiM83Q%CB0ox3C2OHkFFMief8LXGS5XQBA
z2;Fua0_$cD1kweLuy@fw@MiNJXn*)4)KAD1zuM_b&cQnv(XkiQl`jT`o9=+a>1X(O
z;)_4LSPXRswE!iJ=Ydb2V@VuX8Tdr(xhPj0^WF?wK20KVKZE02?OV$bzX06ds@wz_
zas-485fCOsz%N6{P$VErk>9c$;f+KzaDIZXmnHwp%9#vr0{se*p-w;;98don<1jJ$
zBp|C~0-{VLAP<uW$X*cyrWG*5K7n}!nqi-SOcw;rD`1Iz0;>vGW1pZ^1zKaDpiKpA
zu}|Po0Y~f;w5tG_VhG4ILqOKF1Z2t~AewYRcl<+~)|Ans{HF~W?mv3mh$(&(e43A|
z+|l0;CzJLe?Lyi?q4~!?sbj)Y32RmCY>a)ro=E+CVYGse$$gT0Yk^^dLGHztOhMSU
ztMJLakpJHSgZx+WAB7lV42VHvIAgeAxMFm}=uXP=4j=cx@WAlI=)=boA0K;R^v4*0
zF|Z<TFb?}-48s^vHUIzTFyC&!`Xs`S9#>^~)egV7h+lLBfmPz1E1nRnZlc&?j*k4C
zMi&Jt(b_SwXkW!K7DMP7uKxNbPSTBWQ{ZzD=0?s%m>V7RpL6o(=U<j2$D|C(#lCpt
zNT~EVFG`Gwt;*cUIceNBbTs~-ok-WL!rVw&0p2oiG4?SCb0gQJH|=($mwi6p&&J%U
zUw)DSM<zz%$Yi8afkxQZz#s#T#PL2EY~+{>LOw4kPX-`4CSl&^&r2p+;`rm*I7|jF
ziRaJJq$0g)dH$L>snU`3s(C6CaDe}Bd>)ckHLq&b%>SRm{D7;*c!{*xk9Yi^sLssE
z&)LGWo3mchF*>-9Dsyk!CHh4|35uT7mj+L-(l=x7FzLC&kV%j3^wnPsP>0x5cyDPr
zI_fn8Wrw-Y#SK=%eSUq=;@(kA(%hEt&8sa?z2`%8W8y}7o5&WaG}VNjDs!M!(>xfx
zU_BaYvlQ6}4Mkc5>!88eA#_GcZ4|fN0d}5p0k-OQ8a01(1|FHV8F`dCF!3*kz=9+P
z5Z8V`Sez0GR=#mTl5w|SeEkRT^zDmujLB(m+CLN&ZI}SAOwWQsdJs}m%Z3>!6}~?7
z0S*XQ1}*9o!{hBXLH3|4QaXEs-t@~&RA;s(e6wXEf-2Eq{q=U>sp=fC;?qEom(dxP
zUXel5w}o)qp#vaDz5sf+TaB9T&}2NGTGQ8`+5-8Mp>Wf&SY+JYAN7kE0*BYd+Xx!l
zf}jaw;I3|vo>#gN_0`b;T=8WfNxcG31e-&3qqWecv>|LCjvqKhJc3g{Xn;jrI5^;8
z4G!gWg0Xda!MX7=@b-8DIC#E3EX<<$Myr{He=U1Ed;W@l-ss;*^U=Pt#Ruf|vp#TJ
zM@EU7ww^3FH)Mp|nzH0ruN|Oe$8ga~pQc>QuFJB-Mf&X9zKyuawj#Oa+&+><U1_1s
zxIjVq?8V|n>5*cSBXP1?UWx2g?h56ql_TAvQBM|n!d2d?cOuu+_p*4>s2kk08v|rb
zoz{s(%R;#phm%0y=<c$Rk)tV{{EdS8eIBxc;jP$$s~-hV(`mN-q;pc89X{-pxW?4E
zoS9Ut@x4xZL(K&Dt!ha&_<FNzTlS~sW%Ly+SkZv;l4-Mvd;18&E!GPC+aD0*HyO{W
zW}2}tn@FjHOEyUMdKdAP_7D9=_c;Fkt6wKmc!DEyH<1xUUev{?_8Z+e?eA{%-z%~m
zDBWKO0;V?xH=CUUXZ*(DyH*lO?kYjrKMqWww7{L4t3kZc9uNthk~DDWhA(h=P)x$a
zK`UkmxV?KI^w{hV_VsW3ITpve{&E*?-QEG%7`_9aycWS)ZyrJwb|7@uYXz>`Ed%Sc
zCW5f*c&@6I0LSSr;miFfpYI&sTGvqlm?&4dFfZzP8bP`X0TJ~Cbt*u*4*^+E5d3TO
zkLeP>=D_vw#rmmAd~=*;h0y||avg=kb{PM)e&WmhD4*{bzq$_j<~O>D9O2gr|7G-#
z<%nY4K#cw?<OsyK_l41ag&g6}@wLx?4d!d3|C*8`)$@A_-w7EcgkO`vK*EH(6Gs-*
zc(J75;ABwng9rz|`HgNqo%p;X=O7@1jURmcbx0nPm!$J$N!$-}d<Ut9H<P;fqmDmy
zb!-?L{WGJS&2}Up%Uzur_o;}vxM?fc@kEAn8jNS$&>W~Sc|VhUX*GRB2Y(1AUK>i!
zpJBwewxP}^84xmm7>F8a&N$?2FeXn8QPj>dI$^{C@aBviSTpV^V?Ga}hl~v}9@-b0
zr?Yf}MXeakyEF>xbDPmT6oBTebA+w5)o7E3muairNpyMK61v`==V(EHW7OZa6I^ol
z9NcyBEJzVO1+nI#Xt~aAwC;5Ry4LzSee<9jYTI)M%*&$aU4ConJ}xI=w+q3j%Z*-O
z2b&2}hWXOE5vtG?f1dDh(0W>}Rv*4HYKCR1e80y_NZK^1;l5i@Uh?{8(Zbl%i88Z&
zQ`piW8Qi5Qa#8;`L%5w?O}Hf=SIVBCo0P{^scd~$Wl?rfYc6ftcv<s0Ekq4mZ;5<c
z$IDVWoR=yEJe4K;1+qsxq6N;;oM`hKDNs8SBuJb#L6#mE%_Tcz$W1;NiZ?1<<A&WS
z<$9;o5#RJPkkvD-D+dkA#NJC%<*K61RIgL1f(GL~S!4Yu>RCymM7FjS)yPsTtuK$0
zgzQ-<S>ZiHSa<U?RwH<$RO8c0DzlC?8$MLv<npLcs=d3BB)5M!mA+!NQ1!94B+qyn
z+toCTn%+}cs@`fZYa3i3G#(*hPZg-JC0RPGKKH4z^?s_yIp~j$+{$wNeJdW-jOUN4
zr=aADWV-xK6qLw3oR{cuiRy$*w}u%11f%~RuU>-JPkVsCRvVy7-Ok|UjyL$ul|ZdA
zqoDfS7a+-j1Gju$iZ7`7lX&r`g)_jxi2hL7_AcyVr46!-vOs}fcaWNysVJA}5l(#K
zz(e>3Brh2O4Td{In?o1C#}nH@Fd7GKO!A=hr9yD;!68s)&>tjZHW#&7nG0QxriwS-
zCv2rg9p9P0MOptf`v2GH|2H#Yz9aoA#r?L?KbB&Z7F1RD9mG=Xn@0cfCr-j#tlq{_
zOkwn2A;oy3e?oD;^^I;450x;mUupE;2OItWMN+JK>dVjH_3^(YbFl^nna_zMbo6T#
zHXl#&5Rg1oeUi?XCt;q_66(u``E;_LBG)9x{5gmm;nQ)jW*pz4s-eW_PyY-40@V>?
zZ1nGt=4`g{BUaJ6IBQSaPKSA}g~!xAVL<E@rdWMEqsgA6`}Yk)qs1%164NV?3SWfn
zQ)qfO+(GaBWg+b&w5JW)A+(r|g2MT4k-)S8*t&WhC<>g&B&!&~Q(eR8(A^JFnxitk
zCVeh)@^D0+;Zd|z%rf+RczyV&;T41uXTS*g04SQ%71hsOh)OcNnAp0Fz-ILWa9f=i
z+G<i?bo!|(%uDh`v-Ldb)wMFf_7|t%rW>1J5toOW%^3wD+({ex*g=cidFbrpd2slS
z2{8Pe4AOxB>EDTf4)3=>cr^y>ft`SSj3!{iL*QyzF$_G=lCPv1BFx{@=)b9EW=_*o
zf4SOn0hbUmU(~qS4fY+E$X)FIn#&my4)8n9q7}{8a%+l4Q#}W2$YQtc;U*-d$u+i0
zBn=n`VN1<i!BNx3;)X{lu}R5nnez6-Y+l|Z0n@b~_x^P|(ZT~K<u=QVIfI=a#9i<?
zqpXIB>h0<xo>P>?HOD(qE;#dEmb!%HY!57xs=f4;ETL&?!y=VVZHl#7$8oErI=+SM
z<%<`nvppXPcIXcj8fhlxOj-P%?X}NVkbbZ;>pG~nu<qG%!DX>EyLEY<Ae^})^t-Ar
z$hY3W9!aG-b)I-hsyD{F)1HgNDqHENBF5C87{dG=D=6^<{-}CNOs++yus=kJc_E0)
zld16wYFt5|EpWUghBZb@3}TKzOc02!^1rN^`1AcJpRbN;t%4}neV{gYx#k{Nuz3f#
zwnZPDF!aX%R0*gU+=IZ@6O8tE0XJNA!Nx)4&XmL-qf^0wUap|C^Ez@&9Bh^s18$Vz
zug3&`0NGmEpJVYk3g2!4XH+i(o5*_LLxLmJF#{lfq71gMRfl6gW`H#o2S7+@J*fU7
z3R?G_#h3e0K3^N(qPSE5Zi6ZpCS8Ppmx`pj5D-a8Komp-|4S>Yf%6c2ZC#^_;|PcZ
zC-~Z$hOEE{h;oa7ti}k)17ZTw{RoJZCiq>}G<-$;iWLhPCgk4vdnL-X-~9e6-<@%p
zzqwYH$dO9QTGi+u%aJdP{ww4Ngm_p4Vp=-k#7W}wa^!y*{qtH`^bVH|4^*ltIZ{0}
zB^`te5ME6{!lWY;M>-Daw8ZDNvN%}Tp-4RMNI7CjLE?z@2Jgr*Nh2MQ3_M~<K{`J1
zNjym>T3J4fgFnvk1Ev}ZO6uZ|I{wtvkx#6ZZRX=_wo;0kTQ6hWJKbR}hSq`kn{;7-
zuQuaWXDif*9K|G`DxmYOT>?vnuYi=TD<hT<LeA4Bf)JB>V3o>Y#$oqP#^nAB6qW8r
zC$v`qTO`XtQGzo4?(tZ9@yedasF4jcpWc9`b(=COZAa44v!>C>K9kU#36o%}{Ugxs
z87Js5X>qX5v`O@<oP7A`LpOTtA_KSt?uO})6F_ozEfBl0G2L<eMrhM9kG^!r0Byce
zO#AnrgM#gTLG>5P>9y*eU^j0u>QZbD(ptR)DPCt0SYd~(2akqLZn@J#b-ek?s3DU1
z{j{=v(#9FHg`@Ad%Y4d9q;oQU5i38NAlGftiCexeQdZArmr(k~0@!cgCtBG!QSKHw
zUe>H{U2(?@7g<_axy<gi7O4Gp2Qa@@DAn1`fe|USxs}TdWD$c-h?!wGqzzA|$o4ol
zU_VapE?(q13TT!smc^;nlXn=}lUsLl0hcvykG$^OS71u%L{4_W156O6iQ)&C%MP11
zq~3+@1B<+DoStsVWIab6qH48XBYR-$4e)F4z^KJIaU(G&@ZM|2Ua-$$XO}kv=6eo;
zA+w)$aw%>gl!xm|b$6u7hKC)K4>0CrW$LZOb0gy<zpSyL_P0rrHZzKsJRWZ?=y3ME
zuuo_LdwtDxYQ>=b!Y;NGC0ckBZ{Pc2Y`J5B)TT?Gq-U42g7#WBB;l#UsrI|GguosN
zl%5@y)_PoDs5u_7Glw2yJ)XA|);g^&@YuhDihMRn5NbJHsGm|IbV~Et_iX=Kc2oI$
zYF%zTyKGS*wSMMZYC%{edurSn);9kasqu6@_IRm|WbRxK>Qlr*r_`xBmA&bwBEvOn
z8l|Ak6Zx8|o;H(zMW$LZ6;~QF;4rZwCftTt3lly=cuch#WSnM!@n7_q@C6+IuhBnG
zoPMLvH(Ryz-Vb(ru>_PYfYAG>1+4SY3{D@L2a1yx!+vS`&>4SG;F4enxZG6-u5}3$
zZw>W;4czX-jT%#+-qvK;Q{Nsu32p-070!UFmt4VwtMTF$n&xmRZ49zY7ULGfM*o|7
zDf|<OBcYAl7B(EYL;PlPA*_Av6pTr13SDQ71gqCi0<5ka_Vil<UXF={wuRYH$G?I2
zi9LA+U+G|YEhVV!mJCkih{1uNh{^;U5Wm?L3AK7n0~artf)BNGNE%p?^hVt0%{6h%
zXjc#zF|KO<|IcB*)xNb1`Pb<Gv*CX;+<*jRx*%v?0Wx(ESXF?mvI+h*`p07g*8{|$
zF`O}6FkCVIHTs`AY20Z1vc|*-BSudfJ#oTRpXMX}^SZ_lHTuWQO|i_w%<T^w{a0ab
zFc3Fye+=H}zbbPhX;qE>F?0JbqyL|bxmCaX^uryS@DbwvHTwTt4}bYDFWIVDCX+V%
z@s9r!)h(#8(ZB9<XT5or^x`xh=H8HS`o-{CXtmK?8uXY&-_)AKq_2O1OjK9UR}&_q
zcHS27u6!Fh+S&l^nRJo9uw*9w{Anaw>^6Z(>emsz2{;bb^|qlKrt0*zrs+s&ZXeil
zrVuutZUdu(b<xn{@yKpj1kyMqM}zfV(HVA2P}~p>c23iVt#ozq6Qv}0q|X@Sai=8{
zUswkgFp*%xvj<>tU=~=pbsdtZK7;Z8V_@N`p>&MyY*3Jw1PZM24%hOYP`G^#QroZy
zW(*d<SMNT-{;)kXk2Qh$g%hA;fd^7LbCTZV+ZEMW_zu3#T#mpUN3cF^0C>9d5LnTB
z3CKGY153*+p{dLhZp&Q^f_g?n?|wZ|)5yMz$FX<x_3c(bJ`uuAqjHh4#wq0WQ4bD(
z(FEjhGeA(E3oyOB6+N$D8S3l425_5K19tZicyh-isNSR%w8?J@+rRRGGsHdN)ZJ-d
zQSlZa_lX4uM=XbH-@3s$b*_Nd4}-y>gzd0!!Bf7`YG&d8eU1Jbjo-O1etu_pz1sm?
zyyH-jfyYet?JHmI;;3F+_WLYgefo;H`KHFg+H+1(J%){v#rp2$#<trfS3j92(Ok4z
zXnlU2X!E4epw8@gZl#u%DB5EJo9A#rAnIIO8hd?}EW}t_-tyEYPHXQxk!bI5VAWDn
z9F<xQe9zcRiyv#rb_XvIt2J)N<ttqisAn0oog`D(Q(-d&PkQ!d?H}!y>gXD?mr|{%
zqKHI6$kb4FHFTxQWcrj&=q>7yUTt<~lT|{CE$t}Xb6%3oCL<^x&%SJuu{V|5{*WYO
z;1j{isQ!X|BL=dA-S1a6(@(Xc{vPT%#X5NsfB)65lgYLIYn@!NzWuMYaz%XQdYNDL
z;d2;b{2d-Ib@eC!kIpXzbCcr1)q|!Wub+U30HEBu3<^8;2P66ogG~x=fd}5(NW8f8
zNf5|gdkZ*+n~`JUKwM}72zVF>KIt}vwX%17j>TNp#mNUIm^A}7y_CSa$DZKXt=&S4
zrGZd5pr3evl@g4THHLnJx`8`KZ6NdRHec>X`F!X2*1C=gz-?RQ!la83s8oQcRR~lo
zKprg-{QGzb(>pROa9xn61mvm0Kg8&taD5_2zJ9y}a6FMCUp!u_kRx;sei@jo4e<Jp
z<m2TC30DOjkH5?+$N3_f#M0?aVik{-3hs=g*M5F1Ra0`LdVWtSeI6iHA20EIp9~uQ
z@e&Ry9x)N0#FJ;H#OED9z(`sC@f1lTkB$h)fFlEs&&T^!2Pet*LmfYJRKuG|UHnnU
zpSn6Wj2|!6vUN6_k%=r!)fo4>ubGRZN5j0GWiY_Zmg#mb3Tmu7L~qX8&+Pi(1eOdv
z2?bBPFye$Wh-q~X1TVJ)tG0}wLsT`<px{l6S-$`Vzq<+&QV)YO4o4aDemUqt|1+rR
z-J#H2&xj5@=K(D*Y(fqF^<X5`lu`GNMoCY*F*=<a((V)I(B<Rtm(vzsMDxaPMg5&s
zVCcbNFiqVTY`ZlGtOpnAF(Y3<iSZP$=X^g9U3?c_75c&^)?u*U&?FGm(vZHQR2$tn
zu?9sYc7Qe>8_}sSH~P`t3#f2`H9F>dlCO-KVVU32=%11{eBN~5RNJZYdcBXzbmtur
zZb^?7TzKItx70D=+|8V2uRlx>+nFw4b0tk>o5EGt*Bwi_Q!ZDiHzSVALSNjHH?uPU
zK)YD<Y>|Y^-``I7ODMx$9^aC3JHJ8N+f^<%&|5EFt|gPV3~DWH#HF&&>0V%__b0&?
z!);R64{l<I$nkQ^G66R<YZ>R=_`N7+)J(}(BO!G)F;G(W%uK4C){$Leds1joeqE}x
zwVmX$ZA0qFW;^z%iJP!(Xg1||wvHe&GK{*Gy_{`)%U$Zux(L)=ELio|r2@}S;jD_V
z8)fvOWS>{UzRFhmXOhgx{QZ9?l8I-I$~Q|ZBq=|sRuW8{r`o;zE6ONrm`Ip7oZlXU
zY@fn!nd0<0<@^8g)luz34hp)Qa{~{im4Z1dTSMbo1EA*nEBK!&i7t!_gf@OB#Cf3*
znmnira+;cf6)NN<KqY87GDYF54sH$3ZHxuIi!$JTgrKn53UL3@0g^@>>=3pC_`S~f
zKlZ)@EQ+0b9~4Cp6$M2Er3xxo02SET-JF@l-mv$2#V+>VD1w5bs33}n*sv>h*x6zO
zyV!fd-W5Ccf6hwy@Lu;8uloD@eV*reH<^@~olKJRCOMM<*Njc_y7p*&Ku!85ZIDIA
z?La>Yl&Kg&-p?Ei1*&(3`s3W7R>u#YV!r(^D~%sXGI89(#x88F57+y!Fc7%zhxl4s
zrr+Bz+0%0&9CG1ET?8%!Ae<4bAik9i6Fq0%=cID0IGUS$X1|2jWfh$IT`2H94XjY^
zxp}HlzixM)++$CAT$7?Ug%5><<^R?$D~~@lyVt#0${*>~3&|jU;}n4YC8|gAlSAg$
zeNKw%5q`Iq7wQo-u@~sQV7yR+?o2~n^fNueugKj;f8VEY)FVRAPkyFH*tvD*h^55y
zsDZ)v)+2vSG7A{|=gm?iekhFeAvwg681|W%4u!dx7J-!n!_ZF)DNisA^I<p=Qxx>G
zbK@~KARO7C%g#Z)-(FY+`9C3<j@j4!?0fg)9lP`w7P`gzneBW@)?}9B&2CH;#_r_!
ziEVEROG?WX*&h-?7?%mD(<%vrT+V=RvK(>>_vQ<<+6e0OGQwP+2g2)z`xTo)-RLxC
zGKp=FBQ*IijW=5C3GIVt!n8VzV1-vSNbV=YM4!pz&C+I2?4gG+Ykw$j(5kj@_qsx1
zSG$Cw&e3{;bmkqHHli#{DKHH}$T{-HU<^qsupHoQZ?YyJg`}0-N>u4_Ag@W+aE!MJ
zq1z_G)fy7ml+h7v_Sg&4c3BE^-xVP_`Kl0?E*Iv9FA<(vKg=uV;X?xgx(@C>wEMtu
zEUakYh=E;u1`G%o9?-KT3pA|3e7fjf0o{j>7#fflUBJ_q#hYOEz(G9&hW#h@+u1Pr
zs!H20N?lX2q}F(coyOdMuyjd*PU6ceuIdw^A?k)XYc$XIoR(LMHxsp&qPZsHV>I*H
z$kd01tl*xnP1Z~){Zi`?`I^YBtIHnQJXY^5c~g3(XE!muQAJ6e&C^uPejB5;{170I
zDsQ8$Txg}rYVZp2@!E&d@<~3DB_>By^#*s5*LXWu>%48hy6bGEy3I4SZ2P?T%09Q}
za2JDzDqkBMQWf9$NSqQADs`;ULuJtArSd}g{#^P2nYb_EgJfonY1|c${-V`9nW}M(
zK@yWIHAPd^D2e}h1JU4}6K6BDQfjM^6|5+Ku5C+vzq&hM_p6(~9LkRLQ%k%Oc2U^v
z6{5fiD7~AO<mx!x{AI2myE_|-e?%?w>q46M52o_@<G+QU6@y+%=?i|XJjtz&x5(Ht
z<H1HIfuh0KNmKLpT^qqQYm_|QuM(7R7D%>U7_AF`<5dhCKj@wl6s)q6oTR(`w6L@U
zP4^Yx+hrxW*^t9@DB#tgAL+4gFjOqOPhKZH8pFsPHL{630ZSt{^7`Wv@^R*H@QWP>
z9+$p3rDUb>B`WDViI#KTzxh-puv(yoLSXek807*rB;udWS0au49#qnvo)_Ve3rFfA
zoO1DZDI`8nykEReyg$_Lf6ELWt0_(URTL8QGNI?FLGc-lWO3ihWfkF1siUtjgHp!d
zQAgAcY<@C7wL|TI^OHL2NVS7r>X@q?{zx4MuR!XUUpwSKzrd*DchU~}DI@D2u~J|^
zhm8V(f?+7wFtD;<Ux<R?ERLoBr<755qTHYFP8nH+&_fk<y<Gl3^tb)&#QJ6<ef=D-
zS@_v^oW(mNbrlvC$ni51Jz)>&4igKc3S-we@e}%c2#eo(DY9S1k*UGs!FT5yVNj`9
z@SS=UUXAqN4O7a3x`|Af>(W(teX*-zQ&13D?5!oo8`lz=JnhUI1zmymH)lX(Xn$D#
zFaabtU136_{p8KU9#GtBsW5Bn65gPLiE#H=d4-*K1x20xR|V;~XqdKb5QIOCfRGZk
z$!mAI!CfK&GU6jy<FJ+}Z59!6{RSa)^-0KDdzBKzv0!t-LzuRItspIaT}a*>EyO9;
z3iHSA6`q!T#|q&`%|d#!3;x^v?Rb^t0K?QfD?e(DtDTm{gdEhAyY@tUDK$_Z4{R%I
zvAL6ab+be2kjBoMyS{c@W8cM^xb075hawlM=@+v!4(Fp}mgC)J1EkKH6@mA}j~@Ls
zOP*PZdv*m&`~n)tR(DX6z)edv!Ho~g3hwKoUiRj;w*2*_@`P%a)tw?9s%BN#Ny_hj
zttoWqu2x>zTi#I~qBTrTmPDK~5NB46lUA$ZD0y{zIM?;cIdRDP5U$0%x=QYDDP>f}
zo6^EtH;ASe>Z;6oxNs>W=Zle+gM6E57pO`YRpUy`T_pNt$R$q;SV&99wG`{dwd97s
zc2b$D>xph1J4vlggT+IwR*09@3>AyIO=N}na}h}XZ#PkW3E6$?h~zMKq@PIQ6|u9!
z&hQ@*NtzxzPV8LsNF-`HdaQSjlE&%gC#m~~c}W_^QOGFBx6+t@_dKka^b$=T_{;Cf
zwRZ)`82jfWXNWbqlY$(|K>oI78Wb9Hn=C!JnOrYDR(`2IP9GV_bDBrMgzVu^`qnJ)
z3ph&FXY%BzCWx$d8;|j1-PFG5qCl%)XL-u(Xz*Rw0qPsnB5!KcAd{C30M|EVp<?iU
zunxA8p9%IONmgZKb(`z}*}Zb|RWp%q{7_+~^d%ztYwMA}H`j^H4LQa?CaN^gA4n=z
zZyK(5u9L>;<~gbR88M~DXx$;D&>18D-DdKw(y@y4r$qM4TaQpJ#)zztf9nyd#dKSb
z(8X~ipu!rutF{>>!nBdV4m$TqwHT6Hrp1JPjdkyJ3dQIG`)a!T_i8V%zx>{4D_U&-
zM_Noj(PjO&zO6@a4wDgE?B`L~F>XzXehg=zUY#FZ6pTl`!1A#47>DE-^I;fPXmnAJ
zu<KCoj}ca(^bleGU;hhs0eys+_j5eK``I_!%G+Nr;#Wd03R9<K!mh0KFyTOk;!OGl
zMX^D(g|<7(@&S^vWa{pt;M?c2VwUN1MX?c?!n#3SgbtT&gwmIq@u7QXgHQQ&ytn5%
zlJwg#a(v)D#SGCF=Dav7*sc#24#jj4=5|}l`;3^yx9}(~xHLZ_7!ThMy{7)g^G)Jl
zdT2S2l{V*%ANEy5w9Mq)?=FF!^(16U{fDsY=>);Z--ADqN#F8J8YIlw3}j7*E3jxs
zSvclq$~$^K0+JIX*j8N&j=}~$rc)7qgpDN>@d+WSMZ0**)3d<iVmTnrp=9&!Ze;gR
z`hrnvL6~*3HH^FWh85BeBFx`%>k*51$23#FUE0D6FRK%R{bi*(gZN_JLiMpuqtu)0
zuOqH6AIKsnT~g24YRfgu*{O*uH(MQW&sJ+1*hXoz@1fMyq^{(`r3-TN72W0KhdZi2
z7A+y}ku;DftQ)Cc892zo%x7sUEs0QloOwdtJENg`z)%zE<4U4@_$!IJ;+<eJenY5c
z)niMw>zQsUlg`1)FfNXh*e0Z1NIW7|gKSlamD%F?h-B_~)u!Cs=O?yb-zrFM7P3*!
zGae>cRcV=6|NSOu;W1Mrryg+PvY@My2$NK4&$(qKr&>=GGb9y##@7{9rA&JHoYLOR
zdrJSC%l5<B{p+X1NJFs;`zlJzbR^CH2WpIQG~9`zB84l(&#?6f8CI8E^(aF|^~)ib
z4y_|QYrdiXoKoC%hrv6*mvnVcCdci<Nc@m2UHHr4#mNqZgeb1X;4uo6GXZjC`gCY`
zGm~s7di7H%rNNor&B%eJmx<d4fAVtE6fj&YA+K*3g7eMW(5GS>65HY;2`Tm*O#3_q
zml6If-}iD^<@gfC<tBZ4eC*m-MG#CgVs$~FCS>&PYvx)}V<Z0Uay?c*1Zrsnj?xen
za$!eZgncd?sEcq!u!8tj%l5SBu<GOFJemalkJyHiAWAu@9?7Gu`L`aSdgL?P&|EzN
zw0JOI-qs_zdIYx~;b{ZFxZeZ6H~Pn|M}CYR(N9e|dMDUG*fat9(e?xd8x2+jbaApC
zT@-W~mDB~$AIygp2jeU$nBXzSVS3j1u))#7(1o*eVH)&*S78lC4+X`t_*!A7)<-@$
zKgXSu{p{fuZ|~Yi(Ri_^;=G3!><n{<33KWy8V*u{S?A4)m62nFjQHCmqEI^cn*XMd
zcYeV0wlB$Km7L7^SV`g8>Aa#ssx?1*ld-V)Q2<#qt1~%1v#*ddGDVnNr!sGCFb?d8
z+!acld9Nr&Kfw~~w^mr`7S50L>ksY|r}CS<jtKpP8&D{~LU`V23ct!FS@3%K5yIm-
z!J57c$nvn4WI^YPe3YA-pEp^?U%5R@xZd)d(8s7bA7)yNH|bqbnEPQdG!WbH^-j$t
zYlf93>muIqL`JtBsWJep%O(rmHg;fz@q<X_w_COkP?hRaK-%NZElumF1l5SJ+p_ny
zqO>Ij?ov<g*I#3_c$0MNiyfr8S*&b&kptR>5UVL4P+sn<G|;R`I<0YkeU220m`d#S
zl~t8J*Nk*uXr+!DwpJ76J5f%~HdK{{6`BpV+KKPl6_rosTuHIsPc-o<ceFJROjSou
z%~7u%+gV$<yMhb}w^A$n&LjP2M#|<LF0I-9F_F6=29w}9rF<XJ?|HTi4B-qHozvWX
zxLp3>OboHUbW(0P|EgrfU`z2-O+Rt8`$^(3Gn;g=mPxi=beEn@xu7a(HAU0WbELN2
zy~UcB&*J6dPTDGu-+s?&%4ewT8+$1q7d$1AjYyETh&K|mGJ?37JsU~=p1oEUFFu0n
z9BwPVj}1~)Zr@hf#Iv!a`rVewsV&QM)i>0Y%Dl(>-dMg@Rj|0F)Xce|IAY*Lv02ai
z(gN*QNE)7~&dr<}CbfKNB$?vfT<YUjA@%&eUE-o5Yq)uREX8Rd^SA{cCEUcd7sNvY
zn}}7i9aXkh8i)rfXDa)7xN`5;4ENn!qIzC!`l-lpz}NO9|0o|T8{JIu2zI2OHsim-
zt`@suoH5XuBv6-`B;xupa++UTk02TPLBbxJ-kI$HI-6XHJY2g9+EklF-ak4Efg4iD
z>8B5%#r{FS8>hjk>?Y)FDS((nPx-nKb0}3P3l^002J?>g(6mJexi_vKcsj0y0@s2_
z?_hiRjLP*OvSuZc67iHiZ3ALgGePGbI4}%cZzqFg_xAEPhX+&hi^ec#?GWJi)F#oU
z6N%DfEi`;#K(cFYfvScPU|LEee;HE)^D=>Oqg!CMsv0>k?=0CdiY?sgqUAZew?NT^
zqvY(i+vLsU-55xs`X<Rc>^6`u=-^JqmvLg}`TyNzPwh*?kY8Jm<Qt~Y2Z;|A;hYN`
zStDF>fun4MTQ1zGi@=2_1kR8naE2U##_|YiL8}8A&NJhAZ|cY89R#kfBXB1D*Y`#Z
z47$*A=tj|lqUR6l-Tw7uSVQ~Mm5A^Ay-~{Ca5#s|?W?yQ$;aG)o=a#)!L}aB$J~Ue
zH2kxzN35p&Ve65fjJfF_elk8n>*G(q^#~inqKiPuABIEVpF&uJ(=$xQXZHPt{Rw>o
z>Ht5-P4E3m$y|ld^{W)O-+Bp8-UafrYfcd43Jc+y@LaK>-$=gv#P-7F#!GpRYEE!#
zL<+xeoh85dTq)tSb{C|2+0#wrwTcxk4dKQ1qhK1bhrgO~PgtJS7v3dLghu_N!LidI
zh^;r8@17~)t4BWMO_y?f=i+yT4WoDR3vCNQoo(}=%7#_E^X)#cS6YSl-&IGEl;i_P
z=7y4lFmE!s${rGZXAhqiaT}5nOyNj^moV>TGC4G72RT5$zjr~o38Wk2c#{LBkYd^u
zo;&S;);DT_-Kdk09vKCx7Z&jbi>-ykwHAEgfPwJ*x+_mIMv(<>ZX{bML}qMQOENYj
z!|V69V7Ig%BrDxXi190E-zI}EHy}pgpLA2WO3IKOPC<|uwUoD=W6rk;(n8OT5|UPI
zD+!4@3F~q+!uVM&`PPH366La0M5CDuM{3>&Q%y^#(ozn!b_T-;htn{u;u;c~K8c7`
zDwCa7wh-%=0i$d8C(jI%NxF|cWIlIe5ADYc{J-tiBPDA_rp6R+t1a~EwK~38UzvGA
zWyyKIht~1def37;bHsH@ifroQz3N$tNt*e~62)ibOR0Noy{R>sKR4~2i?6iesW_Qw
z_;z{wBQxaX+xV#8S>6`U+xv6P#=KKMyHP?Gx_P43_2z0-c0e~-u%wBm@+L$1(ylu+
zfyW-G9TJz3v9aNrmEC1(=P8?2MNV&3h6Wtxd`6s1JHKRw=zfq>m1u7-p6k+&J37dd
ztGO6_(@*S?47^lD+`2P@JNEK|<k98nD#OV|B^M5E5tnW|Cy5B?ChhjlPqO#X3vth!
zM4ymBH&i8O)%MA1D9w9JKh=o(TTIXC#>peu{p%kmvuV+Sw4*CTp&KV7lcD}Ej+Jxc
z@XaJ^#(1dThT=2JtK4)*hLHdx>HQg&m!t`)<bvr%GGdt-x#--3h%M9TKR1v)D{l`q
z!zYvWckYoRhqjS<shvoaXohh_+&G3P%I1v?$<a|~0WMvEdK-I@jh?454GKBj4anXG
zhQw`C7I|iIjx0Yt9D2+9L*XSof$M&g#F*_Plcu(VB5s|*`8Af@cNJDSzBI1mCei1Y
z@9Ip|<IFVzs|x~EJpyOC|IYFfRw-7k@U77Q%H<_`UwLnZQvd(Z@)GJ196uoNd!xGT
zLMBnGrmeSnp&rqN)9;NkJtDa0re!<Z=jxF!EiVbHs0GzgdR{u-{loIo57Hz0`8`J;
zG&T}z3Tz1IXUj`i$;(o(#=~41^u^^R?1wSUpDi!pH84&7hKbj~V+{YU!g>xpycx^l
zYlWR!9~-92OUuUj*}ER%?cAaijfci4&X;LMRx8`_CMN|&L*4<*I%OzUj=UpeOjro=
zkR7n4x06DysKk>i;bgMS01}gEuZVbeT^M%MnV-GoqOkaAFLLMj4HDy-Amr40C`^|3
z<gG4PfqhA}Vu(;wFunXhsIw=M_o+63A6x!8RIOf=-(32I(696{FpBmPo;&sDS5@sQ
zc-<-s;dYZ?)!g-DSw&~E;6oceJ%CrVi~WsXW3iQQ-Ks9%A@sRW!YK-(%GZbMBpMoc
z0AKIeGP1G4bh3&}<B8Ez-qqz5lqIf0w^>(MVf+}D`3<)o@l~0(U6U%7U!W}%P)=i3
z=an?!)?x8^hY0n-oDXWghnePypOM@R9*cVxcySFoSJA|dS*cEc@Qi!H-_wLHAEdSW
zkVT|Etz>s1<JG$+Hj-vmuoQPU^_J9)tE#FHQD1A3HAx;7=C5^4oTn=DZXaj9AVg~0
zStd!W-&9q{?2NqX;smYJs<G-eyI-qYZFwo%T<Em2>&|N21@95cXQymc#f$6_!)_-@
z?Pl%}KX!VmJbBWU+q?FRxVLbOWLi5n?$Wf!qLo*Ss^OgVlA@LYqVek!k|tMOlpo%o
z;!2uKNGp2kQr^?~smLYH5`LYq`_)m)QS3-RwZto7cZ59QFR5iNUHor+D^$YWBWD*|
zkP$*-D3eqe3b&tw4?zCHI0GCFN6IsLM?<+zZ^_ykgLL7~-}MBCckR&+hLs+X(_K}h
z+2K@3+gKlbD%Btt72Poo1*#uuMt&P#7VL}dlh;quQBZQbA1-X=36zTRA}{>9kyj@z
zfUIi+ZmT-vMSdd>s|;VFlE2;x{Zz=<98fbey8P>{(9bp$LG8dSlaMAdpmxZ6E0k&n
zy>Er)YKK3(6-u>(?yb;#+JT)LUEN!ucj$&9-$^^@r;MzB#7bd9!KfVd=21B8JCW*H
zV;~hw%jg|TkLGk3hR0Z`m|z&@!|?nYiLiKd%_-2D30-y$>iu@YdImjI5zFA~gq>I)
zQKWB$&eQtYSD?Ex4|f+5I$HUe&6x(8H6bv5%xYn5IRk#|V5P8l*?vW~`X-rr#Q}Uw
zt%blDN#L{fIlL%020muI163n$AvUXw@OpSF#injY$-<W#$no-_LX+`Tc%ugAp#AFm
zFttuWSUNHpe3I6{xJgCGn`(!kc%xOqtbwV#LFcE!-9B>_cFsE#brP-!QX_kqwxcD4
zt7k#*X$SJMb2w4uGzV_yc(Q6%DUw#mm843m3!#Iy!j-IAuqizXY#yu=rlph<xWPF>
za!QsEH!n$8xn`PhZH5;sgdar^zu8-%zI5-mNvS#OyJ?M1zR(nPJ}X@yZ7)9C)=Yii
z*#R|a`%;r_eo<aol!&{x^x+!VUDL!|sjuGSR)u>U6Q~I}8m_hL5J9-gQ)Rbm$EtT+
zvX>sVY%K2DYc8o%Z@AdpWU<zCbUpd>8Edqzjy+XnHk{^)(@z4~#BY%-ly6fhW+uwr
zt&VFQ2h>!zQrW3n#J`Yjth-a$IawpMI<-P<F{G}_Ds#OU)~vs@{LvQThvUtZCk}C3
z`l(A|MtB`bq)`ZW(M%9a-*2R9VCkcj2{v4|+D+1Ee`n>p$o*WI?CPogD*Wf2-Ty^`
zIGWYXUj$Lt!RfVm@dfW&IppN2C^BqXG+5r74+XP3Vix(+S<k?3VYocqVkMNF)t{_#
zf2Iq6R?!OV4q}&0Urx=QPEMH@Ax$zYVcWAwP;2-ra^^*z8i4Uv4M`bUO(;KTt-Rj5
z!MZ#*HeN=T37C(rLY`cal9xx<1NW>KR0?d$;=Yy3D#I^=IJ9r?KJ>F9efkdQIW!=!
zqw|2gkBXo!L>>H#Abxq<5UL%%ND!%Z&=JI)^W#xF=p~4`+To7`al>gHLCmKe7(o=K
z=Mu!Dlpua5?eKp~5ZPSiUlBwkk^glBG1AY^-l8#IUj0Z&@Ve$_HvK55+n<H;eno__
zMsfU@>Dz_Hky91f+dhy8`?BD@`JE6rt{nKp?T6>H{NcmY3LqY`5n>N#2(Nz&R&450
zfh?@Fk{l=gLVayCU*=I2=wR*yQzGQB#Ahe?B#JOLbO(7;={^(>j1gvaXu%uw@D=X1
z^;Ota+@`2AH(cPd_e0|cec<L&`nj_qGV&sN6w%B)0+N2gWL2{qqAdQLY_Ap~g!UW?
zS319?1Th?J-k%k2LMjwE>LDbneTBFgUc&t9?}aDtOR#?Trz3~~s^W*6OS>#=s%gGm
zsTv$VP?pnZqPBST#_EZ?o@fk@FOY5=Zb97p)|5@XSW(-cMwF)9>qT<k#Dkhu(bqJU
zFK;78Q*uc8vz1h~rF)VtF|*Z)t|c|oSJ}yBZKW#9J#RE?8$A`@u85OQ_PRsNnw{3n
zFY{XKrAkpx`%puj{A8-Okn1WkD5RS@HRC?%b90hx&WS;q-JR39i;=!$(lS5a2j^#q
ztvm)vKCJ7fxpSbf{B7(Yd710p#KrizB(y_K@x-w;;>g|=i2VXWI+d6&xz%@p^j4{@
zD)W_XG;I#A(Y7-yt9h<jEFYUXU3qv<5+@dVp{fwsR{5CsmcZpEQvcqC#Vq3-ZpNaT
zQX&0>viQqcTt_1l@!geLs!CleE1OkymQ=NDr3~L?$yKfqDCJs=@jds}TU9`^Uurtg
zM;yK<g}e3EL=rQkpR`2pYswv6Y^4?lYD=aJZXm7Q!X@=ksp?{4oi|+E^1)(cbUkjt
zx)g3g<ZSU^je}xkhw>`hzJcPtO|6vOCk*G_ZVUI_{4_YPHvLqDHsD*4m_I!aD;wSH
z=oogSpZwy#!cO(G*-?7TR!4sssN<CI4;J>=^pf=esNHoCxl#W(wAeb0JYCQQdQS`@
zClgbk>Cr_XtCbE%a|V%<ow8xJ)Iq-KXg4sw-w5V;7(?+5WuUSBF>-5`DO9^M91O1>
zBHcpo$fu9-g(<fa$@(>0uznG{*Pq<IkLmZIw&#Gws6O(yw*U+-@i3#Q2vVboWZE+q
zlG@W7>fUNa9uDXWRi?y4VSjUC5R--HU;?30K48ifBwJJ6N&Na2EF4|=Gj$Ra>FY>N
zkMbosR=Rl@GHnLkA?YN@<3H>mqh0ZJ%%4KoQ~T23;+KK?F9UTKT8k@D=(gOZZZ+&x
zsH@v@o4ROdj|TR&DbSeyv+Zc;u|VNRQJ11VMMH|l`FkdMj3Z`$3T$Mpeizq<hEXGE
z16+3LlzZ)82I>YvjCH(j20l912;_K>flz|JSDc!A+<+Q<WYOX`rCZ`q`w2{o%ne;+
zZeMMno{zZ!Jr^3N)Be>!*c@b#pSk_PK%FwTKNzV0WXw(fV3Y9?11e~Ef`dH-4h+pG
z%yW;KTQ2t)ja*n-<TLqKBQTtWQLm2cpo?KBxGIdR56FSoIoOH?reXQnHEB?uU_1k+
z%P;x!q8}xH7|yW#6v8x{p4F2d%WU<nv`_=}@#cP|tm&ZCa**QoZg1g<wiX|KTM%Sh
zrNY&WOvQ%gp?rBq2jOzLY`)rEE!^B6!S4%q=QrJGBAgbe@wcBFKN;#NRur2AFFXr@
zsq=XLYH&qixpD=(?s);~U#bTVB|1VZf06HD?ax<xX3U#3oXB^YXe(?eQjt%%yAbNU
zxB*pW596J)SHWJpL%jcvA&R6a<KT$Hc9Ou?CZX4lkm!Iad>V0s#m0Aq1v|>XqE+VP
zz{ZYbuZb5qf6xVF6)N(kF7dG8<^Xtha0s-j#X*H;HDLF^0N9@XmN!^XK}eLv@P%7V
zhv&7X@+5T>iN|lqeHcMz*hJFvbb>eL>0r0GEF^ETCc)bdLHizi`EtE?DEy;sg{=2m
z$<C6Qu<(+Cw+*<<w<$XS0#>~usRvV`&HB<ptZ6a~8yiRBHkcDJ_9)RLkA+OrtzbI&
zJyibC8EPFG55tGL!7%4k68cd_QWrUq9fb$Noc{Y^<mJocNr!4A{n{MJRL{$+IX`4W
z`EP5WUMx5>b%r8TYveIWJ-6N~nOWLO$%V4dwGMm%_1d!|h>Ho4+om4o?(P|*iESJp
zJ{g;%?j)t3Ici{*_R2R{>hxxbY;H;%DG**-eS1%YOi^4Ro+Y<9{}YC)&^=EzA(2<L
zE_>^$ju%OgRk3JAoE|IXk+-{%&IdZEr^`-htM-0EBDPygQ?5lxN;V!W*6MmfJTzG@
zd6u+8ti0{Cs`#TO;+bc_W&Rc@2`ac!j4eBf%Q=0KGZF1Mt)a8HzBDIwcz295N#T?y
z+dSiZ>Vk4)rb1<r?8}XR-clO6`=W$fI88b0<m9}^^iz$fxqs1lvOCs|lgF|n{o`c3
z7WUnrjgxap)ECFfxpAns{u>R{Yt=|6nH`sqA!GWGGp7raEuly+4dew~?4d@xYNVB>
z0+bBMCYLXykm-e9U>r%kT!9En?9q=x;(a%f;21d+Z#Euocq9GQ2?(`~AgM_Q;=b@G
zd7P0*9`)WPP3sZ_-aAs{eJkw%uTz7GqNO{z`Qjb9GCG3g`(7@q9A6sOag*qC&Uay~
zB22|29l+{>Kvj>xd2R&0-+;gsGK5JkaK}Q#F9Y>YdotP6vT($vghKt!6fP8>jicys
z4T?XEpFZXKe!r|@{OOCby3ZEjSOI|xIY3?1BY9zL|D$R28<uFGPW6Z`EgGoj>XE!}
zWA>rvpx?b@dW4;WxxfE5ra&nx#^L9Z(EU+*L_fdh3_djw<k#2`Sc9Qn-CG!RfTiQx
zc+9vs`mrC)&#ze=YiyVX1&z-U*x0b)v2@JE^caUOjv2nIunMAwH)C0Rt*}$;W5d)y
zeP97UyVvJ<+XI54ak-<4bGI6j)y6e><A{!m26rsMY=gUybnU2O<GQ)P%{PIKbv+gG
zA~C$|)e91OCWpj^cNM~-;`k1$4hox!msEsRDMhZ2E=lGn4HfpU%JX-oiF_H`WUw13
z6M_a!2B%$pd5fzTA!_C&VTJi5*l^AjHbulMLb~1;-d`Lp6mgo)j|l?4ZJalRxwyg#
z3m39vTvL+J)m`YjYAd9zo=rBNtV!miEP@Li9z)q<bD(AOUSwv%YGLw<vwXyoh2%w0
zH1vF07#b~G57vR<3fYk~A?g~(3gbsDFXesI=-=*2@2e_$<#KA7+UeSYi`r_6w5uYW
z7j;p5I_jW0U6Y~qdG4rr81zi;az-X<ccydogZF6W)HhITJM7^ebj{QRbsM0q;Mtn^
zu5guIZF56y`L2{~HJlcAUa2anzx;ssdg?Z9$z|#CDE~fMms(d<Wg2BkO?nTOmP>Gu
z%zsrz#W%K>S1ui|GIH_MY@0qrzHvRZz8ILKY^xd0ow*;Ve4r3iX5D9tlRcuOwi{i<
z_YVsyGh5km>75RWdp=Z@gvVdv&X2$4yJTTEWkPz8n3nV`RXfpMl9Ae8TIj5WxW3mg
zNrjD`c~9r3BA2?U=&x#>?0$9BGVk+Q`l%&e3A-cgu5c>iPv3pa)r0?y2I`*K1<ApW
zfn-Q~cPKe`9{CV8otB1y{IO9FC>I(lPhT(<$~50fRvN6+g+JNk2IWs*K|gtaCY+ou
zDkY8GhQp@$H^6`7U9jAG593gviuDcBU1kgAo+rs0jt;^wa<wrkiadc57Fi^1_%kqm
zH3UixS_YL1AIgjTMjlo*zC<N|8K{3MWNZ$otx-!OLqK}`>$639U%W)^@O%3sL3^tg
zYKJ@nb*deHZ+|3o`t;r+(++>MKWdbvvp>qG9gs5Wc7hL~c~?^8Q2V3rq#g8AM%F)K
zrLdvEz7m0gVJO&lVr5~+=rTV`pMOf2<)_JX>8z=XVMsGk^2g&boBCzv`h7g6`B%bv
z20c^}%i!yTomd}Hqz3ApcKX>p=+4_(T^1H(xcZq5TL{Xy$}rBuRT#56jUN@>PFURF
zu_8N0O{V6|gxXuK2!U0*gZHV?@bm+Lcg2T*@@YvSHvWiWbI0Mr^P3gPg89wJv7>{8
zCN-P#1#dKg_6N5@c-a6*8rL4YU24FX0><R^p4w1+u8}ayrGjF);K5&wsmUL(4-s~C
zE+la417Ui#_YnTu9SH8ZnLIZtMznJ}fsa)RS?TFTlueqE%^yn&p_1NkSsbMp(eQ(?
zdgwkrV#G7PhBTO;D`^dx^R~b(ud>4C*C$vZ{3wF>%?#8zmFfMGsocGJ+Jffh>ezxi
zWJMDyicgO3QtwGWt6np9AE{{ES2nq+QXMt@C0DP0Db4JZIqD7@w`+}OnWsHlH%98H
z?IbJM^Mbtfv#qkD>sDxrZm2KrY+qVZuf-hoqbuuVVaHEsU5a*Bot_&Z8$DB{ak(Xt
zFE)Fk2@Hr+n@FycB2@}&xd?BycFYM?5zn{EpmtBW+QR6x14sQu*Vipo#g}&z&kTLd
z9o}?JQn&7HQF3{(WKcq+xTVZEF4Loe<bji`%HU)h$=SY^l66)pG3;(%si{q8ak;}x
zRf*&8mFovz=GJ~FuRL_wH18?>R7CMxjN)`uaXh<!{ZtXJg<a1-riwJrf8#7<jjb=p
z!F`!z(2}y`lz%EoiLHjcr2N4mDO6p(f;4Y<ne2aHNMilY>cSsqy(g*T+zFK0fyXE$
z<LFS34X;4X@uSG~?46%NY52k6bBMNbRpNep2YJ}cgDkl<5q_KH3k5nxg3mT*qRM;-
zRW6vx=a$KV8ngDXeBaAumE%j)k()$^1^F(_v=q~VSX~fEsTi$7ZTVNTkY+Ru0=LNc
zuiYjicSMB?z&QEzKeSB->JdgI*)|zCQ;2#b|1RuIkFaerc%Zbf-TZi_M}EIehM=Y&
z8p^j#22YC>sU$)Oxz+1O=@I>ulJ%oV`)nw%!LZptY&2{Z68#v5f_`i~=rX}L9I~UE
zKb+;m^w{w5n1x|lmJb_O{(SWC+Y9SC^iWGIi?0=SYJKFA&O$cz_Or`M;B9)HQ#86~
zr#N@05~MXVg|Y8jC>m^A4`vr@C{}VegbcnIiSUVl+TDvOWOqLB((|uL=-Mu1u9=}C
z;$Tx@*yQc}<&3k!jG1joeCAwo>}i<r>P%Z9^v!bK^5Y1w3p7^@ezHk0owHP^GvXfa
z!+G%=Ojd&CxfTXCj1i_(EC>ZBqzcc(e*DT84+XEWtzh!PY*^my4Ox86ge1JNQuN;P
zg10z$oL_xr1K(;<b-umJexZcBH$<5Zfb0F=@?$NRz~1*=AZ~ChNi<&xuBB&^>HUgA
zifAp2_FTdW<42LqZ#D}_NoMogsfiKmv;~6g)pOS8$V?p{i%+VCsds0-RIe_wjyS!v
zl3PFW;BI!A$<;OQrkP#NMBQ#nJ*}}}blTI2m8A}`dt|edVu+zaroQDgNXC237I&QJ
zE2(R^OciA1tqHDuUR!bENYyF-vogmuJaMwyC7&8Lopj1rqMnxcQS08fHksP#pmhBj
zKZ*HGBhl+nUGd<^yOO6f-ia>RVXET&u8OCRY~>EQWlF}@J}SnzHsEq9dUM8g3^;W;
zQCwH}tkj|XDy~R7`jx5VWfH}sRmwpYTT~Wq6}hqFPfA1T`AU37#3^T%T$lHh{x?bH
z1a|+wNG2-&kE}TKnp$&EZBlEp_i8ON@cu<|JY_Oj_gaJfrTiXj0=J!8NYml1phS`S
z<U;*)UHBu5jbv+uF+@K5DC<|reCrJ)_;xfDy;KFV8uVx3Kuq>PV#j{OJ=&h!J2;fw
zgMHG=j}4&a(MWlptR3Llq6|@VN+ntMlE@jsp5^;qE-Q^+Br~^!e|_pl*Glr5$v<D}
zMm>_BWa>yDUFt?X@)^m@)gymc>dw_8m@hwmztoMS6yx)jx_^)!`DY{(i607*K1MRx
zF>`+{bz@2VM_8xyCnS@nOWmiP`EuI_C>k9X73X%{hg6eWFn0fKMT5ivP|PAqNZM3O
zv2kt}5;3|G)Gl^HA-mk1ml|#(p@|V>?$p^r*r<Da`{V6|jZao6!mMAAcw?R%x9q8~
zzqW+GeQ6YL>3#t0T5b}8x{d~?;%>afh+8l{^}4XaI2G0>-hs`=OBEqaP7Ck%8w$ob
z;rwWmfqdJIAuzegC0JH;8(HjNOcsWB5&DMsLfTC&*<586nf+uPobOr|tgZV(^UKr8
zOqUV-`>E@MW{t{`=gT%hkNcyb(TcH9uJ>VuO!HKTO3V9r^-o7KiK@u4si{qGZ_^q+
zjgUs(+@>k%zd&-yzlPS%BVN{EltP{Cxk4S-z*>`a@0upMQWx>@0J$u^XEU|%@tMZX
z+EZqAo0BOD?A4^LP>Amq8*1i<?hsE0AK_YG6lF_mEFlATSJec0EteT4#;6xJJEOI2
z&`&;p?F)5tzk#xoy+Sk(8#GlFx4)sO`~IQ4d!??LH#0j+!VGVTGhVfpy5CtR`4EuI
zweQhb98}-~=U=I%QWAMr8M%%wWgqP&7D*haDmpfhTOV^yj2t(}x2Jm}RdKib%HD@c
zaQ3M&DgzTENwt2peFsmp5U*+OOD*}1;=WZO;`t;O<<q3XtP1~JA6_T_X@g(oV|T5a
z-OT&=ynf<|*TW7HN6de@5KhySM%_eRosA`RZ74q5{Ffg8<Ik?=o)Z^bI11S({rCNU
zSz+lVq6FOAA0z3n2pQ;LOYU%|$(d33x{!gqc;&(5-IFMiRQ&|GzA0RO-v-F^f)_Ck
zCafq1r8e#b^7J}MzUfaAyG<lvWuh^TB;UZ&(h2xS#LJhgrG&F#4k!Y4lb55sN$7+D
z;9|N39J7{_DccK>x{|k;n5>v^2fT{5mut_}|CIat|FY8g5-}x{=+nvf7uW;~n{>hI
zg!rekpZaVt@s(Hvt_dQ3|4mAKZ3ThV5`lUifs;)Ld}RfJ)fIv3k_dblhzhx|qb|Ze
z7mn0LIOW2by3VX%{)DI!nhwhX@Bc3s)M=W}HVvl7_}}n9*;D9jF{%5HKd+7rh~|?}
zNGara{3C>w&z}-kBFy-lTq21?-9&;uh3h`6zLb6rolf)XY&5BE5`Ontbxg}I!;h9M
zHpInurknoiv+BBhiH8oOZsO_YA$TmbqSybyx=BBg#R`Ot3JsI70-5C=Qzy^fk~KC=
zhkg`v(Xbg^3}^3ZQLpY8T@;MR{vKThOpk(<4;wFrqo9k&EFQzYtFQ{BXZ94!=HCcA
zy*_eF{2V>P{p|L4<;$7G`W3$l!W8&GR@L(7jjr8SoT=YQVfMVP(B{YzzRTeN@abm-
z>!J@RqEj6d#q384Yme*}I(W?y9PXXvTh6Quo`vf2o{cTZ<&g$tc9*J(8GW9>oI~XV
zThB|vA=imQ?ERU%w{<e#eE3J9;^~%xWrjPnXt)<jmMq9uZ+Hi|^AGrft=lUi3On)c
z?N!jTxeW=Q;RU-Z>=g=T8u2G4|0cxM4G`wYijg%*Q(@7xiEw1a5#C{`Es%QC1)GyS
zz}~I|Kk?N<ezkc7$+~%+?B1}3H(Fi_s>HP;dtaO+8+H_gsFZgw<XJyfI6sK&*3R3=
z?%&&W7Kv|_dL}baYuLTIrqHttY0RqtF}rkWwYtYTb?v&RHTT9k%bm0xMXkq0u8!L?
zO|*-bT3vi1cTajyGtO|4*7jrq@#%C=cHwYqwMFzH*~%6+qV~mXNmHXo%HLK_(H7~}
zRvuO0yw>^QZB^;(ou$F!OG&L$>PzOe9jAgq#pD&=o2iU9f6#2c6E9zXt&Oy9<5kMm
zwL_$(mn4f#C-hU52`eLpEGi+jKGk1*x7k{`zhH4L<MK>#x2CToR8oLDo8sfU@YXzK
z{IvGs_J?OvyJppt>^$8`YSf{sxONG(>ztEUSU(r3MPm1L!fK<A&Q4-S`splQ3A-um
zuKtqFqAsNA{u}K&t2jR)d&)H@175uYvkP;{iwd*pof^n*6|o1a0UhKS=JUXE=Tfpv
z&~>KrN6oyz=CaN<le}I;_mOM8i!?Z53mc9-hXy5ALJ3&{=0|}M!V^+DI0s69JS=Z&
zubXcrS<Oa$iv9Ep#bgi2<^onw_~>#dvF{dCJgdkb|1JEiGJJ`i{<7=*RKnOCP<#I^
z8k*Z2bc^!2eq;}yQBiuVmxku%(QUDSeiWL%2E}Ku34MzBcE7A5{3+f1^1gCZJFt1u
zJlctNom4yI?JGyMgI>GNT<!1&yH2VdbatKjw1bXfuBO`=gygg9{7%|IKdof_BUTC<
z3hXNxt-~-B>^qTivSW0apQXo2fnn^JdUb+fm>0uw9EQTq|LN$z+^*B%w4a^oH{QC_
z6JbH?0)A%Acfr<kJz&gE17S>`ru>M)r-j8Pa~0X$?MTGjxlr@P7GYraDDa*z7@icZ
z1FsA82Bq(4AvWNnVsp*Q!t;$rWZtF{<d|;<p?-T)zD(yW(Eij2m~0;jiH$O$)<6#!
zl@d%|Prd}j*S`^>v!^JQSHH?<HOu7pC#(>5H8?MD6Fi`adM?}?MPK`z+KN0GZA*4}
z9)_BaVo36GLz33N6xleaxe!{iB3ydus2EYJoUpoebAIaNbiVrB(tPZ-nQ-JzcerI5
zCv3j!!J69-B8auVp<So(s%@#alS^t1PS~htTb+;<>CjqyJcw7T#s;cab{<Zgs$G`_
z_jgi9z7OCOuQD|=XJ1mcd2&o!*yLK;z461P_MP`AHxz0kHyuArZlh7EpIvM$Y6riT
zG+sGW{oqizY)Y?kTIUEG)v2{D<Xx;Es|T-EOZRp3ln-3KNA0v@5E*UYp;>;{Q(bz>
z43%-lSmnfqz{QR-_qhn|MCT?;RK?8~h^M*L+<}#m+?>uUQ`5cgNiK;elyTQ0B#X`7
ziuE;8Zu-7<zS2P)=Tux2tL_Syc3og0Ie!0)xa;9~pQ~*as7jVg@h!cvXx>x$-&}GJ
zV)w6~Dss79(?6z)G~a)tU1ud@Q?lD;6zNa0$<Z(gSv3SZc?0=%(F!Vg^dt=%<dA*q
zZ;;u+wRPbS=ysOdce@g9uWm*Z!@%6{7&%|;BKVCBAsYr=#V{1I|Hwg-W?h3+?Y4v5
z>2aF8uWL>oAFB;^QTHLBWgjv-xg;6=TOTmqcLtmj>wL=f{eD^H_!4#GCQ)XR@6t@e
zF)fJI1%Z@`(JIt<zwA2c3@nm5S{DC{cAZp@Fe-_5ojSTlKYxaL<g+FBTs;D`m~?5_
z=g)HW2-<Z5jl{S=1HKj{L<SlBC_SQ|QgZZ8u#s3(*yQ@ZWY<ZjXY*(zHYRL5=rX}`
zV8y{OoXTf{#~6p{S>wY7hsyvsU}cRF)8s!NJ^c2<dJa7^lUNpCE9}(zW+kazr$tXc
zyOadJ?51LhMp2=PbMd2KOG0B9GjpM$LAz`y=Db?5(%MnTDAbBXoSFbNmt9fFQapLd
zwEHAfzKz70CMrCxm@6u@^x|jFcN7+PH6w8kCy-;EKzKDbS_s{Lk}svM2X>Muq2$db
ziedq3A?Cs@Va0(UeoRVvs8(biziIJSq3=K$6xjVicosAm?sdH&^sBcPLMN4j#cxND
zq&~GtqS+08+QTS5?ou)SO2l>H+T8*|?;aod$*blI?nC?qC#MuR*W?6W%%mn+-`<?8
zOLgGoNrQQpC2zs1dq<(`D_2$+KZ<02GrP_JRpD8d($=v=(|~KJ8t~Lg_Qb7+wx}{j
z9niyC{jPW&>8g51N##A9EVT6qZM}|zH5M&A<?@1eG|4_iG!-vyAO-KOA~tWDs$AP7
zk&g3gsF!~jq=_;aD)+tEP-STru30u|u=qMBKpu9r4l%2@RujAIme%8~QXLlMrA}Pb
zRBPm%Ljui0)Z0d1C%s~e%cch^HM@**xSi8Gk?}5Gz7L-^5?hxqC3$_LyyniUoAR77
ztK=3J1mbkvN-}@-Veyzx3vuXy3}Wxpfplyv<z}xbD=SvkLuGDuQq#Ef32mF>2AU`R
zX2?em5S1CnO}JDeQ<d!%PMNLplK3_8l{QT=5U&JCxf#vdNkMg6X~sY0+OG2z-$|~j
zT*qEgHge=7m0G1K!)EiGljk0(Z}*G78<Q`q44WR57IDlLhm4=jUBBO0GAk-XS}f66
zso8r^5@y^_YEf&lwAQe+)Gg~qi3yjjxVUNM#i<Kda|>M?a+4YdiTe(CicT|os%&nh
zi5ao`mHyH&?)A!!zUz86$g5316&Vir+MeVe<zr=|n_<n{=2<^&#(#xfEq1$kGpyAA
z#SNKgIL-nv)sSZ>K*O9UDpI&oRHksFsG7?ks^_{MG|Y>l7KJwj&R$>_E2F@9OP)eO
zQHP=)MFWaPn3oAXZbH$FqB%uN7LG1GZcWjaqCG{&+_28n-<6^}#c%o3|Nrb~4^gin
zLjbt+cuCI8*ba?9^5j}-8|e0MEjhlg1~f`E2j9g!92#OkjviVD(J~+Tj(B@0;ba6c
z?}MP|$bHZ#eFeErIB*w-k`Fh7NxS2B<dGW;AiR?|Sv~VIEhz)y6go-g?kPDO91Vtp
zMVE=hux&PZ<5n7`j_(4sZhs(CC!QwTd3z8VjwknOo`uS#?}1_FaAGt&8uK!N2@~U?
zkhTEX(A<>FJ$i_Rqbq-A4^VjEdUE2jA9+~;YmEW5FO$f7x7#6KkP$;h*!pAG&mion
zeQ6l-YxCk?n-{y#N?eJe3WYnxug#0UvJYkr?N3(-0)zqo8FC3V=@+c4dwG$dd|`gM
zh9Y0Jd9hhIo(q{9t^njeFZ%f>^h?<_a)*u7aEaeRhj;Q`y};m8T7LQb`25TbXda=R
z!GAU{&d=O1E|b0vIGMT>$lUOn!lKPyxEUH=?`LCf`iGy4kI;hB4I6O?h(O+9MuEdb
zJZ3I4h`}K$ON)Fa|B42NvoPw_aUFCq3<Y@)4por@v2!5D!FUAA&#p;>@`R;f>GC3|
zhy6E}2IE*dbd50JXAsul^bC{nnSFm@e?s4Ynr>cPxSC(d!^uMM9-_G2q@D1@`zSx7
zfrTLb?YWS3<%MEH>5jbZgh|4smG*p<HED4D(0P9E#%BD+GV#Kx&T}Bur7}OclCvWD
z_*r=Fy&O!!H}Y9I>xJcgU%<0PS)dr?1m&N{L(K6gzWV_wUv*x0zHmlMzGJT}VZ9`j
zPnb@iZh;u6(m=~QpGbm?*Z#bJ*lI;m(=~9o;XJZnizf+<e@kW#?aikyYyyi1h6xKs
zUV%j(9ZCAbOJqlOKXP_=L69lt@uv25VMEIY@btH`(0oA~u$ff}w0kUI>yg&H!K7`%
z!jX=AVJ9<qCcnv(F-1xIlzZgK1R05nK1}u&NP*XHpMYJPg^-+dm<0DQh4wA>@#Sjd
zDE!-17P2Bcke#W^A>ra6-e#8v-+FXk=v}l0*}iBnw5;zh#9UkmLzSaRod0;D&L~4v
zJ8dAd_ERvms0EdM1EE%6KNy;t07Hw#kkEj+WV1?1R3}$M^o%<&JnaB^n64!mQ^Fy$
zb0m9cKW5<nEjKTgsS33(nd<x6U29M)SUvOYFj?X4)g+fLT4>8hS5PNcUql?2R+X12
zd4s!JJzg{I!C9^E{>|!^nUA%Fyv4LDyNgQgyl=>&w(XUF=-5bob;nDYtgX9vGI=@I
zwn!~i;Zu{ux&;@g@9x?v3oq@Ybvh`h_8!laS)Ym~j)o27lNVJd9gCh)Pwg$yx;btn
zQ!JK9S9<MH87thBV>d^0USq4JY2yP$$Mf}6#ddTQPnA8z?Rz^zGA!kiI48`GdwISV
zSE#~cPB}GPT-T?S)V{?Fu25J95e^QM)Y%xO?2$G_RVrS?jXvQm4cc*A;uSquIemQ7
zyvOxZjjVC}`1Qi>SvO)1VMqE$%y>2Iy+0c<=Z-f2a@5Qi56xem!j8g$BG1G=UwlOx
z{@G}n9#^OM;wYNs`(7?97QG`<8B|PYP1LJDkUlwm$dT0bWZ9i9^xqoDt$eefV$^X`
z=ln!4om!6^pV6K~)~zG0`_X`G?l+uBu4ZF86cX1FNQiGcFmdPt7ti~D3jNP7*=Hst
z+x^^0Rf{BY<DEc1!Q&%+o&w<6ub;f%n{23IaF8e-9U|w?o+XDLt^QBW@8e^o@}&`<
zY!ZDI`7Vo92EhmhRv!eC00ho~|DA;=tYQeWT>R6GMUdDakencFa)E>ifz=YB&x9VU
zE5b1sPSiy>BUpj_i77ocA1niQ&$y1DcW*ixm$&#t{kE)nQ-7X0J@x0=Fy)K?!)S}9
zt3mOZ?GinfP)J$6@8z;``O^`LEWZhT-ZsZn<FL_1-a=IFHphA4xXp2{#`(j$pTE;M
zf7oawiH=mXbaX_wL>4w!$McXoLYex>{ZSf6|A+u93^p9BwAet<k3hi%BYZCeD-;TA
zT*&CLg0b-YahNxMIL4u17{*~fY?$m^%w=)tvIQ~f{XW7fj2^~~W%BjHPOgth%lsT(
zjrOyf=fhhawO2IidP8w8XaZRo6~GtJ3|BO8s|>}etrn76dMY;d-w3rfS;Ok37ZkEs
zbKbZ691@}oA#qEN31Ri?@a@|67B<eOZ-W-9N6rn2CbOO{fu0kKldE%@39tIB6+(9o
z=S!|G2o)~Ng&^+>;8?5?Uuu&KrZsFWBp+T3Yj?DP&C}f#A>LMC_<X1EtbJjA<z5%T
z%dQoK7Ap)%^$f@&%l0I3rK8Zdx(3odie%%dT4Z*eZgBRl2b6s|3!3$7N@lc5<KLHV
zA~Z8kAWuJZg>Hu9q0xE+u<6%MAzL*^h>EDi3gyQz)dIEi46pvZp?twNN4GD^9IE-)
zv!nWX${6W_D+k3#(wge+@3yE-s>(FiMw}o;``wY23~J0NT8C?9xP++Jc-$fu7ZWv#
zO>ec8tret|dy-~Fbx%#N!qL*5nQuhR;un%;DhJ7xDcv-i_#9~=Lj&cmgKDj@SE9Us
z`(RZ$4_|fg!P_LdW`^=XS0^rR!zfirxvTnM0ctc~XodWFw_$Wg>@CVB7HX;G;9}z1
z#~;#KRr9CcFDNU1SUXQz`a^BeZ}Va<`g{R#&#QLQR=y1+84YW3lBavcP_Jv;`#Vlb
z`EeuV<cLMS`+82vdpbWAG4=iGHp=c-M@mE4k$zH&SHg}7J1*?}j44b|n^E@<q%=2N
zXDCnOv13IRfLcF~kWzm|rVXiIM?~`-yV0<`<sItxU~#$U_R4j2OFjAH{*9j%gI*Hq
z3r@;?L^-@J>1)sjY(~mK>RO-vI|F%E#6&0-IE?h@V*s@?9+T{T_|FXF_jwu7S{ae>
zH5JI7w1H%|R}56Xq9Kn)T0@z=TVQ%tT}+1pgU4o*!TqSA#wQ{2U3Z|!t8hFbDdT34
zPItR~iuv>lZ5rqd@S#I$Ai46WcK*13<7cJtCDQq$4CV305P$U^rv*)eKm!m2&f+0Z
zXCr=3K7UU-kys*dEQCN(=fVo$Pe>*<2h`hti)7|j)z63~&HEX_#Ot!EOZ~cO{Cvmm
zG%RmApZYynT<*DR=DJu3eDcTr8$T<DKP8o)4CU!`G?GPpCsQa!cb%i!fmt`@kw`j4
zj@p44%JcVV`eaHBYknevm`-q}pws3|JD{OFf23D0rXBc&^f;qeFVqfbFpqiiYX_Wy
zNA19_`K`5seiF(0N30Y!6xdgyABDNtcd}_@7LIWYn8%C))8)@k5A)KXABE*XKc@Y?
zuxsLo3*YbjCc-L&9@2<q@O8pYtdB7I`Z?S?>1P-9lDF~>64qNT@H0918*Fllg3)tt
z3Dar?@zcf!@>Zqx`xy@^OCr|R2d^Ewgb;oT%p{R~iRF!X<Ce4F#)qm<s_6m#ZT0?&
zk8ZwXZj?Vc`n;x4-_V;MYTN}{Jfu^SP7+v9csWc~JcBj!i$Go5ny@arG`Z;0orEl=
z`_R2zz@O=}24>nA@CkKFC|>lsBXAXbplS6xd>P9Du${gw`TWEg;FfkK8goOaJn1Gm
z^VWcDk@bOTZRV25fOouXtsy_8Vr#x`%oDhNud{Ifx919F)O}V6KZqcHOGEhrHxF!|
zHatr6p<z+=jOzPjg`Ag&4`WxUx7+=uUe=%}ao7?qw@kmvT}W8N3C{O4QL%T_%?ru3
zM$>1fT?kwytx&YDY<g5z`Mcnc>MNzgWRkJfMNNfHlBS)uXzpFnsEuQdv`%(?Rr`z2
zla=K<5Qi=m<)LPQq(co;b$Db|Z58Qj5|-{IUHW{ic)sL4Wr5-TzKx%pRKDxwAUY_v
zsESSODxM6A<@WaWlnj|OQJihNfqU_`B4^Zn9hX*?7uUS1A+<|?%^B_cpv(-k=W5@(
zuj~|lO;xJmYi^{fj&x$=AW4n$dz8}#8st5tpNc4QU)L^mx!4`+sN!UHq@OC{wXjRV
zZtNdZMW(N4UhGEmC}X~Grmz3j+$GERy<AotdMP6Z4x1fG>N6?n-JlXVB<n?%aF^+w
z8OSd;+6PVpdJ!Sa2#WaGlEdaYIw!w7E{3EuszrRxUc_`LB=$`Z2`NwnjKLkw$<b~}
zC&VdY7fIh9K&tYC$+ZY8a&7)~>5CgdP<`b@dEeM9sP3d7iuvZ`RH%yVpNl2;U4@m#
zm#8B*i9UmTSH~*Cv>a+HtS$(oRE$>PbPSF(5Jhr<+6-Zu3p45>{^>mB@2Mh=QV`!{
z-jWr>pHN6_CV1cMUh)3)&QoIbrSW+b5|2@67;5-DD)}i?7w$~Mk<RL<Bz4^>s!@D#
zj*{j3UM?$-Kc$ji{0tlF5k@8R&rhNr(NW0+N*Qr}GFOlMVSX}Kk3iCYXeJ4wd44x9
z`TNhX{U|-6pHi}Z6e}h6g{;9)udd?!eqNG==ck7G!&qa(FcdsCr@#t`4UgqxF2-XV
zy8qYnkysXAE3EG6BbS_?!<9>Zc471QGPBw!8u=;|=K^Oy%42&N-MfsULBSVLtYx&2
zRQsG_W4E&;;+_|H4SA=KO?b-tbn_x1Q+APgc3p%p62!Mv9uhVVUZw~$+CX9tEhERQ
zTEpe~&lR<&t>(?wu7L_i?1dn&vfwcNJzuJyJ47z#h2(8VVa-Bc*i!7cBBbVM2yd1F
z)t`1ynA}VjJm;B1$gIhbxc3A}>@k5X^4%@;Emstj-R;T7qO-~D;=SRl>pZY-9|TQ3
zj*=M;J%q{iReVHhGxF3^4P6{8pwWgoU^}3sLbm#m5H;SA6~>PuncvJ%UZye}oaJ5V
zil^p%jgji<*(YU2<(i8R9z9TR^UKm)<T|VQQYGXTb5z{<E`c1plxd<0SJIk{F0Wo|
zzf~Q$r4DhNmL{9ly0!exi)QLem8#2pZr2gj3*01)Kd#pJTPzhHUERs`u3TJH)f=Ju
zurE{dyj!ibt#_nS+lSR<Wyahm_Iusr!FLXk_FWID!#s{^E61H8lgGS~F7ZDgX7zX{
z*>nDu?|^*=ly7Y4$Edr-i5E6>k#Gm=h<A$wa4#xZa|L(T<+k6gE3O{cL~2JQoRM1{
zQC{6rQm4*aWk<I?s*?LNx#8#6OUFevl~lJXp^Pk7EbnRkRAlqpEFS3SW*930{d5zr
zhFuhPVgHzJ(mdF;=Fv>*ccS=gW-`A{q;Zug+*la(SEcyj%jT?D^wLfl*ljCAwx-*V
zfH?-_fUPrG6nTyQQv>-$OF#L}&e3FN#RMokW*FH&ez`9EcA83lXlFMvxqlRxF6=~n
zM+_w~+IA$k-*_nWa3-9Z(+$(1kS-aYJh{JQZ`sqtbL>eLNU}`3OJ9sMfT}jUy!WfY
z;C5>!5hmOrnGa(~dh&FZ?pwR8RK7$%zt?iP8NCU_@9F2)&Rk-3L?Eq0;DkBCJ{Jzu
zML6aHt1ANO9-?9{{_adBHXqdZsOgbz|05bo(|<-k=`sF?&t@`NQ$d%;RiSWaVbrge
zlG3>EwrtKS%AeBF&z8&ig<f6|L=AGO#>u0j(?3y40k=w~8VBhp(7(<5=Z4ewI{!dN
zb2Sbwljqksgq|D0G>))|8sz@TvibMcIQnTR>u(t?#ma;IFAA$j`HxvRh9MYj#k4Fh
zx=ix>F^o~v{P8R=%a4^8&;8wKDyuMhW<Ie@zFyeL^$}FMTz)*t&u;8_zVw6Dibjqr
z6z6(&hYji=81221cX@O`0h^UVl8dooV}~pf>6!svPU-L@@i_QQ2v^916=1e-lMp6f
z$hYMh3mZGUqy*KG#1?Brj!ERuEoLwTw~8mHYaJo+=`w}aT@Su;a0L>y{3e+fJ4pzt
zbq^fM{Kl7(+=WPkbRl`&aaeu44s4mTP!ZyBl1yuS70NyQs4#9cMDQF{0H#HafW5;r
zgwaC|kdM4SNom}L%*yHmXJR<8-dzKl6mCnRUiRkStxOV{8Mh)&i~R<j7M_DfDM?U%
zWV}MQwwn+YIFl914<f4HZn>OO87LCGSHu?7yt7)M&JOD?o!?=M<Vt$D)@J4<wNaXj
zCadojVp?Z~v{+gzP54cX)<<ruUh&42lv0h>kk{R{l{|Nm7JcVvlG~Kj^mNXVYBHXR
z$Foau9nU+c3Of}R$ssGQ#>8+<%5<%?U``{YHo`<(xZV!=0L#KE>vLVyL!IA}8E>a4
z?^_vgbF-pV=1YUs`z;Tt3Xe~cKecVl&3e*RS^t@{wA6>m;+oNA(;9hSOP%qtl=%Mb
zajE70x1w;QJr~`xy|{ZrM`?>r(<OWEIC8#$jl>X}DDLg_!AkkyyULI*>wI^Ae3kc<
zeky{>eSKTaoB!3(({OhG`spcN3%jPjMNetEzg#q@X<V89WG)T+A}z&u8mF`9WNCB5
zYUR4#|Bt=z0E?pM+FlV*iXaLqBGujyMMZXYH<?+)uGqycioJr^3j!8wsMtY4ML<#P
zfIGVj_JR#7>SG1$6-C7Q=d5Jk1zCMm^nbm+H`jG<l9Nn!GLy-<bCQ{mbXU!^UkTI8
zp_P_0*jj!N?Ya2^4N}_SN^|tFYmFD=3<MJU_dBs+bQLt<=0fcJ#tS{ZZ;s|W>xd2-
z3Xpu@P!#w+03F=E1sw`C#x<=4=t<?h*rMSGJb%P8I9}7?5jQ;0$hV+4R1TpDZdiXe
z3lS7wvNGxszT`{FmtWi|!3{#V+q?eg$_X$47K@`-qbNGc%p})Y<6oeO0H|hz<^llC
z1^{XX_?|WNd#g8pl$L^)2T-dhjFbR$BHfOJ0rvTz^b?Hp0I)vRq8FmLtf8b#wI!5<
zi=?3NzlEDJkrhclAs<O=M4*~Tr^k_a)BLn%BrK%zU-jwr_$K{SSwrDHFQA2VVjc7d
z#5JLM_iW!i)h9&Y<HX;bSTCeU)D!IadPF_JPV@*j=*$0T>JilhJJBQb|BG9XXs4YF
zxdHS6fd_$xNl>*?1bld4fCAEo2+RRAOsS%Aem>3PiAe2eek#z6!!d;&q=SP-2-6b9
z;%EcWLO0=B{H&uzYa^S)8hXUX&30@%)}qxUZu|a9ZU+17pqLYbS%F6zZh=`}cK-TD
zY(=B>Zl!v^$Bhy)aZK~-T!2FmUi@@5Yx3Ti)#o<iEYo;g&a^W7F7vwdvr#O%c%&U#
z5<3m|dlH9kFk-GnS`a(#OnKa?Wq-7)dL&+Rsy7a*V~Dq!Jiu;G5^=oAIrLA-sVE>~
zE7~w)K6|CxY`oaDI~(4)mo&%SmlI}<#_bREVJ$MOapI*X=vB}Y?0T6cORdJ^TE}~#
z^u~A4uBb(L!PNU`ew$6Kc&i0FPA7+TSGeGe^PjlKRW3?pGbQw5{2`Lrq}Z&X4F73O
zkW1p2qssT?UMLoz)?%GtEB^5vBgM|q?UdJEo>WLYq>^$i%P<!+XA1M4M)E^fd`d2T
zV31;K`x}Z8`|l$A@LuBiwv!}zRoxZW7S$6swVI}EfA}u{G`j@jedH9`uWhpY-L0j{
z?2Nbjccs1%SsjfPn<slAyXto&{(X{Bk2%K`fdg`rYwbx!fsF@?);D1ITZ@8(hwab1
zjxr0D<=%*wZLZvbzjne<D0C3<_iZAX*KLk4B};c@5~lO~mXhm4HhaZP$#IQjr<{5*
zO-i(rbv6AcH|zR<@j2aIG%3ESu%3^VEZ8JYeV6`kl1%m5)M6r;RC|#g<hx{(<^`YR
z2aR5v%1BtXN|X3S+COQ&;`V8C_y)<edU^@%>K26th1#KG;V)76y@}*31(NFzog~R~
zJdpCL2<x^DLx&}YKn_ll+N2f=w2sH67uleuoorC(@Dwzw!4j-nVFNy2DHrw5Z22YU
zmtS<~(qYtadNnFT|D>3S-o#>DXH=wQa5%Af3i=|h#z=JX$ux9eN+Qiy+&;Y;f0AVW
zs;v{69pHQ9(w5`_*yY2X_yC7|R3$zDZo<ELH3;-3=xa)-ziaD+rc3gFmuzY_agrZM
zZyhQl;d%sG?VL1Uar?Ake4k`eGN-n25<Nm?@R|^W!Ny7T2qx9}mW@+o+tkn_v@EJe
z3fnfnntK1udgS{gvnbo9F{w2)97+Ny@gpLY4CLBuo0@qc|KDKKWZ*=9($Ti}4U#Fl
z?q)kwmo?vaO4|CvQt8!>O1%B}89cH1a<;~xF;cv;H5aMxC*9>?k9FQ`Mi18A#4mQ~
z;ARaHrILXxHa<9!o84#}+bz<X+tp~Xbau%ZxW8v5>>o4%U0#`p)*MfgI;UH*wRTTI
z{u4%_H6{U^fBi&kw@S#Gy_$}LJrNhZstw+<w*lT~<{%Ad;ELueAK}V*o1~@O+_**^
zI^zZ6b@*t_?%bqa3(@Bfz0r=Kj%exDYWVWSv$%4#9=Of9D75I%J}$^AgbjZ7483%_
zfqNc#j@#_&hi%4YNyXdaxJ3h&(2Mcck<9x1hsx)gS*GVG^Ip#s9qzYRktFr!AG@AX
z>=<vaJXP(2xa64ais~(I%59udg>Q9J_#tzqD*Q~6<;E{OBm+xkGwbJ^QoL+>NU~*T
z0)IAykt~(fl~nH{U_OkgB=(ApQmklRMcmu_fwI@Zcc__%y?E{sXW4t<Nall`4U=?z
znQ(5sgTjGPp}cL>BEIay?ZUuQFPUi}0@=djdc3vpDwDR$ml>8BFY1`Nnx7aH&z!l{
zNqx2dDzXTZ$p7BaI;w1t^Jq*vJ%rMsdxG&XjEPGT6#4RwrVb)`%0ry^1!!Wv42(dw
z`C-t>pohWuqoRn!S5J{co}Y2FT3TsdeQcR`2kq=S8hO2rMYpD%!uzMkk$)CQu687!
z4<5G%SF>-5M~AzCj5?&W&x0_^eftbuuX+q+ZkUJ5b{wjbZD7ODX87=%K!EMGMdHO~
zwXi{>w<xW?2in2z#S=IWRpKxF&{`Em*XqwC*GZ#nxMcv)9ssy~0MJ5|!hFjnNNL*l
zY<~3R8A{74lJWtd%>adIniY`&z~oVdR_GhHJ!pP#{`8!+(k{(rLh^t0d0_ZI$U}V9
zipTu01Bq87s6n8jUc^^VF>99jBVk&vZ_=mwnr~FIWP>oyjZ6`f9+FZXjK9z)%^s47
z1kgjO^N={V^3-YQA=&U#r$G)qB-fkB54AnbZX`ajKZ2Z-pE_M!J*0LTMEeW4!Bzxt
z^PnMuGbR9IFvOwZXgZn)=na52UdRJwKw||*<+NPL3*ldK^oD7%nL(ZYy`zO`BQW*d
z?6;GT>-I5X%_|I)ekglYs@G`>-nM=Qo>*lGYcM5VntP-q_o>rCe59&9E?F%d-G4q7
z@A1;bsK!ptZ{~jKRSRS8!g_ml>-pIz^XUaVzMTy>;I<ftzrQOD+_qU-=iC|2vQvF-
zPL2`&blZdN*7y!KNg0GvEq(EUnKoRjou1OscRR6%5)W~S_xEz^_CH|R-X3h)n?_vF
z<Z5Vro(#+8-ovGLUc@=+S8>9UhqO|Eh=?>+zw-R6Zy+N+PuR5CoD0L1Z!hzTCy%Cy
zR-p;Pj8fv{%2uBhC0;#I-juvV23Aob!<+q;fx}8CyHwt;*u3ExGMne86zO(Iu8Gr;
z$Lg!f%`Gk~y}H*C$(xJ$w2013-^P38daH7H=7=@Z$Eccehu8<Toq1L!kJnGuYt>US
zQV}AzoEEO=&u>SIcFvSN4Ao;+*1Ib=&D*XxHoi%6M_fhnLbn{VFmkc1d6cinZ0-zx
ztDEosmZhpN?qiyWEZK93OHY{bAKQD0$_E_c@reOU$ZKQ%;IMll5AW;3L&C?5%kG=J
z|A(b=ixHW;<b?;5Cs;3Y9X3YhFG+DtDQ&O5Ykw7?LI3_)D>5gowTj{d)0lRO1OErz
z%6BOa$pbHp7N9gFuA(!<w<l0jnZo*lq^YJ^iT~BR$wa35^sMGFMCL-^O282OwtZ^p
z<<Ux&5Uyk*M)6pHytat2MU{iNsqRE_MgmE#mpgH(w@cB00k5&sBX4wnXB`wAmMY3y
z?T=)Q?9r^AD^ZG{6dk&jj;opOMGyIDxcs=Lc%H*<I9}7?A-xBnVR6HmOV?Clgx{uM
z-Hy{Bg5p-qL|q*1R0;V%xc&Wy%#?Wo+%d-sopTUtrWI$HUY(*S*YDn!)|gZTK&cqK
z;RE;{B`f@1vo;C_%@**z=~$pf0AS|;ph^E`S{5EF(9GYZZX^$|f$v(%NFJ@zvLx-R
zcbti=F@b6tmOfe}PUz6@-=~%~oNrP<)xNY}P16$H1awUkKQv8SNH@`GS~il<Kcbud
zGfg`!Ts=*zp_^cumLuH}{r}&so3v9&+AmZ3N2wpVf4^ngmeNS@X&C;qu%qcfaf@x*
zw(y_O2Bd|O7MG6HMpBWR{kq$3wjDmP<tGi{w)YHjGl<%bV#@g8kM+lL^B+HAgJr|n
z3a<^^O0~R!o#H>>s7u*gK#47Qag;7=(ylJ6S92@Q(zn27hu*U9R=kjYde9rCb&Nnu
zj6HF0zkBG~h>u*0h<fa}CF^m=#A9fcT>xGk7>k1{#N*g8i?K9$0gktKN7qBeC}2q}
zip*`vUg6^KqITwNc%O#S9EW+FaH}Kk(BT4WvD+LcD$1ih<GZ5g?}g~)$;-HzeHKb-
zGy&H#w?pZp1ZYP&3%p>BKALYYV8s#7*|AweaEqjOX!F6otoxlZIAeDl_vq{$sciJ0
zwz?JLzO;O9x8cne^wL-6Uf87wuG38{I5vQPRClvt%i?2-^?75EZS6*qvaR%(^C{Pa
zc^Sia?=6EAt(G23*6A6#KNXvZDsQ?ko;&ZgBv&UwF}o)c&u%nckzw~(JkO~~vVE(5
z@+Hcr;<BD{WZM%<rfu4Xy6;{mm%p=A#x->izlm{GB;C%F>us0Ie4B}cvfhpO(#O2{
zD*Ph3@yS&F{F7zOap&>E;nP>~ArJDHS6xpqB{mFW_8ut5$H?_XHua`5IvbD4!q}lq
z&l)xOjlIS&hstl2g<SO#-nLT+Wrn$YxAmXYPsU$GYJtf8oTK$s(OLCJOSRKk_@{qO
zXEpSqiq>kxfj3wY6iIK1Tuo<5_^U}=TF&qC=|#~>TU~L54hPUSv-8MHZ#6nHHX5xS
zyOW%$Kyu|meOzVHQPgZu4Xk6|86|s!fE*l(Pa2GxrGi07<<PPcN71ZVZ_xeS?a@^S
z4|L!}E3_}Q6LQoWk8WQ&hps!G6_=QP8`oU$UgGWf0<US;8V~sR5M8U<9}7dq({g^7
zPp?8z^z?UqZl^FEH6xV+z~U)DVfslegFx>9KV%^!`3uujTOtG40q6zzh6NEG2hiC6
ziiXnWO7g4ds74$NSD^9L?@N;~G?W6CLlQ4?vX++fyL@^bzDYM#pWC6d4kl-@Ke0Fx
z?Vy(BZzcwDsvRJ#dPh26JE&huar;6MVZxT%`(*{8DsQ28qg9)SoxL}hTlK{{`KPpl
zc3MgMN7}zZUrA}6F$sg&n$kZoH&X`<h{{1mX&@Y{xpENlfhmEeQy=otFpT4VtD_A<
z3w?xZ@N<q9tc^I5&+UYEb+c`;hb{NOQ`%Y?C%x)qhPNg};|Yx|r7h<f;4-nJxri%?
z(p|!8SSRBsx)&KE6+5kCn@l)}W}RfvnmHS}*;Zj}*V`FV+r>wuTvh=0=9(23IM;?X
zF*u8@_nhVYtJq`P=XF@Kki&T1Mv2rg`xF~>>$uePd^N6ZyUFO&?hr2fR!6SGrJ-!^
zjLvvg<IQ;O&9^9gh77HLkjV|bz7NYXhoksS=g?AN5WbYr30Iyp0=J%LfEG=<&;8@_
zn7x;f$c7|z!nNDPv!`dz<DPK$*mIRzvd8_m(u?qitf9sCxgBplr{rr<yY3&9l6L{}
zzFC*VS?kS`4FvlYZfy({&kuGGZCJk&)fo3y>^ru5a&w;xN`s7r66s}I<%aYtO52&U
zQOR^6s>rsL*Lq@wy3d)Wh<&T4Ty%1Y#QA!HynHVQW!QXMKKI29$=sJ7$hdwd<&p;*
zlN;pTQTSe4q6q!GF}XxrDH>VLSP>U@616<kL1|GrMycFgk=Z-c8%^Ao?s{u|UA|+z
zD#91zJd_VNRgmQ9?3I}Gn1t+|$_e*$4dKtU#{AgP2FNba0`;tACemFg7dvN1%1t|-
zR^lyple_jQt$aGhMlyLwd6_&RmD%OnMsAg2DZ4dWB5XH%s;F(vcKnUulbFS4>_pWM
zZ`nWD<RrgutOGM3`Kr7|r4KU3`K{1l!7JIU7fYEcBiuwyFVA+J$}E=)dJ08)tB&xa
zqUSQVHqI6<NIxnvinfs@Pi`P8-}JI@en<yVV-L@yT|TaS*n&^YYRPndPL~QyWbiU(
zX0K=bk(b^1D)olStvU<%!?nF-u2$2Tx9eNG?i2i_A2#>?x&Gq^kD^bSiu^91G413R
z&I&r(0=8Tdhj$x*xq$Hu*b1<ee`Uud`P4)gv^R<WZ_BVBq%riiX(j94*gUW_IymYc
zZo#LZQw!{|XLvM9+h>eh#2v*=&OXE`M@FI(Vdi*IwPBL9l1{jc;2d7E4dK!UE8^zS
zL(xBzKjNC=vM8s071W7)APIQ07Y98%jH0)Ixl({?PB^LZ5AsTE)A}+le_ere{Ugz<
zNLxJh)^P0Vd>aKM&O`g87Pv;H9a=DQ6t2}L3BAe+M5S&#fMcn{K5bL5;No!<)5`~i
zMr@;U@Fh>XRl>TXKcMq{kD)g`-hm9w!AB(%|4EUoOAbfl)@Fn3Z*cUk6*ai{-<DzD
zSWQZ9F05t&6t<niqGv$8e89{y00s?!M)@H2SJjjd*slRi@&Qvq0I*>LfX4xZ0D8l|
zF&KjG5jZGtRDA;Ax9~A6V*=o$Fq;ls)|}v9+2ct*)oW42SKHt7yGf`EoO@G(0ycLN
z#{?V!8AJ%&30e}gCTOeKvygau0uO>t1YHWHbtAGK1U(6Q=l^G467EmnMKDM+|9^9s
z-nVZK-hS_vVT8HC;0>7DzuGd4+!I*Ei^*k%<5XLQX)rfTWE{CSm}KDg_zN_d8#j;0
zG`9>R%<Zc!!~QbnrhTwU`3SjCs)tI4_yDkiz(WTQ9K@*)RtAW}LrC)ipMeJ!;&c!R
zK3F5b0oMTsGH`kX@bGF5LSe8A>6)PbNyKWWnGXM_=^%}s1BAh8%HSOT3P&F}ErVmY
zXTRUklh8Jh_I9(MGs(?tMhfRIPLbZbbdr0q{vx};s}d(X>BrqVbWj?fd5yK2QJTBa
zpgdc{Bo^NpVa6Wav4f4z5^@(?Ae?yIg$?SHE{$IQ0cY<$ic2qE&fe}im)mT)3qPHl
zhsEykxN`kXczGAZ4w&AVt$Wv)Etxxn^}JAq+wR_q4KJCF-Rrc$wFg&aJ+3~){pMC?
zJ#>3WBW<qX)XYIBjGc=Da_XSPH9xV5>96sI>~>t3QvzNe5|2_QZbCAP{pd=-0W7+2
z!x}nu#_?-Q;1~YmaQnIKaHUO?F~80X?-_oK6<BZO!h_DT`bOt*w&!P7a&0GC^SBYp
z9ySmy9QFtu_3Fjio?VXJYIj19{*j}L4JTsH!QQOp)?}$ivyt3w!$s&|-zhk(?Gd(e
z?j^R1tQ;P?y%kCry#co$7tbwM)W+i`3(+bv^pux8ixekE;j@d$7HUxfTx)7G+&C!}
zkIh+(#~O7(fwk_UcpFocbg~CtG<+)d!2<NKt`#~OFUDs=4%3_VX9oVoxn)>GK3kUO
zYNm5X`DWdG(E*e8ioNahg&CvwC0my5sXUP!D=xw6D{TF@$gK|wl>Wz;B{yw(NHO?X
zb-D4#y^?-u^O&_GIw_v4c9z7v_T$ghf6w%OeM+v^NX|EV;=!MOYA9J2*+k;tvyplC
z(ofuPvOp0!uZp<;oOorA$0t!!A7An8vaMxrW-Vdf-EP4o>~j_dO*}8`_i{F0<wXo{
z+G4&iz|@MF`j1F9ziTjW)ukzO_E24BNRyMI4zhdvgpJRc(~aHLm;bMt`f2#Xoe8a{
zYSg=s#<Y)m;UAzUE->oNr$hxtzWFls=r=zO+QEuIHPurTRU&Ej1gfpTh+myRy;z%s
zfx@ar#YG+aZ)LQaT1SZuv3c!S6r1%C^)LSqx@z+RCsx`<{#hV#G#iVO?ybYNU1s2+
zTcsdFb4R#~O&6sg`BX1eJm**?bjfD|x-&Wymq||qSz(9P4_b>h_!xs6S3W)n&tLrz
zmzp;Uou2UsZS&oUeM@B*KITW`w3bDUsv6ED*Gi*6xTRFVg5rhS3jjq600s{zl@DO^
z09cd&fLjlM3IV_X0{GqvqDmwW0Gb7D8qhp|Z~%UFN(P!M)Q8pq&bi3X*Fw`FY3k8P
zejG@WdMXBFg&j$EAW&_+Mf@5BwFuNB6%uwTe9Vu=>5cp*Yj0T8B5&w*fi(j#{^CQg
z%jJKFfr!W=?~!}ec}QHf$h(MMSH0+)^txPclCP*m-^JAHYG=8$|ACtV4H9lHG+b~n
ztb`i|ak!D-ARSmL%>zsnKpQ&=e&yg8C>tEjNB^fNCi^Al5B$;_s)ZH)d@rtz;Wc!#
zpZL<vw!wV1oTXCw{=x&PUWFbgI?M&XTNuxlKAb1bU6jIo(y50J#=77Jy196hp)=n7
z@(va|*>mGR*OaC|z0O@|#j#s6V$kV>c4$e9GuSi30;PLxM43%}u<!9;Zoq`gIGhWR
z2Ci)=trOFgv&5aaIa@68=b?AmZsl%b6Qfcnb!thRGKS$=4Sg;heL0go`1lEzxVAgD
zZf|Fn?X{LoJD<)4)me)oB4V&C;R-ewR1xQ_+=&xHjMZ0dypOkczp(>+28^0YWk#d@
zM)e!yJ<@x;_n^*HSi*^hRLO(A2aNag@m446G*W-)zyJ;(J!X)%?|)Jot5bh<VR#e%
zg)Qq^FCtT!6RxY6bK6GrsmD|PL9UKs^U#Wl@R(M}*6@a;sq1i2mywkjZ1YJuukite
z`)Flyi7wgulPqqEEa&$Zzdw9XWRiMX(bvdbyxJ*<m+OTHhlFP-Zui_Ep6hWo*{*Av
zJaEbrNn*60xO3b4^3Y^f8T-miQpdlB{H4VRxnARnvN11hg!{{s<x8FR;VVxgkN&X!
zeA<a8%+Z-iOoH)2z7Cl>c)mPFxcA0g*@U*3>0!Bzk32V!IdHMv{y{?*GYuw&H#-~O
zU9PA2&)xW|2ohMge%#S!q#{X+XiPgvf`5UI<GUn@<oW9DHL4v*niYhJUw|x;xIIBt
zf+EQgkwXWf+IotXRUAI8wpP;A1ecp~07b_Hp?(L(qQk=kD0IU#awY=F1<$M4vP(JC
z==vaZ?JR>%4;8B9kN1V5IEM?!g}n`Na7f~GN##G;pM>&u-d71ho?`nM?Xh};9L4p}
zjj<+ZugxlK|8yr_csdgIT{sk%%)N%uSwEV;xO`gcqDWMenO|-X{V%xXn)>2LNfekz
z0mk{DBntEzz$_ny*S&y+2T+(yfi469p#p%;1pF$gg60kS@Vlgn<oW9DINB6R+E;JM
zK^l=e5L6>5l1ve~%G^uKDK4Mh=x>s&CYmHmwXTJn4)o;ekF9E~Yk{5|KDG+vO0}*f
zzb9u8IXgp7&bbjex!1HOFTB15j)NuJ>UAv}oSi}TyLxi%q>J`vl%dmxPAacz2+;7L
zK>#@dh7FE35b&v^Va?+q4dgUG?K2^+`7lAlEmlWwxE2xyb^dWj3)M!%nz-2yz3OJ`
z5W|`+93gEz%RqWn_as?_yd3*=3XryJql3%LI?D-%UY8z7j7P!OuVJS_E2Lt>3T$H&
zIr4va39Yp}&NVEz5L*m-DsA>5O4`~d2`%$BLT3iqac@@fT;Q~Etg$Q<TYGF`EtXH=
zjJA)GR-0nRMwv%&mlPGb<XWESWBCDG_NLKXht%zC@4Z*B|Gdw5^^;mC%x*r4@R#GP
z*&nb`^K9(6y9FmW*h*SzZ4!I$-C=fd#wc7ncqvz5*>Y~a?`baag%uuB>IALypD|VG
zG;yYX_^ZUsm4BA7!nI0+mCDz1^+hwAKUC^wDfkEN&nu#~wib(1PbeZCv7(caSb1sU
zBVle;DetwSgjk^ys&K1cMv)Lvp1B#4C|-JjRc_3!%I9@XQZ8(HOT6}8BQ)aRQN`QF
z)g;v|IpsXJa79~LA|IVJ06BCLD?SEpPZrr%l}z4NQu#b1ML5%XBOlU0A*x%p5hI95
zl!@m*=a*YPW9q-C##^r&Bh<5h&gberVs55hkom84V9L)Qz`H*G!05YF5Ls-P$-7xr
zWTuv^E;lr@<ZV;;i_9mC<qw_r=C1^9mL2HqNiUY+Uq#ehfBf0YKZ4d*Mb;M6n0B%T
z{{$Tk?Rdb%QRHU_h+IY1^0kx&iG$X)%#VYHwayRQlCV9&cS#z_109V^acMDa<<QHZ
zmAtv)ve6sSrYmDnU!&gWLT!7La%L?#Gl3-S)*STQ;saWDsW-Ye@q^^^ySE?*ho|<M
zf{k0IBEJ#-5Jzc>Y!vh5nxp7aBXPTlI+9f~Cv@4R4>}t-4Nsjh2?tGe!)ECQlEfY6
zXyf20@tWxv*PA{;a<^|iDC2iJdKHQybAM_PGqs3OG6&Od05DhppjiQ6S`F~0$sIfn
zR2PF0M61P&q^ZbVev^lD1s+g2KMwlZCO>RP!VU!AC3PfEQ-WgK8}xgR!#BxZfkn(J
zGByv$Ui<S925=7s4`w$K94AX6^0fm;79gwAdXcwjiFRO}$YYX1jw9NEBiE8U-u4S2
zJWn>7A4K9U$fD-Kg9l>)A$t*P)?!jFyXDL0RJkss+&`opw39#DKf=hwiolov`b%&S
zhLH(07)sbkP~{*Fj{0y6Jq~=3gJq5$2fk*Q=7D~h9!G+|$I+fa3mN=%ZKRD5l10qD
zo4VOn8o`#$PH;0BV#>{)e+S2O+=u;Yj+I{C8Z0$#QHSg5(~#}9xE0oU8I3YWtdK5g
zmn${iUtMZceK%SncjU~wD%pT$_i&x0Gi=@46{L$k3vj4n2bZRA!Ie!P$sQOomCJe=
z#Od4Y#skMHS+u)04xZ_bT{_RjA1Vx$&WotU)_t#s2l=i>b4(X<NlXXUy_*yJpkXbX
z^-0P4Ru!<Oac}U6r8T*$J$%^EB%U2-&<X4H%s}$GiER1iRdB<-jWP3J3W~2+4IPV?
zqZmOa92{Vby=x_@ukN3*+!fy<=7#*!5~W=&MzP9QBUzCmCrGhtQWaqqwo0zJ`o8jb
z-PWQ{J7+1X)UuIVyUkKg*=Cm9#4c9RFCai}Y-TR$V{gf<_#CQuxaff-df-X^%-tSL
zzka*rx-rpw<Kt)e(=9hkLc8vk*mXb0<W)8n_uex=v8-C0xL2Kb%C4`hQR4+S#DT$B
z_A;7f@+9fZzQK2d0gd(xdndAdW#9I^iDiOtmd*=i;;F{6;HC$8OYaQktk^-gD{+m;
z;gT;uKDP^#8gyTM_5UgY`13|^74cK=%%Gk4!9PI9@?GMWuf_h>sZ5g#?r77n1k|U4
zF}ir_KHfW`Cv>8c#<5N)$;J#@`QF5XO7sR9nsdikT+i1Z$<4pSUtX(#&K*C5t~JfW
zMwLOof8|h^C<sODQ+1KpVxudb$JyYLvSlbWqzl^Sco>gC;;#<+K>=;TMG?3EO=bQ^
z4}$@wTz+!}GN~eE`EjrWsz@2}?TR8sMD9TF-#V2^dR-t^0F1x*(CZeQ$}}@q=OI;5
zO=T9*>#C<RNv~UYDihx($HDijimBJtPONDE12+YjHYGnK_(!HPDZzsO`)Nm?OfAIe
z=X-H&go#XLc1U-#H5ta1?X^hyKK7MV_kIeBF4G<7Iv-|B<Mz_r!7sUwsd_l2MGUTQ
z+7m}^tB7~+zKfZ#@!a@rmeTaJQQQT?a5k<)3_3ZbE((bX#@!b5K$q5RLm4-nvG0U9
zZU9>chjpJK4P2NitrP6VSt1!XXSk9T=<j2@eprLc^wmM98g|4fHCA!0MBSyM&m3eA
zc8lW@2l;X9;>)w_QjSeaxX1-QUWy`8+u}ACz46+rE;wgwQ=BmGz51&C8A4QiQ<<*(
zqg~ZqYaO_+%pN&GG28l{=-uNX{C(U?u|DUmV(q27$Yz<5c=Rb>#VlJ-;oGNyeE&mx
z6mHE;k_CNc?2mW2FRB#kBD#LsN7B0AR!P-f`ijTQamCH4uf%iG0+MaL8_TD+&lb--
z)mABJmo5pbI78|8p@zcHU@Mxk%|f~H<}ro-bAP$+<)*Sx$L|Ug4~ckv&k}saCpL29
zvT1yp@p<M*rDwvxd%a{wx48)eoDrXLM$Vi(IYW5sRtb5Di`#^!ODp)OD~pAp4;fM4
z2kV6y$5-<yajC9$7njS+PR@08b-t&*JAV~n`t>o2ia4o1NuixM(GlTyi4*BnzOtB6
z%|p^G31CF2n%*S7J;C2(F)Pz(0oqt~H|kUNB06~e3|f-#n$$obIX5y0S8y~$4H~>a
zeC{Z;!fOi1!J*hwGSs9@e^mtH$shJ%;e*n+x$Yjc&9VYg?pT3##Fs`5N@k*KZ`z_K
z`rYu(J44Z@2h*@im>jJ>S`iJN`2_2Sl)_bm&(LyymroysqKMa@vY45X$^odQtnl>b
zUu`kdcpM54G*Vv`86*BTr$I^jf2qZcev=)v10`j!HM(lQ$eC-_Qtbd~s_D^u?Z9o{
zqnhUAMt_+)Eoxd6rcK#%<hW)8HS;$gB4%lBzQ5p4X$S4Zj`okVe*>ZgjTam_ag~`A
z$Q}jA!RZo!j5-KY3mLF^nji8(-wS0y*%XitX%N>eheV6t(VjsI@q=sdbB-3QjQ|ph
z89T(yR>z(-P1`1I-FlET{Z?7LdFEj}zC}%GOY;f1%+#*Zm?bN@Bd%FkXLmc4QG1_M
z^dOIIlz4`GW&IgiJ5w$VuD^owtyG#_dLfC6Je<qD8MuH896gjZ8rvOPTVI#<JwA<V
z-#UqN%dN^b3k+o^jqZr+Wlm*xTXp7!PHT?d$0)e$@lUu8%7tw2$;No*GC5vVu_Ib5
zevcwP%BA92YdJluV6IH5a%{ld_H4Ju%Q;h#1TTDa0B2V5#w`YuZ$T}Wq4-nYXzPb1
zti-k?TchG8T){!f^{Z@2FT$UiQgxw!_^VT@F8sp_6J1LMDwHofr7K=F5{u^PzDaIe
zW13>UWun6JMwasCi)j+eWiR*x=^`GB9ppL-!Wc<HHRbFJqZC`FgfO>mt>Clznkz%c
zr=v!1)5IsQl~kB^IVj%Ha}Cc|*empjdMFfjewJ)>h3t&fAxHU&tu3-hvlcGx?Ms;6
zLrIm%3*?s7Dk-<>KbLH|$A}!Gr^=X|+RVAo`Lgr+HRYvGWs55JsK}qYRFA)v6D?b~
z)<`(E(_QA`@^IHxc~@m&TgvjgTc^8Lc{f3rXq70^X?cg=b~Hp-Ieas{NPpK<s>{zk
zhXwbLTuSS%ofg9XK-W`%7Ls^@*8)gfWk;iW4}2n1Po(C@zoLaSKgnBQ)f<)PAE$af
zfaHO3r!#?S|47X|KO3gi*E)gff{g|@LlF=4P_J=g(Z^vDbY;dJp|HO|a>m*T>nG((
zE^v|9c-mOB>R>oIGqsaEiJped5BH}6w9<GaLX#qK^u;sSaq1KDT7Z<MVXK?d(7>)D
z?6x-$RSry|a`3T1mI&=Gm4NlfmB3|&k?+dCpQD-nD`8suqG+JYOma;%3fI&|poO40
z06;SVK%)V`<N<*Bb^uH?0_ZCRbTu5zF9GPp>A$6cpnU;As{qiX0AOwb*yY2X_yC7|
zR3$#38h}>(8!tLTv!|LD>H~G4tN7r&RW>=|tL$-_&5y{ypsJcM1vv@Bc@_BT6U|TL
zH3(`E)FCMF-FOmrBp?%wUslEuzrcq`X&FD`)B1mNqSOUe#j$4wf7#n{9%+jBi+zss
z`r^X`sfy+$-y5vi=fmnaSPe(}e3&3r<#Qr5vG*5>NBeyExG1El(z}pd*ERZlm24~d
zu6+PGCYFFu!Q$@owbMP???EH5BA^cd+<cIM0~s_98V4CTh-=CqA2b4x(Q-&o<v<1v
z8XhJ{({#|tG><8qu9^3T!n6Tsp?OgEpK-KUZ6wdd&Av&xo6Xxy)>M?ut!c%&8J(5m
zsG)oDc!vSp#N`(3h`e1~#EbRP=bJpx^|WZ*^TA3qzl;HHV0D8V+3o>u>~#@OeYumZ
z_pv!nSckafb52Tkuj|Xbu6P_RdEE=0miFb^Y-q>o>>iFK{2u%+d?y~~WrlKhrel*^
z?%Wd7bJD1+f$a5}JK5vGhTMUiIh^a~3V4y39M7&Ag#F2;;RjZSBmU+|yx7ke_vp}y
z3+R0cUw3LP9e+53+iG--ojq2Ut!L}WuCU&WPj6p=v!a@Ed%~o&@_&ll726l?8}bh(
z-fi~&O-tpAK1W6T)QO56L;48sTX#;b(6E*A=;9dB`@n34<%!YqDo+!Ye%)RqJ3n_;
zc=lW@H`=s9;+ct=Rl=Ey`{gc3qRw67PhaZG^v`N0*R`y~JI#2?r#|(QEW7(eVtuUw
z^JXg}?!`}6Eah&BJ!gGXcD~yjH3}Lk4q(U0o^3nHym{S+*&}Eo^sm}d*z@RQzLHKo
z-q^jSaH?kqW<s?VvU#(2@s;$CGiT~HX8JG46SaBTjQ2?mU`|A?QeXYQ%DVUShIExx
zZyBw%cKQbY0Nn<3FQA`6Cl|R64)h2~`&*|&4X$)W5nk@7XVP1AZp}ixdo&nO1QM4M
zPAK8yC0rq-5AL@M*an#nb(<q@Jw$-^Ur?&zPvUjanK5J0Ws8=$boEe>6?SNK?c*rS
zsTatxnfY5BxY`Hnlutk>dYGUsiX=Sz<n+SF{Airs%%bSn|E5F#Z%l`hUKeN&0OKz{
z^tuJ6LrJfz&O_RmYC5!tUROOGN_t(OT}8gxSxmjIb{a+dAD};!Dp48(R0=pe#DPbH
z1G)qK6wLz^2mo<NE6RZ!$_7XCfegZwLP6S3JNjg5p-VsCi)$lFWID9gJvW<YMyyFf
znDqVRg;L!k7HIQybNsr@3%1mePSRXv0QYfI6RaHLiR&(s<Ml1d;obB4V4?03ZoE60
z4&A+;JAZW=8&@L(9lI$)Az~5kT)z`Ke;^8Fuw}6CSZA*Phv9f_y9v_3nYPk8gFkVW
zu64ONqI;}h%r3U;%?jA~9!96jKfuYJy}4FqNILrHL-v3yic7Sc%B|ZTz_O8{Y}!U+
zE>PYGMb<Be`7wL2;jKP6r}=T5Fkz7Ts{L)#p$wmu>*!kP`Bvrgen%C7yY7l|KetMD
z_Cku)Tdfppx-3K1XFbFto6lDGmq_L%<37rD?7Iu!EuY2r-5jOhHm*>9%HFU)`rK1d
zMPC`eD))>;r)hx1;Y=IF!?*xB7u-zgciAP`W?~0<VDN59`$-iPV?{QijcH{hUe2Qx
zrI*w|lO7&XZZIa{uvtPYeGk6jqyzkMm#)IkCg*vJaU<kLiJ$m$3-2+9ChTAqJ5}31
zym?>Y^)lYFm9IR6tB{OuUgv<Qq;S75rRHQls+?FD+9XlbD|49e@<#_gS&--IB*gNv
zmMdHv^6D=j|6SHE=BJ-!@{O?kV^tI?l*Y7EDEKevN(xXY6929RET2++*9u0;s!mXo
zK>evm5^g{MU5m=%MSK{Qx&F*>|3{9YmqV*XjKQVdozQxpN2ur0B$RTsHClALHdB8Z
zv4~B`#O1}YsP2~eNG5!OLSHG!85eLUx=&x!$RLsm(dU5^QR>r+m|N<BVrm6r$(|q_
zKD7*Lu;(I5k9>&U9=d=YRquu^)>Xz{COyz9>*r`-$VIGs{RSp4(9m*zmrt)oQIw3C
zNv^BLA43z-)IQK$06%LXqn0tM0fCtVKvM#K>jWt&-##A>#CM<<;u{t-cuYX+LVZCS
z6RXd^vzS5iBzeDUH6wXy5Y!@2S<8t3m4%GRnh^-0%-`wg_4uX*jVb(IDf0h9>8KAA
zrx51I#A#tYqLQZ%9!&KJCe>2O@+VMf8AbUlX)}c<Q2&%3(M|;!QUiEEz}jV%9|p58
z&_H7XXaLZFpy7aD*g-$4DTlIPDJ00?fq-%V&;aSf2Mtk^K0-QuNJ;SbIod$9P)4{G
zKkI1G+Q=j0W?#9Uo6Vh(tVx3p($?mmrRhoC@kV7H_GLdyTiiU0%PcG@jTyU!J7V(|
zT?^Wbdob&<&ZukXPHY>g=-6<!;e<ZO-@z2E&3PkjsP|cFeZ4WeH0>Z4xpkh@&Z#V$
zDNADw8`j0v<|nzb+Y+V5*V4G<o_1VJpH}Ro=9h5&3H#Yy88f+|13kD88!=aEDtXzU
zQz+Z5swtjPZ3kY_;S*Z3_Bo1N9L3J>d5&HAX&rmh?+JIeQcZ5~irs9GYh_lS_2O2p
zsDj-yF0t+lZ==1Xnxp7@^;z+aOKkOrwXwzMK(3$hP<k=`l+~@+J|80HGy6xmRt&7F
zeC8djxMQFYg&et*-00~N#j5ls@~7#al~;E9ApKe^nNO`udGQinUgAz&;oCTd?-S{$
zSQk<Wne@+AIzC*MTy5QZ)HcLI85J^0*>8@8Xz!#hOjh<<<+j*asHMVD#_K*z*13O7
zGVy}BywcfT3jI?NXo1*8_B7)Ivm&vb+;mb?#nJlnk~?(0B6+;22{S6wPbMsJLS!1z
zmp}e|kSxr(I)kI4L=|24G`kqsihmz_Ph_rd%L}ttFe_Uw;FX_0irRj57w!-3&omBN
z&Clp^Np3!S9PjGQGp`TKkTLJFWD_?vcik6yQhm4nDl6TuEp(@KR?*GnG^U+y!oNWm
z^-FY<91mTrHGwUGJwa810yGo!Bax{lSM$Rvx~Zu*NqQ3k74;-OqnTEmVR~7#(oQkf
z=R2cthC`mUUt^=m8Q8JEgz1wmket%9!h)#hXh3dnTz5(?y7k0^oM{1vlA63mQ|dUO
z<euBn$>uuPu5CEFpL!Xa){DY{<BV{>cRt8FB1jZ!<PQgu&C3R19TS-EBfCdNc0?T~
zpMx-UxMj5vQJ}W~w>g`DlAG?L^5XXCRVj*oif5ARuknY_WT<8XjYu_ManVmRQYPTv
zPSk?727p!vfYzs)ADSi@ga9xx3V>z`fMyD)mJevM0HA&~=mq%(4TZ-C>i<hLlpIgb
z&5nc}2;h7Q&`)UoMCM4K`W77V8xb@HIdvqiTE|CxA%Td>i`%Ey<(qU=teVgzpB_Q}
zWHNOgp@?PvGx-WK3fL{Ou*P8zkWZF8BF9CON!-R7dC7I*+(;Uk$i<|Js$C+9#!>GQ
zNi+_;5esE&YMifjiTuqPM>{R0{Vg;aD+2lu0aY|600$2fG<?WY*nx}!j)h|&KP?B+
zXqW`mc_9q)!j6^&4G>mM{1!(Wj23zd*W~9NEnFKx6}#CRO>?ukc$_V>?KQW}%F4~4
zqc`4gG6ehD?BeG4$zkWbUc*+{_t{PV%_4O5xg+kjZVuK7+lB7vedcD(GQo?^jAo5Z
za@Z2r#5nWtY;4v(o6U=rNk4U3%(<WF%#O`)z#ZPKBVX*Dj#qfJ!2ze&<ERZ;SW>+X
zj@KhEzP;B+0mAnv((4g>`SMe|poJ3~F3Og^UYyLio;rv-oG6d^g}d1DRZgHi8HwnL
zK_Gg%AO$;LBmModa=7~W#^|D9YZQwO$)1q!QSc52R;>Sm9UJ`^yZPNhQ4Muj_siRG
zhWjY);R~@;R&FP~D1V5kHf>1%@K@LVG5p<QDXtcIQ<P6fnkWJU??kWTE(;$?9h1#(
z9aXFfPGpW>aug36x<oNOI8Qll{lw%(vdIdRy;AuxrVGF3#8`<S#ZlrQzNNVT`WSy&
zuN5<3z$$skdB%J_$y>$som0hgmF1GHPtTFhZarDjHa$-<ddEspgjb5B-*t&Xe?TOf
zkQuFv*dDDY?J-ZTJ7BPE_=Fk4#BDLW?wuUI{QGxuBR>&;_N^~-;H3ex$R=$6;8lLY
zD`T3-R`~4~t_X_YrHj^x4D~My4{wX&H}zR6T$XcO)T^<h@OI`5UNLdAt7C+N+;sU-
zSI2>BJIDV~Yv>BvXtdK)hV%>2Z9x~ONAT5zGUzrU2lEy11u$8GsS3CN)&FW*T38Q~
zJfQnQ-~TPvP`xHBSsr`_^~jlolz{<g{_)4;?8(IQ(%aaqAJ`rQD53pAv~1ctG<$A}
zct~IJUfacV<Ye3%z4z>nj#s{j(UJ0K)2C^WSJNRyg)L}%WoOhNF&16!v<kf@+s|es
z=HhZ!`r&>Nt<j3}BTzq2JFK(iFt#(!)I9cgglXd_ijFcfzub2EztBXe)&q?O%>|&F
z4=~ICp!ukp5b;6V0p|vQaUEcskHTNgD{LJtOi#7ZPi^Z4p-BP?(@{Gj1K8)of%xiP
z;u|y+9uufH)EDZhvW7x)Ct;|QNq!g_2rvsUV1Y3Us4|>m0s0AfH62N>Mo@r`lDLYB
z5?@6_iLa)fn#cZ*Fl`v$q@P7vLqU%KH3Wbj0UxZPbi!K|Cst4__>zadK2lhZ6!kg@
zEte(77Pf}|DLtZ{b~5Cw-~oX?5gG`Dp&@_+>In@29JPi*V}kw`8We;fzozw*L<=~`
zLmMD{_~3t_!NIXKjfRQn_c_`?w9rks7C-A~(b~u+v4)n|=w@^34O^zJk+jtV9clXJ
zM=0uW9)4NvinPV9R=7<3P-#s6>D&>E1YBp<1{{{DFBQd3WStgSN}XOdmRg@Z!Y;k}
zk&9fHi;iTCLLt_daECLc(b?Aq+?z6nT%a_QHE6RNTkC~$W#{EcjnBN{mUohHG40y1
zlNznVj`hd0yN<u)hIaQuc^^k|+0`w$4%7Fry=!&C)7zTh(3gGC>gSnggH=~{zST)~
z<r_Qp=CmQ)olh6I!OINUplVq-tCbD6`Yn&$7kjeqA^K?NhuSEvZwf1p;o0hsYGU(+
z`dmMgee`1dA(Gjo*sP)6{GD<2MADYWm5tAt%DYE6iT^QCChI*DD{54FqPV}*UlgXl
z4^`d3hzI)iNS2m=q!d(>Nm}-Ps$93IqSDH<0@Ag-h0OP?kvrb0gt|0-sfZViP%gS$
zPvYqFUS6)ZSh;LYJfHK(Loz@4Gcs=1M!9Hb$K?8(Cn~&RXDb%0SeGm?*noy-omNCf
ztwZjHsme-6)+*&s>oA*Y`=Rlrn!8>sx0&}yjT1hectZK`a*X8lwp>Z++q%fELVe+>
zZi#$qn^1ma=v!o8@dEPfbyMV4o)xzbtSC1*`dKOJQ8u}2O@Z>^I|s?6Q}<<a^SX$d
z7<tMoM_-g(PwF7-{;7wkwd5v${d_JHvSz8M>VpIOm&`Hb_j&YTdN*w$uii=_b9V3+
zR_SCSo0ekARMJ}|YCQF^Ym>Aa{O4MaMY>Jz@<X{Z%s-c`gtHeP78x1tk{!;L3l~;u
zAS!q7jmWvz)1(z`pYUr3S~F{!FXV%^K4vyfx8;@RPBYE#Pvpy(3FMVG-{ubv8X~iv
z(vx{(o8`Ly$^Z71{6?QdpEQ+KcO{K!r_J7^Ea+;XD^}BH5-xHP0g)F;mx;V8!B_Mc
zbUKm$Z(qqDBscW7X|+0g<C3YaX!op<7~l0nigl-P=MY<Tb{Sc)kXso$C(XpN#XLGJ
zAB2OKpOM_Unu3k`Zo!N0?!~&7e6icmv*>bS7_Qzi8$DOfKyB9xB>r|SanK$|6f-lH
z+%W;FYrj+FCm%hCE9cqZ@-LbpgYzEfss3C%)@BEGDf<ta%3MTya*pHbI!S2Wu|BwF
z+&Pq4M<11ndH}~#hlls`M{i$0N1NuqM9aBnR1Uu6VT09Jr)dI8o81rPjLZTV>OM72
z;-7O)vhmD0G$LI!Q~~*ayQ6olsA0(e_Lcm`Yft3HLe~L+p#uO$*?_wFs7HJNObP*D
zNCAK$1pw9}0f+_ofBQ<3YtV_Hi)ODw;@t>(5cDMY-@cNn*#XrsZn>pu=7C$1Ka@M~
zFW^kc%t2CqycL-}xJ`y?hUAqmGWvmIfVqJW%uRD&NiO2c*927MlGn;qJ~;;Vl>BO6
zNe$+PNm(4ZHy9ItkH4S*bAvR^eI*HV;}+zf+rlsY-^Sdu4?n#HU-$^|RJI2?Tm;@>
zOaR&dWYh<n1jJ#8O7jAr(HxF~9Asd-00&$L9LT`w5kMZ0)1fO2e<58H^goGM?KIP&
z3{6MRjpl(g$OHcYGC0S-!nMsmOD)4>xM#oL(UZ_Np!RmNdvnLl%qE4K9#BzwPZ-a=
zFlxchn|g(Fb*szWjQAjpU$%p-%sX=b?77R@`<mig28ca!@(H_5F^s!VuOm(rZfAqq
zNu|;4uH%=BtZ}LHGuT@@Uvg2$qVavRo!BMz2Ci_j0}hR<$PTcwW9v-W&z8`8!}b_|
zgWJaSV#8vt;^wb6;9CCsS&tPixW5I%c8E-uMx48dPu>YeYvVhjfN7u6qM9GsL{Tfe
z;rs?}?d^$pz0Y&RFW89o9JNH3Ji1^}q#kQnKM!xe)&W1eri0ryy@jh(pN{wB)yKOe
z-SOwRfn01(ZFHgSaQt%ma#phBAzFi)q3o?jXn}JKI&wOdwe_2V-DbQ&kM`a|m;6>?
z&kloF%eJ4T9bRwXZuK-p2S-f8Yu)46%APyeE;e`Zur6oN-pB{I&9IN$^4T@<xc<gy
zmC<G-?{f;t?~3u+b8*<9!XjK#X^WlT%)n#pP4MVtZ_v7^{b+48i(*>e!t-nR;jvw|
zqD+s{=vcdT`1F-O{OPgc-B<FKk&|m@)2hlR-cv+LE=Uo#y;gD~(-g(>8V1V4cGpF@
z4W}v0hjo)znR%0Etmn#0jO@>dFRfDsoVQT4*?dZFWHm?9tv<`FxQ7)P7F8shHht#z
z=k62wFYM2s3>Qh3*YJ~69`=dJsq;wOqiVKdv2v!k$Gt5|kE_d3L(@3%ESIseM}mXQ
zn+{@Tmu(;6q#MtK-FwdBD|E)Z!DUb3gtm8>@e5bU=K2rk>s&GrzPiN;w@z9mvfa{(
zAJ@1PbL@jIeP;fyX`_Ze+?mjNsz$x)cP_P$df^|S2mbD;SCc|Pm>i>;G|CSbm^jkR
zOY+$h{QurpvgEw>Xm!j!)ZH=#o$R>^?=-!_T(~BX9Phs#B`_nfS-EiBOLT^uX#ppB
zrZ)#A-MI%s^ypekbgc6tbS^mv>t&zP%!pRpeS}tju`=K?wGp1~=YR#BYNDgz<jefC
zPT?WtH)!VnnJ~SzMUAR{^zB1X^Z@;Q&`BP!WdmTM2Vjy9I+;^=5(nlE0WdiNAPi3h
zXb!YVSdlOg4!}1jacBj<F=+$M6^H{61~_*(SD1`4CV+DVVgdw6{e^tm6p0MTMy34b
z3WP*GfkX4;r#X<c|I&}Ks#vtw7p9Bx7r$_?3m<nNNdo9~AwK}(s<#j|dR_I~hosl#
zdXx10eI?l!B>!y^hmWxqQ?IL?<<kBKZU!_I9Rlc&;ATP?ZWP3!aTRtnFUaA>10XNR
zH66sEv4ErL^jI4IlKPXswBc%Dg;2*IbF@Hh46mV^-Gke1HVF?{<LQs3@9Phi>iS>8
z5tk}qpLWw({ZBIKo1C%SM>Y-fALpX<QlYqW^bi!B)&kcbbPew|oQYks9&)}LGo|UX
z%(?SZb=f$pCMd+b9!lLe7v0@rf_+jZa{b4f<24gzO9Kb_O6$0CoTWomZuY}htYAfJ
zw(ABvY+Ua$I$e{)%GPtamRk==M@MyL4^&&qC7f=|t=sIuvT=9Ww9#F;;qSB9lKpjX
zn`Id|Y=8rPeQ6p_7<q_R@()dg6yL{KoA5Vkly>dobw&Bu_ln~21t(FE+j!xlj_%3j
zAMaC`*MF+KHjHd0-uIOvtoC8$XqzU<4KqF~qB{F9*M)QWj0i8~V&;_OOiX#P{yULk
z*SOWp^=Br0YWfwXU+bOnk`DLz+MT+K%ATv5tTU{iq^t83<+BI563?AiMXqLVl@o@@
z#htudl(YA|Rk+=bkU1ZY5}9;&;<1-RUjFlBk>&mM{F#ic{LPRqGM@#0%o@*Xe7Ud=
z{Pb5H7?-A#nMk`&uF;v(g=Hok<a0{AVs4Z=Dw{f5qP`n{)xvLB`uyXL)>TE4R@0bv
zk_7((9Yq0>l&>wmIXyr%3po}#H?6B`^2@49@>C}PdtYsWy7_X|0&o(Cj-=T3m!#F!
zYFckXKA*4&tvD+|-NsErFIzuCsV#_ZAg1bO*<-Q5DNS;1W=pKsH5{$UF-L)YN{go?
zV_fdV9moR?tr$=i<uzT4OS*Ar)Y3*@qy>L*uc?Po71=+SZ5f5^?JJ-(Bh`sv-B2Ig
z{%~77Y1JbfpdVfEsGpC~S{Fs4e%HQ|&_n>n`JgLhsLnDYasUt)03}tFM1c+jKobIh
zt^`mrWlO>UyL{LaAK(C>75)aPg60kSumGvbZ+dXf1&9@itB4fwwSGa1HhWE<<gZ3h
zgP;~c9Rk(Yw21FW;6wloq`=~A&EtPGOzZv46)&oNB{jdGh5X4naMF{54}dRd!6Izf
za)_>YfrZwzCs%DP1m;k(Ae-w&R>&05lNbJi7L*G;IryB^*_m!dRNOtecG5-rGfIp~
z2);B<;;C*n_#lIH3K%Uwn7YF0RIcgM@}b{^{M5_`WR8}rS*GT(KOCkvTnh>NHBF(7
zh&6GuyWY#qCT<98^syngdcjdQqczV^RNIF5+5N8Egcq~fq2bojwC23j=pT%0_dkW#
zHhs>GIM5U~di@elYU{$*2{vU%c0DXTkx@o!xW64*IynR#a^8$W7G>jhqc)>60w2zO
zN)T&N`2-f1+J)aNc4ym6al|D@cVmw%eI!)`KW9^x>2q1_EjiZ-Td;?CAI?nJj}1TW
zL<h3{QBsu*yfAbj?wsR`KMURPDp@5qY|A7Zv*85mbMu{aUv@6*Gsu`VNfF=^=ZA6W
zJG0eS^3Qx0qWJceY`|Z;C3W>-t(1=@yNeR)#woVU?wH)Lt)XJ^-A>Abr_)8Rmj)}$
zVo%Ad)H%$%_L(Fvp<^M;lL~mx#|Da)^&RDgdtXVqG-$zut~62H?sQhNQTI51!Z%D3
zI()RG(!~tsRkDk?>wQPXqLFjNo}GIs+utmW9G^vq{iW|@_p^pEudUiMJ3`(HC$#G#
z>}qY#Ta;|cm)=-H==&s+@tG7Ro9&m#oA1BDoa&Lq^qg%kYB_EnKSsneM>~&KU-iF=
zfHnBR=akk`MZMP0n0D#~<wMs|fO?VmSG21r{Xp_rfSmXRR%_(TKxf+Lhrgm;B&|NA
z{feX2(@L=#V8QCoX!+#>s9U3<=vc|#IKI1ys1$i;?wGq3+WY(+HfdiEcRTMx&gLtJ
z5@d@&h#na0phH97q0>ogu+D`|Dp@FUMJslkfiO1o&cl-~EFs@cu7D2TeuiRn+v0(u
zSV;R7M{8FUm1;1PTsMuv;TCFY47i;D&<Fs~E&v#&1GL$r{;eGfC<*{>JH7Qlr@lv}
zREvvg#lAtApjm?Ef^&!SElu#R>`>60NZtzhKG@6PoPf?1*tIb~y&91hpiCt02x-6K
zX#KuPjT*qaXh2Z_?0Q0R-2M{>8OC4YMfIg5NdSE*Js#pJ`xEI))pjS+mulLb;G6Q0
zUuAbHroL1=1)}{*QFbR|a<*_&purYpcOqg{8u*mM)5Z-lXc*8az)?BKAPo5-{7a7B
zKrK`U>h>d!7N?EmG;p&!@8M<>)t@z*nk{{AVJg)f;)U0X_uz5k2eJBLBcyL`H|9Rp
z>WF1S#OU(zySQV89IPYljBa{4;9YO_;->y?obQlB(sW;jJKr^ijcXl??$(XNK377y
z{;jX!)%TlA1N*g+)~R`iv#d_`VmxHWme3WjU6*#iMwesJnG%<=;vnW)E?XuYy=gw1
zlJ3PNM1^td;%c(&DV9we_>l`F+Z{yiOU3-B{n)tNV*EPk8crB?gjViPS(%FMi|(#`
z`n+ncvt`$m4+B;xX3X^$y->DFcDmABvDki~V)@~v%<(=RVsFohib+1se6v~Ja>0Qp
zVQwEwzQ>~x3Q^bB%6Bib`Pju0@h9i1lBypw6<Ir<E7CK4#dGIwPOcK*Dj!?#gm}=_
zHp*scbwv@+x=DI(FDHLnt3C4D5v*Kyajl|MZclm1$L6vjRZj>LKJt9Yk1>4N;Sc48
zc|rV{6S+)E!)eTlUZzR+WAo&C8_zX!JZ&QkHJHjH&qvIhKFQ5Sj-SDAEZt1F{Q3}4
zkE!>CmrkAJ`CDCF*%@2qrY)>o>o>WmzB_*v>2dv$r>j6-T3;3YSxaNu=@0x9bQ_>6
zK|g|Cgn1b?{Q*5d;$S{dZ}~%Y1Cdz}Q2l2`!fFc?30EbkPN23nk#GS^6N$s9>Azr;
zZ1kz)Gql`n9O{xf2`Nn6(d>z3Mdb|zlEV*M;xcYc$yo}}?#xLjwB$b!)^upo)mo_j
z#xCgf^m^#PDt#=roq-}^mLT4*0g5wjiJVRkLg#NS!vp(v#@j0@v2m&t_r5(AEw^um
zdc}UgC7LB-n+H8L%lsW-+8BzWQ$M=pk2X3*r}coU08H~iwU{<b6lg&JG$%k|dR2JZ
z?_bd@QVuY1fE|EdfN#()cpN}`YNcKIj{{iIv`zt%G&SWSVLJi`f+DFFk*h6JBn%Dh
zzi^Xmy5$e0Ti}Cs0AKaxszTa9B`5D}sTcNrW6K}*_J3&KSMO;3A?=`@#?k)KlH3?8
z0_ZE@=7Y)7m;f3kIN;|+(Jp96Acy0iQA1eMItA&__X3@RJn*1E*^m!>kQG%f5f`7M
z4~7=H2iM@|94%NI@pE;vJM`JjW;I!a^=YiM)uQXt^kLR`UFW)ZT<2lZ7TwO{G6$<m
zV;Xhi4qvxMmxTtnLvTl|Gd2$0I5JHt8h(a#Op!>P_OFv#$C<KA_vdkuBO|z+_=#L#
z%^GZ}wbgKy)kCBuH+pf6dq3uu*R8<C)GftMJa2#<=Wb?q&1=jJwWx;PwiwO5JnhMK
z=+uJk^`ab}DmsdnuE;{GW@MucyKb;c9C<Fo)q<_yc$hOu6LN$5>9c{)+H-Yhm*gDM
zjB)eG6|DQPOq5Vz8;X7#!HRpPvDNpjA`AI@aD6Y^(2MYg2x9SVl1&I=sdlbIR|YE|
zER0iZ?|fCXBdC+`X&ay9a_hX5hJG26q}+9qdpft60ns&-!voqUJMCPcNH^r=r4Ow@
z*0;_l>t8#Dm~m|tVO`@C@{?7>2FFVCsm21PpNy63EW6BCuiijee)|ce_uK}dnZdkc
zyD@Sjm$kyp5zSHm#744{WW`<AHZA1lJ{^=*a7Rg1Cnw3`lmVi^o6BSl%UAP}f&`Jp
zfa$WjkDrSwRv+p*BXy3bmcvQmlHUGI+`}xH>xsij3wv7f<3Eq*Ynk_DG9NV)Symn-
z+*$9uD?fPyZ@6oL`tJN+B#2?O_CH7v^R=LwB$D1iMG%RvCWQHUpws+{6jB07eUe8_
z5~(czc$JNeq!;;SlV;vu3De7<)sE(h-Va}gmd#s(y2M__!sI7-%6ynWB~z8l`s4Eb
z>)|e$3D{kpj`n%nM*$mdiWdyKjT=oI4tY@0scoo-OAvbQ*%s@&i_rty+UQgSP~id&
zizi2;)UFTEY99~H1Qhn+HpEdi;YILqbAzjR+m+GSWUwJR{<=V3NdH+!uR?JUM9^md
zZFV+F5TOYHjPp^3_<$cJj-a0bg^3|0fc7K}0AmsWkTC#^PXILl^aA`SLCkNePzTW2
zpu<%Jk@%qVRW`W%JSsaJk=YSA5WqRqDBN_3tQJ8Xg0D6N$}gwD_ohg`VkM6BI(*Z9
z=L+^an3e>x2jIvzpg=pQ!h=Y>fwOAAM^${^J#{{nc7Xg1zw86aNxqbU1>`M{LfS#|
z?T`Z6fgBIo0geIfp!yGTow)^HzGqe3+Tr^I5l9*|cyN@kX%aZN@i01qG#EWWBLN2u
z7G#hYe24?-E9@W*<n*}0>GYVw|5-TSPsM42`2Rr=c^x;KCGS|n00H-5cxmaUQsdC3
zFi-r%x-OTI{hE~~g|p#J?n+;~mB+REpTw)49OeGGF&=yE_{>_JDvND*JG1VOb#X?C
zncTza4$}RZC((fpcTvc=-MF<=7E0~dj!W||i}zi2XAKm4&=Q{qh<|Yx1^NcDbp`9u
zt<JTv?7a($w6x>o4-MGe9)nor`r*>;?=rc#68G6PZ#UuQ&vkHh#e94@qYTO(;Kdpq
zJBkGvUfBHUcs!u=J8p0tAy+=;D%-xod$vOGY22msIX24LLmD}MDSJgvy^GIZM-avQ
zW%Ez2;|En&-VgntxEg$0w7_ddvQzo{ig{;u$?v4BQC_fgMI}w!Ft1)O=bIj#As2KX
zAbk6NIp5tWM6oif6f#(xtE{njO|nDeN7T~DSh=zJOJ$GMt3~m82Sl|hCMvhSu}9Lm
z$7IPdO_ED+v6AU~2g)lo_K>eSF(1tv5Gi|hx<9jW=s$9kGjYm8gEJ+fm$M}qSHhV7
z+gO>SZ@9?#%|QNG$2i&QxEqYiZdPQzd9Ew-EQfzL^RcM>jt#tv@grvS!>+tss1&ub
zvJ-Acx~?Bh<@~+$EPnF&EM|k@3g&6lE1CP`7qT%O@3_YEPu0)DUqu+jKlR+xgJ_*q
zR>g1{(@q-U-=IT+ku7v~Us)B2OidVz(0>2gqL{A@RaV9Pa6?jdfi-L-uCg)`A4anO
zA3tD<-Y)b*OD9Z1onOzxx(7Sp8lC?id+z}j#m>GD(-cv#S5QPm6ahg+ba!?)nOOwO
zQBhD-EMTwLdqc2*fC?hm0mUweB8trJf(j~jv5N&!>|*cj%d>9wEF9KzJeJ?_|Gl}c
zdy_m#W@l2K+{q-Fg(Am>I+6oHIjC^bNaS<ZA6u>Khfa@<A$MBDpgkuN(b(PoNPaQ~
z9ltUin^kj0cdGBi<zIN>38!}9Zcn?Reo+s_b=)!_A#ydEiay78Q@S@#d4oCyJ^?p1
z_>U!%(8odkSn6~h?a0|f<v-e{m8B$7`M(29$M@|&Wax+iV+Z<qTaBns^9q^|^!Ek?
zz$vu8{3T(^7rmNIh{%+Llh`GaO(HKsE{VShK@mb(?0QOaN#Y0zey0OWi}g6#4lt$U
zwa5Xcq{sR508=M-ju2Xir`h9Z5?p22PwsKFlTfN}q0*QUfbIo1kU?VtFrbTJR08ti
z24obF7Scd`s6d)>nwH8)uvW54(*x=KDTcNdEu{3v^my84F2ybu+i$p-&(C4Y>hI*X
z;#)38b$8>HSy^~=pqLAOJD#0eXCGTV=%!2QtO#^Y_YLk)b|KblVTZ1)vgBqrzKuig
z-eAjae2G6dtc`C)-NhAO^6Z=3Jn6@egE&`Fdv^37ecaJlA4P}E!b=>_;efhTaop7{
zSQv2&Clua9mt(7-fbtJf%#{UfVw=HiHS4E@2<J#&2#q)aS*`D$`Wf?<Z`sOc=b>FW
zmC>EnFVOw-`PlK55Tzd&hpl>zLOHFjqO}hn;*d2uC|DZ8nt3i^S&<0;G3XG^G@Z%1
z8Jgn!>}uS-fuE#%^A@Oc{MW48`*8=D`toN{un5`IRX8;1BXcj`TzsxDEM5Pzj=aX8
ziK48@_vM+VTB5q=lEl5nEl+2sWyoLJDkN<NJy5I&O=W6^8%QqH+mp^k1j-#EE2B;$
zYst5rNm7JfYa_93pC+rc)KIa|WCj0X@;FJz;7+JqhdzqXny=IC96rlEY+8yOHf@vD
z>76gBuxT{vHBTV3ER0l)snA~>JTp>JW8YfjCyx<iwP?(DDtsn<&|;0^ZuEJ{b4h(k
zsXdcX-EQlI7aE%L+41rGu&nmTVs9Jd<@`kCec+SWD^4LRKh#*^l&~V*v#LUIXUJg5
z6msTMtw;OP`u%ZKWYG5{KehMfJqIVtM18_+_@|c^FsXOW@=cm<VCw9C#t-V;R(N_&
zAyc7{5jFL86PQl%;6HZI73t+B@dK@=Gr2V<31`1~EGpZ-FfG&HLsa>KhcJ|TB5LYY
zHZ`Q}B7XV&JZ8DI2_LxHoLM`vEiW%SjB)$$kvBSFA~UV;#_wygGp)=<OXfv`n}S0z
zSJk!Ww<6BIKSg(GUX<pGl3cH*KJDZh?g*6hKO)y8-ajVOB<@#dTS>T@Kod78SfnD|
zEOAQ-S`)YxV-IbKtUW;of=<Q4Iun@(L01AV)wOyMw>Lp=g1(yZ|4VLKOj>7*ebKA-
zL(rxcEim(}4@&Voj@!->qT{g-v3NrScFbLi*QDzpSv4y>&qGIY>zpGtT9|`F1dXuX
zha1@ZkCEujbRRUY@nMvivkbMaV<DO8o`nNj#iNZG(5>qryV4m-TfRq#YuGKrReJ76
z<#L12y`k$+%0L$g!@;c%V7mg~dpfv6v-5aD&7(M&DE@LSx`T`wJm9hudUjNd;_4cq
zh!2TW4z}c8ggg3FF9@By7K5HwhLY4lU1ye(1o~M>Ho91$fmauU?7wJeDU~$%@SR2K
zlg3R$lLAm~1I-HnBpd+aSO5@mz`vc@hQb4U>kK!%SOLI{G5|<ECHgRF2)qvfoDEP%
zh2qEA)+2I&r3zNW1~gE?n%Dq%Ap@{g!H(Df7;6KXsL+hqfaWSV5gPzwZa_;FS`ixn
zDg*$72_Y?@ugtjnl6X)iPzI3iUmXmQaGEEO2k`6`1n{izjPP9Q!4GjOSGp3r$l!<g
z|1#hqG6?|&6+~=~z=gn-pbf~VA^vs*@K_xQ+^HOF;_pJ>Nzjd;yGquRxO)-wA@I?R
z|6g*`a{B5U0bg#!mq8NpCo6hSk!;d@0|2|f^S*?0C7lD6k=&eJrV8J3Oc}SxIZ%XU
z!F7RUX*&lBSQdBq%ehd%vLHU^ML>3}v+I|y&}3N{!n%_p#l%kb*U@BITo92JIR|Q}
zaq)AY{_8AD`(P0olr907ss!MM1_nIASmg#8ylDVAC>OBl;1S#q4$6kQsSS+|3@A=8
z^nXBcLL89OIN*my4F(!D_$fd}4P1i)!Zi)ZK}N$N4E&%VK}N4noc}FD8<dv8tM5<0
zTY3Z92DrX178|CyRJ=Q%n|2*Z3-S%Q$1*c^UgmnP)%1tb7{z9(u`AD-);rH#nUu$x
z@5;qjH(h13LPxS&M~;w27xZGM*(9*l&sLS{U7CuYEZK(*`(9wLi#~Gko8oZ(TNCVb
z!yQ*0Fa$4|xS92B8^hY1WbmiuiLBQ`9cgssY?KpmmbG5m18;7$3Cni0#J-R6IR8Ek
zxVfGuarV1vXvLsp6ks$Mh3<A^cW3O!aZes_EB4jJYbIAid%YznX>dPu*6Sn|?HkUP
zU7(K>W(jbibU1FeyBap_QX20Vy%leNSOI@_cqVN((v&+i`YB$pa1P$T$^lnC`3|Gm
zUCHvJnrM?(IGZ@}E@$I^p0n_%&Yn%Egbp}xczF{S*0jO})?-Wp9#$b2C9ivp+pev_
zMUJn4$4oekqFx+AGNu8NyY0ZIw%Ow{CwJn8ofhEciFdJ|&<y+ik%m@m4@1je%tGrE
zvT;x;0Up()7rNmQhz?!w#m9xFw2*$$n<2puTU*ZXIm>bdQHR?qZZBIcpJMSw^x*Rl
zVc{6}^h!Gu<l*m5F^9Nh@qn9$<fA+o#o*>o(j9J`l(#DHqj;-3K=fqM8;K-rtzt?q
zp?Jt0FFyN5d8YS-?lL`xtGwk{H(C90DT>kJk?Ce(ma@UMritg>zobYS<cSRXc2MX=
z9TJYu-;>@;Z-D%wwL~(pc}Jo7<3+rKH_IQCrV2lwd(NA@c94}_HIzSo$cZ7NXTe5S
z9VR|xH~-YrFKuz9zM^t5jfMQFnj-xJ_xSRSE~FiAIgW{_pDwFjdM4l3(u-fP{8g(k
zg9H3Tmo-c`@d<S){Z<28<~vjjePZR1bq)1tAF{%KfjS2D4_$%seUOU(!0HbZl^Zy*
z`n?cwLzh&G0J<9BvvmoS8|pN<5s}p=0R9Sm6_(`yX9bSxK%jgdL~P1M{{!DoMlWX<
zqOc3es7qEMO4~jf1x^egcc>!~9B{{FV|~Dl!c$KW^>YjPkJcA2xn+T3JwG7Zp=I#c
z&whBn`zoBieFS=QQvq=`4Hmh0<K=6NQB(Je=;XW<?3Z{L8wbwA9pzVW<2S*$Op3oK
z%2Ef#bbXGl-<_tJ_Gh?h<tS+g#>^t+sPU(?7l$4k0M!Kmy*Qw>3Q&ENRfyOyz5I8J
ziT>%33#uCch7bU#dH`TR0H}rlU@!n}Lo5pt2B@ckC9y4OMto(c!;pCJ-1J$MLmjB<
zL}pCzzb}U9aCT(WNcs`v|7EBE{RsPp(Dk&xelbKj1W6(r3pam>Tf85k*Pu2WP{l3t
z|FW2gWH+~hoVgG{>_fK)!REnV)sJYW?odIXkwB${#y}ekaVqB&pwfZ?IaDM7=v%1N
z;MSBw!zylQLxBni;q)5drfD_p;^}{=pEejR6dCg3-x_*pZRD46u~@dv#e7@?*2wpg
zw5@x-^rH9@TBlbI-`97Py4Adh%j?aQu5WC~9qV`rHze!Tqk626iddetA9GY1oF?bI
zr`d337UQ`YGZ0dwY(|ToBx1M6gHZPTRnoc_pR+ezUD(n+E8^OH?n|fb(qR?lPOv8}
z3fMd6MzA+eA7-ttA<l46H2ct=d_UQI3ukCOi5(r=jqUodDV}orJYICv8AWx~MQexT
zNQVVxu)zTatZslCJ9Vii+b!LWbqk0=56leMOZ8>!wpyd{wHv;y(Jm`=$^9a$TeyWi
ze(n<PXcxie3|7$0_(df1$9*vb@ux5J6$IZ&QWV66%FlNU5CxB4neN~mC!afUvFv)v
zEXAp)AxN+GJ*IHfcHU{&6#jFj6C*k^NiqG|Yk6b=MuzJw6qXHprPrHN5xEW&DPoUL
zS9J5$5pC_2#HU6Z2}9R;iJH{;q}UwP0I{o+)Ao0COxJPGkj#1$D64ULmdwMGLG#7V
zX^&pkW}+$?$jVzbkngeEm)@b;P)WX>J=5ikewv-mK2f=K1Nf}HC(@!B9i~O>BT<!6
zI|ZE&+VO8U4-{42<HtL-Kfx^be!{0cYAAB^uPEHSeK_MN8^(`4w@y}N^jW^y!Ya&z
zby;a#&+feQjZ=a$4vW;K_FIuo^lw|NDjj`lCGm`*KJCO4{tpxuC@?kgByJ_?Bz6(P
z2|X<}B&<a8N#ykjlw?yQu9|d$jD#zRr^*czqb+D$m8>O^2?#)mi8aH1q?=}s)^`*L
zJ=@j*g}&{HI-kkMI+yZr{rg6uK5;sdjD=a~PA?baWBL%+TQL+JlP@QCsy33RvCB|O
z{b6YIY7WV!WTF#mWVmL0cT`ZP8#Xa^#bf=R(#Y7O-Wt@`u$Q>LGX@!IJ$M6pZy2U@
zZ#*>>bvQz%+x|3I@c5?a?K*#q2E0KDjmG>L@?%{zcS<6rXcj34jlY8`MEgDH6QMc*
zC^3bq1t?BXfxrQPq-qjX+RsAu1He=p0LDH5m}&#igSudv4gmB20GQqa01p5ZC#c1V
zsRfAxsHXx{Ux2j=Fm3`g0?>^43Q>h-1^G~fs1m<10X!Q#3*0~4bCCr~#19+=?iUDj
ziSzTc36OB*3V33x=jn;N8H5wtiNKl0RmliR`?5%h*b>dKAL*v~^VPX<1gqoO627#|
z_4`6b)ua=?w5-uLDd(#H=1a@8Zz{52iS$kC1xuuFQZHE2=$kaZxXiUBi<y3M-=v+$
zLIt7?%1pxzl?N&o7-(R0&RHo?{Xn=T;5tz8AU?e&aVibO)0EM45D4<(hK57s1ouxd
zv;t`%wvad9W9a3zkz3?q5t{8{KC~HIreH6(rLek-QMu80`NL^=l>9Lld~+E)$L0-N
zee@oe(mN8+8RtQ`o%jF>o^uvAem{?!ZFU5QPS0VDUS!}8ivIXk<YHWLIa#_C;w$}l
zIUa=`_CeWAwsNiwXR@QQH||iQ0*cPE!x09<@$7=CIM%8s7C2SLiFzsMvYQ{8{dOdZ
z5td=kcS*!S`A67QEz3z?)M(BLs$}ENOb?v)u`OG9-yW1=RDcSsTA}-O7UCxFDx!=<
z9IhWQADzCt9L3HG!6Cb1QE)3yRy3mqJGxP8jE^2eanBdBZq@GK{G>kY#E4Mo!+vVY
z@QcW<b8}i6-}?>bzWk}6Fp>BV2Zeq6ld=vKjKyaLJEiM=8X&KBaJXpSQzYNFBOIAK
z%@FrkyEwgNV!C|x&ejsw<TZ-r3(7E+M|F^#wGgGVj_u{Pv2PG=zMi+gKSvR=V}-<K
z);^h;;DTaAi{AXZohKwm#&<zRPx2KZu7}cX`#zI<j2k4fcQcmNc3mhbx9tV$Y1>d{
zX&#{%IlQ_!Xz5)=wMm!J$ZgI7|K_a~w;#wQPY3Hs41|qPo#zG2%A>BbQW3ZLJ+0fL
z{-)l@v+%6QqiT@YYyN#%`D!Z_&2|q-_weeiD2S;gnV^VCTT#Bc;7Py9BK;2C`6-IL
zRG+AaqF$@F@lTp&F{#ewcstW!j9Kh-zJH*X@Z_YcOryHzMYdg7LCvgu{{1GgNOw(D
zzQ1=%=5qZ+p})s<k<lM+X_<-)QQOd9;ftPKL=JAxQ-c<d;Fs-M%S3PA#0MN|&BPgT
zyiA<WxE?&imsvJSR*T=vr@s`Z>F=G!Je}H5kd|1D7UJ)9xPRa8(IWpKEzK1r8IPqt
z?PMJ82b3--YG6xr3a>;mPQw2Y0Vna4<Xgo6)C-u1yeWZ_d=pzqxK(k~q?^b=*|G#u
zg4U{VH{vF}<CjHCn#_U7IuUdx@F3`_itk0-JqWxBdTYl2FS%*)XdMjnMNcNrK=I|r
z;Z~hFwB2h3ZY?;0jwT0TVT>=f-C}}Q8SFx-k3w<ap@nGiX$xHYaRd%JlY@0@-@&zQ
z{n3jZp=j<pN0fe{AzGd@p5%rOp50f9;y-05-SrCJDQ&y!?Qm7@EUwIrM&+1g=$5W7
z+Wuj!GHkw;J#Ksg)==nRlfcK=Z+<^K&(2P=xe;(m9qhX<4;8u=qL>ZdD7@KdkWquo
za%-YD?iT1+ax3)M;||D?hv{)i;FKql4bB#*-&-iT|D>U%Q_^6h?<`V}H0~Oj5P)(O
zXik8CI~alH2QXH_gxG*@9i$W=oB+|MWdB=c&+CzN0816Dhz-y-Xo2PrfWZR5Rs}m^
z0~}QVbpU9l0;mS69^mDWvkIUp05F(nMGNLDgCS6BP!^E?FaU%BUs(dk&%X?Yh>YgR
zR|h~O9z2Ws1Y=Mo#1GE`_pcoM5F74Ms0tGiw{p-!Y)rrrxDdFi!rKscI|6v5jv%9k
z_}vM*5O@-F139s~6Z9nLMbL-F{jb@ye7-su>-#MWlemQB=5&D(m*cO)6<e4D12^DK
z>JQWr?xd6v?!*Or`M@3c=?CiA`(%qU;ZA=pOfrv9hLdhXy)cPzCk$ywo?}exWPcq^
z?!?8BQ=E$|NUFB7_=2SWI(O1O7=#7{3JpwE0;=3VX+R@_#sxC)gPZ#4;E?*wRACi~
z4F=LcBLf4oBw!#e7~mh^2E|EbU_&DY1C1E`6d;4^QP4CX2Sel0a4LgY8j#WJg8V;a
zXamwR7=^O=nTGzow!vy&7mK-XT`K16=cYCHlNMy8a*vldvU6|W=USn+(wOa?q{fzK
z*jjm(+!Zfd*73CqPDwClvm!j%EstWP(U%9ZQ&%Il+H)VN-htJu;pHi4v3*DOdbz1w
zd}Ifld%h!{S5t^SPFsyftny=hx977q<FoLGhYHqfz;$V~VLZyoc*t5e9D+AJNW{G0
zF!t^7nDh4>&&_Ri5T9u*LC+c=XLko!;<XL>aw`%$;59z_=;MJ!*rek&wBn{CuG{!L
zTlQT`oG{!A7upGM+o@}Dt&`PoQYk0A-7X7%UiF5XJ=|G3vPS|AR+Pc}7azuz6CyCO
z$;Kv)-=Iys3)zITBF;u}gtIW1!Jge;7o}Nd;`q2Q*0f9*+vWWpJWR0_CD&|-+icpz
zMUpiFW84>^sB4c=<e>&=^TPS~^fFysh8$OE{iqIZes3`zxkQfrGE>m<-XUlOjzQ~d
zox}4K3hY;NBg&h75FI|S8y_F><wFUi^ncM{S)kqt|Gk4{hCgxdvS3ZM>55wkTjb*(
zyNT}BnJ+9H+9bW={@3!*&l2W#4_4fF?q~U=C2JM^x6ep-sK|-tpW30YJ-dzH^)5mD
zCTG5+LF>Eng6s$U;k8Q{@7g*t-Q$P&x~s0r?ao+8ratH=Pfv|feB3=r;`&riKEkDg
zXmNp)q(_IYvV!?r(YX9JidF9Zaud@wGM&~d_ex^SgooNEi5iXzla&%pO|$UoA*<Tz
zDsO#oIkTXE+Z$9xAv`f*U|NKIyl~OTa9%RbK~!c}s!-l)J|B0}OSr6BZIRchm%_Y>
zZ}~Kz6N1*=U&_j7Ul5pmJW89;?=?7OzC)|fCsqzT<ET&jz!UxplrSiJ^}tiba+HHl
zl^dqwD-l#705)5L06GrnSpHvHe)O2PLc#hYkbB2fD0O!-njL+OJfV(+X&Z|!jhzc_
zv@Kv8ifnCxrni43UTvR;_~*m0$*ISvu<mB0h}?t)7nh?I^PfXpO@lJC%uw13Q<PVE
zI7%IS5j}}*hR#<00~?)8#l6BmpvbIf)Qx|FKKYl%wO1|GO#3t3v~rX*uwrJBa@Y7%
z+IQ2w9I6Wd`ffn+w>w5e1^}`T_}+mOR5t(&5CBm10Kj_yPz?dVX#mCF^3)|VfQ1V6
zhz+m=(2V%XKn9u#JUe|><v>Q&G>nP-|L@C>Zu={j20=f9{K>Qt88ksZ0&X}2lYYJh
z`~a-;#pYCpUl#92*yZHQ*CZ0_L(-E^ywG%Dvn1_b4#WIK{fKs=&XBv(C4fo^jR7hP
zkZ>?C(uFWEn&cVuEmSC|un-P}7}5dJFK$2%aRA_k#s~icgr3UaTGUOPKhMwxqlFkl
zUi@1_FRhLAlI2Ge@3@$EJ;Ro1T}Rrs`aS7I3rDmzWDLG@r?=ECZY4_FSVy|y&3i6$
z)dg(rToXqg>&#uSH{nvN+ejTpIZEpUWU=Alr?}Ww{Sp60fEJH?g<C5u(4myl+_o|4
zgd8*6vgXg(S(Oqw@}W|x@f2S!veXf7!{>eMB<~B@p{^CXgRRC5J|#lAp#!+h`eAHb
zb5FE#&3Ig4mnpYocNe^B(rVW6Tpk-NSjI+;zs_FGao}#ubmj(G*|UKsPT-riw%oGg
z<+011hpcP8D`@B20cfksEmo8-XB))$;VNYobA4ixX=eN)lKJD7A2sEV2RaH?*-Td4
zOl3uh)hEm2=DMdh@j53Dn6OEaK5VS$exZZhVE9a#*^)_o)63@kr>lb*kq1^xy){7I
z%=D40tkE$^C;PFCKi6A+;pRz6T)Aj|&zodnm|p~c=tK)ilp~f@ZBWQOJsl$MytaZo
ztZBOJkI>zU`Qby5z4r*Q|K_B$yafX0g_|C;?e%2ghym6@_nueyO6xlErN#4vL#`i6
zGi=z632TtY`#a4LzA}5rbYJ*P<mxNnN7}z<vP|ODx&K=&BZ6tXZ!`2cm6UNU^=YS!
z@DHG7Kn1BOBXKL~BC*v}5&B0>L&B8Q5oE+&ggzFFSC54MAAhzOJ^a`N&ATc>ox-Lf
zMQLliwf{lUf?GNgg{L3d<&%yL^Gad&kiX=&<Vl~MXm?M@4INZ)XFN(Dh0x*V+p$hf
zP|#|F7O!oB!e1-{0oD%-$HSAJqUGL?aFtHv7`IJlao>fIyWeGKVU|Sk{`cA9Vsp@%
zRZvw$p-29I@w3Inw66NI#YF2;s)aKM&5Am9TvO|+KOaN1F4v2MlU3nLO7=uW=isx&
zKS=9pr&?710BtfOpwx&ikb&_4=%=sIC=#q*SymEdf@=c30z<<o)dCyBzst~;sf9xQ
zMXUVnpV13yBTnSA#lvD;%-fG;4Ug8BzKd~^>Oc0y%W9HcFz>C{QbYPkUyXapeHb?y
z?@lpCr`rc&w~$RJxJ?t>*vlC2&?TGm)(qsv&UTVstbdd{y(OI8T7Mb}$*@I-9~Gh-
zzSHoSF5S4k^QYkG;}@lYO`b_@?j>_`kG<q-@GV(g8zZ)BokzIr8b5S=@JTGIIDl(Y
zYNXU}P+2xzahTi93b@q~_S_U(IbJemI9piy7OQu?3i*U`BW%3+9DZRV$Ga=np%3|s
z2+@!GY%#+hUGzy1|A&tv|JX<Q*z&tY1(QFf+uzic&wjE=zOd5)CTrUrac^f+`GnbV
zeA80-{3q{|4AZoZV#<RUd9&6N6|WXn5oHaql}J+FORRz{<+sEe_&rlg2}5VZ%5x@G
z69*qWmTuZ*l&rsWhj?^A5BW#;o07=qaf<2f_sVX1-$7%`9Z;+|9wRqN7s&KZT}taa
zr=M_7KU-dR#Ad#%c)qNxqYr;9^&Z3Dxg?xwDoD#%=_;HWOHQt_Wtps0GvQfpkxb9`
zig4efoqTM*jxg$;pQ!5@Lt$Q-k9_Lo>4J8<-;fh`3I#PhAFE60w<1nIV$`CfQ0wUP
zYo}1~U!YdBQYcmbQ;EbW@@X03|J&I&5~n^v0|HpM3h#ey3G4|R2tc*ace^c#`@gX1
z?|#2jG*^*_I#yeV_HgcKX1ji(MW=NnvazPva3DO14%+mf5Je<T1~)a5LjO<{vlgR9
zuA|YeS#NMl@*S*}1C3DBjhi$M+Oy9AZLGWtHM=1~M=zg57e9Bzo5tQpFIT<6Ev8za
zh;{Q&=eIKSE;|vM+5KhHAid6yvT5ZgiIOq1NV#kL5mXV{`_Mr@R2krr0N{rJ=&1m(
zY6wt#_U&7jD?rZ)_)pHdk^3?xP%a-(H4~U<De}n~;#X2PVgnlhrl4L=4Qap-nH7OG
zK_i031a<^X2pkET5jYVz6SN{wE+zPq^5^{0it*Lg^^E410X088L)T72Kf<Mx&3R<j
zO|u^XiU(AUBcGmu*Z4{|oqbdFBQWd6?fUaHa%CKn*UHU;BoF>F>-LNK5$#lv>QOqB
zgvJ7ufl|Sm#0>@-PjSiyerQBA3>p%+HEAOagLu&JpyJU+NgF1FQ8#h^JVPsp7Rm^D
z@ox>iv^MfcX5G9OyO>K@*3jdMw9P$N=|#iqIGS0A{VsY)U6Xuqd4Y>`LxB^QxnMIo
zb<h>NR(XqpXV1iqYeY(!=Sx}JW4ok5(N(yyW6HDP%MG|#tHCIwiUZ0vd&|8n6T$^t
zi)9TmKI7U=&PscquFQ29{|DzHZO^vaQ<j}19f}>&X0tnL)#e7vSoC6TC+?}U9@p{O
zHP(B|JUl5m1&3|2LQBo=qIGPBRJ5ZhXE19%XB>;!*_&#zo>dLG3X--sG-D#Zm9Pf8
z3@v0`8$Ck18rDNwJKSJJaktq9i@V^;-kDsVsJS#Vei6z1akFlSKkAVqSUi5T;zs@|
z`N?yeM01;l2n+eh^a>+3%TAA8t2pi!hII8_GS_caQTWs<mu`Q0p?pzV2UP0P1%;W{
z{&b6GFObWKE{ZjwzKX6BQbZe`UF8p5ZOC|^S|HOE*XGTv4vGVpW+_J04@GFo&a{1A
zR*H{_&n2^u#>i^)f55M+Wq{@$=$-bU>;)!j(PEj&q!`6MR7E1HCX(chHDH{B+N9}i
z8^tU=@5DzG^iK1c#4^nnZV**AN)rSbUgF;@bQM*)rq4S*Y{snU+?(I)lp<=qc%*Qx
z@g>2_qlx^j^4|Q!<Yr7v_dd+MiN0xK_ZNJNxaI=A{hQUL_FIuo^lw|NDjj`lCGk|x
zSZXJp@PDAJK$(HUQ?dnBZ}^w_I})yyY?8401Purp7Vi&<Oiemf*H#iwm0L+ZHPevz
zN+L>ZP-6d=oBr<XZ-M4Co`5>Iu0n4ob;tFbe8?T?NQAMc&~@+2$mf6suCp}+W#^`%
zX%?l$+ji=p-Qf~6e9vf<=I4n{S%%`O_iCeC^@d~PW|i?MtB#Of)1WiQXQH77C&X6Q
zm15*NqA_|^s{?q@`iEUm$5OyY)CRkb9f4jq>4O<_0oqc|R~_(!9keQyL`=VR(_e8y
z3U9pt#fd3YIe@VWu(lQe{Wk!nk^wN~0)X)l0Qz_UtVRG(!U{Y90HhCKrb6-8!4^ag
zsHXx{V*rpr0F0XeP!Rum)1Ruk!?VG&!2QEL!@X)HrzA{GN;R8^>RM`&s`4v|s>-b-
ztD0%ZwUoq_*dhYu`d7{HALXVM=c~lE#7%$DHzEHobBEN1&*sqA#q3)0oy7ZufNmf%
z@_aN7*c|z!PVv5pjU|WKZ6vRbi4A?zpPT;rKTvP_)99Ou9KzR@Z2J4jeUo+~OZ74k
zPG~%!qrnXZDi0XY*-(KfDFyva-C#o+sB91qMm#h<ajK1Gd=OGUxFLOU1L0r0Uh(+<
z%1<kh7GnFO`bcf$mTda#Z0%y+B8e@1btSi@_gI%Q_sQuIwzqJBBRQ`;-jfZuHG!=z
zdg4+#ygY6otcoL+G~@hlkHsO^8nb1tuE1~4uf?}~U*U=l=h!!<`=lRZN1-&Qjc73n
zz}&{IDD&eu&LljJy*qIpZhzeYMW?mLi$zjAd*)NT#%T|3DLs!9br8BV?-H7Q{smeS
zw1-Vt_JOUYzkprk&|Uic>QpxGVhX<3xH)S#<s=&+Sc6g|4N$(n5Z!H97TXQfLHh)^
zu%*vqblT|-THPfJhwx8Pa3zK{O-o|&q&B$yGC9r^?q=QUufX{eZP|&AR?>&IZ`FDK
zi_R_oft&ua_b(O+9rq|~?j4Y|8MZ=vvfH|J-FR1d`5o6q8TQ@finBsgdnqsWSaKuX
zIm%K#>T?T;tNmt0^tDY)t(q~C(_TZ<vF$K<!;K4&#Oon%ulHK9;7}Kdb=EqW>6NOA
z!CSBMZ};Dn92+V`WinbQf)xenjoWpWcbYIl)WlO?W;T4Q#PIxD)V=(9S-lzgis7v%
zi-RlIR8+}+iH3J}69jBaP!z1|EP0$TMWVZ71FD_8lUccTyv*S3Q9dQVIqKK)IqGs5
zi#i)Qi~EWm$xM<x6;0X}q<5LRPI2?5n`B)0_SAw7JYyV`E7BupicfJjPCekLBl0d6
z!WSk+FuPA?^EOvsGp2U_yw8f&!lSh#8S6+#kxk+Pf$qD~{M+2pA|2n6ysuXTb8&rn
z;nbIBL}j|RNy}QzirlW63twI7FR~whK6R<A6u+!)dnW4YW`6dexlC-12hX=S$GF`a
z#+SAYk=5!Hz$-2Z_P!oj$UN3NE7<eURb6X-E3)19Uuma*o`~j(l8mpXKJ8>2?gx}E
zC|FSDbn5QAh&Z{9l6<RJ!T&b>X`wl^c)qgf?{@d<XtjR;cJeYqTlzJ{>;OA-)WQz8
zbghZ46aDe>*8-HXJ_!3itAoN_C*#^vui|+XcA-xdN@LR*9ne$XUTDrP9VBm%hoTID
z*XiI{^Rm&p?vs^ni=n_Vb+FC-vAEIzV_a$R8dUDobaegfJG3QfkTPs;(;#f~<x8x%
z+=vZ$$VOWnpu1DDJ{f{_aIZbp(Y?iU(dx<D(W2~!N}=ipRks*{p0A2WN7g?=4_~^1
z7<Im5Aen2MC)v<;8|rgrqh|d7lAD%JNrRF9ZTkD)roSSmo{);G9Q+VlIp9&LKJ}o7
z$T0y&;6m`fO@BXO)1TgJ^`<|<onU|l+^M8Zf85UG=D?lQoBjxQQV!_6ND<M~$O(7C
z<Qhdc{r$<E{<7(haHry%{{HLSN&8@s@&Zy<m9qtOFbFdm#sn}Z0~z?iP5qjKLkKrh
zg~7}N7?8oh5Dd(cfPu7N=wK4K2$g|t0D;87><#!SKnB;NplLu3hQ_1eR0cC2Afwj>
z`G3mLo=3}I^jC36ZG%;^>96fkmx`Mja#Kx3(t?>*+~YQz**V)ixt9AQq%ncRq~%^t
zU~7%K!d)><U>(Y3<6Y}B*sMWg*e&MC(&%IvJLTmbwwmdFsouJ5)^J=NT68^+y|&Yi
zi}$m{7ZnkBZuigVeR~HyeEmJv_i-lM=&Ct>7i7$Kd+RHWx}lG9Qtz`3wwA`5mipqo
zIWMqJmO1AysLahRKMUss*rKOV9_(&&KfJc%D{e*b6}-m97k%9N0hha?i<S+pfa{L+
zWy^JGg%g;X_)%(G+(!Qnu9+#pi47j%#CAvU=Z&wWL08S#Jjr|<^l$;*KQs_m9)B83
zQl4SsrEzFepLc9Ry{??ijj3GS#8CF^m0KvyUKg)>b)T(u>I2(l_zgUKP!QVbcL=-H
zdcZ|?Ho;@;{ZZ8J0JQX)71~@n2IusM#$}c!W9y~8ar3+!JmOdn>=!RU(Hrlf<#|ic
zy2tK#ZsS^bWYq!ax}Gn}UUC#4ml~++#;+MH|F}(mP5Hx>jRafzpH<{Na20LM;^Z;5
z7U}k-jO8=y9aP9?>51-;Wl6eGU1es?ZTTj%L->yqI7XP{s+ja}j@+iYmCPt2Tk=P4
zBW9}fz5HBhYe~!iYkv3j2Es6jBY!aPkR)nsyrgndJLbtqW3jvKY<cLit>S*w3lwf!
zlaXy;qIkM*nY1gf7BkO|j$^i#IV&8>_y{{z-^y2L*_JohH%i#wbu}|?XmnaY;CQ~G
z-d^U2qq}hRy|E(G6Sw#gjg6TDA@kI^|62_@VY$t>8Ty>cVdMtt(>{!Ze*l&Gx5LQd
zBO#LJcUq5q>mH8+a$BSJC!e9c!|LMA;u)eX1N<dvZGup8|AE**UJ18<{h@efOCGsc
zqg{JpT3-j<9GZmW!nP>O^CNmcWte7Mw6M-}v~XacGTx_QR(Qb7hv=QJK2p5QLvgLz
z;9hfsHRJyqH!aMPhBg0Nk6r9NNeR_e`QAiD?}7aQn^7+8(Tq!EmIPL+cu?^09!LG|
zgt(O-HPTG;t!`S7Uw!A%RCBQoyM~;$O@<#zs@w02jqw+|xYkv#$0k}A;sZ$3FYB>2
zw61zRHqp9VFA@$P5?V`aG7Q3b#D?|QKS=9pr>j)|Kw(hI3Hk`$Tj&u$L4hA$d=)nk
z4q;$`rUJkZa!mvN(kcNBr)jBQGyXTbX@P2?eg9sIYa?=GJvQ^v#oY28TN*!*z8kEN
z>dS`Vr4uZ%U#-Ec!6{GaD^|pPXwm}j+M<I_-0Op-6QanMNJFvBq&S?Eybw3N+=3fx
zy+?ZC!$9tIKM!`R!(6nWvIjbR<uS_3ipFCMI&*zlDUP;{l?IwtliFm)ay2g&a&ul@
zVRa{cVm<Ge;IdWn(DA%{%y-b|+%Bw>`gQ)mrdJxm?KXJ8t)A1BWkVg=Qx7t^fHA{R
zT<vMNy>BbL8u{So58B|A{2X<z{Tf2_BiCaew7x9Z87Nfb>G{b=Mobpn2(BtDT$Pw!
z-oJx9*g?SDYJNi8Q+Kj_T>ILJUdh?%_PW8M(2YA3jn=&8j}*j;Uj&qsSk3d6=f8I0
z55}=fj|p33I=R>Rnm(>_>+G_UNvFEX`2iOc?{(tDuC_Lc)<b)U!W#QZx^90jyWGzg
zjW!QcEU!3GUf~jM^*Q?)KmK?#;ep(;BI}wPWCktM(#-nW%Bmzk;;qCL(i-~p5Z;o+
z3VjBz=G~iq5{7zI<%N6qF@f2OoEJR5z{hrq6h<dL6Lm@3COlKoiQnV(Sl}%gCo69_
zOHjdNkh+w9E8@g_a~u9M0exa6h1y7c+9?$L7pRdU6iU^9C}-nUZdi*@i2&9dXk8jp
zye}bf>l48G0+{br&dw9tp1^?sR7-P$76i&=FvZjVXg|#ktux;Y${+j!`JY^c+Fclg
zc0GtklUwAGyCbI{yl_Nk3}J-^S&uzD28F*YjV8vv6{oDiDCK#7TsCMZx@&z0rS@Be
zou=!chz?~TuBJhmPoJQ@r8}dmCL**u-wC~ovOv4f%*O_1b8(OOyD0qPMAWIuVf6ab
z6I^RWf6cT%!%cIeBud82B6+Xzr%**`Zv(v#R2KkDW&ogv0vM`bL~H<L0^oa>yVM}p
z0Mt}L+j1A^i2=ozz0@T#fQ1V6hz+m=(2V%sDF|O09L<lfQoN$;v2Xh;sT%YnK-rY1
zAdr3p+$EiYz{P%9Ypp&7p;$knyap!M@geC|ry#I|A%R?Z&4$ZYDC4{#;S2nAepNrB
zoeDBKUm6HhOlSzuNMKeH4A4PnJYY0u6Jh2N8V^)hhz}ee?2_mry#`zd;+PSD8)ze?
zn=}rD|5QUOh!)BSdGT)zy|gy+NY-OFNpLZ*F_kTKOd)Nv)k}KeQX3SvXAL=7V5!ut
zMK{Fj%#v={H;>EgYly9EtZ;Y@eeV4IP;QTZU8!T!Thcn6ZP@U|r?{ARXV9KS)@bno
zON_%J&;fjx+vY4|x140T=m*Q$>G3wwG6e}-9mmVulH34p!@*PRq;iqivAaE+bTN+`
z9NdzN!oIA-&RjOGY&W#3<7Qkz!f;E*Y{JW@O=KNz`*Gn8y*dAtA6b{S2JA&~Gj8CM
zL2O`{glqiPk+X~(jivc_S=Y*!(cTr_Xk)cctf=Eown2XrTq$V^*T>I+X2x%~9=ipf
z)ihnOr9)4}^@_XXm+zU1Cfe>zx8q*O#}5vamzh*cadO}WNrmPG{DJZ2yxrB;{D)Xx
z`07(vzSEsZ`LY|4%&D?sK2OkF;U9Y)+0XJ7?>#z3Zm_?fINaM>WU!h|FO$kiCfS`=
z+&U{4RSG#S49nXla}K^Esl4Hh%;elmMQmL^$%1K@Wu8W-(&}|u%pAJdEG?tbD4C(l
zeo^h+Q~2y1`Fw6<>$J)~xx!xdRhi?tmjpJku4z|N8Gc*EdV)0>WSPhVZxL!_D>FQ;
zCzw*%R$Usu6`2Hb_3ef}tCB`;qCV|368;6$5paUPUC{BRm-+LTq^UuD#0@GG)SLQn
zE#j_Epr(;DF4#nFOHhPTYKDK0n?ANyy4V6;KiL<}y3-rAyPSj0l@36B!?L11m2@Pj
z8%v@5%uAAId1bKveG4?@L~C-FMGUSqV?Gt2<@(!D(~7(Bs^LkvM($3mpVS5$C&r^8
z&+M@1ack5pek_d(Hr9O+i#A@?!FtE0;5yFFaHAEkG{e8gO`p0XTG(RNmn^5(ha#sv
z67)L7X(3bvKyi8qy&#}CO@vVf0D4XUj5Yw!BLZOL0f3$o@OQKjX2<~FOaGvH!}C$9
z3-=DR)|dc#UFe13e&HUAeA)!6ACc7r8w_z5nY|-^O9CqbYl21ujlabF@=N@71WgDW
z37Qc&X@-A~n-=s}X<iGM$zx9p8if3b9Ym@g{*#6&WrtOiEdBPN;+mX2(7ZX-<Q&N}
zh|f8a70tbfO+LvDE0#f~lzWoJ+8UZ%DN7;W-U}dc=MZGqTJfVbxpq27^%)ep83C>6
zP}orDU_eHxo>HLk1L>%Nc$DI4HWtux&|pBOX`nJedXUrjn&JQ2O$%HLZG&h2c0(_!
zjj*+Fv8aE;#k_nVTgoefi+Wz*QqHk7jx2ozk91$iP1sw7^+~(Jt=ViLElkNm$B!v6
z+ps6rjctf7_?+N|?Q_Qt)0^YbFKe(?GotWL2On<9yvEWUS7vd~2iD};v6-yyCr9jj
zHV!{poQsEkT7q6=^uQI$r*Vr+c1h#M)Md}7yyQ$~9p|>KZ^pIquY?zxEX8xAH}R~|
zA5gk;OO!aSEDlOd#%+__x!Frj;tOj!NEhx}&)MJ1VP}5~Wo<_1aHT6OLWPD2xLF%R
zZe!)A^r3$hG5cX_hXs6QmCu6pou4VLS?0)xXGVyw&w7$>d%{*e&VGSBMBkb@a5Pxl
zy<U)fOt+T2T?IY<gZWP3OY>8F$EO42_M<*3p5L|M54%qgKXccW)OYVBzu_v8pNP*B
z2ah#RulcT(tY6$ZvCHs#3TgNQQRtav5|0fdWw}*l$j_jXB6{aTd4>2enV#49w4Qm}
zg$Mf1PdjfN&6j%HPi7>y<d5$3XZA+M3dgdOc)O<pVV}-sd`GF5Fr<D{zSRp4k>Mn<
zaQ6c%J|=L0Fp8TY>e8gVFn4@IKIN9Hp!e3^GLwiVf^x4rsY~a#B5HzfZ+of~^m&zJ
zO}!mZJ6VH&0>z@0tU<3r!j<!V#d{bchaMPu-oGVkB+g&R8IggaX<7WbKiW?-MJss|
zpsVffq8U9GqPA1EpyUNr(fG1YM0}WzWcP$BSU)q3+$GtT=5`$|x`@E7Y0%28n~+sT
zMRfB(8MJGe6>fT~5n9xxBRT#m6Rit(M^5<$=&)!GdY!_d<erzX?g}aHF|0dU^x-Y~
zBhnMSX!{A*Q13y|yz~!s(_AQt%n4?ZJlFU)&He`ZpMOf`w2?UI#{f``06&V<L4OQ@
zJ{9oQxjvc!Uzyv3<^a#DmE1wqB;iVe2X0M6<UmAWUh;2=9f@N{P=w48zcWEA&1?P)
zH_eByl0AXuYg^4T7J!TapmzXUdB#Gq-a#pcGZu=??J3Vz*!d+ry$+qrW67ic^=yS-
z(>rJ<e^ftG{RRyK3ZIfcC~Po<(JCvB(xdSM6$vU704fLAFfyPr2#3Z+Uk^hgf&YMT
z2%~P|{CS2}2rXm~^5EYYdSPvZP~c)wtBi|zsZp%K?Y`1Bp*5u!GEd_r&BE|Vr~Xpc
zF8a9qT&Z-!_HA6IXEZwAAq*ph2i85-4V^z#OUmqM!ZtSPBz3G6FRjyh7aJbeh>LmH
zfqSvhn+xD|S$*T`xVFJfX_+&at5a(cx8!&)ZiAv6JMp6qZdy&kChe}o4W1E!p5^Y~
zp5#8{*hk0N`4xxZ3GVN3$f)gT$-^`hU&okxB3r-)ZamAnIJRIfni+5dZ|r9S#}wil
z%v)~RmiAaWeKYG?=RDfor6SsTaRe)>QJ-zlRR>qhf6Db4)t_d<uOf&o=^uXYA^Cmz
z1LKB@oR1w+SO<KNxy)E7K05YHx(-?)H{A7DB=4Rm=TkkA>6<`thf7z}B~!xWSG(1g
zwAPuVSo*v>Qzc`R<irdAbkx*OUSFp&YCCG9JfY7T#RBV#605%3Wfkk0Ddw4v<evt4
zOTuPcLWX@36+y#<={9vE<ZWH6i|j16%1pcbfeZ^=`I*yS$}BEbR1BRb7cV%qP*Iso
z#tj+QP!Lmw<2$VK5Z)HLDQ;~VCwX+Ur}$Hj0GS;fEG)Df&L3(L%=gbOK;|EoBlqDg
zL>)cmhzE2FkePIOsA$x0aeC)v_KN%}xstI`S?b*yqZwm=Q|8XcrD@0d&EOwdOPLhs
zI=uCV9!$-rFZe!9T!n`Qk7JB%W{B*&9B*~f&5VD;Ix-(0_Tl?%Y%jD~IFs=oFA*8e
z@0^y|krP!~I7k@OAVp;B7LvNGRy97lK_s(u=3CxB=m`_EyCT2$?oOudahBJYeUjD8
zcjV>!;`ZK5p20kP)m4z%?kX+B-|Nu+zW+{7{Nq$KSCsU23-xKIw{Sn8LbcLc5~ifK
z#QtU~3w<+5=b*Bi5_geT*u>AM!qlfZ5E&w138VzdFUmn2FvRah(3YS*L5DBWFTcd!
ziJ&uq2f=UgWjR_rT4{G*bfxba6g{>dc64io;xjj3@p5Z)Bu9jso1Mg#tDE6vwT_`3
z`6KWQ?=;E77f*0$X%r4*FQIn^yKv36RnX%}yHMclOvJxvi_p{{$%K1*@$^OG(Awdr
zNG|Chht0|k8l}uwfXi1k#T9oj$V5B<U8zA%kyy1)8Rz-1(O`qYMopIDewH2ajEeh_
z(Sr=7Q1yem>kmLT&ul=evPz?{=OZ-3B=?LW(WC8G(4mey(cOy!Aq=_iFqh1G8Y|gY
z))Do5nXDQAzu=~&Q_^tYciCJ9ObP%^7XS>4QgBMcfmxZU@OQ(6dL$meN`(f*2EcqQ
z09LL5U?dB$QvqH%0D#T|nyCQl0N|tojCKJnRcJ+Q05B|o5I_s&E5j5}Ym_0vv?H)j
zt#i;MjOGPAzxoI`;)dsh=W0aIm;jzfy{Sy4lHgh3{*^-$V#7U(RAK7VG>8lna0D&{
z%FSg|eGz{ff_4P(XutiJ<!JeQb@=p6o6D5LrNv){Mf8huba=#VA*Xrdk*p<4AJm)6
z2zP>T;7;^QbjoYQsE)LQ&1Hl;!L=xNQigkx>(I?*8r%t!Yr!TnSTPG<meb@;To93I
zep!xir@w46`;T%b?ZY}~K)M8AK!Jc88Wc=r8LQkNgW(v+L5YA3LqD*o%uMB`>A{9Z
z1_n3>7?6R1mtT+$<Y0rLHn^b?gP#Iq)W9_;G}Ayh$U#QKK?Z(Mgdj5@_)i(yfV2!Z
zp=^Gpp?|M!P)atJRY-TKI4g&n{OP!~0FC4x>s(<2CyTk3T%t6l?+j_V^y_S`GOM`U
z>)C9rm0|eu<|}Mg`)qczV2Lz3(w&_$FrKa2?ub-xS~FajxdxYB-h#d6E9BzcrsCX&
zPqCwUXIx?REgW(AKHHC*$2RI(4!?e%$99|GEREW?66K^Avfj}$R5(h4Q)ku3K6d$>
zf5my+oPulkaNDJ5`9mu-yF~yB`EZ9#$?SvIjvLLb7}yQ3v2;PZp4y<T?Wdqqo2;?e
zcRyS1z#hEqV+?-e+X1_VN8lR$0`RtWF*u>ODgGSRMH;lf8GHRzB-_MpH*T@b6dM~X
zLYv$-u-iHe;%wga;OcfB#-4q#9v#@$8b|k;!`516#CCqN3y-kwi+0S`<NPJB+0M=0
z;L-29p{R&{NKW>T$TyV1XF7JrWyacJ>k9X9^9SAV@N)s!?@<l3boOSnT-pn*J(q+7
zmo~>Es?{ZvulDGOz!)F<T!9wOFB&ZW$jxQ@PlpI%vwRg-TlN-hnzLKJs%O6NY1G4X
zla|jFysU-j=J5#G2am@x(*p*I?(?gp+g>r1TMjOi8P(_^X{+zfOub+u&#^owS!0{P
zXZ5VcbT{29)9Ln@uWA?1XEnPeiE`>CsZiOJd2};X+`(tPe8HH-Vjt!YMe9Ebkj>Rg
z;;EB9rd^8DWuELz6n;AUk}nmiBW(A<pEv#x&+D1l348Tk%ZxcOIBoXJY`*;H9!z$<
zaZHypRYhE$CqJyx8D`(%PwL$Nt=^Wv!0X!#eNN>tax3*|A4bAIfGRCAj8t);azt)I
z0BaR0sbp1%8~CVlDGRab?4fcQ3*|+cHi=V@;Q#t#AD7oGL(@y|L2aHiK`FIQ;0^n|
z$zAD4M91CH&Z?i#r@XGXjbJ6n(AaZ5#0N6{(avOL{-bM=wb7mxuTaL>N$6GDS%_2I
zpb&>aC~PVZa`ZBH5bklAN3XkAL9!(qP;7E-+`ZeV;%UCsPYbi8Va>O0E(2-}FjN70
zXaIf70YwimRspI3tqM>bfIR>zsQ~N&0CXGx)q++HU=n{fJh32gEa(G%Wq1Gu0t^6p
zez<?Q=d!A*3HJ(<*Kl8zRWe{e%3+hr4{S$0RM4!Z)J?)I3I3y-%RuWQ|1WeJ<1aR7
zU3#D%5$S-|RmUNI<wrhB(7Ni)Wkl<8y+}Nb&1H~Yxw-5IX<hAfmFgcT6ev(AT+l~g
zpfI7pzz+op2Eu`E(m1ptf*-<4GBgc@(RlQKAicJ9C0(mT8LhZlXrEGxl$cPPkX}$5
zkt3VS^hdbVc~+M-@Ms`?S8sq+f9`G+%lE~3lg6<IQUmGB&wp_5Z$HC3-NLcuqvv>$
z&QzQ<u{3tHFyO|l5=k!{&E!s-c4xOX8-{kBeT2eGzs2IDaVR5B2jy8m#G@}pbA58R
z;wXavX`oKL)Fz7MYMz?G&DmLt)jbl)dagj&Xn_SfvFZ`W%6s6u&%&jCPRm)v!0}wl
z&S%`}Dd8-;q9J?g%pESkE*r&pyvDL6195r%ApCrOY4WM!$@C$A5h40<o6E#}#)tia
zjp2;qirZm%b{CmwcKyZajh{!#M|Sd&osjKS9LjP=I+Z3cr{C7#Z7#X<@10gMf^`;(
zv0<a+p`Hauk4Z|m+Yn8@dwUphOFk%8p0rhX)Uy=DJ@@2OZhjOlNjxtaSAU*jW3QWt
z88RkqzpP)nc;=_H?7feeEc;=K-GeZi)9-oO-PPBaXj_@gIHsN=eScdCbNrg*ddNzq
zlJ&|obLNG}$o)2->G~!uf=gxWMRP<IZdR3*6L#hsxOd{WxLOGhKQa_auhtYspZh3y
zc=Heb#+g`t>;;Zleae`*vvp8f(+g{Pr+Qmkz3%#4U0S~tff8$LVgE=@pIJ$!wo#vU
zG6nwz3Z@8|BK{&oiujcziuO3Fo(ab1w8vDEDdMk3P@e!M>eQz&6Sob4ErI&*H+n51
z17*{k`c>Da6LSI*rkuCe4F6s?%@(b5;bL^rDj7|xXouXqqR`!ka%`S@Npy0jza*u0
zCzP`)81=91gKJIhjxyUpH=s6>!cn);F2z+eV4IHkb$=an{m52ash1DRKWUE34qb^y
zuJ)jjal6cps83XNao1)UAQK<-QQF`}gUqWVcfnn7Q-j&2Vd#m>8ar1ghc-Atm-0gm
z&6SeKns^q;bB%w4Dx=viLG=Lu$pOI40ib^bXd`VfPYQs3697c*Yh(?oAprVT0PuPM
z5GDX6anJ_?fXD%$dIBs|fNBbWY6`GcfzBy6BL07J$}%(`=!=VxJK{GcP!l`ihI=it
z{+RfIbQU3Z#BWJpMF98Hh*oprE^$5>!bzBNPMF43$()It%pd+aKdc%4y>41jzB=bB
zR<2Kes@e_~M97)R7dO}M3khVOe6itlWz8N(IVZZ0oS1xH6;22<C5K9q2d6BndK_4%
zjLBmvPgf>A4usPlhs|!T{G^CxkMoz)m48x?qn$iLg`o`xDkgP9Wuc@FWOQzmIMoKi
zDQH@#XwdLL3(@q%sdUq8gC8myHJb4>WhGsQhJTk$D~uMh33>AG4ZXNF;wg5i`*NO3
zo!k1XeqIK*Ia20QCV2!751fNXOnb!z_s(Jcb2qTnE@Zfr?q!0GZaag;jxi{>j3;jR
z`WWY*Aj2WL{V?CYE^Aduj&EL<;R-SH+1Dc)N<Xq*C}?aCbZ7?RT90&MNA0bG+g196
zqHip~E80lWoO0w7Q16^sld+R<!oE)E;*=CLJNy<}ozR%w_I?Ok^~MZ#RT;7Lx&Ili
z)gOMii?J6@i?U-YkNk*IPDY|@o<nd~kq9X^MdEX518~`{m2t=l8x*u^IcsWa&!Q{w
zxZUfzIMZzy>-s?l=Qn!EPKZ1yeQ?&EX38%js?JU6AAavLmlk~bpj^S0y=@h_{kDk`
z%3qT&ZJjB6a(jNdapyq!xtXWM&0m$4Z?(G2oSPP+=+@RE-B!m~UaIOc#nH6^lEYSQ
zL~oWlD7u&4Cok=Lh0jcD&3L6G@t-d);48%^$(Q<iGRN9`^4AidDJG}Ck$B$zBx=^k
zP_a9@K-}cDpCXB6B?ES>6_@GoJl&xFCxKZ)0KaxoN2YG>41UqMX-stYmVA|-m-xF+
z)-XF(%w}wHmY}*rN8VuPRQ|MUF5k~?sK~sDCG+<Ag}o2*TzTDwSNX!%88mZ#ujL~^
z!M@$lXH^o=1nSdHK;d6NQGxOS#sEygNY#rKA)zXnl8BNxC6dqLJsXLqoW)b6g`QqX
zN{Ou|q{Qt&@D~zV{951Qr;n|bV75T#4o0JiZyO-jsPQPJi4h7v0DOR)XHejej^;|y
zyW9*kz}pFAXiW1=@lj_BbSct6@}_nflz;3tdTW0TSATsUcg%pUpok$~J~~DPD9St+
z9rttuKMs{|z-B|*qllD#cu~$G9Pgixn&i3AxZi8jr!I*=e(MIczax%NH2}sc(AmC!
zN+hBB0JIUspSnR!RUP5p)g)0RQxZiYFOeJ;uYx3=a@J3kR!tg-Tum5>8w&p~B(eCl
zzQs=q`l|#`xj_vG82~n_ad!s|0!^;;s|X=%Tmwx`X9JaChY4AP7wlw18cknZle2^%
zQcX@buz@Cr_*jReU;Tyrv8lvO^7%(=a_t0<>N6-@sKh|FDB*&_rlbsPFc1cM4-5?h
z84$oCLraK2480b(AwG;ez(B>J=^-7s0YAjh0@p&|zOSdyM%-Gs)O~E`Qs+ijR)0))
z=_`A3j%Z_l6uWUPzLt83i<)*+dTQZhX<37+Xo+)sY}w&H4hzrWCJY(K_7P>V!_Lf-
zX1Bb;)!I>>JLC|Dl4q_%;dPo~W^pBy-moDz%zrs<GW`Jd6J2L56Be@VhL6Fzv8`A^
zQl#|2FfaDuWDnNl%n~l?>PNO&m^s&a$XvFnk2`kmI2hk=eiwht<Z*Q6hOFVz5Zq>j
z73c8GSDG-Q9J^`n71nV2W4y&Z68B4}k6%~b%EgVy!5cRuVfnZ($EK4q`9;L6#Shz{
z=D^E0v=AhD-&0&3zgD#V-emdmv<c~rn{}4=F9=bjxf~MZg;bTjsum_QZ6Cuo!oK`F
zACd4STb6IXsF%FXkTtS0TklC+xA$Pi_h}?Q+3>k!)lz>xv(9wM(ii6?CYFiJ!ybQ#
z+YcEn4<0vN=2Y(wMd0LM)bMyU@e~s_?Sf7mQ}}Tlv#H4%VV?=!!Zzn_^X0~d^19_p
z3wxX`NYiWFiwU_N%ukIfEqs%!%XGSbNrcB<<%jfa$7FQ(P}kqzY9<h9$+sB#luGKA
zNPXI=7hE4yL=oym{6%ON@fZ2rFYPCYyqc=tDMH0mvbrR^p2}UHxRun4*lOBEuk&wh
z`gmF?mIFHDt%JtRnuA>XbVNHA&BF2CLqxfYbtF3*XQQNZH_@A;SFtn?le_whK|Azp
zL5OmXxuac+5|Qk4Mf7A_yiyi)b{JX^2|cV1dSdeucRgo~md0k_3SENH>d*zaYxx)m
z`yNA|t|ThuFpK1w#>J_ohn@id#R-6(0RX)V;O{6E%)0?9sQ^6?p!l2{ook~MO52<p
z^g;lbcLOLX6@9R;yfB4o3C{ud4);vve@b3YSyI&@ah3CI#4bXiATE(v5Ll|*R>ZBO
zOvF~xrIN1sEi(FiU!_J4n%lWFPvN9=2jefasU%%Wf^<Nas^ex5iW7D0IOtOK3sRy>
z=?hYbr=Dwr(>H&RF4azfs9u4>HzR<;gh~qZ$Cv;(H~4|Flw=?b47}(BfFG^_25hJl
zV5pqN0h`8CM))^Bv;ehG9eB2HG4yiUNRER`-CNNvbuLD-`Z{~1?+k3E`aRy`#a8Kf
z_})RR{-Gr4%Ys7g{m$Vysip!QSyclI-;c$*Qy-wS(_i8wybCv3-JKiLYP9r%B9A+D
z-G<%Tp$xj7PyvtLlE?K4@xx1pRFnq1{Uo&sKETag6~tAa%dvXq=UC5a3^uCq2Aynh
z3hz~v;@mtEq<+mZScTC|E+zarw|e#_Zu0SFcuAi}?1O8sSUoQ@EIX!)%irvRpL@2)
zDQoTM!~G&M<MhKeQ?=mv^Y;XM@~<l{EeIEF9c?aO5*w3lBafH&I~*?0X>(KDRCZ3j
zxxWo_=0ytMaH0?Y_UcKd)u1H`zgwH-x~*O)j#MfqIk<d{=*43PMYpj!a{UW4`IP!q
zh0!a@%Og_4m?No!_^YWO6cb)mmv}TV6g4foTan`JAhz3+q)2=;Q_>IdV#8Zy)AgG(
z0;|wVe4KwWQ@5&!UwFopi7GdcuiWk}f2WNlvweGc#>TOhplZ)9y#Co^{K;{Vyw9rI
zqS`(R=5^cJd+%nN@j4YE_(vOVs7vFwB01kTc2H8C?exjDQyn@g`(~;`+IlsDA{2-C
z)$~Tym;6^}nNI7qMq^f3AeYa#(f0GB(4vzeqU#&{B|8MZ=<xCV=(Tew@_i13uZWQp
z9=VLpg|3&p9+QNwKlVf~ZF6wdq3v+{vcL|M1{)ttqiz&wlZUb&e*!;V(DFU5F}*%o
zbbKKWt5JyKnk_?i$;z258vlE2TG%B~qi>yM`lr<BpUx^3r%IF}{h!P-kxVuwP|q+C
zch%xlhRA@<6`@MRZ$Y4>Nvi7oo6Rx-<$>3XFuMe=9hI|8#WXp*W>iw6l4hG!np`={
zq|)T-Stg>%Asr@J^p{ztAFRo>Q!J{_pnxgG0_p>W4K}4lU>7$K4u-}7fAQHS8i&RM
zE)M4Z$yuiJ4P5FRJ<IAvI!j-fm`cl4tBn_RzlMj$)ZwC9dq_`B%aR&BI)#?3zlV-k
z`d~q97z%cHfg2ju=O!?5Y;RFjc9={@n%$s)tCjeOJ7i#k=JzU#4(=3j!@8T}Cas#`
z5o>Z;%c{NEc7qRMUH5yeV0cC8fu3RP!+y0{lh-r2q*LeErYqKQt=pGpt2%Mmc~%m>
zd-o>(nD+oj6|Q9sI|So46Kiu0iO;180}|Oyt3R=ZK_a}RX#(y)bp?JM)Q5}f-U)AX
z%f|epnN&yqB4YOAW|<g1&90I_j{7SvZag3#IGht*dR0;Qtnt<Ka%DQm=btlS4(t+%
zJzeeOquoV{E^pta+Z?$nx9N95@g(FnpEKJ}TzEBHVmbAWJkP_4Kk%*=)7>_S|0EyH
zo6M2Rj~-ek4&J{jy++5Cvd#^Ah;cNdU{`k#g?he`xQ{oMT`(DdhR;~2SQqwL-lFRX
zneLf8X<jqN3R7-fO8dBq=XD#@k{Q+S%^z8y$L!haCG?x)#M_SRAnYFdf^UC7EDZY8
zn{TlQi%PFPD@<M_XKZj=zJ80|qK<1@3XfY%-}^$hJ%2(ro#~mPm$t5^`aq!H>$M>B
zMHBq1Us^Afv@MDHw9_{DFHloOXq&1}QqEGT+;rOFn_mu+YyV|tipXG;r+gtuY*4i=
z2?WLa&L8ck*`akti$N#S=Auzq@yMm=9JDjQ4*4zVN$!liG}LuRpL8<8jpF={poP9`
z(Ws}T#1~ItwA`j5s%Pqht{F8%i7WhZlW_?s<SiXTLlUJyyB737aqBFR^Xl3t^WZD=
zOh<+i_EbS{uZ_jsGH#-<LFCwo`AO)g<wf+i>`t2QXW2A2N}_qpERy#ce+*Sbvo|X~
z0|pNZpsUd6mVvTF_W!Z>9bi!`OWPm@1O&l|C_zC~3<xUh&hB>43}8kvXUvK@r(-}=
z%mG0_5fKyv3ZkOI&ISZU%$Re+go+t+`nwjIi^_VBik{E^o_e0zj?=Rpruv=g>K<Si
zO29^W{G*GB0Hc7vOCv_|!`lR~bspOg7q~hwZHRAZ%-}JB8T&Jh84OPn2X!*e^Mir}
zW_p;#|10c+Yk)}JLN#S1-jT2qVZioH2)hy%=U(;eerbDrQ^WT8A?S;8wP`SqAm3a+
z%p>6c@(^_Hi-VH54d$!9oJTYVCne+_lupZIN!x;-B~3u%G+_ckf7d*s9WFBDU+EHt
zfe8-+_+cOb0c3<h3k0fG7)ZeIZUh60hGD=^Kk<G>G#>K9!$&oIFyP=`5C`{xbO`@a
zq60*W1`pceM~N1#O`FHKSshMwtCniV7PFtuH>=u!KR3x4t*yTvU*_BK?wP%@@z?|W
zhSA5keda;fX1Fh2xM(@g^t;5`XEoy+9NNWKt9+LYSm4b??EZkZUz4F_?^3a=yfIQJ
zuW~s}W^sN2jaXfsme?ZV8Lz+mG*|W7OfE2@AGcxoP<Fza8srN+!`Nlkcesf?{n1mM
zOWcz&GdRydb=hv&5Am4wP4T?AacH@JJG4G2fP2!eDLbq6e3rlTggtk{kQ)$Qj-AC1
z#Mdsr<U)g1<FnqIS;G;YNMYR#Z48>m))-wMzloHxwr*oM&sIZdWBe|VDWW(0SsSy4
zLgKrABKgQ<)j1(uvflW(G9=ShUF&_8vg?xTs>CbvBv-4rE1uV_r!YU}A=tKmExeBE
zB7Ql=P-rfHqcp!XOQA2_DC09(X0qEL<x#J0vM}zYkn+w}wgO9J2C=n}%S<C_vuB~o
zxlNWxdwKb&*r9sJ?)E<E<g!ELr<HA)?31bD*HgL*B__3ICS;b7m_7d__VDf{lz!<e
z|G3jh-1)FOGpde`eCBck!SKaU=AiVrcv<yeNkzkWVW3Ykqk40JHpZU?9syK+AJKYh
zAmer#(heEn4piiT2-Db;5my5jiJK1<3!9-x`hQ*2BzbBOE)+HvR_2ey(Q0aif(_9T
z?-VqAMtkI@w-3d&)xnXednHdod}Z;zVQAY>XY|zWF~<He<ez>;DDJUFi-#@*JECoF
zyHV0>gzg_ofsDw%=`u9`@-ayXq=W8HX@%Q{okKZZQ;}eug2JvOVz2chzAEqsBWNuP
zgLvP&I~2Ma_)Dk<Ga4|3e9--L2tXsiEC~Fi<_=~%V5-6UA!tV{_zma=!xd&vm>J=}
z!+!-xYD5@j%zVgJ*f1jL|8=pG<gq1OlW;A<bqLobT%Yhye{zuiCtA;MLNcwN9;9#y
z<6P)enA9anWYJT)F+VQ}YZg6;)TN7_kVY3hzxw205lda|P>af+FBd<dBcW3%Gy)7>
z7*Tix`6+yY0RjXr403=|kPpJZ;HP2Y{duAtss%zp9lwugf!csmLpLk+TDNM60;`+U
zn}2h$7q3^p0bWup6c4%HmeuRJkAI<F#=V=CjbrcDKxy4-W7qQ*SQm{zr`Y{C-nKce
zXE}`<bxOgXi#F#nHoLQ1+J&QQR^9Qa#9Lf1W-Sg%zQOxF+RfJ<wx6pU8^g_RH;OIh
zQ;O{%amM-zTXg)*434$0fV0+j!49*^qIVzq^CRr9vC6H3xLrLzaN&O~VcBRaHe=p?
zZsyS@DAKbtZrO1#jv$AkKYQH>@A7q`mHbVBsOWZwiiAC`(W1Qp%~WSkH&*t&mnJ#4
zqpP~syi8@6Sr$tFNj#I{;VJccJwrJ>>V;q%x<q&#x=oz3dW6vIaC@bFti9@SmA=A>
z=QE_)16Rtbn>1ElUCk&Dew-|wCm5+KF4?DOyD~>|dTklis&-W*i%dSqJnQ#UoSZZo
z`Rp&Qit2t$*{JFXh3?o8dB>6W#R+3i$=@Z0$UhlK6#8ek3J0^JnB8seBsST#k=Zh^
zyl`fYAhufDT0FPe3Bf5Vit$zSOKg-lL|D`JhB&xbu%y*~UGb5}>yw_oKO`Jo@PO&E
zz(^jsL7Lw?f7J4*==+|t0=a2@HNa^H4QU5Xa3>HVAY4Gmd<C39+LL&gHNUb5BXL@n
zNlBVkz(mqOm^c&G=-KFu@~d3h3|fJe2pzImhK9`Cj<}5q6mRZ}d>S}Q-Y)i)#SQF;
z-n;=-hYniPpdVUX<{0=35(*AKiL4x|qVq48pqTM3a9#6*XnyPjwA0}RiZHi8O;$BS
zDH~qlD&agfEpr|{Q(nLwrU+<pnhLp_ZbIqfnxmXz9SfHEEBv$-3IksM9zLGi;_x`Y
z+^Q9r<vk7n9=~f@mE_k7$Vi$K;e37CuX+q<xpW|W6S)2N!^g?&paEYq$j;0!W(Q3?
z=+sD^H2x99u%GDEzSN=7)AS&ZCSTr%1i=r>x4&z4&<^aVd^9H=WI-5YC3HTZbR)uF
z>d;8kX9NR@g0+IWGz#J%odP>3AHW}!4e8)QI^6S@5*-j)fFHEMj}a|c8vqo!S?!2(
zs}?(k)%ASGH+{FAKiAU;FBbR3Lk`sB-IM*X@u5xphCb$8>f?hbz0Dciq}4^NJG2Hm
znOKTv+9tC#-}mAh$Zh#*`X=Nvf<3s1g*&($ljfY?a#vQTT4`)CtsQSwuN6Ccpo$9&
zxWa9i&ao3_^~X-*TeC~gyx}I+9gH3)`fyL$4&pq=R%5&EZ;40mKY{0Vu7d&&icxgK
zA$-M`D_Fgu!&#l0>skE`7q|fd_UtS>TdvN$SzPsTI+*jB#Jb-riIiR&(8kagY>loD
z@ay$PtgXpi&a>7C+6cc1AT};Sd%4{{)}o}&NOk6+vt(0TCuM-sJ8@1>X?5xJM#^JV
zk4fuKA^QWa=`$x2wy4@L%ha_t`zqcTj8`3as4Ls=^_S#Pb_G?3CtDOBiw_l29iKB@
zt2+oEc2pKhryfu)jTyikY;sq)d{n9$-6&D!^~6)sAUj&M^L{&N?Is^ov0*1<-q%-3
zOAArzVl}R~UibPa#PpueSlP}L7P~t#D=J~Zv`2H{cF#Rbtouo(=Cx8HlVN`e#qOLD
zj;2%<yaNtNs%(DG<iuV`%1j(6|L7VmWSd#!_r@Ou2mvO2Khe5sz~D|A(hdgUE?<Gc
zyczE^O<G>ucQ3rs8Hn7+j`07LU6}{Y4MIMCYY;bR9NKi?Hd<0V1sYq%4AVjTrYca*
z?lq`SwFHPmBi?q9-a3TQiEwY(oA+zc<zrdsiRXB1db&Ms>b?x}6eMhLJBo%;!2O=+
zK!?W=#&g-uxZLR1Xfe*g3s%m;;Yn9f?G=tR@6WolvkL=z-)k@T-?VE*wUGLc*vsV&
zWh2tyFyF%b`_-9jBo6)?D0lLYZl*(-x+LunvzG%&PJvdwy&RF`|8-a97m{4_S;0I>
zo^LNlBsr9gNwa)uFIUu(TswH9@(el`1~GstU?AvhkaZBI01N!^5)4GsAPxW@bpDq_
z%Yt~w4`2<bJYjl0TnB#OA|d)@YXNINH&bW>YGhaDCLOnG>j$$sw_ouuPCVxg9wwm(
z^3CK6cTR9CUfb~*?eFuY_a~tsod(!?oGYHcbr(18eKOnqSWR}wmhOD|$EBS4x^i4v
zQWlDLYK@ldw#7}%l97CIM{Y>fG+gh~7Cf}X0@lVTm2ELF66>1XWkr@x_|(RsY<4pd
zTjt#bE<UCv>o~nE*L<%7t2@F6HyJY<-?{FFKfI`mgU?rDOFlo3n{D;x8g#DA$F|tT
zZkkhtE#)u8o6oPr{bkPh)x$Deq(eu%;Yt*iTmHHBat(!q)EJSfm7VI0USmn5JVLo*
zTU)h#dWf=(L#k@exM7k@^`<BumujdmZ)q!7AC4AYO=>58k#j_7DmtjF&?7}r>P)JP
zojHOTACjXybiIvi<!VP^?@=FFQ2a2N{t{=@B&5I8!%d=`GkLGH$BH>B)MYfPak#8>
z!rCtKldZ-u_YWj98;(Ya+n3g1#@+Ogm<<aT^Sez1{r)56?~Y9rcU(G#8R5QA?whbn
zu)L8Zem{_5n!PiVNVckk{_iXq<+6O;)c@2{W&(YBwSzFal%Q23N2Exh+PJ)#>`z(B
z+#fUz4V(~%SYbNaV$c>x*y&2k?DCbx)*g%ETt=Y>WkzAifIEfBOtkgB55%K$Pg|gv
zs5xl2ZD({_cey5R)}bJ@pxt>1vED<sW~y+@th4Az<TNA{uaCkEtg&av$im9}kvQ6!
zg@LSpmof_gD$=-LY0L74>;IQanO{p?Oqu|sE`XwZU<CU&iPY7$l=<2I%_5e%+CdYQ
zKfh`z6Mz`icmaR{25<z(yC9$<!5=63WNHCPP{;2hTA((7M3yqcqur{7DOjB;9RFtL
zEMBkFJ-jfR$3x2cvBk2Z_!p}!xpy6-@s_A0w9oZ2ZmclJx{Z6G6T6$?cpVNq>?pyF
zn%a;*w<wg$m}1Rt8BqycUF?EKC1r6vUzEc^u1|Ttn=|;@?VPyE(JF4XJ<Ar$@Mb$0
z9>e-wSEG#NP@I_kg7Y{x4m*_Xh2Ey>^CPOgV3o~Ua=YsLbK&E!ux#Q5He+O2ZqSjv
zY_U=$uySH6T(;dU{A^cKysK{~TFKv}sVcgq%*MhF1r{CR->XhnJ1g0!dtbS9bb|PW
zURSk#c4y@gy(7}P>n|yzb#5~!oG++at?I3|zi~+MlAEPU8`DCTx_7T6yTW6Y@9^qM
z$6+&tl=;1xuCA|y_t~$6QtQhrm$>g_4y-*OT*?xuMl9?tYire1QvXan)s8J=r1pLF
zq%*DzP)jz>M-Ckll}SryyWZ5fAZ%vaF_sP135z_;n0B9*3P&VK!p(&8%$C7r7&{9y
zk#V*4Oy>w!;a1J13enyb@;en4N~)JXCl7zuMzCtpTx1`5FTXeb*EChTXw9{QB>HCe
z8A!^TQT~6{RHY8wiTdjpARJ#6McckZiz>bVIVNNFIikJgE}<vST#@%3Sg_SW!#7$>
z@00VFkCiZxy_wVuU95ZuWluYg$K5J{rydD_JOv4tF6~OgXzAVhXuowjgz@YXHn?m}
zN8IzpTJ+IjEqb?nIm&EZo#y>nmv(kxAnIRDRRR03yy0y`8vK7vQ$-|sK}{9cotz&=
zB)K+C71wm-DsCV-VD<}1uF+KGNpjFsaT4+!H6qFL0hw(sID;^7QA={|po_{g=-h8<
zswhALw=hi=#M3;)n@<Jf3TmUMrV8RfmI4TaxFR9?WNQIozf4mV(9o^gvb(H~S%3b;
zu3Egoh1Mv-`xZXm>NvOJKqWqd@5`5tAB}>BE3lRNDV{g%95?Q4O}5*03wFp#cRu}5
zD63jgkGm;^pt!R!XxU~FZdCsYO6nNN`MjNk>&b6mpT*&<_0$Bm#o#?yC&h(zz0`nD
zwO6yFI6KxTs|h}s+?YFO6~r~)?9b}*hjEkmrTBKF4J(>E9?dnVz?O`2$IW(b;u=^?
z<YV31vaY@duy=_mIN(DVo_jI_&p(CHr=6#{`VWtAGrYRzx8%4n0|t1H>NBR#@V{uB
z;fV3Wz55RsHelR<{`p5<={kOvJa9mtapT7f$WJcjly6pF8ZI9(vj2dw|4A*not+|K
zd*W5m{sFqGQ;j<-y&a7tr=|7O_NDEW?r&ZxXD?X7>>X+&ZByD=Ikd}I!E)In;icML
z{E9aa+_(BF?V4t&vfsr>wy)nTYa(ePvvHiGyqq~fdEkjiI!~mdt}sHa=n}F{+Rt&N
z@@<;CY}tg@Dqqhm#fhr!XwY5{RS>sZX?#MV&@JyTZ?AV(oZQh@enQVy{-*dHh5qpB
z!ohZnnS}V-t~u`I8H<$m;?Z^%Lel;BOv=g^;zLhD6vb}s5erOBVfCvz;=t#bl2&FN
z#Ag#r3ke-EMQc(9D$3LzCNe6arcM24X|jHPRbR8LxSQ5qJ6MA|Q33P6Y-6^!?mE;r
zZX3enbg{V3?NPs_TcsA(zOpS3o1&a5LqO)D)l*xeg)SO@K^csKWbKf}%c(?D7J?hq
z*oSM+UX12$eTBB)ibkvD6_LxB$|$*Q7Rnqn46n_ajGiX9#f=s&M+;UzMQn{8=+#sK
zSM&w({!57thQh$yzcyyMO%IO)%*U`=1amzBBA*-o=K(!fb^1zcM&iJX2+WSYT9PDj
z1i%z-^iSfQ2sa|!gs>~z<5v<L2tR3KMrH?2P3*|P#_WsP0RWn2-)3yy7gvdm8N_L9
z%y#?-$g!_UJ|hyJL0s~N!{ynSY2p|75*xGMGdpMpe^fr2la8?<46+hBAD&k7$MbE>
zw1GPqNHh)PEBFD#(Ktw_8aE35z=d>3qkiK3bwme*7BC2H@MA;^)~1;wHfD1UyH%T8
z8-HpW#Wz*C^5+`3-~~}`*r$h*clR5Ljh_$WH=qD6RTYX-F5Sn@X9KaWP7umS^x~OX
z4OzQ&LHxWD@3_%NwzC2Lhq;Izx4GvTM>xM3A^5}ckK}Oe_I!_<pSV^L7dbxc4eOec
z$xd)vj-72y*=?6GH}G%_dNlkt_oPw<j@@vC^^Z@%qiWy6bEX@ifO0H~R`%zevST>=
zD_)$DOB(B&QJeL;*O)W0*@73Xa>BPB1YmYnG1mR&NtE<B3vKNpW|_guS=%;`aM_ak
zxSoe)v=M%j=C0^$%y?nDUnNOh-4K<<o7>D@qxP}~1B#JPKdn<H);*vY?|DEPm+Y(>
zxuqW(>)%opW@sX<KjDES!Fjjx_zX3wG-ZOcTzsl<!rOys884IY!>=<=PV?3EY@13i
z1RRzfT&}B(bnz5leO*a*aMc>MY)V~avu1CQYvL54?&!Iy1>Q+AGpwgDGC!>nuDw#%
z=>1l9dF>};)peP0b=YxL^sQwwozM!d$0wO7DsPSyhrN3*DK(|4!g?$#l((rMZe1Zs
zo_Xz&#B}aE(auSAgyr)(Ga*S*#%<_iQGn}VAq7V<V}niP%GNHzYh);qJz^6lwz@1o
zvtb+a{=P(feSEU8#PSKVr{-k&l=Y|bd-0Fb`0+pX+<tZyt+@tL?x7*=kP_|*VhhAt
zKBR>CjD$ba|B<j(E444@Ka$sma1FwCgzX9EA6!fP4G1^PyN71$LY`l9ObAJ12ut(g
z5b?8LmjA25w7IlyZ{U%7WF`t-FUGZH_tDs<6>yn5fF5+v>1Tt9Na>BGW+jnN4FlN%
zdq>=-?NfBLTTN{Kz7Y<%nTTSeqVQnH){ws-$+oxcjol-5VyCcTNWP&Nu3&xxJ-T!r
z&C+wkx_u^~IcGH4@n6wBks=IQiEN>GGDP~$<2rUWJA#(_EYQR?kM~DM^=TzE*Zj&K
zdZWT1DnEntQGuJo5Tmmr%$6|RfMM1I2KWXHyJmm^$^p}Trv}6i{Jj=(705Nf0QG=>
zbU&&Uxfa+ukE;_G7=}2oZ63pLr$ZiweJx<xP~X_c%9DH)MdU+S80IA2h;Y81lK26U
zKwZ9qu8_YVkv#Ap;lI@+4F9DL;ktzD6Luu*1o?@pfwOsj0_}1?d_`PYUK}QV4*b7^
zXnTDV^77m;@|Ok^CLh28xC#vO9p{$^Q5)ob!+<-H`{67|*L?BxdTw4Wh#XDw#eAp9
zBM_bEMPE&MT=Gt5HZ(7POfD>j`HpV4fccJtawm~%4z<$2W|;4|$lQDX?)gqTG=>3I
z@F65Y4J-z?U_1;q7>E{xVbFme(m~3B|4X9rkfukN=7;OSPhXUw3>dgT;D<C|c*udk
z53v2W5FKDzAT+eq&l0_bHZaY*S<OgxD{EPnn^5JAoAF&04y)Y+`}$gP0}WpCnX&h|
zZ2xB1IOr<2S1w_<20C#jdwcS0-VNtV^?%D&uDy}FFta=gzE>6b;|LUQwHQToU&hvd
zHjS<0e3vyC`JBDjBAE{n4`wG>Z(z%fYQVkk{+KPv*F{U6&#_l_4CSKAPsT~_Wq4hd
zfSC`)@k^gp_%VMH1&?aaa@H@|G2`a*!Gr3cQ_`obZR-+v<3<keY48bq_f~OJY^}KI
zfhwF4ToOIr>%s1_48&1wdUGYG_;J#>QP{6XBJy`EgM6F%pjSI0u*v)VIBv*26k_6z
z5BlojlAbqN>%~$W*u527EA1w2tltE>n-tl`4i_Qb{<++H+i`V?UauwVYfVvxh_(uk
zns~^Ulx?6qd2Xq+-i)=Xa<x6Arad1ha*91w9od;F+gpFP<Z+@zxghziy7J)(sAO+_
zVQ<t;<s$O6g?$sJ374#^sr+X6%34)DDygSxFO3)zs$5{|rrdk}grxYs_o_C_7pXh7
zXelZGwv0S_!%$>ocTL&8c2`lucr1jUKE_nzbcMj~r<vtXS_<W=_7+#W^Gag2CRFHR
zx>eN7`HuW@xol#?s3V*{<IK2LU#u{HZ6SYz?nuhd_7h$4+omXKJ0|g-UHSZ8`J+Iz
z1|I#u(@Sfs0nUjuq#ZcJeL#?b&?`Y0P>bfnTQEZs|KA4BB(DwO|9S*+Ub*?;IWL?K
zpdnmTM60hA2)iIv)B!Z{Q?l$}+w~}}S~s-d)_qb74WW}wdZ2rI`eNpa7YZ0P0UhWP
zCp#5!9-Y6u4?U0FfF7DZK+{_$qg7{?qS)ExamgouM{=)Sc_|j{pBDuIJT8p@<H<JY
zzy!@Sf)sPt$ktE7nvCQJHL6h(rAnXCa8bFm_Jsjkml>pu3)~2X05F};U^oC%U|ZCH
z77SK_L9GQ0?_|JV0$i9&fnk0IhWQxyv#&{zFbqB5>cF((-vFvG?4hm{w8Q*uK!+Xi
z8xj6nV3p*9d;Zt09#A&Pmk(C+!uf!e-n%GVTK{hXPZw@kE+9m{1ZcvCx#UErnkVz=
zk;&YaR!7-Ux%t?10uaduxgb9m<LnIjQ;nZ|O+s@-a-Pi3-||6ZK6m^-=i`CQ*Oco=
z7TKxHhkKL%@vCIMb|6XR9&|JeC>RXDlnOo!;0K~{1py^IB!yiI0}BY!;O!3vFA$VL
z%Y!i7yI>gNewye2&;ks9c5cxI23_2&Chc^y?C605c8BsWCx7IP`c%a>mpWkGfJ<C(
zdt*N1wwQ~#o6U7kSjCMK(pm4#ZP_9F9`Fa3mg9mtZD$+JKZ8484dgtVZ0CIL6vOp;
z49A1pY-8<K3}9QVAA@yf-r@b7bNG_GC0xMfnrKVkjX1(A2_MpVh8~B{L&;X**!@UL
zj=hl0xxL-WmW%C(o7~@sAMcugKUTPeL!3+Vvu-!Wf!l6z#V&p14u71&4Gx~d4td-X
zo4>AuZR<6~QIQ@feEK%D<z!=YEv*j{#5;&xNTvKX{Y^{mjp+@4_MAHxA+C0~yz`-b
z>f*PWNurd7$`y(r;o+`B^2H5xlqbpyQioTIRi>9j(y~FL6;Fqos17d+kf}ErOCC-h
zq@3?)rLJ^mH7cPTD5##zQ7*I!VN$E#6)v_{sb&W5k+rCERZ{oRdujLswQ^qi45j+*
zL5bdxzADesuIi3`JS64EIm*{Zm>@%&N=h$957)b$mk1jocQY0jErsQw%b7MUlY}FI
z_rz5@G?AFP78g3T>@4zdF_&Mgm?(bUQze{gwV7$MqmIJ7r;q%hB_}D@Vvp!@h3<+H
z%-zI0*NW3d`m>hWfA#^?fV(7G_kY3N*s<RI2KN~;Xu#O+w*70+c5y+9$g*f`gMqU2
zX&GpX=^8X|B^ARu==kD8=uXwCSQPRWEj{!A?VEg6c5>-;boOXX^w=N@-Mf{8riN@n
zD<?amE$kRve7_Bq%P8c^5VWsxI|$=ZW7}c&gFZ^#l?`E(bgH>5>Lz$Kgc^1zhLY1J
z&~Q<?w37dVJD*|w#|#+J-FDc2I-WE#%)9@BI}Jd~2X}cg|GU9ms<Shd`T16oMCN}6
z?ug9)54g*d`M$Z}?pMkDe-7MH!1g}|?nWRt%T}g1pyDI`<%ll4QTrfly(bFmP7rg!
zuD$q->zIo<dVuS`V=p&u=RLO9^XBZ3gR}U9^K-bM=BL?4Rw1}^*JGTg)RyzPUJKWg
z7~nysDXd-n3v7!$H?fX~AMfAj6<>1mTP|Q#AGGE2J{(c&I6hd>8$I&7h>{&sut&p+
z9DA`G*L<BjtMhy@c4>JUKiZSdigs9`dG)OcxMOkP!-ZV2O@p|@pZ0Qt2YRqWMNe@R
zozmFWYXy$nmxRJSR-mmxW6-suawJT9%`qSICC6{l+%+yTaOWj#of;`|7&%T=r9~ws
z`N;y=y^!Uq*X?F04)2pHMh-HUZn^kUHKMII8tt}4?bIh)X%hEH*0j?G)zY&elAUX+
zD32VNgerK~l$Jf$T*z4Wj%iV;mxS#yn`tO1r7)j+P}RYqr10{hp6p`8WmGaVP&Fq@
zM_to<kJ5JO3~|nic-etzv((bb@0D)d(@~Qlr-ZtZ{;GLtCbF_l+nBZGmn-z@oE75z
zjZyy%S;#ZoSK@!+f^>394TaJ5qpC`OO;NW=Zmzn#<DhJU`i$#I*RqOAITysMtV1Lv
zjh8E|PU#8dbP~m_Fa0IIe!7&zB<Yf9hwgkKpn5wdIL%!AKF&w};rvyJ$BV{{UbjJ#
z+M|OL$G(jgRy_HO37(Z8Oh1*xM1~&}cE_z{ypD#+-#!XcRMvkl2osMb&5m!&+>f~{
zI)At?olE~L5b0G^P$It^+723cDW@Ur@Dlz3h(dS=&et6h|99&Q$u)L`DLzR2H;;rN
z>5T~koCbR#CQqp%C4N+}JQ8LJ^Mu_AH_gk}ocLQ3hNbK_1@r$-KW%2MI!Z4jSZzna
zoi1YgIx%QSOj~R?r4Bmc?u6^~JA-zGzQiu6W@zB*NZA~=Hwqfr2wN^*gnb9jLpcY=
z;fmv%<7Kr6p_r_ixbLVrq^4gHwld6yNL<4t0hbPLgv&<zBeN@;&{=&?TrO=Iy0>=&
z^0PgSK7BMsejThec_%(yh6ENSz<ffbCT5_!B_t@VR|k}Ja55yIHuvwz7GA@$9R}&h
zYYDXWKSH#X3xmsEGf00I_*XEbfuVB1FuZ}OE)<43Ff4Eb|7zVRERfSh@`5^0*pLhS
zr7qNp!~t99u?=y7tLJeI;sV>{aZTa^!=gH{Lmt;9E^xg(29-UqV;(moF0d0YZQyU{
zTtQqwdwvGXN!W<+cj;P5{+fk7q9nc+#1r=`0|64J(X|pc-!LFAuZ+aug5{AgN7#+9
z2jOOU`C1S^RMV4i+k*Ljr=Pa-H+8#S+%QrFVpIV7*)LgR_gcWHfFt&@U~B;SxRbtL
z8y6IU3Lr0_0?yBT6)m5O$g{gG)Yu@>AB+vS3}2msr~nKMxZ|yka<fSqVL%1k!o2^o
zDA)a`QGxc?3_AaTuqaO$s4QW4NR0?XJPdg7g9{9Cu;5WJ4EZ5k7{THP5KRZc1AY)l
z;6iy8d49Mz5WR11DEAlg()^GP1YuZkfiOIj{|L3pyQ>ymHMDWj61|}|Ew-1NRljhz
zvIZNt@k@uh8J~8<VN6NZx8wz`@giM5bD=qxJ>C)<v#oKhMk=<JO&PrHLNj*X94mIi
z@|*mctZjTLw^MATXWra}38&DCCufm=z<#v7v@?q6-2xwdRto#IEr*_`cfkXW4Pg7c
zU%=XzNx)AdlGzR&@9-gY9N38&vstrq-MRPm1-4|FzG$iaefCOxb1upt8NKalgiDQ$
zKuc@(z?O^)Yk2E1-rArEevoR9-Qs<5xh0?Q#`7$W@gIOc+70A`J3T?C7(3Rs>?6E!
zh6CPR@g4SVFp-<0vx}SFBL!!;n4`x_wz9j7r8sI{LvGRgB(~NlF$(T=6m6)q7N5GY
z6_?5wfbBdhW9PCR@sK80@$fdI(Xy_~Q1HItC?fJGo^dS<`>f>9*}JCbkg7C3JpLAK
z<lpo{<=T+m@aMJVTcWFr?#lM5GG@<EhW0%w3G3BH{KjU5x>Rc&B|9fxQL5fq+2tGe
z#K)GuSGhaYQrBF*RheAePqzD`0dm@0O*yajM%BUzZzYY(uN9IjB`}>tmxXuxhY7_p
zud7P+t$|AR<x%-cA655eOHgM$Z~2K3A6a*co(eP9$<ixh-mA-WyC)kw;J$G1Y>d2k
z<Cns!Cw`K0dv)Xnb0#y=25TiQW7{co2fq^Uw>coO&WRPz;dU~cub-Ejn>Y!9)4MWB
zgQp4a#xD@x7CSK~Op1#Y>Cy5SgW00auQjt5JWPMqi%yYf%LO_>w7<^4eLxg~XazBw
zZwf*DhJ?%H;Q$ljHzf?~)nJrai7<$15W|4Q0DIYdi3vy?#a#BpudyS}E3aOjt1*cn
zY5$ZdgnZQ`)VppBlC8UpZFHvN!5xp1f1@K~eKD?3J_r2R@nTyPW$T3odQOwR?V*F~
ziics_Qd>~wtY%m*bRoL^xF)(jEDZ7%B<y;bBR0pbXmc}P)a?0Uv}_U}S{+n*5<w}X
zT;orHC_|lt7P+=XNeiYyTu~D3{KDY>_nJZg<Oim(|7UG`VJHCuDgcJz1Pl!X3_}YT
zPy#RvGdk4haMKF+X~n+*%VF395M^~yJeAbumlMgG~qyy0Fy&xO|sc!kiwbBHTS
zqV@kKTz27>5crvAf2*;@bz8X#WIpoEg`gnw!OszmLBTTyI0~a>#C*bI<tj|7@uke?
zOvsm~6UlWJ#J09!uK5JWe8>wjpWcJ(LedxB8ThMYzIGT31AszC7y#5yyqfniaDm`m
zlfp=lj{r9zOwA#{57&N4G@f2d(`jB9%mpDaO)nCc4gf9i66*dVM2po1B8e$P_Yk*g
zeY@fJYgF9p(2xB4HRI44R*cUWkK~@ddX78TjA6r0wC11P@W$0bPhfwp6nAl8IxCsq
zf%Q0Mh;MAJ#*Wt+!9Ni7K%1W*M*-54xS@C`+8yY@9k1ev6Ar|%m2PaoW^2~5buMP2
zYb%>#d2I`{M#li3d(ww3tuN(Db#de`dUoPAU9QQ7zFv#n%_n2q@t5%JbQYI;SqH7J
z{}#<OZp9j;4Z=EJ4{`Y!=dt(6UYIv@z{Ac2<CB$x(Wh(6aKMp!?0u;nx60@hzw>Zq
zTKV4u?ut%ZE)rt&TgpAEPE;2!_LpSsOt~_USuJF%SIQT58>Bq8<*u}Lyi8S=DJeC3
zAEkJF?Xc?Lx+XGZ*UOUo4#$=LugugHUk^Yfj4uh1^9_~rZ3dwVGw%r({2f%&_cfJy
z_)eENq{K+WZuuzZdOcSvM~;vbO9@i7w#ZU<@UAH-ci&XLZr4dv`n^QiYVR$P)0^8u
zSo8W!c||;PugX=%!s4tDP~L@E<~~6v7d=;8#j=LPBqL4eP_CVbQ_Pp2TbU+)vVEs;
z;!anl(UA*^%6p>Z_fBk<n4VuNy3F=b6!$HcnBn|5zjyv9dsoqqJcXKTXni$WYXuEy
zhk0-(5ItYPJeYS#yawtK_iw>Gl1~Hc@~+iDyF9-GNdwhcgS>D<;&%o=5b<j?*SVph
z|E0~KRjVvQiDw_8p)T8HX{VFXhP3m@|HW?duQY@XZLET>hj+s+9j>FrD=#9&=_J`1
zxAW-C<V<wW<0QJ%Y&)8~s|yOPJ{xV4b;QNiyl1Wr$h~$&?Ney)&@>3(VRgh<I`ceI
zPX#2SgZAjWkVP%A20sw0x6dD`-G7<xfwn?nu<v_MAE0m#;1O_9!#-*O3yLIQP|N@W
z6a@ZnFc1zR2e!%M>cp*18{ix84;}}YnZJU6dBfC*r2UX~mRwhhaGktz>Joo_!kW(w
z5?2HH=)fo8CWL?4DFn0~z6k?Gg<8bs%?{sfG_jY!zP02$Pcl2?Tf~yt;WMKNGCSlO
zP0-oFH_syW7tapb;UJZd(D4Ax3WIGljzTzaA&x>pDqm?naDgD6KJ5?(4-vf606`is
zCAfFNFpVz~mktOmun^kd$A}iJ4H%Ns2fXIHSvJhZOOJKpU$)ZcjT%H?%LNCquIVi<
zSZ@@cakwrQv+@(yeZdTFT-ZRiXY2!Z$nMMh!SUm{pjz&%^Wu}Z)2S5Bvl`F&99w|v
z9u@F_3(l;q%Nn-D?s8a1uR8BvFPbm8G?ELLSQTw;A;uBxIeg&4QS`8<1SPj<jy)n;
zbL>t}&h1q?Tduo4N}LvmBCFlPE>rj5?D!k_W6P5`#JU4N>q<`?WLAkQ*4>Ib{B$Qb
z*k}SfbZ%)}rT9l|JAFG|tC)#ak9S0|BYUB1#~CE-SkEzM@+}j87eFksjZloR@lmQ=
zYM-dqn>Sw)QLmdaAbq%yEqf+kFvDAU<dV0vR>R^d<L5i1X7%bQvTxX`(*2Iegv;KN
zyKlQG=ZvbQu2^xVY^kWNvQcIo<=jWLQ28@4!g;yBYU&FYncM1Bk~*hyRNHlQrM64k
zDTS~b65V5`RV_n<)$J#_BE7Zxs_WfMB%9CdROpYN=9=APl(4>77pB}X#AJ0^#F!^d
z6qdE)m=@RT2#2qS2{+t^F`G_zVXChQ6&Z!zBc}+Miyt{y3K{*EGS2-H6qPOe%CmO$
zW$Hd(A}QzDQ`G!wdxg%dvrNW3M$Y(#(V_ZhX#<%bdoDFs(Hd)@qLPNRLq)h3h@gK2
zDw6x=8#mB-@>jaFIkZAX2JOD1L<8fkWNEsq(Yn3Y&}{iKO}mmGlx`<NS85%_jjQcO
zi(Vf^@_pg5(++LXsj+_Ou1PSuS=R$iDt;c@HeG_tT%L<{LT*cnMfk$?D9|+tCD#uH
zKc49zV8i7#kdO&VF&&i9=b<c8r!4Zq>yhoMF1X^MAAM(s;{G<#)+h`*GBZd&6ex+#
zTy(aB;Q|aZ9q^w59YKo-Y@Nq8#I>Of@eK$Gj|tTMAAykMz8dIAT=B1bJZRapJ-!Jg
znZluD?mSWuO2R=@$d^FAbfO_7o2xiSqDd^Uxk{5p>~A$tlFTFd_P1mnfiz624KB<h
z6iTw!bK@ZXcg`c)AtgipB|Idgvfm9U=|ctA0~ORlLKxy{8oW1w|4T>-aqvLG`_wNd
zIzY5QOK6K9C0evLaLKq?H8pp$thEy_bvn$y#E3Vl-Ue42u?6eAe88>9s>NrdHRfV`
zIj;M>J>0keG27#PCw7RuGJkN?04~U4JL_!g&w8%b<?L_l;e66nxb9pv?!UGTTjMmx
zwn(3cJ}vTNU1eE(YTR%xU~nwjy0;;Y=#+}np0!}D>c(KHvIl3mXFoQJsLnNyc**Ll
zvqXvHbGK{9yI_~gNALr=B`do83C-={!IpH|h?_Ok<Lavh^08+lxj|Pv*`XQra23Ph
z*fz=>M`UhBt7WtBjj)?oG$j+ATf7#ndsrDSy0L;QW3ikz#_s}|`6s0Q>=H90Y&da9
zF414A)-%2!36G0WE}L{)9`sTW9(7%=JZ#2GYpym{mD%P+Y;qkG_g?K(9q2b#8sE3P
zvgzLT%2^NFt1C3Ah>Ew|Eo|DdL+QUa9+j`-Bb<9IQT<gbL%L+s9n@=4UFH3I?_|b?
zhm=W2wn}uav{1FEoT6^GypyCHH&h-qU>MS0Us~D9{if@^%ppQl(ly5HMtA0JU>l}#
zx3$93Wy#_(_wNZoq23akBb~($cS+?|fn|hM52Q?uQei^<NfP;~-9h39TT2PY?zl1y
zKZGeN%{eW<yK0Q2Y{ziX`6cHSdI{?jPuysc-%Ed#HnJ!lQVqyd(fa>`Ad^U&d|f2*
ze|2OP%xokcV3ml@a=*%@&G8M8neZ|m^&LK2w!iOev{ro!`LzSFt|7F4(<XGW<xA}J
za1B~`)B+_c3}mNFlX0I3i72zyBy_#Xbu^))J_;VZ6h)6Zhu%MIB&opVUK`Nb4|l9(
zEn9Nm5$jZ`gRXE_QDRqjNJQI@e3V5@XsgKx;W{BZkkU-E{7vJ2g-cuG{|Ar>3SQt}
zrKf~P@|S{4Qhr^+8XYBZzdBMX?=f*DX}=t3(t+{)Ad}7`00xmS0hM3w;LqEUUl3$+
zu!En1OfrvXKxTUGF;Lt|^Hp5`+_GREp&&DV9wGOD9sIv*9{GD9(};8u1&+k4Apn5|
z^^*_@agYxPTnZHFwKR?9D^Vcdmmm|$0J0zq`F|<V0rJm)Os1ThWwjf4NoW}V(&-Lw
zWSWFa4nKt}ruOGn9P#2a)F-)^fm^ullb3Mg<}6`*v}(gI82*4aT6c^KGI3>{gizec
zPQ`gva^igUj>L7@r?{Wb1GdKK)BL=uyKqqJDO|>uIh?6$11_LjPZZna9F7=jgVT&m
zP_~XhG?;sFQ<LrF>{J)7c~l6i^OrYD+^t3tM{8hLNdtU;|1#che=J+)Mrk~t!)xTf
z@D;ab#9g-et*7jrqZRO@#nrh%ae?fx%Bye{)9ToEzYUHsD2Z0<+oL%5bad^)N+i6?
z;Fz?o`R)9hcKsI_$ZRM?hx^OLm37p`mS-wgHSmxuOK}w*^j$6Y&m5#=df6*V+gQj1
z!;gYl34f)~u%B$_(>AE8_ia^~nG@7T?J7%5_C=_QueC-c8s0@_23D%Ou|rU^!?wzp
z^EtB4^KI1)TlN&*#ElVW8tcgVy=bQ>A?ug)-f)kwGIX}YY<`&Ba9IZ9vUG){$&3u5
zbySP@32h|CHbcdyCMGhCl2-`VEO#-R%G8ltRJp3CxidIPad8=QeC{sso+eG@TQ)01
zI3PT~_5UdF2n)U6N3@<A$e9260PT<w?m$Hqh$K)jeRgP5-dt6N#DCW^Hp#D9!X~Z*
zg@DALzl=@eio&Ip)(Qn1qMe3sP_Lk)vNZR>*r`q(+^1J>@^3VRO@?*@5B47Jj735N
zTx)tAY~5`nE<b!N)~mG;9W{4CmuB3-E>+(nMaFuxWmPBSv1%5o@f4$wXc4OLsu61U
zu~BYmWPV$u8-ez$%c0?-a%n9KgLvQjNl2<k{MAd(VAKi>>JnhO1Wh3x%y7V<im6H~
z_znFa3|E**wdx1+hAYg@WeI~Z7+`+5H{26uTDTW1Z(9?tPS}=kO~RTbX5!YRLz4J4
z5RQh6%BA)ECM0VJdcV&s35iu8mAU}OK<a`EmV_F&fCV9hu?|W5!eWqf&pr7Q(jX6&
zy3}IuS4my%P>aeR=u`{B6dn=pXGC>%(5aA@y3oP&8tOtiFmyJ=!FvQHnnuG#;?fS)
z0-=6fifhx(kxxQ8o_Dh>e*`Znk<Pt7XTg7XeiB<O##m>18}4aHZ9M2>Q}*=uX#UC8
ziQL7q^;wC_S$6T(^=z5tdaS<CkIx>snme{P1t;85vXz$4!DcJm*gpCW*vD-&mg}f7
z=dlQ%m^c)D`Y?zqrF)UT<ll$e6cEaWCU3^>tw&&6UqgJm-gI2<aTT=Q))UPvDQ5Af
zl32$!1lv13L9=TV!{zN~WA6*^(CG`6(Y6F#91ygTy|-o|w`%Y@J|WvRztw&ZAS${~
zLOKZR`88tQS)EizMpl<!J`%|sUt}WwILB38!nc(q+|^wfHgcm%T4jma&hEKVy)IN*
zy?8y<l&sQ9%a}|-CCX$vM+w4P-zV~S?^wmHp`%o)(t~939^ECEj@^{bc^In}$NC|M
zr8|}J>;2@l5BFpg^&N$kemz`YOsFFtFv*EYK0Z+BV{=J#Xy68>^IQWV)4z|xHSUT0
zN?0X{&HnZBkZW^A%A*ECnYa1t*?-p3ENGejF41wMfjr4Hq#g1=*&r4`jjw?`RIZaS
z%!h`AwZa{mm%1b`h%IV8Z$tbw2-^|Xz#p3LM_pPSt<c5+ZD&kTuV6Kj7B@qacf-u6
zAz8E9@o3roMASX!KI%8xURDApqqvim(WNpQ@TlZ=c*^21nwPq0SLeIPphq@3v7r{q
zWV~^=zJch&@Er8&(rk3qt~$;4qb{vYVGzb)25F-L1w$7BQ;7}T1q^oOz!bvh6F>0x
zLYXhE<o+8}`Ai!{EAkDf0>cdcdp=a5Lx98?5H=#L6{gU<)FpYp30r8sA9ZPcz6nVj
zG@Bc;{&ToEm3sgsG)Dt<Cy--T?m3P5OOy12iC@S)xQ6SXql4EH7nUjs41+kzMJ4yN
zLk}tkpp#%gL5EPH+8sLhKu#1Kj1XTK6&$qShXD&v1>Bz^+Cf?%2Gr&65-my_xNvZ@
zvbS=p*60C#V;=8T_5LIjbY~X|=da=u=}G(x*Uo%tkrTG?EstmGZ{va<ZRL-@-^wbt
z3Ea(+<Ix7$6|`(`OI+V39qqj4z>OOwXFH~la}ocF<I^`CXGgB|V-5G`;De_tb7y@T
zaXzt+u|sweYae_9yT+}@Q4Jhe^Zw?n%VUO5xz~|(9exA%h?|X<P4&QYP1fQ0Ia%n_
z)MTz#<V?=f@eZxbZ(6!*<V<h)vrBg_!aB57-srZ4T34|_vMQ^sa`Cyn@+Ef9goo@d
zY1Pfml@}M(P#GS)C^dbfFOA;)SlP7gO6BtHJA{XoQ<XEFXRFIsca<%1b5J@3n@i_#
zRZ)+*rpkME<7I}=>nbzW#z;zw)0De25cBD+g=)6jaCKjY$Eet$*Q#q}u1I2bUR3B8
zixc;|GFu27^HgHp##a2`(|x(+L<3>v;W3Q$`6EI-)3I{H(N@BPx+?{%(rQt1!Wi+s
zP9KHcOX?|V+xC}V^X$bqq~4a8HR~jjnr#t2e(J*<Ygkt<(w$5j>CXZkKWYs`YpVeu
zdud2J0D=2Z;h+H^B>b7qg@g+QARygI8q7o%gue+oNV-PvLR^i`g}Cq@@=JDv7Myix
z^|b;P7qo51Le#Bhg6u$xTWIBFYc%7iDfwp_LWg%cqWE^Ju;YRnXu*Lf+`G6tx||(@
z?x#<N4CwN!$!NT;KCa%RCpH?n8GE+4C0kU|8oh5=5uNX)LiZIDH2L=Mx$YD$MRp@F
z9(nTbkqusk%dORvqq*5H_@T8g4B&k4?$93vIH0BjhIt1V8W$K|m4W{*@S%VQh8nO&
zM?+i~cEEI-0N8n1(TaZq5W%pAc{3jn5&z#hC_8W1|5x2jUOtWfhLo+*-4NG_FevAm
z6da~S?WgtsCV=|vplkp-a8Ndt`I>Nl5=WNVz?O@e_j7HDo`%SLSZ0Gfl({dK)!4Lw
z13~7)*I7X3v&p%6+3Wwg=6A?^?SPBQJyJOh*a8$>5J&;&q9BX9BuWzpF60G89uU<B
zf&7H{!tz60rMxr%VDwtzEqbB@Knp;Fy8j5#Vzq%avOCnelbdD9p?J}YF8s@K)p^6`
zKDa~=S6qI{ME=a837lV*ZCp%)6t4RSD}E{7#v6q!=BA8jimQ(9#sy}rW}QU!SkDPJ
zIs1%({Gvz4aL}Y?Tt=uKXIj4jH~!di6!>x{7trt}irqXLA6hpNuRL~>wK9&t(nu4|
zGC_$=<w5-1(0Xj0(>8cOSRdpc<IU~qUz2UV<}Q2ZL{I#vt{yk&bZP9pDUj1`*@UyH
zya&6cm%u%y-@^mb7oe3f6Y-5!92P~sLg(6#M(ZAJ#fz~qSH>v+poQNA?uu@AsJ#$%
z$X4!pbc0%#9ir^Hs-h&V#0lX(sv)0Q(?RKb;s$eV<O4~TOOo24*<eNOx|LKt!bV88
zv<OF~FPRG0ZXS@Y;aVvpuLQ{E8M;bq%yw5DX*NpoF33m~xHvfJ?$geQpH<$qvHw9~
zMH@A<>s58RXv|{yrrP(IQ#(ru$)%pjR~g=QIrHj;SkXI8cvUewse0v0;x_FjOB~t-
z(;@X|fiuvi{2ijT(}1xQ8qyBNpj;3XARr0_V|lZRRzQ}QUMMKbODpt5!oM>E(Z8=1
zOxdH@lPc6XI8Jt;Sv=Z0^*);2a|3NAbhNZayrSc?ZKXFSJ7Sl5*Kw7YxhVQAoEMWo
z^Wib^tFg>F5LYVhf|6HeqfK?rqti=3siK3LjoC!=eXmRZePLk8eg>(3fdZims0@cc
z4c!3@U;&tdq3_l5d@uOXEKJcq{tYk#!v_ARRxp#-^)ROa2m|1izYs;cp2QUjYVxiv
z^kh1E?YCU||Gx=F><b!}b9a1oxZC9OZ+S8bKnBPt?kb7*`wxJCuOdSll~MU%#5Fe$
zr@k`~J{1Qt3V_Sc$|&t%f<CwOxr5FCrUZ=+1aUC1VDblsun}QO&_OWLArEv?!Ezw(
zhlqB77BB$+{qGPhM%(0X?`Bo;xm&f5weX?=XZU7+MeyfTzS!Kt7=7v^=9?DZiiF7?
z{MpFO*m&qfzWk98uG#gD{ArWPc>Tg06xtP`+0(XhkB9rQS#dkrn8;o1UCS5z(YGg9
zZbb!j+IAB5F0qx{zi~Iau~I#DoNq_A#}!j{fp1mp>)(f+v%#6=p3dT<Tf1{nyX)ie
z+tqA|TG43xgY&qgNxmZfH%;EoMP~2fB}C3`EUCG4o2q<FRc4R%IN7~GcU8`c&5GEJ
zaf*K82hw$VK`Ngc`e<aAiE78YL5c@wr^uSMZJ}CRVx?r~s1eEoyQ`qGcGaXM?(Ptd
z+q7Vs>)n%}HWp07`O6fQAGTAqy)GAC8c&m59a$ZfoU=hS`&c8jo%2Yg>BX%~>49Og
z{gpebC4CK*jL$RKBF|t+W0MN1d1bfDjEtR`HEGus#im;du{)Ac-^Z;`>v}nosN|E<
zN$EQkMqU+ErrT$zJ#QteF5FVcCc7+jJsW*qQE6%?W}|zGFnx=;!m7$k!St1xxcva7
z{K{Dc^I%~c!7sC?u&ncHW(8Z8L1V&1BezYIxE-=%^ybu;*vGuwQ?7RtAqX8{f@dcP
zGb%r4A_w>g2{|npuMrjG9~PZdRGRcqNV<9;sp;0<OxCmUqK5<8(V_cifef#|^HhFU
z9@-8XIFd?3+TjTN0}wl(!4VSv=Aslyw;=qLKB%xcg5>-6AY?DJ^;RkhZuSvZzkLX`
zdzOy%8x2H<(QI6E+)NaEuK{-0F&y<Xs3QBTc3HIiK?b(`sKV1O-$&0q4q&s1eejZm
zUTBNdANOcko3!XxgsYD8gGgL$$Sqvb^cgnZ(-V~!w?d~JW3bt=9CWADTjYDa7W(Ae
z5!cUf)Z`t<=Agv%_=1I@V&OUH>Wo?_Rka&su{Mx~S`ED~^M8nCJKti|vL#Gd{|M2+
zTo}Cj_aNkd4?_O;AY_fMuHZq)nv>h$E6atT0u8Jts6g96$oWv4e07<{WS=HM1@x=S
z1yRA*2O)b^`060!e;5^LhxK&+gE<i1mw*7u!+VkuVTh*?o<enqD+t|b9&M5lUKxOB
zI@KY<oC|SqFPKlk4`l&?OaG51g8V=_%|r7+7+y0V4DW{j2vNzb<@Mv&p&V^5D&!z!
zvny^Ur#!f^Z^pYBhxf;;o*ZSThBxFIovg)Y*0txd#q)5PmWjC5icHq7Un-6pbBWzo
z$B~VmV#BYAJ<6ASpTJgHI-R@FEEEM^n2Y?CS!nygrzoP&Nqn%y1Uz$^DS8^Y8}~1N
ziS4Vqi>=u%20t$6#kL=^iVuD!V<(P2&ze~$a_@Gv!?&%7-P*_Z?3FpXT;$y@=xvv>
zxWut4Xn~(Kwmfy1HL~rAx5&5Q2Y5W@4yv)4dn+9MWDDNhVG{n}EAYWqZP3Zb!`ZGu
z&CsLl={Vtd8t!$o9XEN>0B+hd8J-t^0lQvl$tIkP!%+uYb0s_1=cE(;P)Noi6n)MR
zpWZwGmy*R|+x52C>4X^jOzVV)>#abG6CR`BGn-Jv<(v4gXSea-zN^vcMH|s!hpzb0
zuG{&&`g`o<itZrfhQiu)2jz}U7pZmjzEXz7?~yDCNRTg@(Ot-{7^HL^`C6ercZMvf
z)JLJB-xTGZh+DF4y8}@brI*U+Q-8Ig{UC|aTOCy~|7cXa#06yHC{o=XIS+ZP+^pR6
zI!e}Ythw4z^j3J4m?plq^_8rzor9vp>E=l}B@YOp9%&NOrmN&e2|XDnE?MGy^1Sfz
zNHKBh^Zkrpna2`~C)SMfIhAnLq7<_sd#Svtk*UINuYZzy?jz<{bW8CrhYRw}{RfF8
zhMxJY|G%_>U>~iu_7|3hM8biv`|O2<zIc#$L+}%~Q2i;1r}~?(US3EV=t%%x|6kZZ
zuqCYy>Wn;P`?4HyeJ_37BixkyGYw(=yRX56yUU*ACSFn4PK>cd^eb#?nt^p2tI@$#
zx6rvab8#bK2$DPWL7Q%7BYyKoWF6TSt@tzymG5GU+B{FlEsX&Dg-zR_9d-R^xTsv(
znS}xNe>V{14pXDN;aaHPmUKj+`dSiSlW;A<ny-aG89*dlpRnefy4;we`K2BCP5o}6
z8wjY>1uzLx7u@gJKtMq#Ce;EzmAd&G2!4^&)eab``~l!)L>Ocd_`f8&U<_aq(y0r;
zkzPYxNC$ZaoegmmFcPok+QQ0*v>ztgp;`bN)baa>7N`x7kqra}ZQZIp`-m5A+Rwe7
zvX1|7pgk_0GZmZlG~u51OvL@dN3*9#nDS42$8Z-eZD1v3m$8czN3&&yVpiXG4xcR<
z!5y2Qfp=Bw%2pb<6`O5b%JykA1P^|C11DvsWA^T7obmPw)-meFmAnweU+N>~HVqQk
z(0LuOd(s<h>zjmcovcF+5AKE5i_4;!6^!w=TN~NZTqUxBU<sNveG@MCY$Z8F_!T<!
z=^5H~><JDSID@^{HJV$+Y~mA6wxyN)O&aE++&~afzni#JrEJx~o)zTh%jh#lgGw+u
zVRhBTO-D*r-tVOhb?d2W5;s>}<5L@@!Y)&4xkIFyq}--7Hy$b|I(=k1C3F?uOx-Gf
ze)fTIZr>u+%2q99iQ5)P&fKUXo!z~)S~PY!suOuw89Vv5oO>{i2@?*A7nsZyjv5>i
zzi8kmsoiR)(0i<rC{1#Y=~&iSxG}V)!sSUl`9-&IiS;ZWc~IxtqU6{l!Kl;w{8s*>
zfX|N@#A<Z3`)Pf(Lmp~4oDX@ZR430UtWSPZS4;C!m*lq~tQG#yd_U^a>S$d;c0e)C
zpHR27BqUC`gGM&JN&bz7WUcj^p@r_}P}dh$sMpQoGQ-E$QOwX@=-k;_cv!R_o;ZIP
z%}ZT$_mu)mr-{&sfz#2oxH7m?;1=|5t1Wu=-WXjRM^*`cj%aNPgE0SYAjnlcz!G+q
zFNX_>`@gt>AW!ZAl=yN30mN}-$d?T027)i-p5~ghWa9um>&!M6l0ZCgQOP~+(1XeW
zfCGPL0|C`DLH@!Z1n7%s8n^&GK*j)60r#hfJ~>(-#*fHLZQz1zAkaDKR;~OL{IYI2
zx2gyCp%p{+pw%rd<KyN%_!lN+`O^ANvAMDg_7k7wf;L~^kKbCwD#e$%%v1*y6+^!1
za(pp%*n9_V4_U}{+*F3$*trEeBxo$3zVszKa!@R5Xl#fNp;O#htNNVG;|3N=_h74t
zSF?@AzG7SKSdBgzt5}zyt$fNUFV=NsMciH79WU*53;Qdb@Pbi1`XuAHUOrX0)@Qi<
zcKJP8m7?1~zzE?FJIU=2^-+B~Yat0avqHJxkhPHYsEvGb^gCsW@JVWQdw{BR*bQkp
zWtiezTsc+Br|Yua(IJuxw*!<@i<_y<UK=C5>dAudJuBsmR5w)C#XxQEQ%^POSu>er
z@e)a`ej`+|=PpXCcAuu)*`gWq;cg|B+rrW6wzG{SW;jQ_)@M5^HBX^*f95S}k#$T6
zP94P<jEiAzZE7jJtdJ~JIXIWGxIJB16uyI5WFQeL+$k<x)xFPbWHvCCK{s6Ay_E^o
zMumyeHiQXBJarjolY5GaqWSV`ZKq3&Z;TRMJX%emXP1_^qlH0!Fa1#<g!zdlmeyDU
zO44XZJ1BvBQGrpY9UDpiX&nqHBY!gi%rGSU*@glV21D2X3uk|AS{{koraH>f<~>1y
zLtmgNGxEU)Qao6MPPS=|>%CK>d2O1a*pSV#i;YL2jM}%*<%Rm_Lc@}1-2Amf(VUK=
zny*2xr3WOJe0-T*PCDdkd83hHv>mCX4*sk4MO-3q6WZ0?5yEKO#8tAjJu|=$glZ=C
zM~bdfb3?!Gmky4?KoK(|x0~qQVTb_Jc?RYcV3>P=OXV?`L;-)Vy<JgnK7dznx*lUe
z{D6~z>E;6);s>q{OdH}Gc6;!cK;5CPFlR#@|JEi1lJ9Tpen?)8-iNq<=-FR%9?9Ru
z`Q_PP6m%6hU{-VXSKhY@kS_smq;0{4c?4XnLqJ|Au`49=NdDPhbRHq;aQ4^lnn$#Q
zIv61EfEW?BAWR<=;?+>WhX?#X1>+z;gyEs0*MbWJ4&uQDg2hA#0|OQGLm2K&(;)my
zh(0h{Kq0inj}k3f8%Si_EZ^31t9I)eUa%pVf04DCH%#%s6+2WzAD$iHR^TCgM(9j#
z^MgfP_lBRian)_uu2YV)Lyo)h2g&EH0+S?c!{xrXqwFl#`l>1CGo%7`@J+?Nm1@?e
zr8nE+Ln-tzU>@r-{w1I4--Qd%d4}T5VsJ#yPdN2}F1lZBF-q=jiJSK5$FYN3a&F0`
zS+h+IP}1J2C>;A>qvzIW;|eKuVbk%Q7nktIl$$uj#eprcVj^xj^8;7EF5+X8GdNw_
zUYzxnIk<{JG`8K|4Tno=qE!yVQQYH3=-R>MNYP>y$IN+28{;==su~xeE#zw79unJ_
z7b>%+4Vj(ypUJY898*2>8Kl_2_EPlni;+g8oK+3VIfsUa7^oY(+oL$;GfL*+6{1?$
z!A!El%1pWMqaiA@|Gl)BJVrPs8OJo8yip=e>B~6IKcuKUcaN$~^G?DGuiLU~^&?RU
z!%M1JFZ9&59&?ojHgSyM&T6vMuD)t!n4Z#QP+i%)qc#$!y*?`cdsAfw^<9{7uS$wy
zh5^FXt^(@QY9(rs+FTO;*g-mJ`6-3rn|3PW!!y;Ml@e9w`<conk4thryR@XDVz`4i
z@c9Xe-kC-U%jqA4vJYE{+n;JHzZ8_fWElv8-{|YY(mJ=8z_>7Rj-;-jW4uqoeaK|=
zoaRdGW^UVkYJVvqaOPjkin<qsX`8z<YndIw&NuE%+muD}x5rpTCH*r(;)h#FwYSt`
z?pC!Fy_}<)-}`?Qc=h_xCtvGzv>h~%_5clOhqUkyKm>v)&4;wa|4scGNe9vSl|GHY
zps$GJ`_~rI3vDbt83lb9kFB;OqZX4raY=n+bf~%|u0C}&+B_u{+r8h7dbivs8$UW3
z1)L(bkg`d5vVj$P^2`{UthK_6tJOoBRQkB{p{Arozam^^j1nSol}5*~o^u>76FvZy
zH>-<ISU6(S`r+v2@{-86SUP%l`xvfs=c6X?$fsA(?%f0}{D)*8k6cIR<;f`dT?)GG
z^a@f?i`si-bE{>^5<*>(hXO{%KSFdc7Y4!qwT1lG7V=+PNbR<eg`fiDOO}=iD$r&N
z39k{5hoiQT1QmcSB$wf<QxFw=WeZ7A!PmBs|12ud{whM}KbQmIbpZ%;!SEhxL>S`X
z)dKwVRRiLR(iRfRgZUK72R{(KZ*C~}x8VJ0K8X9*7ILglpAp?{``4gTgqNG;lL2lf
zipktqS*n|{|2Dkp))jV&O3pP}TAt4=K8wq)F&rCRoQ!Kd=GYn+qi}3`Lw28}2fO~p
z5q?de4_`8~F<Z&w1$RNb1TBvlf#w>_Mmr{4M-hY8<Fr6MJhM7Rj~_3<{X)apzLWN`
zcAsA0hyAv(?M?Uc!Ix~=iTbNp(;#E+T|gGTwcsT#Um}aWGOi65dF3zk_Spqo{BSum
zuj>$OH8hJgikN`6>{yK-G*)9as3SIw%)#rI@4}l@BK%=Mb3Rz#0-e&&WNS=ofHzh=
zgLfW!gL}!{xXHaQann+A@VrL-v1_a?n-H&q*O@ZhqEpFit=8wzN}a957Sax%iFt)f
z+26;uU3+3@!%Nslw;moo#0xFryP*)BB`88x1yA<xfd_4`hfW1ALWk3z<3nSOXk-4S
z7pkJOg|rjGMlKSU8{SrR;PiZXM$LHU@Y$A(&IU%U*Y=Ro=cAz{t*5Wbx#=8rjXnb<
zQI(sjDkL+K+pk5!&Hu;VSHMNpeEky&h=7VsiHeC>7_fJD=iGZ23~a^rv9W!8>=qRZ
z0~9HhP!U8_3=H;eC<Zo&qS%UxSXkKgpIMoGQCWTl`uqF7&wM^-r)TffIp2FG?s%yn
zf3Sk-{AQ%^>c(*SWA8`GvNOG;|EPy3Lo8dVa?PKKqZ|E$EGsT`ZBV6^@Q;%(<Fja+
zeA~d?3WHghiB}9;D=f#&5bRnWbd3&eEHK0V7L`9RSzOZ8Lfe{u)C-D62b-S<73ijQ
z)4X&Xp+4O&9i&vkz_c$N^sNDh6}q@j)8)5uo&xtb=1=o2Zu;0d7x8PLX!$bKZ9*;N
z@;(H4ZH~nMtTEE|{Y#_xo|Vw5Qx#E9t2n9o^Xn+)^c*k^Xo+q=uSe76w^7plI%w~O
z!{~a{TD1M@M5Nv_1ht>8-Jh60ZDDTu)CGa!8nbY{^JOMYPUQ-b8>IOO5gjd|AJt2L
z>t#0>Jm_h^MqY^im<$i{d|Lf6?LHh<=&gP<U49$qDNv`JKh3weX+syfAF#$(xA*07
z9s;D;4j4S)^WXILJ`$z@SXaIE3gSF8p6!S85nb?kXJ-zV@uQqaHwdEhku*9P2>JKo
zkxiQU2TgJ8Cmlog`eEl+hUBrvls_MFf0v;Ru0wB1p7}o;T8J(UX$_fOb}O09#|n@e
z8Y8nwutR~5ebMT>$KYf{Q{H{-QT|;0^H3>q0?g*7a_Lt#aeIuj`E;L_Xp>)W6lu<)
z<%46PZqs6DTf}uP&J&;Tu5ytJX>*F5kdeZlF(?L+{!h8USv%SK+YH&ExiN4q$Qmr>
zujT?WLc#yRQPyd|aQ=A8NY<;f0hGMD5}NWI=|le}!RxHOzxHSE+iN7OZsa4c@_vKr
zL-lLQm2c*Wm;AL&?vvJ0xHrF(vZ>Kkh4EcI=^p(c!RkzoG69v7ZeH>dRjzBNGB?#z
zn>ODgHk}@#(hK+p8P>2xW|>=6nSZTDvUx+5F)4kdovt=jH-P)Xi^@5oD;7JXe{GIX
z815^bn8Q2}f+7;crK_)zn;xpnINdoeZWQ1pyuBib4s=Nomu&DzbmILprtzHw;R@=&
zY#8S#x7n4ZaLBYtOq$=2IoUBpv@LhBJchsO>U!q6w)OugLH*;~S2aTWD6O?_p-ujQ
zOk%Cj#_rE<)FWIJhyC;dcwRZ0MeuLo%-@rSR#T^tZ-h250jRzAY3ZT#y-;_aA#}Ue
z6W2;(z%Vs{IH23Iis0<i6spY&go-7zz{318`Y^!(9Uf_eP8+U;MrHlc9y37EqtXz1
zw+K~19ni{oACaY14b-+w)~C`i_xC-JhPJHA&u(edPuaAV1%ZNp4<URSrvKXyA>?sg
z0wM_4)c}oFd4S_bzG9Hab+v~Oei7Hz4N@roAt1#J69pGv&J+qvh!%&WrM9j^2qX<b
zh@`yyGm(T7DpEsdrVdc^<6K-9z-c72yNUM+re1<Y({6FEN`~?8!|@71fH{;Jq~M;E
z@q@l>5_@()CjYp5BzGa?G|L=%z%D&dk2OalSrg>TKd2DJopK)myJ`+#D_WU=WxPMz
zzjrwp8e19?<(+|DWCp1dmxEpz6V51b3xA2v;Wjqy#fHcL++HsSht7@RR&!4%`+5S3
zVs@a})km|eBo_3h#6hiw258Px8z>vM5BeU-LTBoQqxjoXV0oR>Z1(jmZk6RtK0)17
z+iJgQ|6q|V?K%sgFV@IyJN8n&Z+J!-Fwb4=`_Wan6Fx-#k94-OarQ!m@!BcUU5&~K
zm79-H?ihVv8fSMORov87W!BF^U825~xI}k%<%feJWMDcIl}vR|-7xQqxQKXV%-esY
z9r0(K>JNCP#wX%Lm*&Sxd#9CA7)&3Oc>iG+A+Sq1u|?Vyd5M#^n0kE&i5vDy6y8iO
zAxdiBn3-9Bw7Alfu1ur3(Zc1$Lzt+sDRS%CmI{YDHi`R(*A<qOZmcMukj@-G@V6+w
zcS-q%-BGU1Uv<~^!XE{UoPS{c(wb_Z(J|`N4UNcu{Bmf7|HCN{8a2Rf&38e+2l{+#
zT3TJ55Xl*>pV<?643J3=?FOi0*%dkm$I(^>{Y6iS8#-^f3=M<3LzSyWP`>yvD7h{Q
zy<K<$9oTXeo%A{ZPS5b&<(Dd=s2Nj{<iSv669_24q&F(v#147X?JBM_R#PNem>@-)
zS`MJ)7qv}mTM$%oo`u^i-yf1Lrc#GU2C6?Hufv3>{^Y;4pHHJ-!OuaY7$NcsPKZdv
zZ~5>O8OEeuTD=Q)f3|Or3?UpwUhj!iB@&ganUM7d^4|sOS#WqwOtmp-&TV45eqK2Z
zv0JlukNAt)(2gxsU*lZh2cYu!^C#%EcFOlcCz75J;OY^Z#cf6Svlcr2V*acfLQy_N
zI@uZ%9n9GInfYD_MJ7Ui2t~>zhWrnqUt(wn>wr=}!}oQ8DQB78#lAAzBa>m_vo74r
zM;-Y0fwoXK;w^f&v={fppcnKBU(cTH^M-%iUcy~iv=f6VDZ4af6Kif0!J3#Z<{wzx
z<xVvj1G~C3V=Go_2bMe4Z2##iVCZ5qNDS`?Y|{&nYUBiZwx>Cxna2DjRGZsaZvz`r
z#Sz>Gion4QgDDXQWgqNBQO(@Z>_#rIt->|7#6Q)bR);2N&V+a<J0%+WCcQ&xOE#nU
zYevxLkr8mVU0}I+Je$3D9T)o6fKS*rMB9G92UIm}ME~$-wM>peNakfxshN(dLu>2E
zQ=<nn$9hN@J)f6q1J`2Wpx)`qmC>(N^)poJYEzaf_jK<pu~N2HO&VaREVEN2B<@XT
zI$wSuyfQj2zt8OvHZdWpVCNmuU7>x%DWRt%-s}Uli^myM=Xe`s?2w^yi9CT>wKz)T
z8(L8~-Z@J?VN+v9S*wK5Cvv>&{^rY=j?7Hqdfl>$<}O#{=UsxuRl0k~mm6CPm3(Wt
zdYS)UJK1@hcCv1;<cPTeVGvq966O3jtkA_D9ABBHr8W*DjO?qOXgI7EraCm;kJ_|4
zI>C@5TKnJv>aw{qYWB}XH1M<!{#T8Wc4}}P`Iz)UJ?9@s-6GATWj2>a(MhjR>I)AT
zl64lw4_iXhQXAc@SsFw`MCepTMU-)FI&_R^gkEoHh;oL^K^OeoX}TY^X>AGuJO7^S
z%m-w?94@%QiA*F1BJ43$!{mTT3v9kj|Gj?NF@=JauRjfy$M-ZK;}kxn*$Xce<$W58
zgnf3h^9#PG$%9XJLL^RC(5In_i0|nJBa{yifMA5l3==g3VN&owY_jM?D1R9Cer5=2
zCGiy0P#!~&D&5)hS%&ZN&<@f8Hb`B*)zG4Jfec5PU8+)MbAK{CUFRpWiEM#_2B^{M
zurY94aOQK<%kd`Xo<hZ-lQ8RAD7UiHUwq2G8LUE4i_4sO5rv&LLCbqDhuZ8j6wkEb
zJUicIqt`~U!-ppFM@BVg{}v(ERB8doR#oTH(_J{pb1RU)n8aF@s?0h!X#i_uHnNph
z-e#LU9K<K>I>EYJJOw>wB*U`0hhTokZs2<(0)5D|;GFin$M<lJqm}thOI1a8vXd1;
z%D0hQSDvnVyCh0{Fm;NuefTu_^yt~b-7!~%EkVtsjaC&G8@*3Z4V&6a+-Y`>+S#xt
zs%+mxvSq+QNn*|@WzHlErsU|Vsx<fJ;tOGe)kaf#D4cxLBmpOOpt;5SNzINqtI8Cs
zCXFm^BV;CKNneS!sm)MRX4>2o>5QbAstoBQb=%NzmDS5*i5uSS7Ny?PQ&{$RDw>;i
zlG)+uE^H0C&5YW5L+o1nI5W>PQ<zg?0kbOYih#;_3uceKnAOM63+}BJh`hG$5SwSF
zixM7&D{5XjmzcPvl$h;%Sss4gmhoL2rzo+(N=UcA%CzxXEa)5LC_EZ9WD<gp3R|4q
zwY~R8X>{0cooPDL(Ryq2J13}5H)J9INZAQtL*zyOv!yTW|L$ckA|r4<4NSo{VIkUc
zpV&>_Uz%dlob|*ugGqu3eXndOs`Rv(bV4B(MgDULwMgwQO`i1t<=9?=k}C)>(-`nu
zp8yW$N1)V{{a|Ko1U0J6gPQHuK*=}JAUoj?BTAV=$LzOIt89I|25t|vgRP+WX(Dm;
z(6%>Y#e-Vwp#akm5N&<~b$ZqUv-Q=X($;0r=`VmMYA@(^@d&z_-~kQYQX%Hf=}-Uq
z`+sRG6$G)^S-3CqJrWsGgs4>0rB5Q~Ckg#(y%N#m5UQ9*U+R;{D?TCXJkscuu$y!;
zA$nf43U(8+&!ei?CRB|OZJ<K-|FAe6X%n4#C>;0QIw&#?aK6v<P}r~0L1DWIre>I2
zFo`gUF-b9fwyB(y@w*Idr$Qki``Py;@Q1DltfNwl+l4=JrTi2|!nvWJ^ijl3i3{=8
zxalRg+<d%Th@}{fCpOu)M9z)UFmmRU1zg_l|M^NOhadO9EyZ+0O){YLF_A%IhKUR=
z!pEth6Oarz0u@PGV(5e<gPx=zc}W~eN7E2DnViIsFhWH6N+uHZlf0x1l8)xX&fjb3
zfYJeB*`IzI`UkpzEi1D-j%2n%7g+E-oIkT;3*Uah3or;c3Fh5K^V|P=%`IwonzxzO
zf@{-Q;J0+?!|Hb)#?~)6fE!|Ulv6~wa+9~lv3o`B+3Suq`Pk`B@WRXjHoAO(CYRzM
za&2`GCah!cj;YDsIy90C*^|Tih1Fx*OfJc}`EO)Lg@m&Pm-W~h=C<t8s9=6%qgUL?
zC5K=|*9p*KgfmL>%0j^%#-NzL@4zVEPB42%Gjzv%8^o$+uxh;pkUp(18}GG}^>1>Q
z8|FC#-lV&-RZ|pjaGM95MJHg|p>VG0*><dF<vr-Y%O-GasuDeTZVq9I8L+wE0N8hE
zF)PX%MjPoj0p@1fwbP&1x&=pF6P3v6q&nE7r#uaun4`{*)b`Qkl=@ejhyyZ9Dp#y;
zCK%O@5uRA}VVHw6Ri5cPB%>W2l%}^kswSjoDlIyU61LykBU0Nv6!(pGkn*wJRLyQZ
zl62aTE17OFLEW6$h-y7~sEmGj$EDnqDa?!INz7c%IB{-buHe>Yuj|s93&d4TKDgxi
zE@9d|W`t{=qZQ43?#a^~a>TYXPRaeFoLx^X|63@LtEX+{KML6X$Xlca!k(n{)eT|k
z+csfo8VF0|7<PZAamz2;a9kNoWigSjb`wmX)xKf3H6|kSiJY&BsXC?_n0}YmE&N6s
z)M<VgYPQb;^=U<R1?x#7OdCqq*-t`q%bq~pQznrxYNYS$Z$YO+DnXqm=U`CF^6+=i
zH5!MKJ4QpR4<$hFA%aNHme4L}9D2Dk1Km|FLm6F$({w*-)6OXf5`L@JjdU3yq9`Fm
z-arTui9*OMkH}jHAtLDreR)*~=}tmK$`Sf4A7sb>^VzoTFNWDy%ZM}{=llOr>xTIr
zfkNB>41*S8yB9u3myhpp$4;Ci@$4%cNAFe3<9ie`aq)N?IIiB8A7n2ozNZ@sQ9eK*
z37NxW;1EN!WF(Bh6JqB##82T2ap#XGZo*TDP4W^Veo`K>f6CCAqXV-12*1<?PO#Q3
zX^G6{ngCCRj+fc2?2m#H*21g?{xEQD4?g#p0dJz5g?3JifEwcg&G&f$_J3XFeXAek
zJ==_D6@MS(GW%MfIrX|A)$$>H`_m)1g%8?rVPl8#MghS7UB{L!v3mp@Z@ZLB-_(?E
zr<aSenW0>X9?dzES^YU#-Er*0@p4$sR^bgwG-qAShd}qy8L(8=9_H6x2#Z%XKp$>T
z;`+R)#<lI)Qrj-SXX&o!v~I3K;IsGg3d*~x*O}SMJv}#zy9XG{Cn?4W*`eJO@rw?q
z6q9#L?`~PZgidX&9NpVXdaX`9<<lCs)s+WTN6qS+s@7$NtJq+7@ggG+iT_RuRgc)t
zsP^<(^1Fi#RgddjkS@)gr6>=A#KL0$n!GkyetTM7Ccq#@VSa0oYL~N@l&umY-SL_e
ztop|#UUPrW1l6k{_{F`H*W5XSF?`ujY;v@ssOrAG!n60s#FnS)2sIkjVzzRY!tQeK
z#jdm3iaa8_iz-Xwg^X>3gn^;a%<6`LjQY8sd?#KW-0IrJWlO97xia^U0w1nFJX7gt
z)IgC_)TbMYkbk0VLIXvx|EINSxQx%PnIJL*hiNowRG#F8kxiCb?OOi0qIA<{(5WqR
zMPZ{{k$Ym2^za2SIw@8|u}Od9C({@dGGr<m=+_3yw4a35I&VcWGf$wd?K4rrn)WE8
z-DA-IP!3(+F%%4Htb=w_W}=gs`_Yu!hov<lj*tRShqFoOp=+kbz5Q-^<T-RBaZ>}$
zw>?2urba{iBmKc?cz+sR)HZE}f}oG<EZpAt{*X!!B1x!JArgeVU=#Wh^89LT7==b(
zYQxBjJRu@I2@wQL$Ucv%Vw+GkLbL%2(RPvPK<Z2CNT3~obD!<H!v62pcHum=$#BND
zX4h4oyFT`Rc2hp~H^!vZevx#)!q9doRGZ~Wv{~$vPZ}$FD;kv!1X5Arns|A!>oDEJ
z>7((&Cw_h!M{LeLbQK$kKj9Sf$tKc)4a08y`F0{5xIv%N=a&v#-llj>{#IC<^^2v0
zZiq(tBN-HCn8?H+?)-*K41$|Uczz;jNgfhUuyg)6S_Tcn(VDV}o!^l7{Q2|86`7k3
z2p!Pw=cSP@pyw*Hll#eRHwVG|cQv_~D`#XT+b)Aa<Bd@AP!zW?qAfcmw?12b)MS}a
zubP~<r6Vj%vttc+N5F$=wvefmKxt+en=AC>-wzMw%#IghvvzC%Hy;BO0uy23n4K`=
zbwvntSOxXB7{QhjWzf0QEok<2gu;VXu$y-8XUmmn#GdWZoqt?IpS|{XTgYDZkag4>
z&n|B~0?C82QR+W7=<+|?q1wi!Xn%_nVC&fk9b8cpg(TmB#r=Du`Qhno#qJC%E#DGa
z$`x>6S21>J#st<}|1fJDUyZ+iXQ8%re-A)xT4W~(9fg(eGexC7MyisIM$1noshQ*x
z<<wPPURAv9cw8J%sibmwcn_hte!TFw*Lp@2m8<IfV6tRHPI0Bl{ajT`w?M_#TTO-S
zP(q}hI!4^L?+7V7x0$M`X@5yai}tGMK2M}xwe2NNhg?-38z#C`m{N^--sn0r$1pI_
zCv>&Id$o66+^3wl%H)+UPtQ-1KfCr`IP$o)(CzdbaitX#na2a&6XQ-@m%o}+UdV1g
zK-<cH6wv#Tw<Zm=OQH4E4ejXLC1D>LXh&oTcK@kbrqwwz)c%$!YRYAyo*r8W_mf1n
z^_NEM>x8`ROQ9Z;Wh9Im>D!HO(TPZVsJVs#^YS6USDZ}a(80{o;6D8rdbe&Uge?q0
zODi4(p98gFrEE5;<{U!P{isblry!{Hua>ER&FU29;0FKyQOkt+o(75x_@reba40|D
z%dcgk(1-H9ue3~I&dwwayB9+vGrY!GM0`&-grR(ZKnZJ1_)j$^zm|zWmHdXJrCKHe
zZAhn3Lm>&VDI6m4#QkMCG|xBNbmr)QB0s_}b%778WlHEJvpMqu9yjhSvsvhcg6-SG
zj2g{gAeznR?pei~>==Z0oEJg$#85PUi!oHm{=oZMo#8!Q{kTfUcX9_m<e=Hzdm+`7
zwS4>J*4)C&yST8{4S1uKli2%ZO0(u>o4NSD=h%9$_VaCD&Ovu>4dY5M12~hJCLDiZ
zI{R=!5-bnj$Qu~XVPob$WR1(YL(JwUFeoDhUZw?b5t&;c>P89JReFlHU49RUC^{_@
zD+CyCl9$Z%P`zSWi4UxdSGL{tUOx6lns6t{M%W;)E^RP0M{FcUsv+U~#a+7fS2s#I
zg(?bDC7Tu(m+U#WNO}MI1*TZ&8CB}qW#S8>s_Nn^=PT-U=_m1fnSy3tOO%#8=%^|)
z@2E69=$&wH*aPYF1SfS#(=N;$<J;1yDN(9(^G~YVxE)hfHolS=W$!FX3Gq;rd3#$l
zZ|pE;dp%CrTJ3LU_{Zwv=HYi3pJCp@?4~uDkT8Ei@~WL+s+KaVI8KmVHx>;%)K6?y
zdzxtHsnLoW+iE24eSAX<?ziM&weK*CY9%R3IMor(T))G#9vm+JaA$#{b(y-%j_f@`
z-17i!@BLBWg#G4Ot1BU`w+6DLQlD<fLjIAk5G`cE?w{61<-s1!Vi+!uun>(V3frG)
zpRk|2=`ffim=KjozuTtGq*GhPqE*w^AzA<B(!&kvp*!0qLx~2D@DpncER8A-)ofDH
z35)JfBC0=Bv#t%*2iZZ14l3Z3$G|IN2DE)Y7^-hb0%!a2P_rh!)8F<b$&BLrzZTE0
zu7{Re+=Qm*lcC0<V_;gd6O>Ee4DGG}JiP7&o+hKwCI1mn->)=mu<EDz)BnN`ZKZ-B
z*1vnZzD?UjrW=vsMXK$}n{Ksnxf*R3wl$hAY=5TR!hR7ZF{VFtZ&#ia`{BJ^Sc*}&
zsDXqXFf7DcHyWmMZ`XfWis^=$lz$TysTn3RxX7y~HN;N`99i)uyq*}s?+FoAE{P|3
zNgNrNG!1bRbu2L?j8J7v6s8hC$xF&0>1aOe{Jn;9CLIu#{pqKnf1nH4;=Ns4L^9j8
zPB7nSHh(72mv7%A67<t<gQ>`t-|n8sEn?hwn}Gv4kBle$7Rd-!zfJ<{bYT)VM9+y+
ztm(r|?sAsh^Zo>TEukVGJ7O8+P7*^*)(L2G!4)D~bp>HqD0|l|i@o)1JQot3!1|qw
zVm<C>aBe-W;=NrZS%ZN~Sce2>c4?0f{K)cd+{wA|;Qy!uv?x6UrL}5{f``>WF|9-}
zGRFdDZ?QsIPu{@Bw3DnV!x_@InX&N;{=pMr3OB5+BfQ<*pRIbnGS;lg;cV5HFm*zC
zuIY{?tY_mp=s+ENINGlodbm0R!p1*@xM!1Lf5k4WsP^x^x2x#(c2yBpM9mYGL(NqC
zM~s&rn{=N!95<gav~p7Gc{Wn^@32*@+F+@wtIAT_uU07M$=#U!r;@~1az+W6b#jEg
zyKXaGwnPap{FL%b;T4s(+vcl_hlGj4hiyWopMXnfMpyZ>!8Zh(ZU=?O2dB73URWu(
z&b=)v^LUxq)TBHeTBd&#P$erqg&A5a4GcX^eY#;NDUYxZEexd)5QlxHJ;Q#@zN|c%
zSDvQJZ{swY{aV<z#$=m6t{^vkJe}~b3JSGegW4WyikgfXiacdAaj6<3ZHGV2v~|#8
z6#V)T>RKvNYVVp2mCjuxk?3a6HJ?&_{)^VeHkIZc9g5`P<xtxQvTM9hL!Yi7*i~f~
zu1~()qzMU8u1~qVu6<Lw77@uFDnf<sm!c0=$l@O9Rw{ioi+i;BarkF@qOhMRJ<5@I
zY*(P^^4mDP5+)*Ti1NcOe_TOs`h0~hx>fn=%F4XCPapxe1k)E+R+72TUBy>c7BKfU
zd3xhKc~@0_>)h8Z-s!v`jYt}hh+k@m$j{%|MC_9WB8H?d$Pf(_%|q-$4Q)UjVwF5w
zVTNYcB{ZwZ?4o>SHiy08QE@|=&D3NRJjNTX8Z`ut42$L6OU~ufADx5>gPdUM-!*vt
zOgfm~|A$X^--=?ZY(uLbj6?pH?tsJP_bASx1Mm7FnzilpoKHKzK;-2x-eTDZ&S~F$
zh_VZTpaq@y;{mJL!MP>yft%~lRMm?<+;7^5>|A8W|DA;832}1sm3LJyf<47ctJhR6
zDce)H6+2Jfb?F_|u1<;KL*>saQdK63iXZPQi`_b`Fa}=g+VMP7{MdY@TG~Y#R4-Cc
z-+v?xioPq=yLAXPu``ggGU}rAn>tCj-Ep#N%JX1UZFp%(_fvc2$3nX?ch~G>Ht5w9
zfk`)J<lP?PGNDS>4BK5yuI~i-hol^ln601q0HlnsM@M0-dqc)x>ORrr*R{mu3@->n
zCfhJ_^QYR@{-cB((OG=Ep>@=Vyfo_5E%Hd|WD06U9(EU~c_F+F$Cb&m2~YlPOEUIr
z#2mKCl&p%WI;I+!v>KR#_~Va+(Q4@wl};!)v?Jo{&5<UTQK0oljA2#9{rE{V25lL8
z1zmU*1P$9AAOR@upQ{@Ctm`ABShgN*tsR20#*fj2%~}X((Ic_=<2`Sb(C;tcrs^ZV
zhyh?W*b_yVT?LQgtx39~Ftk<$iCCvuxSjI-3F$IIUy4}rvP4MNKAn;{jt~{CgnJYE
za*Hw%gM<ndy*U2MeK|xj5F+ByidLu)(M*QlXQCPV3*2`@h6#?d%(KZ$BzXbUh~m63
zjX1_(_L!<+a==s*lU5@^(iMfF^(s`PJLNwW#)jjYqh)yUD33!D5e@L^jh}Ex?8FyD
z0#Cv<ar?0N4mxp?a7cE|r>)E+TqDvCwE48P`7tizIu28uI9b#jQa2Q!{DL&LH73$|
zWFS&QI-dAR2N6T#h{(?`_DLMcOW*|IJ;Y6jrXl%=zeo)2FdYzr)aly|Eld}naFW?Y
zJeJu8s$gEFSpH3^i@ZT|H!web3cWgR!s?%D!N1TS%DvH_4biD<VCz~}sPiJ08@;L|
zpHaUSm*RGj-ITKmU5Pmcqen00dV6+&6*VsKa~?e6>&_X&&8x7DEBBWtYcS<3+j(GL
zF!J+9DazNd+fdHAt-JuW-;P8tA{X<s-%mo1CZ%w@`gGwUVwP}|4o`r9<{jB=wic`R
z(imD#2!V*bSK!HuS&)#5Xr+D=5NT3mC!$!vFQTU0FyNW$`If2TB&SrR$Ma=!ua;p#
z*4F#N+N>5*r^Hs`;<v0+gCDgLciwwY-Eh=iRAGH5$;Ls?CA%&fDDSpSW{hXvSEV#6
zEj~YOj=EU*YlUO^NQs}zR^)yEywvo}0aa<QAnBTY(}kRseWlN;MypLr4`!A%KPR2s
z@3Jc0I9uKNZeLZ!q&JD{S{D<YTndUZ;WnZL4k6681~Y{%E&gVP?cN}6#`rLEy}JtD
z9hWk}vyBCD?-GKkURfq&g@eFbl@Rq4&WcSJR1j@{I!fVixou)X?b~8BN+w_JRhe0E
zV}`;cqK=Sut`pPBJV*Zi<OoH}q)W{9M%RT+Z^E>__eTL6_S@&2j+C_C8nAPQ`gDUG
z@{feE{70~Z(|mRA3WpJf_tkkTB2jR-7UW<zVJHnS{i(}LLB{(KTWO{=Ibj>heE$ZF
zE9BtXXbdcF9ST)mK1RvYT7Yr557?!Z2KyKOU|hE=NH_b#fbngi_1j@!f1n*S3_lFj
zQcFOw;X6oXv}LAJ+&@SUEqhx78gKXj)t24@W3DrlSuhdWY;%KqQR&dh#vWa8v;xO$
zIjr-I|MaiF|CbJ?g233n%S`_+Gkr6Tqywo?uvqXF0(nyGhnJbK6eFOK(l=ir@L!f<
zy1^&q-{g(O3=;u}|1L9)8QjakQ~TAmqLZq+04`o;TKQULyEqMe0@m<nX1?LuH}V9%
zt4qP8<z{}n^K@>J(@Wl_%`VPkg*U&&F@e>4U7B@DP;y>5YEBV)otyO0lHGG^4|}a^
zYd*GLFg#7J3^B{Hpa}-4ku|P?z^`Gm4}D;7SM=sWf}L1@(-hWY-~rC9W>t1nbSkU=
zB7$`ozk^+B{e&O!el&M-!5r`#Vg>H%4=AnOa}+Fjj$+)p!pPXNFgvg}%G&z@Hg@d6
zs<y{K`sU$m{AMrK@2D3ytW^xW8@G|Idg&M>Wt4(5k0!zt=`F753TM{yuL~#%?Z#Tb
z9w?_&AcXZ_2yqLp!2aQK)^&~#oz}kzFc;l2QysxihD4Q@xvSJ&@5v8GuVD@?$Wq(+
z4OC=oohA0K&|kT1-Uh*-=1L*wWFJO9E<$K#b4Ix%tcs*OvsN{}c&^f@Of{ulnPAmz
z-^bD&lQPAJJ~~OpKO3!XdUh15*?f$0o#k^;x%sb!`f+i>`ri8!uZJF&&u|N7<m0;t
zJ$vT3%1ta7k4=?@t1TQ9O(Tuur~3wrt?!MHFIPQs&F~o_m{|X<ZQVZ#(AL51=-Ujf
zp9Z*|r9R!jm6ZG$aLogqWaWgab4q<Fl5pHNgIJtab8_#?GQP)8tD#dXR|l=k4nZDa
zM#wqX9(8zl6#uK9BuXEo;U9g`<k0%4`~4^qmfxW04q52fDFOPnRl#uaLZn!GL0WaU
z9y*?|7M(^O(0bHH^n4T6*v*@W&JF3GKktvYX)Ou@esyNy_Q+Q#=@LRzc|qPQ=(`1x
zOGLRr=u2&!ISwPFOZ!H;jnEHi;b;X4(Ylf0M4p*w3d!@CkZ#8IXNzGZEWg3=<as{R
zykWmity})QKjNnKC=@u=`D)<|b2BaA$-9p8OK!#{<8Qc`hpwU*1JLvkiM443T*FyZ
z+)OvHq4S$`iZv!POvDgv7;)19M#AzN8cuC8=!i;`4oYH^0ZGas_D>nwAv&~Zqz>O^
zXhFIFMje^ml9n=??K|ONYgd`g;BzQg9s!dBX21Zw7ksX-BX2U-5N&%j66~#$(fc-+
z(cxXCxPaGF_>{#bSmE_PF4H)O^XU@=uT@Rh;j?o2Bh62;qu*>`O<rAw<M+f|ddsJr
z_-s=)_+$>8-&O%FbeRlm-M6rnFNd+s)~E4FbGEXs>;~w1^F1u7ngsJwp2L!w^U+6(
z^IV^GUAZ=omeET5CIHZ+$d>M!3(Ic2l9y=vM3rlMTC($&hr-LRvwTpQ55nyOohA17
zdr8%XjZ|Z#gIrygypqIkG*#Wa{!Ge;EfE_=l@MRt)<SiAW32R+kCkwBvWe8>Wn0yg
zx2&2Ana-T8R!MrbWIg3NuC%Jjr7Ot1g{#`;!gQ6-l-<bfe2UQEw4=hPp||{)w`t-5
zX&+{8`^G}brS7hV^MVDZGqn^IgYPm~UU5Rp3Ri?4_pdXf16_oyN+m?CGslUW)mtpM
zkE^Dr7TrgFwcc39a>pp)WczhO+3{1v4NJFmjVjq)ZZs`K+be$*aA^K*^X98mw6+=;
zkxqTOVFdXf$`S~xAabd|#XcPV8FV208;6mV9m1ZzTL(t@KhE2fx{KPT)z=9>nxlYD
zmWWMgBt3L)JPIiD6kQ(WhM!1d(0S8V$YWL~^k{BPbaKf*=uy3k&|r5Ia#~BIo*ugW
zK3RHZ<QOo#IT}pE$AgRaYUxdzdeSZf33Js$>)j)e_*6VP|NIQpFg<~`CY?iXeCwgN
zrbkFTF{lgL_{mlDzqIxR!ItK;a9ij5OELtggdmcG!WIGt2z?1xO5iX;1RfBgi-=~}
zO^CvoFBcKN6~+|0h=|K4Lyi!E8idI3BV<pAR=g0nLxw%6rxxyDcY%wHIQ%n+Lxw00
z)9&@bZhK7CFgakVnHR5JV8mhdF*U^07*i7xPYiZ9`{XM6Ut0e{VN!Fl7zy|>kT-@n
zEAgRxd|;pQd~RuF&6SmGgtId_oKMnd(nW@@B0QfB$J>+FeF|fbV(8@jX+e@(n&m}!
zz9wzLr(4X)XI9`kPQN~M72t9x&nIbqHP6=#uPEOmgPsgnG8hO^L)|o-q#^wA%WxV-
z!mabgo8-Ak`IJZ+;--dR{a<3}0MG%;NZo(L&|-CgwB|Cq1?Oe9-V<T&wnkjEMO~SR
zYCGs{#!He32Ap5U8n)5qah$$!Z<*d!hV$9C6t;WcV$Cbv0Lymn?CAAbtgqq_Ty^fo
zzrPvFP4XB7%eU-?<(&s0@7*TgJIfLLb_BD|+r41KF#}eA>l3!@u~iV1D1gN?7btyj
z3jZ$2o~v};l~rVWg2#bnD87Ll-MX<38aB;^wp@MWHyMA*rSx&6*q97%Lk(DiZiB%f
zB^#a2Z3ZJ3or0y6-oQLQ8rF4Oh64PXz`(fPe8_+(zNP9Ft^98ScTJ0IIn+^DHvfUB
zv`dUic}b8TGp@%RZ0*DtHQT3pA6`zp^hKC*3BJ3jmc6aIO4W49;KVUXBVm=wZDgh*
ztjBs`kFpZe<%*y1ywfCk>TWl2r?8$<N$Mq)^QqI4j$;<7qGn}D2S<&QIG0|mdN-(2
z^Cw~FnP+GkGfO!?ao(J@0-L$Tb$(7Gv299Qm$&0S$RBrHDI}NaC3IQ7PF!Jc1?FM!
z*2Kv3cjdY5E(uxxXz%>~vo;+&e#dO0<46P0&QYIkfJVwDOoJ*BjH$f9VMGFJbv@Yq
z89>8+?ZuG!@(?EV6<EVzwJ_D8>3-Cv)zJyK9MSSuyHTqikC3yX6Y|I)n~5|=+GcJx
z8XsYZx{dZjU7FUC)>)8&4xJhf4ri}}>75lIJ^hNNr8Y_`76QOsLN8}MhE*e+(Bev7
zF#E4};NO26s`8X3`(c~brXT?Itw;BD>3hBvKv8|ruikY<h8dAhT0lgH01o?12Za5f
z0V3?TqG_p(!*uF^a9mxQ?niCfF@*x0uRqI@$M*>EAjkGKHyP#oEDO09lEe}ElJEVe
zqx(h0_jCgm$_Gd%kwImKi5fCU@`DTlO6XZA(pjW4zBHs9!c!<HAvQ@z%fZecH?)Iv
z01#4_Z#A?iU7!OW-Jf+%W)rgn9yr{V+4S;8A(eZg&@M0GP|8L=cZL;jGVVB(ACLwU
z#WVRuFNgA;B?oeqBEz|Z!7b1#hxy2Vtu0iue1<l5F3-1L<H{}E(2xtWTFV>FEX&?I
zu$DD@+nkGcSj##FHsRZzIFC=+?&VBw#B(M?w{!fW2=-w&8LTk8!RtTFWn<hvutsn3
z(fx*(VesN=@T%<sE+XOxL^ZO69j`rUWquQgD7vHj&4ndF_2dTIj8so&j+5+Y6|NX$
z$_beV_R3oX?Uz)kGFhrjTdW#AVWVrWy%!~0O`fZ6Y#%9QAKHiw*`eZ#Y4ugNI!=~m
z_9-D;+EhzwyuN|z(U`kx*x!gbGwX`<@;YPX+L8V$=Y{)`S?LpMn=)-xa~Hfr{LToW
z{_dTM;%DRK2Qu0x?w`<ynN!=*rOANdLdwT!LOr~%s)A)#=JtS7g8SLaLU*%xX5_s<
z;kI>iQ7c8LxQS!1;5K1~qMCiI{Ici*Q)aGAI5E7pV7Xl_u5X^?x~_ard9j2DZLj>_
z(-57fb=M6*=$n!jfZ&<?e@R2+A3PsP%@}ENjV5S$tw|{3UJm75=nQg1t$iD#2dgij
zWBUEjy-HQVY0zZk*mERFgEGgwlAhj-uZ8U293Q&3fu?pNr8oZ0khZT(6aso^ZKM@)
zJ)=PBt6o4gJ$tkzd<}XT*aN+2q16hZcBk)<w7<g8&Myey{Hr1Q0ubR2_*X;ZMR|VV
z8X|URK^h`*{i8-hgn2#zS)48nQ6A4HX?``&*A2KR-y?v?8WRCXgs7oz8g7Oos5XeC
zq2V-)`f0xZqZ*>gXJxkI5X?EYmD}*FrOYJZ9GEu48`PE8Ilp70*hcQ>IlVK_WO^}p
zxo(RyY(Eplnmr7HGJ}h;qgOp(eS409s}VQ&_h+|olWL!Y<x390@}xNA&EE#!^6kOz
z&{fuXUVj+b)sfY2X2zDCc@}~_T)`r?1C+WE$iGXt$5l$-$tt3oqP^$4f%}$==r+?2
z8s6CeZCc$xe*354Yr&n6!qpaJ{#L9(|DIsD;VnAduOE!4u?Lo1kifjLgJA7qHx#g-
z9t=vm#E0~~%D3E9k#f`D1n!DXLu4x~fi9x59m}Z{{o>@wjo&i|ECLxL>s6|E^~FM*
z_hRXmd%ILMditpC{vItqT4IXA;Pz`&`OIA9@|5eso{FuR&aVdvxvQtkPag6T*Q_s7
zRam`QTqU!e{M?I3;dY%7%z<WcE<;+}VS?K(QxvlfPYk(wRNGpA6zC$F6WxZ^Nu%4z
zpg!Huij?+Ux*hVujPqzt*?sx)jKejHabJdi>8FpSQ%7Tq{3`ZDEy_JcjT=}Xk2R^Z
z!cq_N@r`nGk!*bh)T#3kY270Y(fs|LNIcqBswa9{C7GtBHVSo^2LlJWP`@slK2<?b
z#C8_0L%xjk6_s*Sx>)tSx)!=fRiKWAK2RZxNTmD7GkmkogmeW?uQ{bg-1!X-*DNaK
z4=cz`pQ}*ahi(2nFyyc}ozWVxiw}-#>^$8EHxi#TBQx5Y>OMZ7(d7GN+~O>+Z=KP)
zMJgTdq|r!ck&dK>bOH&d;*!`jp6p*C^ra#3Bu}A+Hkb}w#JA08UD^j*ncWzyeOPrD
z?!8dUY}#!>A(IB8(6;^I;QApltE<&vuUi!;cgGLL_eC-*FFo|wZ49(;b_=R@?ukO)
zy+HnHb-;e*Ar!OnnXFU|f3AtKDf%$f0Yw&HkJjZbKoL8fWadw9L1?-!sOm4_Y*-g<
zjegGsfQ?=0AO7sOs+@$ytslvYS-Ghm-yWr!k>JcMino<_%uN?=%~q*0uenJL18Yiz
zL;i{pHe$8;i`AkkZ|^dvFLEl+w)-SKq!p3bjbP=5Y&Y>j<BG!F&`0v9u^Fzrulyy9
zk_+OhT{cO>Ho8b1jy)4wx2!8fxLjAQA0CF9gx?U_C(RMH?KNHKbbqn9V)F{3Ip8Z)
z-MEg~J^#JyQro|To!c#h$Z53`@9wM1bQ>BbUbw<QQGC!e7q;XddSRbap>yKPNZP>~
z!F7T9bPFz0I+=XmtP`M|4Cm1v5yx(VtG~Jh1&39^R25Tok`LQ8FliPju<c08`d*t>
zOQ+y-LQAvuAhAtl>5&tuXr#|v<o)P5{zr|GzO?CpCbpi5o`y%G1yjtVi9~;#7gu@G
z5VWk-I<$P@MG(gXLCBLJ8b@u=`*0uK3T%L8Pv}g-z?2(;?sn_|=;<vmtv!XN`(B&Y
zsvyBxR7b?W+~q+9=6~AVQ4v>$5ar(lpU@3Mr0a>knGoT@gvgaMcC<o;2wpP$J`=py
zU+B9z9V$4T_J}xklmGtewiX;_kEt3a2a*rlH8Iu3R2Ne{TGsd4v|fb@Zp{&KcFiY2
zOaw9j{%~j>ha`SB^wVb;h(IQO$|2cR_&9k`UYr;H^a9?&@g;{OdAM-=@zHU37YF8$
zM6i=G$VW!GrQUi!%OQ0Oe#$RMr<q|QgMjc4YOJw?#Nn+X+K#1hB%Bb*L)|ov+BBTl
z#E`Pd!UwTw7<PW2p&h0JIQ$rg)deK*5%E!+%y!r`n0-^m*4tZ4X0>}Y`VjO4icKp8
z*VgZWaiLD!`MTNs$92;nVPO{9JVJ&77Qcf!XBu!vyp!SHx^jHgaF*YCrWXu7Z3=pj
zgf<NeMX}<;+!m2J+q3BzSSo4)qLh8yi^<ct$_vd|v#{IzrqLrg|BN>5Knr82F(;O7
zm|h1eTHOJ|9&@;RF&>~STary&G=m*y?gH7jE1>;7PeSR^UHRB{9@-ZAJwT-Bj)*%6
zizdV-zKlMrdi1uU*!SiW<)VIL<Q<}i2sdB1Q|+A7P@LpouQ+yOkfP#*){57)w<wHK
z9i>gJEt#@*@k)jLNa@Pf^#s-X0n%XGvXVD(fEu@0C27&vN4eCtmXI!5tD1P+0@*Lg
zkaRq>Sbn&143k~al8I`VC2AHF%?x$CCoUab!8QG5N#^N`T=}aZ>qXr2d5Kx|hcOGy
zGK4XPH5h{<bwz)N&lX#b7%6z|cVPDR&D6H`AN9ukW79+fL@v@A7Xc8-<K%zJT{TPo
zE{B*{18H*dMih}<8iKozqs$9!4mpTYDtm!r=nE2tHu-*9Oh|1OhW7NFgf<z-QD(23
znz*ThjF4}nLQ>sH5AEnt4Wxa}B43|mFg@KCg*Dv`EgcD4EfPaJ>sJC1ve|`@c^>Hk
zB82x7`qjH8$lxaOMXLe8?gD{G-thaw@2a63l7I$)PvC)YNbJ-j9Fl}<;`U)cLGG%-
z9P+EXY7TzdPRc&UWn9PU$Xzu>%pw0X5FyCV3=`?R{6OU2yJ|2H@!Bu59ryrd4>#jq
zAAig1zZB4ik&D1E>@2JAxs!jsza95_({qSwSq`?2y$!Yh(dR~eQ1co36S-6Olx&>d
zb#z5^21d8+&-KcD3I12b{G1CpeBJhCIG>!$T-ldNtU+=;wzFs@7@77&snacBSIQ>N
zt&RcIiaUjJt9IjO-!nvy?gevu18uoAC5myAyxYNw`>ohJGrU;6TMV@BdLJSOWWtj}
zM<F4;FXcVIN%dZoKxDxr^Tb<?%BmifnIc|vw1sk^;TqwF$6C2d$Pm?z*)s9Ib$=<6
z@7-5atTj#X;zNkSXyRh2^NvG|Wy}hty!{I4iYJ2vRq;4!kcFA#)r8)t(F}>itzDvW
zandT`bo<h(@w;u1-3cd22hX|kLwdnXmT4Pi-N*5wCg-j*Ui%k|OFKBYo;j_@Jbq;@
ze_^*w#OfDIyqROb%zs@&7~RN|(Vt?&NFFT~yS6PY3_2Ff>`u4Tw)X!OAaaS;`2QXd
z@qOouTnsx&k4!m;!cyKs;6uV9H3r3bUPs3d^@iI1^+*8PIIoAsKIM53?L6;`Vk+H2
zR|0)CVG}1ELkk0tq_(9uia)RwMC!3<AsPZEi@ebql|RT1rjv9<VQ6Rl3q<l%6u42%
zFcGj+`hN!yp&asaAW~}@;3^Uh`85zJ9#<F;A?Y<hq=-4>w*e7r{M5e+h)|6R{)?YC
zbY}f7jY#j>GTWXq@P2Zhf1Nan*T3Zg#&eIOT=gMVzx)>dd7_$o9efGamuL@Lr(c3v
zz29@Au6Xn3Ka}E5owQ}+>b^pkkB)%Rf%s$aDMsKw?leE=3d`4J!#JM@mAJA=rmSJz
zj%;Vga43H31771V2D=uY<=ku+L#?3|(9@5V`PmQlpvS(`xxM4=acfGo=O#^`3M;Pc
zVzb^$Sbg(&Q100XWn6RNNxT6hY-F@8^rvY=B*Hv?Q{u^CZB;q-#*3A=L`wITQhDpa
zm4us>?Zq|JAEle>t`nDaou?Y`>XrCx;2PD#!~KwTqinTFvy+ltoqH;83FVoogT|;%
z;(I-~D(j>Vr+Y|CpIof=h?yqtc5i{yKeo1_!RGFaO59wyYV$$*q}Uj>$@n$Q2G0x9
zi94-TX|k&7Rx>WD%Dvm`YO`*Pu(Uxdp~pgf=HrN!LZD44Ce3q+Li#ZvamTYO!fRzT
zlQ}jApDvjo>bK57T%z21(YAy86x9_8iQ%iSh^5mT%0mraGV?E$P#8aV5>A&n$g~_c
zO#aqBPSIkfz{D$)h1kU}wY~L60U60pO=MbUjfUki_2~vS<lo2}(l;;l;Iv;Y@!&A+
zk`8ujmvi!@k#<Q3$B|d+2ACRQa>mpY6WNO8iiyb+XusT|&7yOuNP-smHAKzsT$U!U
zn2s(^#A@0>Z}Agq49M1~U`dq}l+<z-80nRPnWNW3!`)}0{<VhC^I9hS#q0(5;%~qv
z=?K){KOeodxdPE)3FuYTO<>goYvu8)apZyXpGw2-;yYzvF}yXjPU{U>7XaE<u|Vf)
zheMsik0E0B9GdP|+q6{*0#=e)xKr{y02wk=`%YvV-J?M?C4`Lg$OPMjzV|%Le_DF_
zPnsXPBt>K|A)*i<^x0Ar_LE^t$Ucv%Vw+GkLbO2&S*jw_ht&T+YKU+eqOtnsyHs%6
zx?~<;Te~EM-SsgMbzoymO)xdX<bp|rNleoJ4ny0e(4{U({@akbQ=j&vP>I7G!OK(^
zytU_XICYj6n~gyl9xKTE6LBG*;x)@xL-WFp;w`5Aa8<Fy;Z9>Pm?v?xd2oIfa5=m4
z9cspp`@1EMZeU3HEkWyMn8@HEdts;{embDYU?Fb(JR+}Vgh&|4OT%%cwdt@^<0dvS
zME^_HL}^-*my|*Bkg(rk=z!4yEJ>UExS@sXT6&Yn>^fqg*+Bx{6Z-LIn$+jpWrU#j
z3sS(KW(I$}dL?#t8BgA(d<5rF@+N=C<Ri=TE^Ld9t6^9+aEb{D+@ulZ**%^+*{exq
zc_Dr(8yMma{xf~yg>e>$#i?wi&>>L8I2;A;cjH2ay<+|AKV(~X8pg@aO=CyRIm+tS
zUc)-r0J~)8Gk%Y)5o_6Q62wkE&vqSO6^y*Mg4OiFu*#}5G`|!FHpN@R&4#sEzZoyN
zVdb8~d#7t`)x-B;|AK5dV{;EC$t!YAdtPKcdv{0soqgbN5`%J>*AQ0qF~n8ygZ(j6
zSeKP`X`}omjajoIyQ{`onCJ2+@j{b}s)sTMrSGHWVxRiMgzIAm%Nwr=Q`VFwDvH0z
zkZvp2L1@6wQEobyDUA(rM`d@MQI!nuuQnbQDb~AlNcqxe12P!D4Vli`q`KN~50dPt
zt=#P0TiT(czuHN*LoKntBf83UlX`YuqR?+*op{0hgAfpXR&4J5Ffl8o9#cm;Ox$2#
z9pRPTc+r9CPR#gGmg4e(c1(jqQsHu4fmvs>Ms69@P*E+nSYq1A1%hw?W{Pq<Uo*!O
zM~R}E*O#v~%5iNt(_7mMe-r>Eu<Uyct*HifUZFnSu#@};VLv)yCy`?~o~#5BEb!IQ
zXB<Z4x-BLmzpG-Zj!6qWv6~!2bjmA7137<{Y^2rI2`8P=LhDPYiTelXk(Rk&zo0d=
z)F=C$GzPutlt3KNy4+Z(dn6X@JS#()wfIw=x1XYy*&on;@l~X{dk*Tkv_f&~MJUSc
z9%8y!A=?oR(efFY$h2iHa`Rgv9$W8Ic}tlP6tU->#`6n)Xl)CEiO#b=bsPQL{8EQV
z9$hf;cf-SP+POq4S_u3j!<f`dC;ZDBej42zPWRmq5a%JiT0gHG4fG@KUtwr{3x##g
z1lDm)KEW%^)?s|=hw^6v!w7#SHrFZ-vNibh6?9JeDG%W4aHT?5X}*eXjp1CQ|M}Pj
zi6eQ*oic<!bKP+~-qrN0`Lk}gM)?%!WWsOAfF|xQ4SBa9;rPKnvq^{3Jk%!X$V4D8
zjD!)0Mr>k8TtVe)B7gRWcCZc@_A`867x;3P*}1=!*}A`jSs$d_3-uEI-PH<E{QXRn
zt3Q)_T-5|Rrv|WR%l^YZT62xd*yF=8ZLHX(3FTQc)gIQkN*aHE;C1fg$dQn+eKuQR
z$6>G>+==b)a~*~(tqF-0`T?A>g;PU3(8vD$xZ)c;_>1w)xtQt4*kF|}xG%j1)zTf{
z=Ika=_Q-a${zgCKeOCtYk9xBumNtf(GrOZXwrjxhV<qV8v=N<dHXdyod<gpZ`2j*E
z;BR-1y~Ew$Li?ZO6S^MIw%_m3{xvN!P-QFlbQvkC6*Nh;*J!?6c(Rb$f29>;Iv`#3
zYR*X^)?%A<>*^sYyTprXo68RJ1LZ9g20dd?WzIyo$n2o7t7m1VOUJFkvkqDE{f~Xc
z)eK`)W$o<6c54&lXB;00H{VE@0|Pd>^chx(3G#odFtiw(7%)@2yXVik>xBRc-G+_;
z4a~VpeY#-|DUD2REzF^O8;22@M>o4@Ar6Vh;TjDaO-pSYPFRIC_3N_fW9ft=wrKvt
zc}RBr5NdQxirVaBaH$$2ZMSS8$|{+J&>;`hzP6LJ$vYS1T_v7GqRkDep~v2<Kc)Pi
zUlhEzIrJ$`p1M#&pQ<3(@b3wre0@n9s!%cf^$DQ78BN3|`E;bl{_F%0p3yjt(3dk>
zdjjYiXS8l{Nyj@8VgGAR07;T%HlzLE&gu-AO|^z7L}h@2FE@t$Q72?pJ4V5t8-1Xx
z<SmRT878x08ls#jsnEVmEZA?iM1i-PBLATMV5{thqSj26l`39_bMF5befW@yA{=I;
zwW``EV*Oj0`RPCiRaFN0gnFD!+17Lj{HC|}qB{X35$68woS61zn(F?xK(UZoM=9&|
zS}vWpLdZ02C$2tqlXPS3JaL&L=T-fl4iTq$XR01JTtJmmTdR%xzL)GwoT0pF+=*Fi
ztxz4`9L#{ld+B}0ThdZKZtB*pD~Y=%BuSS&T&Af1`X!^(n=D*VtE4%7tE-Iz(wX%x
zOQhp>?@*=2%v855b4yirRG4e!HwMDu1zAG3%SOz5Q$Jy)UT-G#V`+sXX@26a2{nXQ
z3qCN{at;en_JZgy?;T>}{v$;3Wv(cyy}Xnd+6Bat*f@FcbvI^SioL>kMol4A?-<i!
zc{%y3!yyWHkv+5JUYM|Pkh!+E{;0Qn37(=qZfKn~g76yk=@x|K-#!zB*#AwpjNo({
zp@(h4Tnc>GC(IMa{fWy=^MV^8XS?mvBj?(na{=o>|5^&JiN*k{u!lvdlabow78EPF
z8>Wnig8H?M!D&_(=pJ7QdMv*HyrlzJ8Mr{bc6HISX+vQBMn{x;)CVeNO(catxSi@#
zY1nO8z5<xOaDbMXo8jieOVDQLV|3QEF4T&Mf;CUwXu4l*)4@^@5cqeQX?)*-Lx+tV
zG<NXlUJfI*pLikDhsac&dIlW#!#ak%>GQv7nJG`={PZ#tmN=SaraXy50TfxLVgUoK
zFPE8qv&7L2#3;Z0cbVybzLP}S<i`zVTe>tIc$rDmR%R<Ug_*nyf5tAEZ?|I=dV9zf
z^!lylk6Wa&-X90^Hik91*2*;g;PZ<tZ<olnh-n1F{_2mHnJl?U)yA=VtZ%Vb`|jg~
zFb6hp@lf!e?h4QMy8xqzW-IMA!Mb4)3bJg=h4kFV`VVWtwn}}%$+k9UM=fa1>TO%j
zRzFjdT{6*$-&6JuTc*|;h#g&(?b=rjMmuhSmD@51J)Qy0?<Ik?Z&$dv={D=vb`m$t
z;t+f=tj<<VeGmIi)q}J%yJ6y@wp>%Ub*$%9H?(ia3OJ;yigK2efHiO4!KSzlkYsGh
zHqTC_jq;m-YSAq-ISF%zE>66vKB2mIOkXwWMptHG^RmLVF7EQ$*Z)>sdwE}K?AlAR
zyMIN+fa88@vxIUY#~xzlbk`564*O3^IxQN8N<6KtjJ!Te>@)I%kX<KB9#JdTHQ92f
zFhXoC4XxacxzIa6TKULwv6Vwtp>6Nss<rh`p~k6Qgn^MEqSDU3;<9Hh%1zTRF)e~N
z2sQsX!|d!(-qruj3}IV0Js~`CP~w&QD;Upy4aD=k4HU(a2e~x%ou_T>KMH7)9Y5c0
zXdN}c@;deD29~7s?*f+eO&jO?Y9AAgqc%>X1)O<O^0Ngdn(ljTS}mO#8Ykq_z#26^
zuuXa-dNLY5a5Wk`tv_u<>C63V(AZYJ(Vbb_(9Dgw(!{fx1tbzLt$ZvP`L&pg0$Pc|
z<#jj&bvQutQ5!6LvQe_-b>tnGNW#Eyb4_&HcNvI+%7ID14=)_iS``HB{ynOmxA;Sc
z3T}6@EraY+BI^KT{ooHcs!lm10YYCLRnOy)<fuCRcmPL_s(-;D*~m}F*)>PiF^Bx>
zsQOQGNZr7Q@(Y5dtuf_ae8FB#7>T0`IRtT2L&6D>Jk(9&s7=F(O$^~p`4@pSf#3T>
zXO@nIn;+w_x_}HmA=a>(%(n4in9(bTbxf`*vzi+V#SB}br`y}W)#}?|Y<dmu+(l3R
zV+R%NtltC0rT0VuE2l#p(`@cY2RF!GTb!@TMe$qXM}pVsE$Cx~k|_4l3bauqVTX*>
z<KhMshb3XVz{O}S_rkCjSJ^OwHM{$i-_+8EZRAo7y5E_~`8SZUJ%UW2!f`nm{Jo94
zHzE!ar+#Gjp4iKdo$wU0)BB?XZ%RO^{gwIH+N-oJ^m~?Oit>cm>{0rO$DMkr?%v53
zFEn#h&U-po?lMylZa6Zk?PWv7sxD!QgG1UYDy%A@c$5kXBcoB$hLLHE)sPO#Js<v(
zE^luoC~KHX0~7a2o?VVc4Ps*?GRMD_z5^Z!XFIf2{j>2ovfY1Q;#NIbo>V@Oxm6>X
zSyyA8s6q8jO#j!%#HEm<Yg$MW^T?^5{8`VvB57H@#2Ye!@i}uw7;#R?=$Bc>jNGgc
z_qt*)3|!coNpR8b@A$Kpc7AM{Xn@EKI=+ekh~xo@Kjo<UoHMUb<H70DBTIA9D%D&F
za9v5+7mB@I1s$x{2OPFCBn-vaw9wc`7mP&Pl=IQLQN7XS!<uzv^v{OrXrV+VY5N!c
zDtM>K&@{&!&CMwdMkC*$HI*g<^dr}>6p5jo^(%qMzem+6lKBanc2uEDU79;{2;k6w
zj&KYdWcbdUJPt|106xVL4vC%kgqYDNnjZFHEe$!UjyYsuC&aiV-k(m06)}hW&p?DA
zKQl}OFc7dn4c#3=HUSeu;|MSzMEn$F5SuKwk!5D$CX_!7O^1Vj&d?6~T|lHxDVc4(
z^)P+p5dO7y7_Yy*6MA#MBzphw0IRnyo_{`VA@{o59*Ep}61MhCg&OI$+^A7^`12=^
zbElT^Y+Q}g=<<M;FxqDt*K5HH@N@3K&pFneuWOXW`CM`0$_}W<8n$@Ib~fAv#V0Z-
z&Bhyc_1wwHF4u&b^^DQu361#K7y6;cubOasYe~7)S<ARdgJ!^rt&iC(sTZqXG81mg
z@1wb$_rjClwvaH!M%zMv8W6D+X11{sIp0&Ob`@(VPl(>l>{F#P=6x=xUKltFF$)Gt
z;~V&?tlmr1*1JXWeHU#N`e|}hDR#cn`^FlkLv)s~J9v@sw3DA)E;bO`c^pxd_UI+H
zo!?QO+OeXLdE^pvpx0`bE*bTiz#TUf2E0S!(o<I2*7~C~8e}0#x1n{?0EbNK(+wO*
zX=F10|F%bD_Uw6x+s>m#>y9A&y#`ugX}e94=%(!;#5kQrZ4a-OGL;sh2}v_aJc>0n
zK{?xJ)3nq^L6rpPzH$Wh>#}KM6(qR--6N7u(9(t~RB(R1M<j1X6XB@cBjW!_cyc4L
z;3P8|#}WE+Mr-$oeB+GPE%@kor$UPgHZmy4as>$|Ct^rAwXsus%OG**HzeJE6mYb`
zbO^3*o6)-7nDH&Kc2b#5=gDw;z+0J((Q_19JOKs0ehccT=`yR}6xg%kC0Mrbgi-oY
zGOMbi(S!XS(BAkU*xS`bE4={u*B%bm(XnXVt`{<kXA-XQ%_`{Q@)an2#tRhbKORNI
zU6+}wl@O{v278VvIqSR0+8X^HK~t1_M5eE5oVY#lnJT-&2C;liu#)q-E?lh@C$}9T
z6IXBHDUE*FL|mprvZ}A?B=PC>#Z~wAA3&AbRZ$x)IxgA%Xs_~mQh6rm?kd%>S~r-M
z=>gL0{d=V5ho`7p8ODk|do`3UwRBa~Z@G^VHrx;{I6F!2C-znw4Oqv7ugaE=_1ddC
zb<aTUzURKGOy)7yO1D=Fi(*FzU9C<rZ<aGcfRVtY_}MGOfu$1@FIosMyCgGL+P4#=
z(YHjs=Y)uhC-)O=PClflR^e6R;;UQ5;&UJmO1Z`Ogp5=eJ-#EHI^T|QpD{-MvSgq_
z_If(Ax%_+~Mp{zaTYr?GljNUg-|eP#)(FCz)Tdhzl7AzUSt|&!``<kx669U(A!=}L
zuk`55l_<?<6Z%+PO#1>*uYIs!V09!|4g`bR`(S+W$Kbfo85}cDK-WRu;Av7FP-z#a
z@Zm40TWmDC-=jW61{$Cz(*{8Kkf)>^SUrjsrw4lX%YpH`>Cl4h1=rucf>t??(dkW-
zphlN_u&N=sDE7A)I#>z<0{`w2`FD?q77EdUQYa8A@F+5sI6u8d1WTMxdqh4-915Ux
z?h*OT5=S=>qx_bDE^AB_c+nY7{DjC72+=|iH{s8Oh<1Vy2{Xe)!~Z>sj2lBw7f{4|
zM67PeZ0*~@)PVYY+J`W{-Q16$|K>P)(lD7n_P7%3o$bL}XK&zIj~c=s%oxIQFRa)W
z5ffqPK_5;raw9kKs2jWc+70%~n;c&7e$EC?sssLGcz8bT2{5%vviRFKVC!dyf=1|b
zA+liBKayu#+1BM`v){0zmOo(ioX)Y;{fe_ooJaC|^nKV;IaMI`uXMJnG#iYrbq6c`
z`VcyG2)G!Q1M3pQ;a1J<te<rxH}vga@F8U@TQwsd)K_mnTCedifpz4XI%Tt-YeymV
z+?Q}Lau>?Ee+kxHd<dI(8%P@1i*4St4xOTZ+#V5IVfxxmBFAKrYNt;-`JNR^81<$c
z#=M24DtE~dVPo63()jMIsxoh=w)&VRPrkq_^xH?Gibo~Nu}2xEy~QA5S8}-UB;uuf
zck*4a6?Z^oQFVscrhTCN)bLp0#%g=!Ks`$rk0^I$<)%{#eRZ|O1=k;HTkDSkine6b
z>ol}Z8X$O!`g8+9Qrc%gkg|Im{@*+`Gb7|a0_9oMuzYLO_C?tLWA8h_np&E_0l^A_
zpeO=TYzP(v8#zgK&PnWwy^CF}*sv>#id_LaVnq=Z6|kY?B*8A&d%@m&7e%prJCWr@
zC0y>+>;L+E?(_Vz^^|Qhv$JzHtiJNb@%6~{23tuDpS7f+YahAvLtEk(8-)2J%JV3B
zyni+;%X~6lb`x5C4q<V9K5MM(1ff3~5jHNU&l)O6LEw9hNXCptrk%Y;gwAN1hxm3z
zXKF-pIivM6Vm989ndbD>49<z)Mk8XeO=(xp3vSE0C~ec{ki|_ul7&zGK|5iuvg9nP
z#po`9BB!cBzpBlZC5ubQBgYtM;`S6A!l#n?$-PPNB?Bla)FTmBizy2~-7R=boec)g
z>1274J7mS+>tw~=%1Se_5G=k_6XI>33AX#p*%0_ejOOQQL~O;;FHcBZr(f4@i65+r
zS8wLD9i0<x0tc(js}B~}f<hjX_qFPF+vDOxuku`>o=UOOwyvrJ>(;6b?%yTW3mi0q
zXSa}+xX@i|mam_*<co2tqkaX&>$mT5ySHzsRe#9<ZeGn2YD1sZ2~+0o&1|LLiou|K
zs?V_+>DbF17SqpO@Lu1s7n=4JYso@dbU~W0cgOzQvRUKob@ZD0*^<%PXGGqu0I9NX
z0BP_UPtG!so#}jCzP$Awa@D0Z@mxI()3Q3!XWw3olhq-f<YC=1WX`;C(Bkx8n(nc;
z$&Q`aj;HUP<snR@N2-KCwG30uAQeJNh4}WUFEg5kFwX$nu*4%g5NHjRdB$)KXDeVg
z;d62MfzQd0%}RY#LYPwMzIVX1td6GZJ%l}Lxo^X)VRB?2w%`5j8l9)e8W4<qd^=Bd
ziglc)tXywe7XNN7m-AFV+rS3GPQpfFVH(u!{9*%PI(F2z4zEGS&PZeT_>!vUmo<<c
z1v)-opJSKmTNT+VOPO_7+SPG_TM<r5+jn)z;%yet*S-q)l(kZpoS}pr6RMMS^=?D4
zG!02hQ<B}yZYoO_Yf2v6I|WTf766ACU6h5NEfPFBECYk->&ddqyUFrB?qp^2P|75l
zL%4Gn*!BnnTWxjrGQWyR)MO9*@jq7^)tXP(xuT!;&ej&vDc6Q-f+oeQN{2*>*ZM_i
z;|x_&wWfu7uj?eWwVkc{X?IR-versoCEqo!WWVv6_}OpeArGF2YN;rnzqzdJMHfR-
zd3S%A;59}wJx>GiVp61b;JjdBHy~0*`YloIy49DvS;m)(C{RjL@v<-1CI4D!;hn3!
zPIQ~gJ+ZP>Jzw5Z!g*Em5<}g@{*7LVeLj0hKKoVR`VNvx+ocAIU6X^jEtQ|L%Kv|3
zD0Y|CSU>xzMCS=kIYvv7erBuYMjA!)^s*hAhtm$FM+XWgiqaHiDaun+pve3r@>_cM
zcjK&Ddf8YdGV<mPQaL<Ce%SOO37gyuLKC;sH_$n<&flHv8rBG$wqL~rvc^-R^AEP)
zPBuB(kQHvGB&B$qF3s<pC7CkWTh_M8E)u=8EmUnhn@p0l0pn7qNVxMXkWN6w(@$}%
zR@t$`pJlQB$58C=j<sycvyRG<J!fwymO&v&pg|TxF*{qJ0|+T3rt9){QMQbRVw6H=
zXDEh$xQ72}l4&URlPRQrHqYqAzhx+fVgeHZF#J;->o7gy0@f+_j@?Y306{I*3zkya
zTUx`&e3umO+RsxM&hsE|PoF1g+%?{y)o4X(n|s1LSua=~vL9l)m4`BO!UR7)MR7iM
zgK%tMU4BEY@#NB*NEndxLFmxm8iHdS6chLQDk@x<B?P5(6|5>8;qy$X&NqLU1SX9J
zlT+`kVY}lSL3uC@%4!ReXVN~32`7(|7h$)B9rxP^OOkdAgGRT5<kJoLJ1R5Y(6boa
zdGneCwMu~(Q>(%@?=GxTzeo`Ic^2z3aoD1_2~nmaw6{+>NfT<6)WE@HmGkro;?-Lp
zrOqMI@-^LJq~=vGYkk~~NKXW{(>~~Xl2~6!O*DzEB#SdGs=1m{lv_DAOq&$>k!#ZE
zmHck+1i7ix_{6%0`bt~oohP5!{HD6nB7aWRp{sbQUuXG)DkRaQSp_a^gGN5c;<Wat
z{CQ&SKJT;^?iOCfr}~IfueT9f)^E<Gm2np57QV+FD|cDV^^H#0b?B`4#zEv#j?@)p
zvWJrPLRqOX87hgM)kN*2c$_ey^?9i@UxI4Ejpp2>&Q|KYJp#m|d&9We+tXBUEIX+c
zVqPw~en*kkHM6&Vt5vfs_j4?plB~|Ub@e?K(=XWI({d%)&~ktKJV#^-^tw!ehK7-d
zRH3L!fi~vVDgKK`i4Sj6o>aUwR-XK-H94BnoxJb2j=rhRfy|;3Og5QBcKE&l15yzN
zTn&c`g-yX#<_j&$pM|DLhQN*721PCGq5QK$<W}@!ST?&Uc`9hYs?sOC34|Ss{&F|U
z$v%!+3np#^YR_E*SKXIEUDrP3_@am4e5o5O^7CWm{%xNPmh1$pKl}H8_U|)AJT_2r
z6zsCyzh@lhhxhL($I<QIXK)-Q5bE8(|HT|fzhKDd?VmFqe&HDp2D6p+1-ih9if0t3
z?oCm6w;o2`Zrx4Zthui^l(Lc!Jl0)ddpucaP;!f6-#!aoIAzG!o!19?m-QFazG`9k
z;EjCzs(1XAx&0KP-(`M5cOF7}X&_Zv8zkYY`4W$Jf!+QSWMN_*A<SbsA9^C0uNP25
zP&V(x`z<{IpPMWB(oGieGas&0#HZ!u3#+!l`er74Yx~cTuaH03?8^s>UF@NjOH(Kr
z^d4?6GUkJyju(1AISrqKyYWsbT_MqUESyYz0Yl9S3e}6u=36CqCE6vUVDFR$<XM$F
zu=GegtUomp_NW8+8Y2wZ6#Yel>d!ml!BZTz<x|3zR`s;Ep2cdW8B~@|G?*n`mUyWO
zx7n#FbIVa}+<AjMrcphy`m%PK^+TV?*GXm(%VJ^L0*@0D^VVO@rMv9Zr1m{djLLeD
z0<%_YueAJ3xRJ*+(eeA`O&(NBtXL|4BKLf}<hnt1c{6XR_$lp9!ug*4#JNc?xetA|
zs%|ve&y{xzmR3GsF1|@^CE2}vKR0;(QmIvPVa~noPVrL2DlWprQDydIpW5m1@`STx
z3X0QvKTsDns>B^?&_lAK;b7I0^)tO(imcD<h2Kg5{gESObz<jzR&V`cCq5%bu`@$-
zG^6EkPvUQjp7a_wivP+{;{JOYk&5xP<;mj*K=Idfcko#{eLI~aZ_Jlt0BScs4dq)N
z0Q;&&V19ES7>!Yq*9YlQVq2$CQPUb+%g-n4d{2?cYLUdNbuzK>KS4s@wI=!e_7lNp
zsC1g|m;22U*O2+O=_dmJj$@shotXINDDiLpYdB*V>$bgUci=V}TIGFriUdt_q;RGv
zLs5>xg~FAhBE^6GDDe#XjA9tlXY~K-C~;kxoQ@Kw^f~h=@qd{<>lfD;okAU(Ed|rL
z(co7O^?X<c_f50<Sx=F`Fy<j}9|1Muc)zTtS+IPX{PP`~xq9?_KSKBQY56>r_HPC$
z?G5Z;c#Gx28%et2!{AZm<ItJpna5_~*^ScBkhA1Z-<YO&=Gj%a5Rk@mHf{OYktKQ4
z(U<wWt12rVerh5dt^NeI1#aZ6C(Z-Q4#oMdi}Qi6Iv#c&wg+fc1CGwzOFrG~C73j5
zph#(zS6J&E!7o}?1;$P5LC(B*2)F9FgVm^qWc6l&OfY^7u@`Fa1vWm0vKP$Bgk*29
z-0csY&Kw{oq-RN--$L*SE()^gLm(t!7k@XZv=DYFRI#m;b7uSfny+_$=27B9oAMGj
z*#K=^-u<fWd_1R-UFOVv>uX<he=bI)U6IEKWwk|XND^%puTv!}>!=NS7AM6tshX~5
zMvGe(7v)+xIE&ARtyXQ^8>{K_G(@_8@<^#oM7-+IrWo;B;&N)UGBF``>Opb&y5?Th
z>m_ipegCH`{jG!_`y8ho8v!~o=K+i97jy7#Ux_(v4NcR(vRt8YorsgcFLZ}ov9ipk
zWsp?-jHAQ{cef$ZR$EBrzK2Ld<!gFZos)Z?-$gEUj3AXyaHK)|hw|F8k)-Pg4l~Kh
zT4%}q1z4M}9C`O<8xa@P_$o1*2y3kD#D+gck*trY&l)O6?aKE?kr^{u$5y{NN*vR4
zGn)Ds{&q&|uDKd$klPuppIx%?j%*Cgf3l7ilz}iEty`Fn;~5>ZYWWiT-!G<P*&H2f
zFg<K7cQaZa1G87!KRKzib6pEJ7Bp1aURh5Tr{^OJ(s@u@k5QH!SQ&Q6#(~9(e)PXB
zW+-jaEy#UYFf<t-2&K};k~!r{lh6`dq4@cZWJP};g;1iE;?#pwFt~o1ER)qE%OX@{
zWh<hn^?W*SId;3^#G2kPr!-{N=+`ispJx=wi$m&{P1vwFP<zw&u5?FuXANmyK~=n+
zp?KwDtQhvrTVAHZa;d4JskTFtZPM0z?j=?!bBz@1Y9X7K950LMxKne*e;c=9vWxbh
zOOmFvuuE>j%}`f3{ZKZe#W*tlz%qG(39ecjv)b~7{hx{#m!6j2jeMMFJhK<KVEah<
z0JoLe!|Hd5%6!wbg;N`=948Fn_Mh;RoC#<lzD+I1#X1caH<i80`5qFa)h^p|69c@&
z@lKPuc~)CQFsv+^&mPOoyEI1RJmyQ<Olm7NiW((ZcXW^1aiUSe1Pc!-C#kQRf6R)T
z*rkHn<oOHn$R0mV`RIb`RZOT_m?-7eP3R#;etwzRd%qRq<8z#2xyfYp)-lJ2ET*41
z;uDcT{H09|EtBi@KN3<}KGT+lhI8C<qWLlkg4g|DIMz&hZFG1tuy$|aT39YW^!_P1
zRO$su-4;vVSm$7Rwb4-8Fdx}AEQNfy@*E1RY7X{y=Yw&aF-YDxL8CG5Q0qkrC=%iY
zWd|07mIuy3BceOgfovS^ES+(~fXq609x55#2Zx^T$lKr$Ff#80ie?w!QqRVqylX;^
zuH6KV7ly$6s|(q4f3?qADLdhTA5Z%&%M0O<LLlEj;P67ANh;!7(^r(k5NM)`V75P|
zG>kwM6ax7dB1aQhns1c>T<5d3KCbum{e2lO0}-|vz@;Pt`4*y71{|o5aLj-c^%2ep
z)<8L!=JK>0wnwIEE)5rCL!O4Qu76ukf!EXPzS33DxI2XhMKubP3~NzHD5Ml}3SiIu
z)jn&d9EB_XtAD{&E!O=n3*%zKcKR>4nlEW6IAw>g{sni-R!?DTpaF8RtY!J8^fXSY
zq+@CNwyyrKxtM-o4+oSX1r8b<JUF<rnl59U4LF<#IPlQ135kOq^YL1|4=YcDy0ZB(
zKpo~GP*}u?#Nt>U?}6no?f=BF0i{Ry<bU|3*aP$lsJznt!Fr|L>!&bOm8>{*V!guK
zqZfH&b%wm^s#U}-^B1NaIj6AI))(rZ7_Hd2$eK4eyqK@#x>NA={w%0_b{B?M?!?FY
zx$###lN1ArR1wa3y@$1>c0#r1uVBS&4pd3i`FqPA@^=iZgs{>__&Iqy@bxS_1f^?p
z-fwv-d>X!+FKy_{&)ix}(W}8mxNu^GaH36LkTx$sPBnEQi{@xalqNs)6JNlDI)UVF
z-ZKzoewcoR`4-N2Y~*8K_2z@)ZwS2~yYL1Trt?m>DucH1NH}@wF$_tmEmZrkiEnkg
zCDEMC4|~F%kY^*B!P1CSSl{Iw?6oe(SHDz(HPWxz?#i@C|4{>RdvS1^SrXURZrYfG
zPgL9FDV*Bfk29b4Nc+52TQMr6sXWHYMZC$4(e_``Ky|pMRQ#OukQ9xH(6nqak!yZT
zseLcmBDEU4TU%gNlC(t6Wvb+P8^o(Cs&Kn~$0RII=_H;l)S;Gi#3pWTh`ZWg=8%Lj
zRf98I>$eh6bGMGu37?Nx4fPA3csC>(nZhUIL^Lf^GlOX~uG@gh2qSkdmJvpdo-2(E
zmPf~4ORunJPyDRQ6Ul%hq*BX|q=8zuF+`tYAotE&k6hTagSeK!JplvKrrv(y6BVNi
zFH62k?nb@CuzW&ZISK7s2bx4BU_3XDy;XL?)sJdsz7?vz6{b*MjzIYyfjaWsd}oB+
z$9PNTcShL6G##I5N>Ml?j`#oS`=X3=R4yR@u)}z69BZf?g@^AoGZ`~lpn?SZ-Uw$j
zGJgEdNH?Qt7~?pjg;RkBnV+ft%^9tqS+ntujrOf(hB02oypf?ZhMH9~gXJ(C{aiWL
zV0xHi?q;+;#z!?XHzz9XoSMP)u%SxZGgU~q;u=|S;~t0(>B^ElAHa^%07f4>fxoaw
zY4dU+og<Z@iDoX8n)ZZ*E~pExZ(l15pKB~s-8TmerT%1@k(?}@-;Asbm_Y&~Cy}!a
zdn(OVRfceLf7s&ET(BKKHM2&)n`XvM9Jr%G!iJ5U_WHTW+93}2xv9ffsfzT-FJ7_h
zsJ&urCoec~v~2TKrMiRVw!}h1y(Be18F44#q}oPP+sGOzUXy&IMry)iuSm!CZ6w~^
zR9qE4W~|q_#+}68FDJ;u`ulT{r|QZru2z%Ul)kL-OO~puOSTjD#~;Kg-O5QU2P~9Y
zPPrjgzvV1(Zx<$3Xd~s~ntj|+VPhH5aeh&*h2*0&s9hViv8O>T>##MMt^8XtD6}`o
ztz$LRv8%@{rk`Emy}x2tG@kAEM>IWiBLQg|jq5fOsIOyH)VKeZ*3mQv3MY!v8P}A}
z@O65WZ_EExoK;6Jn{y+551Eq+M-1eL4LwM&Bcn-=M>?GZeFFn|+PxBFK;75ms?QkG
z*WFm2uyG`&qm!4kTSr1>M3DL3VNj#bNSL>E(U+Y6{X(H7P09Wy79`;OeM}`O;oH!M
z>P0?5-j4?`{C6CyO?K?jZ9Hv@EH}e0ViXdoBwOnIUEKpxV8mbP8uaNDZ0WTKq_7B`
z4uMr92OR+pGkot{>j>CTpx5BiER&_uaIXFt1FxrLb@~H#uiW~qJ~^^uH(bl}OaHgd
z2A~H~XV5)lx!?UGMh4yc>K`#?Qr1nsCHj``;Xh*V$9#Qt|A;~99{zI%(mjE;gD^YL
z;Gfbx{cN1k0qi7G3Y^n8;F!Zs$2^pISVyuvj3e+G7G`<OXX)spV?G<yUs7}V%Q{F8
z`^UQE*0EdZ69(Lr_Sd9JyT=yb?`F)q9)F}P2`5Qv^}ghV;|jREpe+n3`bjt!)I#y;
z`fS*IXdl_&+Jwwo1>mB%DkPN{4R<wj6plxBC}Ku?Ko1p1KE{WW^-UI$wYAFdz51UO
zHn?7cStgC3`k?6w2bW6ZRP8*xS+!_Iw8bpGs-q>e^EBiAs^%AF2Wi1NxCR)G?IxrS
z4it)LHpBgdgXDnL1I$O8E7rXTW0m<utJP|r?14YJTJ;k9A2Ll?Q9qCNT3T7ny0-_V
z4QpK!Q^t%;NFP^QJ@dgt?e;03<+sCnaY1cTG;Ob0$y3rTG#9Q6O0@1<fp|8pu8q{R
z)N<8^O9RVU%9d{@+SaxuN%=0TRIe2+wGS6omCxyZT3vK=E7_ci-ejo72Gw<QEf+f9
zL2Y*Pw03jHM7fYk<Qqpe5^MD^N{F#4z|CKfEY2>JpejFc5SPd3j5NPtK1m}hZ}DZr
z7^%g_lVYi@!CYL$=i;Wh?$YWT_DLFh`AbSi9uUvUw~C$48*<?dyKo6+OI5Ke>Wa}P
zd}}RtD$E+|_xk+VE4MT0yK=0)I#DF^C@cM<2tEnPLFUSthI14}X#RI12u;frIcQk-
z`Ev#@s6gYoFNUbE+q%ih4`^Cd3N%&HeL0jh?`MWtqv#c3yh!hEPl-$WLGnWr14*LN
zoP4adp1zgNk&t7Abln*V=7naE1x}Yp^yN#Wec2ZzF3OwSaZDm<Wy+B&?O&6RALKx8
zyO7;Gml3~+D0%5x)9?nQwMiLrtM+(Zcuh(rQg4#(zU&7)yLTby9c}_Y>pYaXc#Ea~
zY@fA4cA}5hc-r1s9*9GNaS7xa|5WrbrPm_9)fD`dDD>^N3l2Fp>`+WX(S(U7xawyj
z5)MOzV+Ne4k8nn?2FO8V!s&qZ&9%rx%YG*+(KJU2d}bMnauhB&oT-oM9^JpZQok~V
zJEk*7<6mvFu=Jnpvv$Z))bi4aS}(qAjqr3J3ucSM8FxTYi$SR7>&vgAcu2*sC@MbD
zZ6cP3zEEdzxK6ZM`^87@z%QfW15~`C+(GE^rF>TIAXM@6WcNVR(|?;g=oir#eZ)aw
zOJPWX;j9iPM^<xC%tv5Z9Q>G%dw?vR`7|jr4Z~ReTZd({UjJ?WPl>Yup+~g)ac-nf
z(DPE-Us$5FyDPwub`e6<qH)UnR?W%V9p}j7^!~y$BXfS}hGBfs<1(emu42Nt_f27%
z_b}dY`7*d`6AL$v6a(|fWd2o$Q;H7_`~*|uC;Xj<2S8clFbO*%gUQl*FxK!k%-vcC
z${jfg8|mLBoSA%*OxV(oEL&8LU%yDhTTOH2PoH0+cxL*Fzw)jY+!to@6*imlb1Z?V
zDr?9wc?vl%xIn4%W67SNPEay&JJ~B7BQsi`ftejIlgTx$c<V}Sc$rZdsN1g->}?;(
z&)(FQH*GnE&)ejM;$ez^X6ybMEmQTMcHWJx*ssG_iF<f4?ZzwbRdL1_In~YiiPo>K
ziWURo#K`sC<r@>tRObeni1+q7bEYpUi7u($sskZ+#m|PZ#A;M^P4f?nq?QvuX!8eL
zkrvPQSd|p?M7(nE2$%TMuNF5oh?`S$p4y;rNWvJSA(^f8TWN`qB<ORjMmkX}^Bf-i
zq8KADINecsn-A$e^$SoGqCg&M{w*({X?jnm`L=A<ID0w0B9SfeUH_5PDjrQL)-oY=
zceJ2SGLYT55ho9KcO&OE&L!ph&A_y*j<h?C+|Gb3sjMKkD|aEYUmk!)2mX?Pu(!!h
zG_f5|-#g1gkV-Nt%%~%4GHf=~ha<kV3}GTjj-m&9ksL$>>?V9}rig&eO5>Ru6*O#t
zX;~dj`)bpI#&zOL)-u_J+56<ks=q%Jjm}dN_=T;qO^R>l>6gt4I!{@--jr42p=i0B
zr}|kY8^_p4EKGwsEru!eF`aErU^;V*{V~~&bu!D()@Kc*hjroe^*MH_KIUYrv_F-g
zv@1FYu9X?6v^{7~!lP<JcZVeCP@$NzWZSi{Ly|@!$11?$##-|B-dUpU+gfRJ=MlLx
z(gK<qhC->K^iZ@TONFZQ?}Op8=45HoShD1bD~TwyNNE;k4B?I3AZ~3vx)qVRnfQye
z2p&I;Nf5EmExUvz#ZG9i&Nw5Dk8Z7z=bNr7w8==kbgh`wLE|G|9XLgrzYV8t=RZbz
z%qK{D-&rJfoujpP3w@AntUgO~X>%=Z<BEpb{j;xfO-EbGZw+}NFF5I3Vx8rOrOoe-
zk%w;Hnb>k|L$1N25b;XS&GK6pQxfw`iRD7eoRat3`b>MMdQ_sY_M_IU+5@j*`PPe*
zAGZ@*c-Q4p+e{Yc_}=7>yl$tKv}v4hpj%Hd)pQW|Ao!5lX+aCI$j*_Xm->#RmGJ|q
z!PW7SsP~>~hZU<6{CDJ)N(Q>A=B3=^Cb%wCn~a_;9!}iBDIQ-`y_ol0&DY<;MQt`0
zSMQHyL+JO?E)ab)BA4l`);h-ajK%abHhdmVW=5rvGXE4E1HDfLq?*)6_2XBchthba
zUV(;@1#uLz?5OO&nZ}w&FQX--N2_<F{J8*m^5nZDx$G12{MsS<raA|b__r{rc_9*)
zL`d2+59qzf6w0l-2&IlI$!(w7Q1?wdR9{sO3Lm%vrTKB>QkfMHzN{O0v|~J2d_W#$
z0LzxOmYcnG$1r(i)t7v%G8FhmTDY)&90+~X<Z#F}D0T2X%yn#vWqze&t&<(&C*!|#
zEqfmvLX0P5W&Bu4#J3C|<t79&W(3Mm2-6HOfgrcrGx~HAxc+B40OVaZ89?5Hz@;DJ
ztL+;acgTPv^$|`PaHf84bQL(QupKf55gPts6Ht1O%<UT*u1N9K=c+WGtr_UQIfb&j
zHyb!P3P$8B)6ZizUrawUc$4nbk_*1RBrrozO1$gK-={)Q{x5M%|H|}}3P`%NWV(IS
zg<8K--h`)?2oot~p}Z;cKJ<DXXnK5>d(+qbzv4~$1vN&OaRT6^z`>MNFvB<-U}*A*
zVVr;nRJtKB4X<VCwDOtdXz;5rP7ItVtSnxO_rPl~?Uy<>fb<BC*fu}n*zNTRmqclQ
ze7@4|>JAum#YS;zXL*Hp!4UGgMG|@9+gEXD<8(eS;flg`Lp7m(fS+RDqLsX`Ov1|w
zt$}GL+^C`FBVpL}G(O(LkH4Jcrx1np{DLNZAheYsyuRZPUT=2sg=eRNhxH_qXcZ}h
z6>GrH5rX)-Gs+2yPXl?s$a3&;LLc6F$8>&X|8<J^3!%K3q8O}~ZsJ=TjDdWPlfY*B
zcnI6`0&3MZhLU-f!HJT#<Z|=dWNL~tA3VcC=zV7vZ?M#WcY2TyG@)1F<Rm{BysD;9
z?RG=Hbsle`$-4)3&)!L%9XkL^C!B<JPXP9gY|mG>FT)z=7YVyHe%h9qo7i{wz=Y@k
zTkVyYF4}>wYj9Hxi-;E`rxIQsS*E?D8X_-vY=SJ#+F#vnxQ}?a#ad1H;ga0(>36gZ
zHV=?B=)aug-E&+M7Vjq=QO<~)HQ~0ncSBRJbL~Egy&9#-7e>C}qUxu}%@Zd}ORU?X
z>08-JU9IgQQiUrd&g%J0Qlv?g)MEY=mFe@koO0ec(WRg(7wb_Y{%Yz$vDD|zT(hPg
z(uw1qsq;)ot!29Nf7VUEl|}^xx!gK7j&y?Pa~9Jth~mAG(Bw)GMXp23T4nfb_W_BR
zEyaJq?xyRj3Zz`$5P8yE73q1Q7U^2*Abm5Plcz=3BK@SR$fYO+={~qUCXz_^X!PYJ
z$}J(Y%IzTYl<rV%Wq+6hFEBl;gM6>Ml0CJ0lhIyxF`b-SG!1=l?{5qy^%F4scO2`S
z>;%1^ZFgfzUks63!S4Um?j~b+70vLOAc=etg~tD|-3_CAu<~oW8>D;qJq*&l?Cfs7
zrF*zJBrK#tmH*;!q<cEM8%p;w?QZ@d-P14lFgkz&2+n1k(^&-&3}c=}hEKiBd`w5+
zH7rbnUpbbJK04;J`+iBy<u98#dIXh!LNE0RCDiU_e}vNRY$yz}Xve$y5oJlYOXStg
z8RT(q7r1n{3Jku#QaINsMe%8u0gTJD7QB+;$-KwDQ2wQ#aPU)OxSRj5!ZGrZBF1kf
zNg5GGHrSjc>+2mNQA>;Py=JZ!Hke+7nYZ1bT76JB7)r>=3;lVsNi!AEh6DJjWlW&m
z@=-!a>KVT6&az;=I2{Ztw--|D@IsN1J>b43hAxkng1O@X#kyOSGTY_XY^(e{yBmA4
zmrFHC<#FY;(dRa)V$%${g!5sXWw8p{$6M55Wc(@l#%JBd>w9i$dzNmXI@F`0_{rFn
zSVoP|D9c21Elyt1zAdm#YVLVgn|J&RX|bCNR0rmE5-)2)xx_u6RK>%Fizf;;uT{;_
zmJ5~l5<eSXP8fV_VrFaoR>DB;Y|3@){{^d|e)f-d`-=S|%|%DkGdEc>;=l4MkuFB7
zNDWC#;<l+jshirD(FJ+S<_6@9`7`4DemAC(mUXU>=1<@2!eO(e<fb=|VR=L2mSk3q
z(op|%JjQe5SYu_!j{kfmq8k)nepo~0sAu^8E0K&D{nb|@bVlp+2mR?+A~>T1zvvTi
zMhmB@zMwY+ZovG_8LgkqvGI=V2Y1A9>@&w$6kG43ti<x!1`L+Pa+uCo7^dauScB<d
zSGk+f`WO`bN+fZt($3f(uEe%e+Qvtb@TUdH{FIxpbL2{8$$E=nM_xZL7&#sWjohQO
zITuB4-J1bTOBsOu(~Bh3LkcdPBb9~s#0phO4={ZGk}PdsiiE4)lL+UXWNJtkl3eA!
z(rh;Ur{!)NAm*7|u<aU<S)*UWXnx-L9X?{uHCLol+Ar2DC}bzI^}nf!YM-L%d8}_@
zv2GUf$=*cTcYklrGIEc0-SC!LWpXpIR9d2Ve_cV<&Zd{-`^FX5u9-VWGro(r?9`zo
zO-c)?Jj!WZV$%o5G&ee|)~^2SEAO!~RyM5rJZ)OhNcFPN*Ti}EWVuabXSH+v5$egE
zW!guul;mw|E$caao5uRqeeF$$H0_%CjfnB2`Ks8xchn`;?2%7;W1@}j&`ayZbxgE#
zuB2TP5>NVcx<YD1I;gAp@6>uVuuQBvWjMFWX1UnV?JoDquA?M4e7$(?U1jc`WLM2A
zWs9o~gAa)NJH3)zNVVdw-Wn?Qv@PtlpxP`h;a;+8mUbWaF8z$U@NSuE$c8~&#}a+j
z7LPV~jWpRPEifulT$WGH9Sdxw%1hRWM~$|M!;ik^x{T_lwj3*ZJzE^c+3X5cyF4l`
z8EY~~>T{#Ebj7ugT)C6y#nI1pd9AILF5W8glACj9x5{H*pgK?K)tRH^w_>zDInL=H
z&17w&W7L@^s_19b_%=v%zFMc#cp(a%6$JHl-^EZrb6w7eHciv5&#CV~;Y3lIqAW#u
ziV74cGgqRhLh+peDoyjE;3#Ais0idK6cn{7>SlRPeHw2_(U_tMMKcPtlW0ZJhN2xs
z2Uh;S?z2wPyHVvsI(I5bf=<393)F6qZ-4`N+zLqG#rkq9jXOx{&jN?RZ=htIhhVjT
zBNXUg68LvXv;}kyTGa0kcF+1i&$Az(Rp4^6C}tWIi}jYD?$CuKsEd$bqc<?lSAd|s
zD~WB#P$;NOB|#xg!Tl)qv;mas(wn?7cn;201t^&R1UT<rM3%iRLq1=+0|iGt`0^B5
zuFwXNbo4ZW;&lp<J1sha+wB!(@30sM>2->%t6C5&N=%gRDLayt|F8S3SF#h-e8$r;
zm8AkWWe|+F<MctW4Kn2Q2z?eZC<7z(ZJ41<jKF0v0y_qw`^=a6RvEy(0t8M?1nM*p
z`t&TQ>p<YNMSQzqhSM0~m;op1Bb+mU(;HDH131+Y<uXu#`Uuwy;PgjS%m9)CMCA-1
zSwOgFpepqdXq@Z8IwS`RAtYbe2VZT>(YPrE%30WU*k;&9nfe|^9%!0Q??Zh@3alg6
z3+v)Sfpx(5#&^Z{!*{AiQG=ou-h=uQ3Mqx|Y!>PZ6iSLZ6!o$^rvZ&)b-XE>QZ%P%
zNzt03Ek%2Zj;#ED-DmxhqoD3X0>22|_&1Um7JyQBs@N3He=#`D-0)L>*(}5|Od{f`
zF*F)M>#kct&w)v5bW|7aka4eNU+%&0r1ztJ%^%E&A6^`e5)m_W)?E`s%k2NMLC8DO
zvSIW)whV~~^L1qc=`%9kL+C(tWL>CnHGLLOiK^gt<mm4v5$Rv3;Dn(KrkfOo)JFn^
zJ_08a60NL0P9B^j%wZk^Cl?Fj<ijxYv3%BhBEi9YbeN8DRtD2?lCttNsB@TxM2tOy
zy%&qK_x)1(KmN-mjGl!W_Q}8J*u(WL^n8@|YHvkqdsBs}tdt^InqP<;X{pG6V-~c&
zy-=`D@Kwb3xFk#tFyl8owiJrLlM4F}jD`Zv^~sW;C472G86<a;D-_#}6cvhY6Y9^o
z&QCls3{*0Aessc2{=wGDyy>_FLR?G~@1kAK*SWomU$piL1T`)J1zj5{+#6Nlm(*F#
zkL!9~VN-db;5uO>q)p<%cTfP|$oMdsZxIFyyb6L?t0r%6KZuW-63yprmmi`m1E_q{
z0n$1>7b0ACK*XbPh@G<vrbf{JF0)GEN93IVUCZ1i#{!mtQ-^MfN=2N(dv8fTfSiY(
z)fey`3}e77aFxQc9S<qdYXpa@#^73$2hST-VENqj<k8G3<VLGQ5Yw|LJcyh~p4lY8
zxLb2zYcC6!a{2^6ET%lfXxqcq=54_v(I1*cY#^z5my-)KR+CqbMaj~_SKwp^FL*ww
zl`z+F0#xoj3W^O-lgS<(Ah@<E>y%%#E$j8uwq<LIJv9RoRyd8+UW#2Si<(we-7M*b
z%4lnOF{P`i%);M89&hBW?P>5@;`R8GY|Y2L+UxTE@~Y40N)69fkvW#CpuK)0LVk1R
zL-FufBYB?UYqd`e9*dXz9@Mt!*HnIX>VA#3z(8%;=SPTX7uQ5vv*X%;e(#8|xV-2l
z9jG>bz^Ot!9wzMSyNnAcwV-A|P=I)>%`)*)omg(+!Q<SGK6}Ilt=fv6s~d7Xmvs_v
zP4}0Kc)DBaVftL;tGrY@UA9u49FxjfKbtNdDs@aOI&_A#QpW;bVX3l&w?+dpd*!!U
zP}cm1w1d@Fw^V$^V)~bg_#7m=DCZ(M&b4hJ$}_Y)ZsXWe*i)d4=|quvYyu7IT{1Fx
zh?c3&!av(*)z`Zut4TU`+DghaYa>tUHJnWLvmgiFyrFNTbL3cos>J(17xH{)A(Gr&
zL2eyU%3D`<A+Gz!VgYh-`4su3Ir+(laqq!o#w~Dj-zZP<jML@adhwL3kgX*(r?`_#
z*2lqa@);86--x`4zeL{TrxMc_N2&>9SomlAtoGS0eQJ)UZJp(Tj8ijCjKcwe+#i9%
z0+Bxhf3?&xqva5Pcgcg|JmQ}&bsXunj;!K2EHQA{V_mUsC@o>Va%KC6LzI?f(heRa
z;Yi_3Q6?iV$E60AK}XBi_!9d0zpVZ_it;tlwh!oQ=tSlD^ymiq?IEN2c)SCq^D8_(
z@jF8d>&mU9Tg;T^^Ykb#e$|&WKH1Y#@TB53{Z0{SzA)#=7qNbuuP>~m<*3vL*QvjH
zaX8TXFq)6|`?qPnevz5cJskL^6gU_V%&{;_$1-fo8q2WsZ$(&^hXV@Bu!)5}i(?sd
zC~p5Njtu}kqAAw>pE!0~eL`nVrTx}^O1u5z!0+)iVU7J%Wqzll<mCx(@*w{nA*68%
zUpb&B|LI<|(!e!T2&%Xgwpcyp3l(S$W+!BPzgRzhy7_Ck@+eaA;mTlPxYrs8{V<>0
z8npq2^fQ8~&;20S8F=^ohoN88G@fb}`6Acv!y@OwU^dqmO!oyU()ZpMO7u(T#U-uC
z&V}(%d(%;{FuY3kovIJ@`gb6~_dftVtAgyjJsgCwS9pVR^l;#*f%GdybLi_`2xhiU
zhoGT7U`6A8WL~Sh&?CH)V$sJUin_C7Sml3_a991O9jfRi_PnD`h<@j<O*y+#>lZMJ
z3#yZ*GQ56KyqFT8O|kDHFF1pj#n|Ujw=r@_ENJ~wLe{t9j&%yq)*o3yR(JD2VshU|
zvv9#B>5x&Y#oM1osTO*a@jAQRU-Y$`B44okDz{)_H@Vrh`qC0*FKT?{<J6vGUy({t
zHN`m{-b;!!S}8T3GF<em-dIv`yrEdW`${gxWMRCdYK&;#(2Q$Ry@53F(-gJQu|2hn
z3uS7Dey<NgP#Kn6$HtLPKzq$%`UNz+HxiFr3uug=&}%Yv`!sAz@n5jHYhP4NoMT$Z
z57sG4x;@mA4tL|}o9UeV?b-{ZcSIR-VcbH}amgC_&dmQ#Gmu+H6d^O-HX(ES7Y2`)
zArPE;h+W5gFu5K;v~efNh@$l{jht$!6Xu{2{l}d=vpTVIx%FA+WG6uVY@546^raBU
z6A*tTIO!9Ru$y&VO?{NfQ9vohDw2ahgu@K^Q?3P~EW->1wh|PXLJ`YjKFxEaaHhx<
zk}!|PT_{{xx!n4!J~;|F*`IZlLHAJj`0lK$47!({&E2<j@2j(}DBaW9+)=vsKbyOM
zM)&j!EQ}6dCz(>9FoJY}IqY=IqtaGpN3uLjM=${f!{0hqhUGDz2`=B3&oRzANRI%5
zb;+$`x6&tcP@B7rW=cEleef&m&$|{bsVr$7M_%rzOYY5E0he3`!Qgu{gmW${6rWbt
zgt$@fNOZy#GM|iw@&}I!2hWAU9mfF*$I*d`n4WK;+saAgL)2xmzTsyQr3mMHg^m%T
zZ%>1nQJ28uRXIhe^I_!V(6+o;(qhH>w_EtC4s)U1-ZgyxgMu)-;YzTceE<v+p9`rr
zg@qy&6>$GZ339k-e<&Q^Rk1Fm4y(*B5+Z({&7F_fy?9M&khHUA?hSvL&6-x4H8NXG
zw}35)MHK_(K}APOeGkp&3QioZT|1z<R*1C~3tdbS?~T8t+B&z4d{3lY8`=1UCSXD*
z*@;P0G#A9%^2o`7iA@_=X|63fsa+LjBk%rso@{7$QTt}Wef6S`7l>2IXt~XVQ);Kx
zaq7v1dT1YXG$qFArn2tlB{jv?IBBnkhHBT?H6?jqiYn&mVs(i|hvgH+J=*n^g0(fJ
zO%rX6+_jOCnWWdOLZrG&tlE9AskY|iqlxb7Y1~R`*H>?CP44+J8_Dd@isISoYVMBr
z)0$^p2B-}iHWK$fZ6LWoMD9Vp2(jRl&tCHyb>?=w@1mL+znx37DWNtyHcB-({|Byp
zq1|eW{)4<mFTE<w_uNZd3In+#!(XY4w_FtuzxEM_j<@1E4GB>f@$>O|%(vuhoDZvA
z?CMHJ+s~ACNZ%k`Zs*CBZQocNRX5fvDzLVA(<m<&dNx2+b;ez_(Q2>E(ehhqu6~W;
zTPHrHvKG=WKH=MZCqB_M<h4vefqSsH_nIj#F+N1o7%z38VJC{x6lE#&>a}QIb&8sJ
z59)hSa1=5MLcvogC~8yu|7;4;c9SWYICCzUJ7fWv6dpkCUr#1u_YRjAyH)~f+;svw
zpS)0f#$vFXu7P}8P5|-19@07R-sTFn!NJgV`)z3YzBXAfrz%*DZz(_3p(%-19VN3`
z$zk-cJ1}w2K2oyHWyn`Jo=n)b4k{h?#2Y{v(V4tFs0PQ^Qph)<C^)taB})$XCm+s_
zhI|cMe0d5jSHS-|X?M036dn4E+=vSV*F1H|uEwD-OT0<eY}Z2J)-&b1mL#$A|8<{D
zmh8mYKc*00#8aH!h%y<#sg6LM9^#KF#2-@#It-}$XQmJt644KtLQsk5FHIpbBqChq
zAcVg%h4{@RBK^xG<oBi&XySl;AC>#)BXCJ$@{Rv*nL^;2m^~AhWb7SiQ0FiW*YIrF
z#omj>*|lFv|HpqBXVJ6V`!y1wz6ByRg;*1!NR<RDOr4w*$z>vhxHj7q`Hzo+mVHYK
z*4sZT;v3%(CXXn>Z<rV?6hFU1*uT{p^3|+E!h5dg)5~{<WXs+P#mtwA3g#z-`lAi`
ziT8O(u$;k<9&>?z;J=zT9YIYYHtpkGTtoOeSC8?Fc6@-KhW((x?Dq<Hx7GX-qv8BG
zGjD1NkuJFUg+W^P+R*b+JHAn?4P@TE7cjp>Fo^BadAnmNd{paHKCf2?ShM#v__iJZ
zX=fh@5stnPv9=t<Y<de*caPzXK3VW1oYJ5xJy`7Mqov>!kzY~q%?W5+?J_@B41=C!
zz4`j#ouJv_T?)%qGPqRpoZygL4_uY$;2Adyme2T19)-Lm*XyVu#(NMv?0Ann?a~g$
zPfCWZEgWD<g9ZGsMw1|B&oS6)KMp*i2SKy>8_27>Bgus&p5%3r^<>#fEu8dAfM*XP
zg}F|Lp;DL?6pNRT$#k!Cc5h|oi1;-&|3A+Z!c**CI58pe%?<6v>7JTNss!nn%jx3z
zVzPuwm9J<VZqTp8OD4;s6=5QGLeQ*<doPbNC`}5h-L&~`O-?j+oyfiDJ5BTa5)gxl
zcSydwE3}um1El8u{F)sb@5vjVw@q{{|0vPxM2O_JI6&SgI#m1+5S?)ReJwHcsk5|D
zr3MK%o;2XfmiLxcRGW#ZhC3yDyu7)7yAq^D3?6bWyN`+~^OtZdq<K{ZH_lT#25S-y
z`o)P;4sB3d*&B1oHzrELmV2q@36@?qXXj`3!f&;J)CuW-lj5<O>XwCXSWN%25TAi0
zHV*}oUfkRM>PV%G<(u9mA}yb*rD4W>&>XfZhW`!6s;k$`!IQL}`G7br+aW)&It_~S
zB*2+`qHm;g<Z0U>7y#*hN=nLZ0~_<2V7g%_7_>AcPoHo^v!@z~Iq@9IdDkOrE*&K+
z?dX86UX)lH)FQKrv>|!!wI?wBsWf%Pm-_{)9mu507j=<;;fK{WyJd{$c-p>Mp2@f_
z<Eq%*2-I>Tu-kQAPkl6LD3}4%4j@c3z|0wPtDU!^*CEhC8G)Jw1WE;nztY~LA*CIw
zXbxI?9L88TtP4syxa<6t83PVCnuhO<5(i2<_&)d!Uuo=V+>yeW0+&9x)X{0?sb7)e
zt0Ro?p8tkp_03VM?}=s$cx19ptnE$1Xm*f6pD_*Tvo5cGhUlAd6tW=yat+Yx2<G(o
zWVAB2r54FmznClFHJFD!nk*oF7TVH$`bpuxO`r9Pvy4t*C)-l!6AN*`U>WS>tUeQi
zF^ye|VVnfGU4v;^cM>oU@vk`6!Ft3*tn1%(?3Vh3KToCo((OvSxQEd1Pzxb-s<+~U
zfgyQfoR>TdT`4^4-4hg79Qf0TMHEl>SqK*jf8-^H>+rLq4)CV#3we{2ii(E|h;U?Y
zMcAe><*nsKz_QwDzUzk3;5$tLJExWevaJjpDVsz-Nootm@dXtZKLrR;&w}|y-lL$-
z)5739s{q_gn+I0;?8)ji^slt`*+HykAz$D~ER-wxhy<p@fn~c|&}rKTa@=eyiEF<A
ze4LvCSAjr?YdQW-#7rTq>Nv&Lmzmpmzi9WMdR5lCKl)D@K4RBp`J@wHS!m|WZz?O%
zrnx54VX>ym=&(equxav%3+G9Ft*tl{!=BoxVIEq(>Qm8V>>=^)9$(ew@H+Bc1N&%K
zJ?N$xZR{;O=J7#u?!8RD>e`INCXuf+S36YGMs!;v?^bG)Y)JBTZEDkY>aZ=9h(p6+
z@)C_r)Q-o`swbQX*WR<wL-OoiAnPJC)>yqAsJ&)VM;qBYo)|t(P;E>bt1g}j@(I0(
zcAfoEZS`xH6K&2rXje}*Cq1W5C7#pvt1I8K(AJpzGO^0LWN!JV`(oXG4Y?=h0wuGa
z-xSXjl5@9)h1R?|U#d2s!s4E4QIhldmvEPQ_7ZzFTj~{hcNDk%!xGh2m&@Ebi%V+L
zo9$Es+fU`%PW4fnKdI_9QYb3T+o!R(WTqc?sP9l!o+PPw=yj|(<aiaX<FpvHMVl2~
z58^j+#c%9Vmmm64GHiAgX?xS_(xoo-xzZ`I;t2n|UXh2di#Md(xsa`1s>+Ec)JCqu
zSm*s-rWC(st*8?d-?A3cFDByKAc_1+Or-HYy9fV<0FZG{)-8I)Ss&7J!wV8PM@2#>
zy#&KM56GR^Rb=F6K~Ciw@HB{k62U#8s7e7vTwK6pz70q>ePEmg8u0hQW@J6^X<8K;
zSAI?AE$jhBEKTL7=%1u*P3}%+*z||tC*DKg%0r~Yu0~*D*N2P^4h6S<C^;E`vvUdZ
z^cvkYsF(uAFJ3~aiMPmN`UU*^T0_9NGkz1MbC9puP12_SEU>Iplw5T_11{x;63wPh
zFkQSwRvp*^rU!^TG0`!j_<!DGy^@{S{b%>!&+dT-9l_NoYEb<7kdih+j?0*TwtJ8v
z5&h8a0hNfp+dZJG2Hmp9kuH7kL&^+^2-6UMxqI-NNksaWTmO~a16<Cb+=0L)9ShT-
z&SBc0-GhwA_#uz6HGK<6x_dCckRsLTw!+l3ry|*^mk{UmT9JQOBs71n6s*@RQN+tz
z2$P4T@f&QP3dIwr3i~4_gUQ?7Wbuo<e0sU6khHOgLec**-91nV^?Q8eCmG&>9oIkd
zqw99!AMh`D)6r78doYMEzcP}qbL1?)DDfZ!wV43<*E=fQi$?I_dphv}S4|W)RZ|4l
z4vQeIVO8ka!<KIpy_d|JH5BH4ybfaEc;0TR10UtFlh0dfFszwe6MU~ufOqXog^1$U
zA!5L2*mUYBOx;(JH+q=JkEkk#u3kWnh9ra2J$psPhuxq-$QFKVO?&8BV-(*$C?A;h
zdZ(~#u?j97G!ZPP7=U(T0(ef$Pj?S0l1H<(<eFp@#0V+y$Z{ijlF$hPEz85!I+tPc
z!LIz!Hw0p?c84v`9Kd7A6lgYQ0eSgi3%RhRD@iRFK~}UF2`7Up!!sMTFt?l%DyF;v
zYr~Hu=<HIMwak}w$}d{z{=D6TDq=UAS_zx3TWK!{eYE|Q9k_|XeZ+I}n+YiaUfK)V
zsq%tLXUR4`si1CkuXLh)wN;w=1_QaH)r_=tZ=aIY+1rE|f4r$}R9_IMRpG>R`wwCr
zBR6iA>qT)-w2#+$e!ke_xQ~4Ph6UUrpJnnw`)WyxuX{&N5t^yJxc3mryXw7KcsW{P
zv8JoEaO*tcYBTUUXt_r$x4AsGG2xYJ+U-W%>DioEZtG6*VTl;2Q{9PT=*6RI<9bFr
zXAHfT+3LU5ZUJi6|Bhp|)GYziSWN#C5byup5|FKaXkNBULCmLlNTN}@hMGHj3I}%G
zw?55tq9{%A)qhRXxEqD;j~TwbCO2_bJ-th*Dx`(kPU6t$n0#L^HR-bQ32A%Cmp)PF
z<f-9HNzdfn<jjU6q-`%hPMB*zR`o=Mxq-Y`uM=e2^$0R2HU+HiT>yiij$f|&{ulCW
zoJGW7Q{o@f9&^d+{v0XBmx1ngSApTIr{7<ZyA)Qt?3N@|#?$u6avR1$nSv8n^oVbF
z0#JjFz}<kHb_8;}6M)^1KxHcehXNZ8I3#rT`P6sFfFt#D^8q6cORS4t%|FfiPV0|D
zhNgd~`N#C^94+fiq1zF_d>a04S0KCV{wj@iT#h1g72O{wF8v~cq8JK5KOW4WrLgjU
z_WStZBHHrn&djB>G^_nS`+!j&E!ElaM^X_N&(5W^RQF*c{ZJ8~haWcnC@s}5YBIWl
zornV>s}`O{bu<U_m_{GNIEc|<7=hQYFb!twSU&pbSezN0d`bPAzpMlGX!8FlP1Yxb
zRZ-f{%B!@CSOR_f)!-{cFIL*Te?cCOtV14lDi0}s<zVoM62jR>n-rf$zkxC7JE7Lq
z1!Vs0&rp84jc{;%65K9TkKeq-PVuVq8FIFhB@}5COOh6KCF`l?etmU+vgWdu?-j8?
zh~B;sX7)~os(nAg+wkdpuZ6E+cQ0P?ynRi+s*^ReH~a{}?K%q)Ck()PngbZr9|~dV
z$3Z6Z=gSPBw&=}n!o=%s$a~v$P^jxU#WTgw%(nV9rV!PB+CNiyid`10PS{vDkM{h4
zahi#P!=)qdj81sdEmk~#db_4nzjkV)`0es_>rzGOpy`^(d_(1tw$F%J8y9U}&Ah}s
zid62YL$u~;aC7;mPC)XmRBBV2bSE|Pg=iAo-^v?#TuyYkdm*vbp6-%cOFPON90(BK
zU#OUHbcd%HvVI)**4|Kc<8T0XE}y$ttwT}q)zfIn?!wi%KFR&1=5zaTb3e}&M@&fL
zmKX1!DzLql+F|{>gv2$g#L2;dYRh#ATv9@SWZ|aSsyRa(y^2@Mo7oG$m2mSTTVgr^
z=N+rJegTJVF(Nno|G^ZZ>77=jRJB|3y;lZ-d7D8{b7T~we&qh^Iv578f;XX5@LsUC
zItK;g!^j7%9eGq>IuRF)CL0D9fzl1=W}e~`Sw8JOsXn4JvFyK&bPe4|44+jd#HE4E
zs%9YGhs+*)kc=Pcjp2X8vChp-0QzGJ@&BbM1f$O=z#x4_U-%1C2rQ#3mthLQ)3FK^
zn5Hv@p!7M@6yjf|&-w)>MyF7KF{MCZhzT_`nCVb=hUrXjVt!Ur2n?e%j^&W<vDHCV
zAq?}fyFX3-amQw^9s%k{=)OK7ikd=9eyX%v+6elrsv@K+w<yx@^&>CZYRQd9)D)uD
zKHvim@uwqKDV}a}6wcrD<0V^m@UvG_`&PqGyvg|biiZ=*2}kAy!?q`HdFygx!P5OH
z-&NcXzLoR9&Tj942zlXfzZc|FgFwM}R#C;pXOTkGksyANT?H6F%88uWznC|+_aLDS
zyvgcCaU}4N8^ns8`2tt1$<%^f!Fk<juq+-1onktYW3}p$xQ6?n<NHbAb)^dgzkbHw
zY5!OVD|}nA_0glu_WLzL)z37A=zMjybb{{#O{mdane|Io&FYe`G@ZDaiIz)(<blVA
zNqfE-CwbZJn0C$3(OR;5u<C_olz1n>Mzv{=v0Rh-RvVFMtQp?2knHfyC7QE+x5y*B
zwkLXjEU&qo-a@;wk*~bV$q3otMf<d`J`GT>9XN^D&p9l&ewR<}XjxJ{=ENE8?WZzg
zG`@q(C-AJsa(^rBl__Vms}uZ)!II9Z=y+-hv8;hS(5a1fZT>mhYNt0RQbmz=)#)0f
z`!xxvnyym2ty`w8-Y7V+O3iKD(!jc6of&($N0sVJX2tr5r=q8FH#`f~d`sG>4f<71
zI6vp2c;)^U?#{e-qFKphUcqxNaN8_is%Dr}=Ti4qRu_7+NagqZ1J^q3y4u_?#>@Zn
zYN_#~Nn-e!1zb`;1C`OXVPf*DGUDL2uetV<qSWTfVqW(=+i=#akE+WZe<c}Set@)X
zc~5D0lY*Rc@B8AgQBAy74;v+3?{t6*4lAdsICYiUFz#dKX!)&#KirJ?_Z({zotXHZ
z#q^7b_%=u;zY-H^JX`%2P1otZm?D72Z7ERUfr<_%iqaHiDaun+pwQ{LsE=z$JS-MT
z;GYjEX(OQ1tH1LhP41K;0c|#t*<nfKgG5ViHVz`gB24AQ`|W}%Whz3^n2um+WCi9)
z&mqs1p&)VZ_2r%h22j_n9u%Jz1npd2Lw&eU<}8kZ!f_J$sj-eE?oM4YbwhLTS2uuw
zvT3Avmz`i#Tt<eeyMW6K4c-GBrUjE{Ey_Tt`v6Acrh<K|FtTWQOY(NXaxh$aHuE_q
zTwc=3qCc3Y9U>{K$3eMf+epF(JDBn~iLBUD4GOt7l51m<So#0D&n8QDV)q|Yh(D$f
ze@r1V=sue$IqG@;nJGkuMD$~(5SAs;6asb0y5&z0T`GNhrgVlxg!#HMfAt~dZzd7x
zUv444H>F_9ro1%FmPxoQV)|p|V>w)UF~^oqxCz0+#u;JeWBIK2WJ@x<2TP|WeY!B-
z1DA3vod$Id)Bc!3WHiPPd2F`oTR>7%h=9t9RD+d@La#<DlG3^fagM2q{Bb_e^gxne
zJ@23*zU%{G^3W=L^wttW@yMpa{@}S_%=aUU3nuXCMe{?Fx3xkc->IlzW-HY1u#}%<
zGX>%|8u6noD)SFay?N7-Q9|5?^?do_O1@6qMSc-IQ6;Eb0myfuq@v2xFg|=j9zGyq
zslvw7P;hN+3~3cL(Bq0R-zfbMndj^eb8h*97&(BqlfC7m3ZCTi8oh%xbvWqN+6msB
zZ!AO<t_~5Ny<uaz6HGnRoHsfU$B(Em2fEf+LXM=@0_Qrz6%~({fV$UG;YpQXUf!4R
z^{ZWlW?Rw}mQ4fTa?@dgL##Wv`qc%`=GL%$(iZY))@X9IQV7I&_J>FNDv&1@2O+SF
z6t>oy43iao_@UtqAm&XRY)RCB$E-fkY<38F@$m$?u<0F1{Zx;vd@~77F5U=F8wLt<
zD+EBrk|)8Mo<0<`+7f1-@?o9w+nGXC61yl~BqRjA(4KSIt?jcYfD4Q^6wemxnQ(Gk
zvi5vTDSGVSTv_zCaCHl}^u+uZ8c6u`OWfg)ZrVD&XJm?TlZkO@2W^A8Q^hHH%80in
z_^RfN`RH{)<}7xfR$M-Bo}8O>*+^cn)NpC>vRZlfwf5Qzy;~5Ifz8x#qoBn6;xegO
zg&UĻjz!cej7wE^6Q*&|d_72({;nA2j}HuuB_9?4RN-rK~G6i;=Y{RMVTI~AMR
z+P~F8vC`j~_N<P&g<m?0>0kKa-I3^iweZWbu={QSm?aOtdHc!;g5@!v=4UPlF^$H*
zS`@N!f7fT#(z|e~L>f<YB6hnM$oK41l1_UgNDJ#X^yxY$f4!h1>GnE-oJ?p;S{!qi
z@4Q_mGq0%abuzVI4-%?=2$p45(&NJRu{`F3;q)G4=a!0O(CDj}MpjNUB}E6%g3bj8
zlh4sq9sAE5t5tRjk4odeG#|S&<CBc{V)r4C_ae}W1Myb|54kmTz-~sMaRCBVsR&&6
zBaqi4PzQj}89uNI<?x9k4nM2|zB9@o_`Y9#;z;9P89K0`Leo)p_{!LU<uRY;J5o4P
zWFAaN!<j}7tlZ!AS-o-;d@E&Z;E+KfQP^Y$6rzCx#u<go*1+K#3i;Img_J^mXV~zA
z6jHz7$mj)j8g_hEojQ%`(lC$d<*{R#!*m2*!@?|&`79lMbS%yU(J!fg^Otp)9)0{j
zqp<n}sY*(F|ME(^8K<Fli=%vn&gn{<J1xlFkCVuQXluB5^&$-3BNfi7f)$@S=7Ct*
z5)vKshRnY;0LnL=EF7G&8*WJt@td1WSG=lQ2)Z2lNYc9uCF{$*A!|k#<$J|xh3L>|
zm?^0X?k0KR?N%A@yMHL`UX)+)9Ac>%0|)KprhNa7JA~OLR$v{ZA)l|UhA=T6WY5g_
zGWn;#<WZMllFwC=c6%)ptT9^gtfG+FLcd1iUhSuyf9xareBLSzEM8C(ynMZ^*y>f9
zRR&u$9ZlvZ7J1oUKHkAp+M}tR<j(39+Q?D<TDinab+!EydfsQ8YQw&da&@W3+Leo|
zYWyEN%93Bq)0|!}m#+x6PxS7Rs=3rvu3cgCM&7w>LD?YLZtcrW!_<)n<`CNt&E?jc
z)71|CMb#sXr)zJu^&^H&o69;3daEf?euMT>x?H>3<f#19^c|}8DcjV=>r9ddTwbAF
zbHA?Eb4E&H@qk0xRpxa`*S8gj`;0p33gK(D)$&hGtUP)x7d~vIsC4Ya-A~>inYp~B
zc+#i~cdhC9nx8g>s12N+C!BvAC0?FVhr3WxBlgi0^O|knliO0YzG`#1G%m`!th(%*
zKB|=BOSo2JBh-bT74aHec9JwtuOec2iI3cYu>)0x9eu>4#}CATtLt-ZyYyEVu3XjY
zPM5P>vB5Xh<;vfa44u$a+Pd6aY1n!R=a}|M^gn*YYn5wx@mlvNZg#h1mD}=4YQvhp
z>B$qg=Kc2^n?X9k>jR7F7rgLoz7xD?+IIpMP0JLt7^k9XNPLmgW(rs|{FQJ;<4D;4
zXxv$&QJ-~-Ucu3aG~5?RMvZeLGY`a&x5_=_nsXQ#oaP}fzBCNnKHET%<ajWbxIy6s
z3&HSi0Myj9qphrSps;@p)>T$PtGgwj_Bam`veE-g8>Prk1`i@J<|$;d&tn)=uP}`A
zy+y3cbs-<4r;$N3PC(i1=kNw#f7gIKI&1```UQePAvdt?T!AbcVntH(Tab_8^S?ZW
zmdjH)nKa+iAI#=gBIjlKq0AH`5+At{g2t)HGQ~+K;Fm7fxS}leTR7G$*$KXXH12;i
z?te7y86=ENlpGfx|4ieaArbwM#+^z;-)Y?GI)GnC;YbliKR(Qmh;YG!_{)zEe=~_l
z|H29Ry(z{2wZ=WGR-S1Q&}Z(C#+|jqkNRx3>RTvMjeGz8ir4q^D+=9+P$b>$BgEw$
zt;io)6PmOS5v)VbDdLL`q#qx?<)gh#h2p{Wh5ZxiLmu<0By6FYPj}?u;K%g}g}u9?
zLZMAU{RW%(Ni`<H_TcsWs5ATc`<J76)A1+izc@Pb<rdfH>#Von7adN3AfJYi4@5<k
z^Ue71%5V9Aes2^u)t(Bj^-UnnOa?vLRp1-9){wdHoFVi?7ZCRy<85F1@N4dG<xTEA
zg*E13(CfN2yl=8nh$v7FB8*$W#>#T~2R@H^qquN>gz^k@Z7_ly=}{1zr_EJV)cQaj
zSy6aWaVIZ3IEQa<dmreRYYI#6DscJyA;Hr34kQ*aB6~fe;ULVV8h07FQmz=pxHp5x
z0TsyO?zbUu!&%r`UI9Ux5&Y0PMi6U#0Ja1_0FMcGq1mD&@}lr@azX7!-saJgRsOHw
z<d)U&WUIX}x6*5H^X&`Pt7If7cmd2TxcL9EcO`H&bnm|sT9qhLNJW%Hp}KSLoM+}1
zvSz20C1l_CeJLe-qO3(_eJQ){+&kAAvR9U}6J@E$F7iL;YWnrk^)9@Aum8{ae7^Ur
zGjr#hInVi?=R9*pXq2B$<L<)sw%e0*DCz~Do-;!++sjToeycv04ouR8r)?B9Bj3xl
zM9%c44>veTgjlh$^FVsTpod7m=m1}#PG_Z7r*71vz^;lXrWy3RcZNticPgL3okvZX
zy$V_Rc64hPtF%iSuXNol65YMKhHe#HoqH48D(SS*G;VS4O=6wx4U^t1_ob{dt;7vN
z=W);LSc;TME>z&L$KpyBfz-0iM%;vX<EXV~M#*#@Wy@>jwM{y({xuggz*27Fu%9}y
zqO&NXexz*iiyrP(!ZJ!);iuBXe~aCwYFb!gs-}KgDA>WO)yESmfF+Y5h7raWyW8Wm
zKQ%QhK96d8SWGXzyC*cW+Ub@HYVBf)YP>y9A6n8M3|0n!%i$UL4pa`^IiS)WLbH7z
z!Q%XTFqs?=I&-F?H+Bb6b{`rg1@UO}pe(TRXoNPNuZvda)<-VS6sVFi2KgJlqVYQ<
zh;|8**qI+9CqxT}RYDW05VNy?#0hs>)->jqz5Zu<{o=>(ce;JtDqraIaher|HHIxl
zJ&Y3lJr4idw=OJ}&xGm{`K+S6e_*fw`PPLDzD>X&$Exi0v3xGE*Z+s*vwAu!$SE!S
z&xpJs6q1BLcZ6<|bYVR}@C6!7@`Phan8-a6Cn&wPK=KIw5hwIqHR}W4BKOsiKWwib
zu-U_MT08`5MzAlQ%B6)0OO!P~0zI4@!R8fp0=k_ilQ#CMG%xrjdu2yoMierKS+w8*
zqksM$Q{LpH^pRgH_DoM3*eAWmn10v=CU%}oUu7l?=zSUvy6yz}LL*2C-;IjeOlGw^
zno2X$>av?QS}`lH8$ip2v0z<j3wMvb1e0NzC^mR0nsxFWBy3s7=ssS6=Iy}wI`5$J
zNnP;Y+!>u6aS<gpSpdCG+JT#&1Qzd2VzOSmXCp67mF~H5qNM(Q%<94Sv)8Z5`L)_A
zGRi69V<)wh@vCc62h(d()huK9`<acoEmgwk-y#<&Ug&jInl|hvyQbfhd;h!zs(jHy
zK{c;L^;}tvORy`?<)RL<;K%F4Iw^9#Tto+PmF&(krQ|wy?ZgU-KOW*{W7vsWnsJ?b
zuNjdvo!(qhTR#=~A-ZPuPPiu(%_$OM>S+!+8|mUDG)LebI87Jh3oUr@c%jmS3uOf#
zmnWjaLWryLg}<eij?_f09BZJaBP%02r7mi*uRT7i%FzL~R_LPRWmMaH0`j!IL=Sou
zgIf8hPKd%=??bmXjTXuZK3e3|9MHatLR_6M{HwBPL(Q4^UP>J(NJc>#lIkNMOXmcC
zcG;h>M*?B_zX}c$kUj9K3V-M;%l4%C$bTqVwil`#r;%Nj4KRK;w3B?CrW)RbvVxD(
ziD{sv5Lf35|Ld#TubS*)tX0Y>-a&XF{ybB0k5&!6_dk93m@Lh!;=}Ns1EfdK`V{}X
zN3(<Qx$q9bf3`=fA1;OGom3iWDAJIEBNau`$r3k77knHnv9}=M(vFlP$9&ZZ6{cob
z`*S^7-2hh8qo&Ut4~y+f;L6ro9v1$ZXpO}av~0y{*dsmYVg5`6`vZD`UVks>WmC_?
ze3l)$TaSefbLv4&k7a1-dl8y@rUz6u^g}Bh!aXWYsmnI*V+&gKKcLmSJE2v~FtnlN
zeh<SITVNI61-4c@!CFWhO77^#3^dLqA8GscJ#u|7If$pPpRHIVnJ%e1aE&77om}Cg
zu}fLGrVl+Wc&Rv`^*B*-LQ_6=*gRgG)=PH!$_XyZ-bJ>#(2ADTx8b9k=PO1n-7Gn=
zcC8{6D%0zpMk?EFb5LYf?!vEo)`s?DI!Z>IF3&&fzCa$oAqmwOxR5rTqAjl#Q&m2C
zdH{cC#66@@y_%%QvTF+Cy4Cp1377bdJ`%d{Re9N_&hzDFkCN%B!yof;x2p2a%vq(G
zAI)#*n~(Zv3`C8di{y4~ba@x^ElS62In*i`!?Dj?sRscgL}8aFaOdwBQ#XQq-L#zw
zxsOixGk=riqT8<3sk@>O&M0)Jd)T~ARN}<Fvd}@hsOK{h<a%qgWCN0nsm|}G%PWlu
zbRQ9{C)Uir#;po4qK+-UEz<~Sz@2!xh#OIE8r5y)0J&kEJomfDt5H>*U(4$Tg@{HL
zxQn~AHWjZtmrm855y*|+wZ=WB?Mm+E#?I72&u+5%?(gLq2Q5mTmY-^%_4{g{{?<&P
zPE-SR$$F^zftvgqB5X<qY8)<efX3;+mZ{YZU4JoMXe6~n#SgVi$U)<uY)13_yP#*U
z2B2%prlAq*9?<49tf2n5<xr{aX)xG=znyM09DU@Bp;?o7+(Ie`sM9#8T1N*u)pP(R
z-32YeU*OX#=S-)@KSkR+c0zOM88GbZRT%Gi2374XNAJpyMnm=9fX%o@<OEP7`96A_
zF#{~KbWq{ZX;5Q$23nDpgbHSSL~j}${B#vuPSbG#@*aN@^atyqv>Op%opb{2b;*L+
z`?{c2A1t8a<JYu&@F=1DzugyFr7WWMYnl4jGWD-z>S8e`bd;|W^}o4H{fQBM(=s(?
zL}Zy-ApLAm883zvGoq3*fAnJ5PsWJUPgKZwZ-61_=Y+|MFySDR6JfGKd{U0+_ykAN
z2!u%u36oi3X}|OmG)e#b#V`^lGezN=L}y6C1cD=Jzg`RzYU5jcp|`4==;3AR?zf~b
z&R9wHPf*g67n-pN`CFwr%Oucl<_gwq$}#DFjT>z6<bKT7jGAn<@j2}Az<Hp#r3H%I
zxt=LBz6&S9*Gbved!-HZ%ClZ=1~YTp?}fc|Yi9CtQzmD7L&jis3pR1nCZ=A6BBsU4
zGfd?1X%I9>3o3MNCUxQ`GpkNzFw@-%q~^^hu=Xt+;7x;E2uRmp+HDz(!o5eql5LHE
zyXnkW#C~AnkNYy^Psc*s#lA48Usrf{&XSFJdkkXE-hu640U-s07_D`yn2E0Cpl^o@
z=!{MWus(f5+HiLRkXE%}rbJYPfTGPztBcvtacx7X3I0;v4SEb)d+lSekI)1cD-&41
zDhoZHZ;r0ldH_4?x<anQ8uWO7H<<NwE$lHl13}FknX%8ZA)(27*zNZeoX2d%U)WoZ
zo?3dLt7-n|^|N*;&h!#oJh>U39IAqssgHvF&H-SS>yLtH5rj2fBs9uTw@mHC^(xmT
z>4<heKJ|E0J}{sjHJz%Mbo0bZ?o$2j{N+x5v|emq$yU9W@{ZFym6k^CiUn?gRLT`+
z-s8ey2{UaXDo4BVE${nq^VZ(t-tODYNmE>?h4p7~heH(Z8E4;f{oFO^@F@qViPJyQ
z72oNL&35#o11#tAm$MEb?RtadP^*{7$mD@ozbKO1(0ro%A^*W#T`v!6TgyqZ;Ckz*
z^Dh>2Hv8IhIV}f^Yxe!fEsh-^FK6@a;QY!fOKSb6nlO?j+`r<4yChRUEe#>2ehNs=
zPekwUrhvkX2B&|atHo)iBp>@kM5}bO*eCj?+QM<4`#7%-h7HD#-XqsTz7&~{*QXDS
zi9@|YJy84GNASN;Ir`<H9;i?KH|U(VGivX8j@s^xU-#NKi)7L!cau@@hOKC+nKu{@
z)<>@kRj-4o4*cu~6<wZ&_IH_$hPO;4S@;8+HBpskZJ}p$GgLU%<Fn#_Iw~|?SyPf<
zd*ptmgT}RLMjkut|L(Oh9Jl)XaTMY>&l<xPqh9f`Uo1ZhW&esVG~8Dya+!PN3bGVp
z@NzKT7ne}f-|dl$WoenOkg1WSzuO}h%hE4jCHpp6s-9{Ja)nSp1B}wky*R3pIV6uz
zJ>nAx6i|qhV}vjcmg$6i;u9yt1uFX~^)LPk4X8%9{&!`vIueHW$Zh|@!*YlP^uJTU
z)PG;m!#vpm<r_{xnfr%8hV51uy(xvgG;OZ5$gw$03F!r{hhL%<PLW_&=_7lhM=Q81
z-Nq!|=plVxyAMhWZ3@OmS#)xN6m5F58EvhkMDa$52|PTB-PWfDgcS~hMoXu`>w_W8
zfSbeM@UB<Vr`4mFCN|x`XHqCE%6q_WnC$>&Q{zz4t3ePo>H*M8SjJ}AYY2+Ufw^gB
z==Id;pmWY%nqQ&hWtbmCX1?DZxqh5aL<RAbEfW<B&Rmz6e5kF6zVlSk{lpTbara^L
z<ZX+@eJ|Y;DO#EE8z(*IDbIegB+n(>y)OQ;cyEqAXg7ji?-i~XQL8|5T((JZVNzv!
zt#@Z-yGnNyS65!+*K*Hk-`MJs;bS-RPxb1^x4SA)^=opvYV=@vt#Zlo;jiWVtwk&8
z4|nt>-6BRPDvfx>UwyWe-w=D8e(Mt<i=S>LH;b4}Pu70P$0jTJ#*cNCri~}_F>9J5
zf7=DfalWp+uE$5d$u&=9!+afT<@s!m(Kt+H88;KnKQ(|mw`wqTZO1XUiaRa1qS(A7
z<?$+9X0<3P{Z1h_^iXT}`Hk|aoy$+i5^Q@?akJ0MZCOT^zJ3qYDO_7__|n{cXzCrY
z#zZ47YHMTa$kvKUMcs6{<mauqVJ$jPU50g#8yN3&zhixYs-j;*ZhOO5G$L@fxKsBw
z;uUTVR4vm@+$cj`_h{W!+>I?SsRgD9GP|y)<Qk}JNzeMJNZ60l+G}YFHKd-h{nFb1
zmBIKsl@*%hD_VQ$NFI&R?}<V@#-k@aZPC?;#b`*boUYNp3hIuH27SL*p!+5l^lvz$
z!h5U1`FyT0E`iv*J(z5|1?}fp11(BN3(n4hihC~87Z3D7Tb6D`vn#!T!DH*f=r|fx
zss92!Z~Y1lv`B<HnyNt)%v;Sz5BHw|%cW81)$IXLy}2cdkf))iI_FVAy0>s0RMcw}
zYTu*_=vG;QE<^=^)!QJH_$~-$q-;WwE1E$C(J)$;Q=;V;j{CRzLaUTTk$-9Je`)Q1
zY3+-}pU_dhIwkpgTKi%~^le)Ea>;-Aa#=AW`qNtbpNtWypGy53wDx3_DXrNjaRI{M
z@Jnki)Wo;?LT^<!VZ>T{F9Yd|1IbeTy_=*bk91)ZE}f9-1XqMM+3Q%d@h_zNp08ws
zCq8AiPV{H1^&ZI{_vsEAelt;IRS8pABO6Y5RFJYaK1dtrHe$U*o0+*oM#G+Z_n67P
z_#3-ZJs5+KW^Ce?_e|ZeOs2)c@=Rp<eF*BG1m*cPQm1VUvufRKX1aE=)ZFb3Ywtb^
z-sm2L0Po#QdyV}lyncIFy!HZc9~UwfzClcUtTR(Su`a}|UJrw^S3{wcVPjsLgqY|a
zux)}Lgz8!`S|Q_^iQdnlZ-5UvJ-I*F7$~I;V;=#tA|G-a7&GF{?o3bFI52F`N@~)2
z5!^_LU`<;00p+A1bo9n`IAOw|#~~5un)wCTY26BPZ`DPQ^;^Mgu?+TT8^YY(@0hXc
z5+I@DVA$=j5}XI)?cCPiL-`H&psRO`(VILQ6d(EmF5c0GC-z&|aOaxP;Jp~CvExyY
zJ;3~-XN5-jK@;8Y_hma5&Np3@bpBdH{$l6^#Vk>4@tD;9T<YlYN&I{}Ma{0`<eDoI
z==hN>I7vnY#Rl{7bhLpz(u<$VYv){0YI^LZ9;A0sJgO_BU%xd+<%ZtoGirw;=P8>M
zvhxS%R%3Q6>rF^eHlICPbhnKc-6GkEd%bOXQi@$;Zjs4QaYggGNrjE?Qx~20aL%rt
zTtVA|B7TUN8u0MB*kDahYH63I-1x=SsWr=NWfeb+lh>*+BI&mnCvMK0ee%jX)=|j^
z=ZnIdQnH1<``wM)Tb8uKPc?!3mX{1vntUzczSU0)$u)>bR;$S;Q~>Aye|fo#SveY2
zH;$!wWn0j-IRcH_MhkKmU5g?5KMim;+5y$mL%^tYTc|K+3VI$Hf$lXugbsMyqPVWh
z!SbCkir%V&qC$os=RvoT-j-3wCwdB9IO08$xLHZ0D}kH`E!g-54Qq3Sg#QUAG;Ueb
zm|riK{cpZpRxF<h-6isw_<!^<81izNs+_uy!C?7Z@^aZfET7fWSwT(_O}zyMky(QF
z9tTStp_?RKSRoL6!FYw_kz)k|6C(EnN?Llgfs`xj{5bjBozQdDtQ35U+*e2b@XKZ3
z>0#Mx0|dlXV_&S!l@^AFpj+OBDEqYwo0ohOM6;hTX{?nr&wl`WWy%~z)Gw1+H0~;+
zzj_&?z43tbk$VUBjLmx3H-cqMuk{C$npc^=$LB-;rR(9KK@89x%fYEV!%<Ny9ag($
zH)+N`{4tnmeVLVOpF_)>g<$>sHB&Cr9WB-MMX_UVpjju<Az?Yo=oV(9c^xN0oxr<L
zd8!or*A<~NA$lmWMj`ZC%t7<3wPEpuTqbMnGd6P7ZRwu#4NL0p$JqRTzn9CLIG?9O
zlTy)o{(@{AKj5%2HR;Kvq^nk4xwHqD_)9H1(R%Z@NH*mimUpNTqqG>|t(ZTuD|IS1
zoR|8Jme7OFA+3OP-t(Cu7i?6>y}8|sV~@6@7Sub=9lCGfo|zcT^?7xjUN&$U)j7R8
zUA{;pHp3r2>t~U`Ut07LX}xuq)4h+1Dz!8g>t(ph^iQ{^B<19s?Ne=PYyF|Jxy#Q`
z=V}e*toy9tvirRhTSTnm7H!!i*V_2uV93RSl3M?%NYvk5c2g0ka>6~UCs4wYrCI`o
z#l;uoshCv#45kohy)UY!y@KW)+asS{wUJl+0zm-MFO2IWzk%D)>5*Z`EA0Zs$7rDS
zPpXi7y7KB5D99leEg3fkD(yIko*(Ze9QV18-W?o^_8d(^LlS9{hgM&)LRD&eK-Y>i
zdSlz+^YVW-E;L?Q1nHM4#Q#rIh+<i)))WHE(lSjU)W}j|3c;>iwOaMLU@S|&FopO=
zS*o7!2y%sx5Ce?T<b-qpfdB~vM<6yNParS<L#7a}Jv}VDjDmhSkxczPE*|E);!s|{
zo9N02Z@9WD5Js<h&t7VqCM_~Hfyu`rz;y(LRs?B4y({n86U|n`ov~p|;`Bq(=Q_<%
z>bOQ=95xM|GUieI=>ur1CWGR39$*5`Z)LYp@eqbzQgmz|0IySbFau2N;qc8A=~E33
zn?i(vPvSIo$&i6exB2hDY+O1jYMBI4E+&9bbH>JLD9k-R1A^KNN3YtAhl<-{rFqZ#
z3sUL_X^6h3DMXL6UBwd*4O4`*cac<<EmK67d!*<Zb4F?8KbD^Gn?&5V?+nq}2KWnh
zGu?UjcdTrkX(4yFy`OBu#@6({H*$XMgDk}mx89PY;wp;s4yWnWhX*Lz4w|I6A}!$8
zY}-TkyggkqZ1_SxPti}lPjd;X=Fyz4>e@<Pv+YiK|5u&(8|z%@!cOfZooDq@7;d=E
zUzya6kICLfzq-oEVmt1Tn@Rf66PCvD8xL0Jos=fZs<!?4=)AS4R|_#}SaFoRPT&H*
z@!lw9L&ug>M7TeP(wwO~Yl21dmxXX=8w{p0ayqz~t{cXEI8=e-E}s(Jdvu1nd0me)
zsrJNuUbi9CZ-=JJ=4C3VXPzD8x{OlhcliL-(KSSFIEi%+lntPYtjckbFPBn>j#wwX
zNBP|Gm#?`YyPi{>M%<9=8|%5>XlF%LPMI&ab<-9N37jGJUJxc;K4~Lmxw{%S{QeR5
zbw`JA*DuJaFzs_P+vNwjkBgg@JS{&J3HyPj5ZXcwsi$neOd*Qb_kN@&G|N{^A&^-Q
zG~yDC_hoy49<<tsF11~U2374uTMT{*bxy2+ibFi1;=)4Eo8KM1sfVEP#I<C!BM#il
z<E=?54T9G9*MexM8Jhnv6v~gSOkccgjN&sJp&9jW!$4bq7`}f4s(kDu%H3mu`c$e8
zwPrk49dC9w8s*IF0W}`5s9+-gO5XZ%X!-l~C^u#r%Dt-Ei<gu`?<QKIHo3>3!kw$=
ztmp;QcBIkHMPitY%`PJ*?Fa3>`)OI_KBVl=;DlBwiz5Frh4^I(@yisVSVjsR<sUGG
zC}u?8WD0>9(I39RSj>osu2-e+{i7Ece=<g-ek%2EFopQ_0^_IwzP4R$gnsm67@<0C
zI5vf7;wOEv!a}OQ21!rG6|xD3W=nO(%E9Y)G;8LoknYQv%LY$t#B8nHnytnfv&UPE
zLLY*C(MswbQ>c*($(im_HgTD>fz|}p%dHDDca{<Cdf$PWY&)FEVfHcxK^bgfd_GfG
zyFAlka8D-k4B#)@F`%8FCv}=Xm|5kH-)!5TBQ<x`VeOmx!JFE0=$A5)Y2R)ZT6WYC
z7A*(@xm72|qN)cIKcya1eu*W-^_&KS`wW9Z`71W&krl)Y+yz@V^ng&)AV$kSl9|XX
zg}%PWQOezmVAHvVwBe#gfGX|BFIDmoFy#r;s;3`xoZu)m@mK{n+nr!*ho*piQgd*A
zYzOPNH9(K&oI#l;bzrAyRmcm@MUMuW!0dVFVD~FA%yn+djAfQU!hk8T>*XGB?x>6R
z+2v7Q^Ks~Eem(T|;vTfQR%5vMatJ)`(47r$<^T=Y>rgE$1kHWq389;Q^p<en(-fko
zscBLwSo7y+A5+YzH%dIJb9e4yTg{~X(i;j(<6OC>vj!bkXCg;$2v9_i$*0$8nIhfM
z2l#SB8YwlpT2c3grYf@U&!=BTE<{>}S^QNK1JwBXDut|TDBTjZRMvIwsBAX)t>{i*
z3hi;-oqMH!H|gXsIk#Z%9xDG#U)lX=FY3n4ELp7cD(;z$l}HgdPh7rgHr2Gk25L#i
zp4_-TderKTBV-k}?U&cIwoZy0*N&SVdtY8zoI@Qy>MmMpq$djtR=OK3+b(oKy`O3V
z`7KLgDouWQ;l9;R3xy>{wVM25t^F6;d`$Ge(B$K^Iv6$>busKP8elkJI2NCWX!x4^
zQ&TYEcGXU|T#z`bH!`(uL@P{pLPfXZ;5can{zoc@E>}~TML?tYv0z3gf<er1&>oVE
z^6j6ZTk#9gzNXjFhI0MEoHs!0#&<+fOOBw%+cqG*J~62Kt}*l*<3dE`@RHtr50Mk1
zuyftffL*_-PW})42zOi7H0GBn#Q&x#M6rA(RF}wS73KYdeRfNzu{u)-ET2nEA^u_c
zte(yaa*AmAEii<YfY1BYpD~3XW)Z>)0@;(}f5a4`{!|ak7N?-^uG8!bpC;16i51ZG
zs;MZu{V_H#G8x?3b!5`&Jd@^mWV2ViTQDNAHnV8RRz`osQbya$So+91nmzrRg?&ri
z8Pk2XU}7<o>3h`#0$zN819=D}H;%!{5B{jAb49jXuD>)R?m4@uS5Ic;&^Y|5U<pcB
zzJN#5>Vf8UDT*Dm8O=J^gRwE}08<?d&^)7Xu*!9T%F<2XA9V$t-f<Zv8t#H#19n2Q
z6^5`_>c?bxWwDVHeWZI%SPGKw2dy4_KT`-lu7_`?c)Z37#r(>)665YG73(fNQ*=&T
zqO5daBR%$FU2&f}(?x6c8}KoUuJUdZ@5mzFE#>Yk-zkeuwV?MD&F0s9a8U%hx=0RJ
zu~cl)Ye91_Ybe_sjZ|E&T9;oPDx-UBIxHD-1o+&k61mLhGBQ<OrcK(&<(8`+%X_~w
z=dXnvpx<h}mU!QNKvxdw!7q^XLVYf1D+1DkWE&iN%1yJ4=y8=J_zk;ce4|-;$|}0m
z_-Ljd@{xxk`&rxMRy8N^PU{*e9Y#K+miHaZq59*gTP-Jx=GRN+&KMd}SNKRb^UmSi
z`#Tqs;#`h!SC$;6F0S?DMp$UL2ie}Gwmob>xz1W5*D;jI{O0L$ua|p?*}LXc&~HXu
z*pv!XVZXIpq^B#zUlS+2n?95~_I?~Uxb{%Wd!wyfPp_qWW?lozIC7WVCXyBn9dSq8
z{-~vR*}+iCqE$U^n5T{VTKj?AwfA+X&}Xw`)(g*aMKPU9o|d1A{Qa1@qKYO~5Nb$0
zP5iZb@K15pubfwC7PWNN4^bm0qahjQXwKy(=yp<XlsX|9_3s)-TMRIUS~oF$b=wZ*
zUmgM7rm^TnS{yX8@DWB#Xm)uV7}dB0E#4b~t4<rR&}{%N&8E;73#?GAV+5LFycYtx
zIKkkXTaa;o5A<mJ9ptm>AXrw8BIkgrvwNfL>p4*4+$ofs+ZIMWE)R|;DEiPjZ*W|z
zGHM~^(5sjc$ZJ~;XkXcnQuMT;=2%0ty=oDR8*PcgwUeQoa|E5F(TbG)8Jy56Wzp_m
zs|UYU4}Ps46pJ*WqkQ}70gKr>EB~}-Ihn2qjOg>#gOaI?Z?U$2or?=eQ+-Or0Q)D3
z<EK}xCXDFw7b#U`PvUFMd!YIhxxk1@&ihBJ2R|7jQa|1Lv#STfG>lBC$ka=4f-#n`
z{UK2=kxlhUy08r*DKAXDNV;I1j)NuXLK&iJ60Sw^1xKcFBu}^=d6z{96ThruaPq&?
z2^~g_h5V0UgkM=bu&N_{F>Se2Kcu(xWP}l$u+dnmGr%2M&0ou!wegYeONnKJCv0Z6
z?1*El)vwAPZ$1bWqN{jI<UY*17dns}wnNG;cf_j)HCW&G977#x4T+b<%%rCdOpdVw
z{z~6ly#1jIV>^2@)1u=b{FS~g5H#5Uv~3uv)7a}w)VsONw0R*?bNAg$%HEkwuE!f#
z9S{IF>NG~nde?=8Gsc3P$zy7qZ_31XZ^M)yeF)+#oMG^(neg7V3mbEnhZv_}uqEvd
zgc_}4w7k|b6VYY7de8=?%<BX;JD*A$&Tb9jxUrC1@d!hWuFLfFoCAj1rcx7W4Y--6
z!|b1@3w6f+#_T%U5%MamK_3(QLespJ5S#EE-9PpMJv{mvW?y&)yB~$YoIN+0G5JoA
zFykETI{XZrrB-<R!-go=V>G&Y+X21XorbpT9SNy=Zt!TOhz)o5f%*%2K((~lXs*07
zgk+s5c_My{&HwjXJ#gZBM0QNN{xE|-*S;Cw-;|-oceCd%OrD*zzhVPE-L(U)H`7!S
z?_nTsCw;7}aUoa{(xN(ba{6qZ$x4!l8Be6SQj?eFJm-S;&*U`UcH(X<n@5G&j^_?F
zvv<E%@PX^i1=35~Cs0hK$Fz1cf3fMIadhA2`}lOHwn%gLJ-NgtUS#MOE7sk2jElY=
z;x6kIBRf-Hm%1`NT{inlcj`>*Rh(7PXzsx@iP(Jo6mH>^WVx1(_Q8-|ijrFYsV0m>
zv;J3{aF?nnU_~LOehMhq=BiyOz!(2wm4HwIoc_g1fx1}_E?WmfwSrK5>=&yD>W=+d
zx^R1Hr&3PHeQh|Zx>$pjJqkxXZcjp<GyL&CQ8~IG))x6B`J<C#_aaYGkXW-G-ny`I
zOOi<&4^KvOM%_k>cWQ&dt63<&N$XEXeff)CB_2Y%2SlU54NFKaiYm7onRH(W9UgT<
zFW5a_9`WZ=gu5$iO7hF*|No`UzaUFLxA|95Sa1BfA1q7DwE0&fOG~ytj2t+S$kH!t
z{=ZR{s;8QQTp@JL0^^Tt{)zk{w2nA|>irMd{8!!QVcC?1J`+bW^#{gyn1{!rjMMK>
zw)K6usyhlshs3a#j1<xjce=x5?YrP=_z|tR=nnOwwb>ID*TZf6!ee4}T3T=`4TbNW
z1WwyFp;If*p}642XiIJkit`@C1m2Ld+w`*`EUX+j<fp;wtU648dMF%zXClqN@|bC2
zYYaXQ_Q0YT3A>@mJ?QA~g+hi-hREDRKu_*6*2%A6PF@ZK$<Lw}FRMa@J{i)y(+vbE
z^@Ftb-_PdXh3j@CKIzK5$^6;5PKs&Gwuwj7c$;))hb4FMv6I50{#3cfxncCirMo$C
zOI^jfq9A(p<8?^KVLGpMbOis=r3!V|VXor7QkyQAk%=_6_TaBL3_(r~-ioAG7irJ!
zLzT8@jk4(+PIPNlHqD-(xo5|>CM6FG;lifB6>Db>m+9y|rLG<Km&M(txu<3=MRJcv
z)LY#OqU|GBQj5KMa$}n=rdEaCm6hi^%Pq(ENm}2rH#dt5kQ=8sQ^(qj7cH)0D+^7o
z@2+1hx1<$*Dsn@X|Ng2I?o>r^bcC3Cf+H+3swFtZgyaj7ga6nU1P7;;5E&f)g2do7
zBKZEBrVy@58)OpqjFuhh59Qk@fxTfQ{zoc@F6@jW0dQEh7pgk12Hj}|pfxA}J&G5j
z>k*C7o{Brsx}Fokte_oQrx%V^9<oM_il!o+<UXj&;cfJbfeuKNv0F0C_7FJ_3N6Y(
zy))fN_@8h><CaB$ewjl2Pntpq@|h4KBA<!>S9XP9Jy)$}@UsdSDpG}2O+-GIm_q!+
z@>xA$666#iKL!|t43Y5X?$4M)kYkAsjT}!v;sm8hn2?8)zrPcDt{R=!x5#~Unk>94
zM5R+6mQEF+_mQsb3(Jwx!fpj9*Wm(6?UBjm4fTQM)=^AqVP|QcorJw&XUvGKJ28uV
zDl+<P6jSb5kn~Z-UF_+Ttzq92KgM+JUNAA6#Pq#!3IckX!hw`1kc@8xCtJFqqLE^@
z+@VU+j3o)|Cif4_N_S^yH7*Ej`n$p-|I?tkPmE%HbkVHTY=#+@1DZ#JQ1Iy~U^Nzh
z5mIYA_=nF!DX;gSgo3TmixET9c1>Y%#hT2$qONRY#{lUbu3Jg{{TL0=_cMj?<+@dh
z5|5d2Q4z8^O=4uwTd{WEdqu~DDoVpcH|bFqw}^W$I4X)-8^A|L8uG5TDY981;oR*d
zlVoe%^ypnzPV=kfJ$U2W<t1L*c*R+-uJo$<i<E6@#w*g3L-|#s{pfCwJS2l>Tk=m_
z`pc6o?NC+9k**x)Ah*aaP_!J-UFo&2fO?s-M`HbSio#%YIsVe<{(MYtPx?hSJ6W_w
zy4-YW7kczIXFg_AecsV$v$AsjMSgu`JJcihB5I(UDX-b9h;KAIM`@qXo?2#jmZMGL
zsp|#$qR{L0xD@#z>QZ6fB%|s%+`SPda+}rGvWUv%xpkh^MB3|*$b!!YQTZ)~%B|Ca
zWM_&ZsSc7Sa>H`d+<lhyrwSLkb1RqEq!b!#(wpI<xMP|QT;LXcs(qHLT(`m;_p6bs
zD5F7j<<@W3hyu4A61UU3BVKBBi!y&agc~x=(|z^hi`=#PMpVdsV_EIY3fzZXRZ5<c
zpNjPPet&UOaz>#>ROC=sh^Z%s<i8NX_&ail<7IyI1E;G9p`ek%aSM!^7_~9#VAx=M
zVIzyvRHP95MDR7ka4jaC?l?>phb1_SFc=IehG(hk5S<h@_|s^E(GH^nMn{a!7+o>C
zWAqft|66^bIn-+Fe39#vAt+Gy1DfT^qRi9^==_4!sBee8v}HJe#mHu$>6`)DX)#do
zL3#A7c13VFeGK2Z%7Kf`JTRQ$2D8t-KyRA%M<I@KDA%$RooZr*Vip;p@i_o}>LtQJ
zo4TmdM{jiByc6nL=_#1+8AVQjc1E{E3tMhcg)i?-1Jjyf6wxgeJvzD^J-pAVE<(x`
z+~|N>j*S4VoJT16ejZpH>WsGRPKA+?nrO+WbkIDIMIWqRT`2!=^@Y|bi(LE8#LrNv
zKTf&`fxsC^cOf8aegtHFj^M9;sM`P^Lts=4!dVC^7lW)n5>zRM>I2?5Y+4NR88rgZ
zEeS}a6A+$5K-L}!NH--Q+=+m6S)tpKu4`2cYwQz{ZcJcX4AP|u>J@{SzZ2LOgP6h-
zG%SWA_6f)bMF~jvCum%ZCfFw+Mg`77Lwx0f<U~x7x+ir_>R1P(%ny;{bW$Ir4r&Nu
z0Efvv*TS&EAooY^i`+|n3~~?Tf0O@7{vY{IO);8dxRG;UUxXnp4igI?z+f>vFj|zl
zPAeQIYI1T*?J>MDI$?Cd=!Ve)!$&CpZ}o-t_^N?}FPimf0zp2=PQol;$sLOQE1!%J
z*v7>lX)kTyP|R}#0|zE~;6N7JXR{~Uo>iR#x3kLsnt=o6IV`S6QjYK()&(DbeBeN4
z3%<S;MwEtzz;j3$)%pI&z~Lw1IqD}*z8aqd2@w`VP?1hTd;%>DBAiP5q#WrKf+KmK
zgLF2MCitX$>2rQ=*g(n=C!9wpOMJl*;YI|NP)7J)LR|R2LivBCFLV$!lRMHD|CAFh
zt!@(N>rt};C4JH5s8oMsp!DQKJ2qj$7^zOz8qi`n#hNv?k?z}N%?9`PV79b6$W}AR
zWRKgN!25E&K`S(8Fz>F~K(f^mc3x1lG{Wc|>s6tEnLD>3BqSOzlahuo+1GkA2Gh2)
ziE(y}&HMLEi^i*%NabY+8s7uTbsNr(tS|(gn#F_r{C3jtwK=T4ep7gT<2m#*OJLg1
z+JTn7je-TEH-Wrw1ExmkWhTB!FQ$B#iV%B!7YuQ41MjzwU}G{yLG<fX*rH_zq18hf
zE!(clM0*+Z?VN&673>3>XWiI=k*lCWt|4r1lLNXdrohGr_R^)5JFvBT7lQqsW$0Lk
z7)VahM~|mIKv#E7f*mg>K)(Jx^w6pY%rUP5yRSclIZcl+V<N{v!pacXwI~Ffn;AgI
zB|FfQ&O_1Fd-GA@5(BiY84anmYQw{e8`*GiH?T{;1J!FBLvyF!gb?clp)r1t=HI=E
za6#j-gQpDWJ#0YVfxRaT2pBhVOlKiSv&r=7Q-z2@zrJG!^qx3iaNwYEV|{J=m%Om+
z$n~gXl~geI9e>8WG2gFQCu)>lGwyu1z@#lt+VE-G4z%8=36j_ydh)ggjg=LmdWhOK
zUO}Dc+KY#w?Iog`n5JLO;h9H>3*PL<-G0+c7E<|y`;DgUIsfSe^pY+%RKukMXswh(
zVpFdPbRWmLeCqkeNMp@7xp?nJk-=*u)>&J`t=~S?{Q%vQv+dQ0+B|ltY?jLdDrImB
zuJ)R0-2DhjTrKN3w_sejTysR|!O#jnsl7X4L4V!}EvK5k=?O9Q(>HQ<A~FdVC8D$<
zhOWRXaQKU9T&X<5A&Dp^JkbK9rjRH2IE`?_Iv6%24f})xmgxM2a(~qqZcFVn$PqR5
zeSj*bPNZcvd8pepN5t@R@Re1Lem0~R>QRYD$1nCnu-BTFCG9QAGh$nzSugC-qH{dx
zH+_R1_v<a>2|g;=a}p&m*U-R)M@Sl4;UY$r!;PWMlyLMEZ(sj6op4uWO(z^@eyTp<
z)TGITk&cXfr1=QQ2ueVjkwB*yy4WWml$U@sD?z1V{L%D5-SmJoI{_Kl3500@p~|&{
z8~O?@CyyWb|KvZH&~o8%z-a~;<Uf*8pD>Q9rSeK>I!-6ot|jCNK2Ed3u*R?@Y1scA
zWf#i*RbRNTuhLsbb}6QkYd_IPG)qGR0NdvlOGpwg{cT1P7bIkv#tENE$P%N3v8z@S
z3HgOl!Z%7t^)ykC7o^ch!;`*G9z?;BG?GUejQ9ej!$DP?q>*EYPw=@D(uF)BF3`Ns
z%m1mk&|qrl*58w`>IjshhvkQs9+tJz!GG*TroMTUhxv@*=yGB&^q~22xH4V}qo-!F
z={Gc`AC9kq9a^i=)|6PZ(t1AB8?u5;zEc-&DU?jY0WWDmN<Hx7?9rPDGqmOA0Tlac
z921zcliiwS1Yv%cz+RaSuRj(t0V5*dh-F`C{^7k$6YG}XYrY;9`K)9&R2m3oev{C9
zd4Gu9X$lZ~ma*=05$0HgLa>uPdcOBMXusSb%{y?aq=tTsw!CRG;ey{vMEtmJb$!Jn
z2h>!|>v}<AxWPlQ=C?3Khb0e{hL-yDi0ZClzpHto1<uj@`uGogv-knB-cZ2Zx>`ZD
zx?cgEkbjk5m3deZU^P#o$TC)JdUTCW%8OREo-0wLu@m?x&xv%`u2Up~9MABNo@C2U
zOR|v3kzKU$>78;5?_KgPPBDDO+lln6p2H+<{fE*<x3&2&vjfP#@j6BSG$Yx17yRO&
zXfHi7Fous_iui_xOO?iF<M?%#&Y|x0tdQM~19FRDDZFC`EoFn32dTyKnVh&$cPf*c
zE(%F&%$=IqiAr~~aC7K0mMe^F#wB@$iyj;tKwTSpovXSx<=}y=)0AyiPpa9rN%D$2
za%4U$mU6GWEX6R(kD9B;a%o*tsg;k;aVxIJQCw3#>E(^-+)>T>+<;fcRNMQL<rP0}
zcfX>?Qk7bdl3RDp6b*E$C2rFoQoMM@CaU^UXPKt&QL6j>U@p_yg_?KBOjcWi<=!7D
z**)Rs+BL%OPsxhETS$1IRm4kQh^Z%D<lhj%`8(o;<6jUioK`}#gpmrT5kV^`;OgM8
z4aV=t6^;|ZMwDhmQC6nj9H&b#5C(%G#qh*vS?W4oINk=M9YzO?ju^kwnd7*xQ2yWU
z3(caIIQk)%*mM*ycs!ckSOZ-;;)%}0cSe4f^J&X<lc0LydGyf_&s2x?feMErQ0~+>
z&>$=r*MQ1FW81!9U=|J@T_%Cch?`KoLSt}JPM|N=F-Gg&?m?q3_lI5|&q6=hOk{X2
z3f+A45qYnj1l0zq2q;u$wNTcnOsJmS13kPs0frwR4GskrX~l$5(D40J;W{Ya(Fl2Z
zd4tA5Ep#-qJ=8D@Me#`mFf`B{Exw)y8a1xd`*)U<7moY4`a-LeMSOp~IQZ|>rxWo-
zxY_TBJB}M*{Eo2WcnMJ#!~;%K5q9ibVOV3>V*HMr<9H*C#u&~RW$M#$`WL!%oYtz;
zb^cJ7j?4EF%KzJap`(0t;^9Xo69j7Y>QS>azIbu4m=Otjb=C3FdsHt8s=~g-=lrT(
z-Fp{#agdZ(9pm=NXHMe(BD^?Q%!o?Ll%-d{IZH!z%<wa3e>O&>e&R$r4Cx$X7E8u`
zb^3LZM>-ZMM>>h%gozO8TqI0*L)GFi>4YSWlqbgv=lEQ|PU569l6*3w7s`=y364zM
zetP}7a5F-OQ8V!)ZSv1K;o|BhihdrJubWF>pixqNzt_@}fgx-{?@dyjR_Wl`DwZ{C
zFiW~`V|O-qz;R}C_FUHN<xcjvSt@$@`XY*0HJ*8Qa}ON9*j&oCS|Y9gz833yBAgK$
z-GrSn^O;FAjxgEVt1||(!tjfOo{UXU0Mo)|Hr{ry0D?vh2Cc)ZrB2PdFj1>Am}!(7
z{sQArCS{eFdGay`))<Q6hRH0nG%XOqh9-b~dTpi#I5YA1#lZ5-iy(GW1sJlw27IXD
z&Bmn1Ky=DD*i3hXP<t_>RVjd(2zJnS;2U(R|0S?(G)UUeI|STa^q5JL$Kn0>-!Lt+
z7DGp$O>Ewso@~Wh@0k4yO~7h!CuY~?r;zJ<8#J=Cpjq<?(6UA>jMei)Ig`%A9RJ6#
z`%D<j-jm6U@pu3Ud!t}i_iNzXPzoJa^+k^dbVpa8u0`*sMxpJ???P&`?(DLWUEoz0
zCD_?9P<{AjG<Qfg%nOJV8s$f6++BnVe(OZniR;!_E9v=!3w+8EUB1uad}{bwYwq04
zHA(R)@d|UUwzAHQ-y|DPj+M7@kK{LP-btrtIC2FwSlRQ9FD32)DM+JHe;%a9+`N?K
zd{LkVWjFe%m`<9<9d&$2FRuNTa?9FEYhLydS50q6`>(IdUktlN7Y(W*7uOxiWojlL
z%vfnE(qBAQTygACuHgtnQJp$DveVatsY@T1%cftOMxE?-gsaspoy$7ZNo@MD9Tygz
zEZ2C`;9zK@?m{K}ToXnzb^0q#xJ%U(&_IZ(p8}He6A?_rFVS!Pq3#`*F%>up4*yQ~
zj^nk3JmTYc9Sj?cy2bGly*o}*Z97=H{9g?Vx2JY0<%F6viAF{fW9ftACZVqRtq_VK
zcdK$}i>smd@e&PmRBVqVnr4WKxC=w0o0a5Ghe2rJq2Zt#FdsdLm(%CZV`lLmhw@Gy
zL_5O8sDG#RBo&4CI*E+$y@!_e_9(Y!`~Q^udm-WO%9@h=(=QGh;lE5kMq+}>#UPA;
zKrrR`r*!h<u_SDQu!=vWlgH)EgvSSmt78zRQ9|*BJmTYYYYbbAdd2bjIBbv65TjA)
zvVSKmG~8DyvQuf@JhR5d1pw>ji)AUq{D;Cao3L5PY7B3jUo1<Rjm5M!+Qo&KpAafr
zT9&GG^XITx3VC4=%hJzv^WRIBs;8QQTp^8UfkFI|o>v?u@`gNIB=7Tl5-+WzC*jgg
zIEMJd32|~xAx)L>cYcHhR72Uwz5Nv@oK77HbMmmvGxD%B&IUib2aMhM10Lq1x1jXl
z@6i1_sf@;4yepG)3Y&i9iuA+o)vz(a9>hBo=-{gzX!eL~HaT?(+|r)MBn-bME#MR|
zyXi<2{OB<{d#nxG9@&TqeBYeinx+F`&0L_t`c3eLe$4cf0~{H6MVi064m6r7Lz^?b
zm?rfT!MA;NX6V4y?81QvI-&t+UN=pMoHrGiQMVau!__d`uPp@cJAw+1b%t_<ucdk0
ze%==c+i+c)ju#I*Z>9)(ep$S^UuAx2CaY-Ievr~&Vwz%$RcnbA9ikjk=@#Ahw<~<p
zM$2W5>>apURz<R?@bU76ONa9ZMupPR!@GzdEK$lGe!I#wlJro_Nnohc59NGh%|&!)
znS&(I#+84##X;eHrWMi|T8+Ed{TSbKKq6f&%2`}1e=EOhvz^4&X9+cbbQON@{Bpeg
zv7Jhz#Jc=C3v1N1-(Xa)%T;;xmP7f5wRM#Z#0T9sEC}S5>rkRsBPUTeD=wj28$94b
zt#47Yn%3j$MP_iBUQejV*HuLy7SV2R+mAfpeMF0s-8bg?ce_fpF>;buc;CYPQqK{T
zp*<_FvoAu_KYqK|tJ@~=qB`MJHMch0ppA_C>V>gfhNLqUyzaiNmfaGrFm1W;2>)E<
ziRg^KmlJA0MXU^kn0jJGuKfkE!fAg?w=RrA`1mr77;w5u&t5#5sdVkdVM1qqXQz(i
zW$N2;x|eXBAMFd(sg}sKK~5R<P@g7oXiCKeXjsG;=oEMb`NUY!mhn1hn^6H;9sgEx
z?_>-@iW%tP?L%PKYaYHMl|w7WR;TZ-5u@V~kI=p4gcp2DZzVDy0W|!UG4#xdhTa|J
z$ROGhy)v#T@yoca%8NQy86CVPB4O~~F%G4^Q;;wn)Uy`);C~Js%IF2v#~`#ZeLn=Y
zKY$h%ZATv}w59jCO(Ny~8&0UrvWR1wnYe9B{VDQ@5(wibnFkOM;zdBlQvyQ52>z^5
z2dP*BLLv#&5lOPFBrGivGD(OV0U7TJNMjKY4naT&oj~e{fk*9P)WJT1bukFJBdA-9
zde|o*^A7?-_y~yoHvu7k1P;Y$i2ahU`hLZDgmiOKcciXJ{peumVUT<O%Q|SG+u>u&
zG#0_>Dt$C5hr`YoO^d_Lark$3-Z);SUK*#j7OwN7{kHhx#C??*w;^Pf*k2RfF+)gf
zCf3D<eo9mMhWN`?xJ+pX<1$H8>239}JvFx77RF_gPR3>SbKUV_{30p-q9z%aS=@G{
z92u91&-%Eyka1ZRE=x!3TYN37BmQrX%j$_Zc|gg-NFLJC9bE_uKI!D71Aeaa#Yw+A
zj>L(x_~fb1`?=1ST#GnzZqhM`6ZFI+Oau%mLqM)8go!Ww9~}JgPIy4o5Pwpa-^&S?
zQa34R<6)V7S^A<uPpN*}&C>jH45J^QE!7dP2M?`IY<OmK>FH{FppR7mY}$93HM^O>
z9@ou6&o5@92xkR5S{%l7ycNa_c?i;@hX#Xrg9~U;ZawIiF%ey|9m-@+^~E2A(Pk63
zcr!Kz>)C-jZ$kad!_c*RAI5V2Zl+ECGW7cFM5bv4Jt=SHjv@?iLG{!SCNA#)Q{LPQ
zVn;57p^aa`hmgZ;%=vVPUe_HqP0eE20clKSTL&aNyB@8~z6XuVErdIjqoGLl5mwpS
zFy&kqg4F#jJLri-x<P9<+T^?rEf_O~8T~vN64Jb3SDnt_Y&{b?Zrp$#P0B}CKV+c~
z{dLiAxmO{zZ5w##kjjQjszJRe`=Gk=Et=ay4}#<G3YGbTG^(!O&2-3->vYaP=~1H{
z{3++5eDALD)bMJuq&;`7xbq9DD5|aAuC#hvSF&NjJ-L_54nCfHN~bN&;hqh!lND_D
zlDH<0q(8QMtynPjsMu$OG5^82kgC@wP%K_^f;$p?gkE@xp_;8dMQcv$C$8G>n4*Jh
zhupbI57dzI<do(Oxr}N<4qn$9EYclWTU^0oiA;Bkm~tyHm8DFJq%L*vbF-W>nloE?
zkZRkyrFd3XQ@Q4~KCWQ{HkZ`)PxZp;-?Ok&(fvxo9jmAN<m^Or5z$6O8sSM_wPD8j
z-=s$^9`^}%arnFAxNuu)X}2SC+!~1tkNVRGHyWTW!6T4(&RKj#l|!4*0`a444Rkml
z8i~Ym<Q|m{fopD*<WE{v4=tEo9-8D&ghjsT^w~r2g*@V;M<2b=_Joe8A5sZcbey|O
z(xKtHF`&`@015vcC)`z8^!J~#VK%^jl;Dr(?w{40*2L!`AQbl>v0=vN{U&{B@#Ck`
znSSfz_f<OhI~!&}Pbx@Ai1`l<WEVX6kDjzxLJE3Pb^-oi`l3&J6qlBeg!-vIrmoVH
z_B+N7#FP<BNES~)*hRB6zEwi1r)7e?Ae4tZI0E&-L6sx2gvgQasUIaL{w8`Q^ei>>
z=<i8bbp#08FyHa_uq+=AzNg<acB}F{%meMwW6Mx<X6h(LV`vaqCdISqaY51#@h-4&
zh%SgTKB9v*ZfLf56*ieSfSZByrL_&#Nq5$|53{oRpm}C7=)Auv+Sc_EGsvV8yOm3U
zFjEoKk6S0LIb;U9XtaVc%+Hi=O&AD{nVx9#^*2nDCZXUv$DCbK$&KkcY#DT<2ch7r
zHQ0ij(X3I1Ddgm@K&KB)1H-P@q+23nB{lT(*)VswFBK2j^qXStxEP84j=GA~YqAur
zb8?mX`z-09K^w$9*SU&9t{{G$OvF16KO{3c*O|N7cBE`&wW;(@6Ky_fn~tJym3b0w
zQj+3y;1)Wv=U}B*eoMv0jZOI#*9+)QiXD;xYgY0(UhZ=F`VeG%CxouNEL2`2rJcN^
zcTN6kk1F)@%QA`A@aqbFJ%&%4yNHjeGJ$@!`J`;U?L2wa2Z$aP@{V8cRgQ09;H9jz
zwI9E>$vD*cd<9fj=e)eyBy-+=c@1U#8MQ^f6;70ED>_kEt3-%`+C1h?*m+T@-db+<
zG867y>ZqiZ7h||fj3;%@c{w+Fx{doJn<#3F`&d~}CQap@#hTFv&t#|cE>P_>Cd&<0
z)Nt>7bPn|<B9L3rup^aJ_eN6w{ZZTz%{g4Z$rmWEZ6o9rv{T$u?e!=F-ynG%!;_)_
z1mc!SRmBT-b)ih(`zL*zw4Ul3wvD^$_Jj&rw^vrv<stX(=IN5B<)<Q2engJ^V@{|O
z74b3>V(N((`8Qt>FPx^2VTeISWU_imMqWYDWG;+YIE~C>$w*5SNp&!6FzR9uC6S6;
zVV?*#Ck&Nd75jf$r&{VdUidgdbJ}5a!03q48KWykcZ{AG|DSA_9bO(ry=}Uq30_#R
zN*ke5S?f`^;6l2lMISKTwFAAKaRD^5szdo*7U;poM6i8MYDne49^3cmdkzQ2!yTNG
z@1dYX572bapwGuuN2{+bL_?nShi*BR(96aS>BnLl<~c)9JK7DZ*4jf(07j;VQC52$
zF!!}YIaDB2acP8>@0*UYGi#u%Gnt>Rf|<i(sv44R>V)3Twnd6F-N5WdBNWrRIRrFq
zfEL^uj@~}#MejL8RC+&!6FN&-#P^pC^Di4_mA)81$$wf`TuOYk#>bK8i&(XIV|2pk
zg3%452Zj&E|DX-CN;h13Z;)a}^tlc5AMOp3_h}--kdL2WMnr6wg~<&YgeN1P?+sGS
zh{*L-|Di1X^i8ZcKZ%dU`stsI5viXzk@4ODgXpQrxK9>ch)+N!QDo9o+W%aiP4WmT
z75gMibkwE&&-K}40gB`kCtOP?L(+vb;tP&U+=xD%<P!-0ONa~q7iazZoiMVfnfUz}
zMyPJ0h;5j!y^y}JtS8lXohv=rL6=QvIzg)A=nHIEW!9`}73sc(^Vs0d6`9S!GS-a0
z&K@glg`SPjLCZH;Fz-%j!|`cBQnt=cY5mv!Y^$5v%-p4>uw&g*W|DXslMQPbgDGxo
z;<k>Ab;usZ^VuXO@<J;J>RJ!9+RLR*RogI8Lu)cqvz6F}`7YZay92!57YBW($eH$s
zr=q2)G|V5|7v!-ijQOKTChpi?M*H;zh_zb=Lsu!`!;>d$%;~uh?XQIR#4SwY*=}h2
z?Dxz>$q4AXa3MOmQUtcW8%rCy+2IeteS{}ZKQbae8Ph{11%rKgQWNoTxV3mMTU%lc
z_8YIEV=LD}@{$ke@$^>c%B04y<6INS-<yoGuat*5J9T0Aw%IV-eg`vptvMuQMnhtb
zJ2+Rm03DY*p@$Q*P=<a}R8+q;+UaQrslFT8WxZd+tAiZWO>zNq?bc{6+ZTdv8<#v0
zKW3u){XTx;!gcg#lb*Pp=1=M(#l$Ih#e>>E=g#USCPf;zQ&g|JQ?AkIDINXzImgU6
zC$2q4gO4?>getU%;>-0-<cq+Ny0KrWXfmS@{h>UotbTM3z2yEm)bPP<h4QF3&8$DJ
zwElQb>5`Knx_-)qM(Jm`JV|YtZ>T-B4T>n!1~Fn=ofLWNwud>N{cR|vUIp2Q{zYP~
zJ{Ks*M009ko0;5L&txj{=ti0D$#HTEZg<jBYj19rMhCg^jGoj{?<7&!@P{(<$ieQh
zfo)1!;isBFy8I1+C)}xOT3GV*sh<{-YY-8uRv%Be4bE3PMZ|f3YHC<~9@X?v;7i}z
z7j9myp56u7zki7gmKxCqYWD#xs~E6dKvc&nhf*FArltXQ`3Jyc&17h3Jph;|;poBH
zW9UkRIZAxJ5k)nz1A`9J(2D7|(b?No(R9~-NY`-?@_zo1e)>2RiO#o|j3?tD<{P1_
zMxtJG2owBAoN%{gO=EuT7mm$KgvSflzCrQhN7xKu9E9zVm3H!m6)~eBEk>9Mc^IrP
ztTAjch$&2c43+*K`zo7f>^H`67S8{@eW78$s_%CpcF}Cp;%)Z^;c$yps|ESYI=Q$I
z`K+S6SYIH}Usas`bPV8IP{l2<&cAs3J`!hex{$}<x+3zK>=#b*{%QHFp3Vw#iqJv}
zjL&HyNhgjpV(BnxY!Vk}un;F{#BPdET5>J|5+^=!B>x{%Xb26gh9-WC+*e2bTs$mO
zmwQ;e&H|sE0qpaMOQeOB@1qOLPNS@pLN@oo3~WwNmq|@tF3r6^l|37AftlUn0JDfb
z%IF(yV9L!|CVhA+kd@`OV@$<0nZ}z7AU5R<)A#mR=r^u499X>sB)a|KM88d_X#P{S
zT(_6f4F6Czp(qx1K8l6Anyz4+R~~dFeV9r;Rs(W11s(ruj7>!!nA$%81=kOQ+PBMt
zG2Zyrf8#Bb(kvMz+|UBwjs3yJIvW-R&t&ekT_ANYu$E3r$t$V9A496X-+tjvoOiRR
zq{k~p^CzTlc|VVF)DWwxNjuwY<<5CqD@<BcQd+fHD2Z0+%3I`);^Rgq(Wx=*xTj%n
zWKSPzN}3tR(I2h_^OD8yxj8dh@`VYLsJgO>V$p$P+~JHgdZAVqs>-twv_`|;;wrfc
z+JE&h{(SaLy2y@`yQhb8S9OyQUi3aC(k)Pk%i~q#wP#Pd?=hfcDczS)=|Q_?lV*;j
zl26%kmO)*(d#Ciprg{o)zQ=UAMz8e;=M8#OQtLkzi6VsKuQ=f@RRpTC5K~W}$oYxT
zP)ne2-WTLa7%^}jnfnsKLxh@2zb@nvAE(v9Q0dx><G<6lmoEEv!ouyTB}`7JK}#*9
z_uwtPzt>LG*=a6vYw!gBBb7sO%_oZU6AmH%-FoEO_Xu*`xeEfaQcLnD9H&rN)M%)9
z>NdLnD2hH)m5ApOhqCKDM%$(Zp+3|1lSH&6bT~4elL*qq(dgmmy(I<zW<a>RvIx?z
z7sJZ1yA>WGT;E@iA|a3XINusWMUaZ)Uy!8I<^O6}Xt=KupfX<!6J)8N6I2nJ(l3S;
z%TmGMfhqlBSSeXrvS}MJc)+ssix<PblPpzFcm%mZh=>6O@da{%gQ_smm6awmrSnO7
zB3FnngmJLM3F*WqPKXQow@;~m^H*p<H3aAH%4Buq2EQ1V^2Ed9X*T$1Z)EJe?t7Sb
zR-#Aq7NS#g4l)|jV_;c5h)o}-lzs^702__nK%BP`9jGxK%{E)WCa=B+H`X0yc0PJ0
zEm#u+v*tcV^P0Gz3+I-jt(6j)LDfI9TO*Ic{QJAXZd7e}Q@0k=_h@H0LVu9vhsS|q
z?UrcsMJuL>;~MbY5e^HVykTQbzJQL6T~ToJ?ht8n7g()HOr6k5Fl)jB2!2@$J+qqu
zT8re;yhZa%>gvakneX>SxprLprMtv~Xi&^?ix$V7ea|n|k5hQLc2(*f+eH}#+R~b<
zo+$@gb*FoK9_5=b(xeB}WbQ`0&a&`C4{`XQCj6GyIdojJ(Q@xsu5$b5V$ShHnqqGK
z->8(P_xXt1ZRw7Bg_8aq&-2+eyNRp&R7L(pjg{7`4@m9|8!JiLa0WR|Pm@<W)lV|3
zX>BTWz&(D?={J0RiJj7Lp(Vd&N)qa%*#X&vSCm(c4d)xAyinR5S?KON-;;y;GsKOb
zJQh8hcw4q+=4&~#_JmmL{01(5egkU$vN$g6Tu-WbXrQ=@?g(z0C_!}VbmV~*OI~wH
z1xL8PU7Av@43>)~G^!)l2(qE{@dr?>Mz0a|j<6E9DEC+#X4HzRx+|R<cx%1;s@+q#
zE7OltbC;}?S)^X(-sYF=*86k4AVwDBzn>GHcooGm5n}2o7P<Nt6bq;QEz<>IEW*cs
z^%XIkU#1yD@pwn!d<h1^U@)W@o)|4LR3;3<b^cqvP_1gIT{~1i$`ko{DADMC3N&Py
z7=OUm4t2i%j;>Xs2k0KJi=Ng`lU(C9kfhx)bkEBHtnZ5O-KiY7Sw05aWp|+3A`Nh#
zb45r;EwqV>MFS1&7X_WqE`c7?B9NY$H`;Z537s?!Z>);9`j{Cz6MBfsLv_PXwC`P8
z)$#P44L;~qt0Kf5SPZ5uT+w>dLEt~}E(%+gg<d;|>D^O8h3ovce4$p$qLl4s;<hgJ
z$H*f~AdIYJhCo164g_SRB_Jzv1jH1YfT$e^bc;b=lOiCGJApwljId8Y7ytpW-XS2W
z4gzAuBUti~Sq7nW1cVh35S<qRnRyTpZcadEAp|O$TI|;@h86Y+tcyYDA3@z>5M3Do
znV}F6N=VS47(|Cg;82W)*#9%Hj*;$9>X6hKsV7o5q&`SJsMY5Q-42%__f(?SE0zA$
zSI6)%&KONGnq!o_GDeQaaWMvs0T?WX2Sy8wRv4`@+6veCZ~4N5`c(?uj?iP_6*5-&
z;Q!dW4zMVaZ4HPdQ4tkEkYvIDqL`Q-x=weas3?XtpqO*cIU>P?n8knr6>~rl5vC`g
zB1R0D6$6SH445&!IwQ?vUB|n7)xGQP*7yBWajHXAo%-wa>FQs-LdL6_(oc2#|F&XS
z79q{xyz=;`&v>NJ{~fVeF3sRr250ckUm?Rs_1u$Bbx3vb{`9+sbOzV{htA;W^YjsY
zetrP8JMKzfZ403PJxufP6|%p`46d8HV~54giJi8f04Ny7JRJNuFmbSACzTxL6{Pi2
zx@}$n^RYbER}eTraB$$Dz;tw24>}Y)_&=-zkBeam(s|LO|DBUMtd1qak6|FX78K3A
z?GCcSvo}^k5$EH=<5ekKk;cyj6Nh&Iadtv#@G^eJz`fALy&7zIdxp2#@RU!^nnE5;
z<H&-HS3>gcE?jt_DDHaHE#ArGJy^G$O~QA}p@;Kfa&EJlyK7OJGoKJiAC>Q;yG1+_
z4zSZfHsBuT9MA(Ew@cvW@@qLqWe9zQ8p&JN5y+x}W57CVHWwYubA}f-!rH7GFtF5C
z_|SPXAC-IoR=d}Q=!Y8x<-|suzt2r_J1K$8En^Lem%U+TQaA8_R2hP9tmoV(WJ9{;
zc1T~YfX2#5xN0$pdsC?o+2FgGgoO|0hWS;4nCH8|s>D=KZ=hR$MHrKN(}$BwE~Cju
zy&EJ(F&ol`8o|9`#pugrDNwQGF0g4TlHl^KA;dW?zXkuCg-pGA(gDA9yDnF;S(sPi
zotG2T2bE3L9i0v_{VE%Z#~!hX({D9aS=^hUaoA_>wQA)^WrHSF)a%ACW=}n?Cq6z^
zUGX@xsh7u|m+ZT^aMjFVL*)LygsF3fu4F32&63yO-e273-<X}1<jh#rU*+{-R~325
zpl+(B#?O^Co312PuY`-5pxxpH>wO7nD@VypT<XaU%SMQiM_+pGdTlQ{&2P;_D{t1X
zmcB$Rb<db-vU;a{(*09P{StxoLL5}m#s6Fj3D-X)V5Do*E)?>=|EPPRfVHDALt%$P
z4%yV-;pMW5xtoY-doMQr>R{4xQ81}9W(K`7ts`r)I>;Y`9#KB9BXtZJQfKcD=-N6V
zKYw_0Lo#zsI=EM>4Pou0*`q~vN_ps$TO($ZO=U`u&c6M%@qI_4(T6H+w~=>eM`HND
zaZ=NLi75a3a@nUjU;6-BB8c=RBRT)ogJ>xaeVXS?QGp_VGp@XJB-Pammi;4PsiD3~
z6u<a#nIs`0>i<dIuU;<8laP|G^;a*K6_Akmx>o!^29=Q7m&>Sx%zwG;8zrP}q9(};
zi5Q_T5hohdhEa|bBx42hvHTy^u}bygfB!2dHJA>f^xsKXT||h!T$aRn+uj`s{;3gM
z<+3T>Hom4LHD)`x^>7NO=aB`rk$w2H-P;TACryAghYx@kTb0C<<0SBvKA*B68Peah
z5$w;m5_VX&g1}nFWLk$DlGgbU*;H;e*Vk2#-yB{6W-5<ErE!)*xjKc&sg2HDF?T~@
zb5t5sAD==trp@DO)=@#g)uJ$aS93mUe{rztYD#iF?D?FvL;2!!UE$sbfuv3^1Lmhr
z37e+7=ii|}hlqT?4`ehKeK+2h_j+Wg3Opa^WqRqnYMJ_$s^OCejhWMKwy$4XdD}NV
zW!|B4)GK0DszHzanE1#SV*27N#k@D8*{$b~s+TNsRduc}dL_KBs9OKdncX}8gr;#F
zOVz0^_0{b!txz5f$y6R48AOWrsKr`@y;GL8r+biQ8LQ7nvFy{y%e)%e4r7Z=@lemS
zk0k-S%c}Z6udIl4X{IbS{VLn9aeehlgE3wkY({BnOqfI}mRO~lm(f(VIb?&<&{|;5
zop>P&KHg9~cw-TBs_&ipuHH7{n+;>d__s%855}Hjj`x}_4qeeF;Yi{<#@Qu;scjLh
zH1->;Xy1H^_&jZ-ob~f#rgncLrq$+|MQw?=sI7*HPneu|&-%8w&w3Bj!s3j0cJE_l
z&6?8`$;BVb%MB={*kNSh`Q+g<#m9H~A4U7Q2vPI@N(SiulhpUMl&O>y(@mN1_`jh{
zG)<>&wcy-B%c1zgHKq2^HT9h+%2QONKqU|=e^B9rVyOm2&Ad4aZCtdkhf&{?f}zOQ
zr%K15X#zz93LgrsUX}XIr2PN2FWp|9I@ac-qJCczFzgK(+*3`C^`A&mCKe&Bc7?F^
zg`R-r*btI){wV0p%K}69W29DvuJr2i9k}>Jg6W!C;Pv_mRG(f8N{@UEu7!KBr@WSu
zB{So|U$Y##g^nXvI<F>;YSo7lN$L1!FfX=(WaJKnGIBkVS)nZSKWq(E#-C!vnv~Xc
zK~<R6kvkJw6F$TbWWxx#d+jiJb$A*%)UK73|G)O7yZa>y*?bCZ`vND3T^ND0Dgsvk
z2vmt6a27|P{t$sH0|cr|5V~}&s9!}O13-MPV=YP35J=?^lFk+F3K6K@`8~SV|D<!p
zVTEwc0}e3+(m_P!Jh)IF@vS;n6bpDC@!tI|oom6NNdNOI8cXAN-gussDDeEWl$H8!
z6z&vSTT1HJrqJqJsV}4Wm7Y~P22J;-Xh_kBLaT43zMqu;zxJh$`&CNaoCJQN%>_UG
zz~7^~PU(}%O9S&i{eb$<f^+@nuTACGMayBB_n|hObdLt^(Wm&Q*QM-7@I4Dq_4;{v
zhiUm~ceH!sN^^aFeYDM_F#3PBxn4K5#|~^xfx1-`4A_Ya3J4Si*ue{?(P+NIJOt`e
z(MMr|102JKdA?KzJ3EHaVSQ5P$1o0l=@?jt<WQJMd6<szg85Rp|A{YkU>!>gytm)e
zNr%(52x;zZCl(T(WxWuJSUL-bt2py9#TyGIr96R*58z9`=^^at_mU57T7lbWzF082
zT8Tu?tWL6qKPL;O9^i7fU5A5ZRtns0wczr|jSraGfs+Ts!?u<SxG_(<b9*ls^VgHZ
zxCZyma!V3MK?wa2fqtk`aJ$`vTUuxtH(_<UU{kv$ceKxLE-TUiBDZ+L)uJ9`p0^ri
zKzC584{$c~^|<~IOgO{j!f<TTJpPP%EayJnm~0*0of}h34c%t!B!~4^LWNB+LiN)9
z!Q*vZZp`?4(B0z^=Rb}E^W{VMM+e67#*I&L@e>`uq2mf}S5P;|>K+XG*KR<aQ467A
zuRSm#E|%QMP(ZLz8;BkC4g$9o=IS@&pvee(YF1JNf){*%uwN2D@0VSC029kMxf(0o
z+&^o}FHh-!->Q}M5dG|jCFX`aS0@iWtr~qJR^G=fMm%P7KQYwpn#%fSg!u87Aa<3I
zD$2&~m6z!>U%j@vKn$O*RvT!d)$h{AG1pEmRn=@ZjLmJsXv$plX6Fp5Osd(;SE-X{
zu_XDU#_91mjfcrP+2!bQtk-U5@ov41iVmHUn2oua%mq(h#jfTV%EruIvAx?yM&*B2
z@vfr<<G;~UZrsn33G<pL4!ba!iCElTVcO@Uvg~8$#M#B$ij(DzN(-}T%>GUdWHSsD
ziZV|Jd9FQMR=O!a*W%<`4AHd<kkZn1>t2B1F;GCF@I#@Dtn61hTb#{lT2TsQV#vUd
zaY;|MfA<0;ubvw8zuHB}k6;PX<?37zc#!fX9Z8V|N$j3#Y2;(&M&Ou({737^p*LeO
z02NLKg2k#6;Iil#5Tk7*<ID_lw&r89L%ozN>OLDxZL5>T>LhaPOkXl?a&Ka?Uyn39
zWW;7Sn?yY8RP~xNHxTO~)6cpR|HHVH`yo!c+Ak6Ge_ufQXTE@xC!g^JB$Urc8hN^I
zFGwQ!&t5>%migKXNK`)Ozku|E<+E-=Dak1$dbSi2sgp*QL;&%@e8DghJB&+26ys7F
z$}W_9SQi50=%d5`m}o;k;71y{Itbpk$bDTTj=q2tJKo#&@-1i=k-<N!aZ$*<e~KKN
z*NEI&IiAmsD+x8muH({{7ZtLTYVfIj-MFbW7INV(S2?qr-MB(_BZT`KeR)MnAFgyU
z8RtH1Ijp-<n(KDU4Z10+!rqY{AYbD^-{>ApKCHjV7qZ(aToU&1F=>Vn(~yDtD|&#w
zo->#lwxQbPP#|p?FzNCbVj`Y!W@X|@$aza}Xzm0SzGtBGiiPxxSl8(bNL?VHwI9?x
zIv2v-?{PP?D+`{dp9o|3jL*M+e~yOv`@MkVBQ{$#U*4ludDWCld*o~G1*zxSMyeXD
zn58idk};inRA)_=E!On;P=f7vR;{kFd5UM<(y`)|8;cZkyPC<v3!PDK$hpm4o_tN&
z`Q~J0)y7U@waZDWkO2*u!^_XA_9rH5ns}V{>Lt%r-@foc>00LrYaSUPzUtrFYva_e
zUTtR$C4PFrN~^mMyvAR!Vx~8rrru4rpz|~_C-$S%3Zu)pO0L8N;@qjG()9UGb(ON=
zno3WGdxn-DEq3p+jk%eAKjE3sSUhsciJ9JQ472#5MqJWQ#SHIeFR$m)L>xDszOATl
zoM0N=QcTF&lelkxd-27n!gBK?MLqAeA1<FU&Xy@v_+H}ckSk29?XAW0hn<<A@tKOU
zEw72MujS;o>QD88lh1dO57O0ZiJO%a(@os)xG1cCMcimyr{<XE>D*9EB4f17SFLjM
zNL)=?4uw>my!dZE+)$uCLd$U!0!0HU{YU%K?bAsFeTZ|blBE5`kz_!_o22KqUeL^<
z6=^x#oGo{HD0x}zHdOY?^16BR24TD`$PHOVaQxVVUV+w;ZLd6lZ{iQNJ32$%JJ0je
zg$t-a(*w&&kICE~ouN(n{=}qqSC~959FB~*t<AGv)CtOak0HayYyU=`t-`yb$4+@q
zx3(@XCx*LLXfx;!v=6yKrk_tG&j+_)cRtEDDv<JjlrP=AFA+<hDYWeh92mPG0_RHv
zc1Hv%X%M)kK%fE$f$Iwd&aDVtnqPC8hrl%lLYlWf*8ocz-`}h0MSg(zZ>?*;RkMr3
z7Vi_@8@wNQ56md=T2a}B*NI#Om0hU8)*2;9!-dABb9ba+=K|?pwWh^#w0tcJ?4Wh?
z;`vs!G)+#y7N`$soTu=nXeg!sXkY4hU)9|DXbEfHhZp!{s<FKsnE&Ag)UXz`n&pOm
zBEQlcTF?Ualhy2}ITY)}Ih4=aB#Wbiji+s*^=TX79Lnd_#Z!x0oI|z$p>rtu5~Mj)
zYc+d~p4VYo4_eLs$#bY~B8?poI~#Vwf&*6yOFj--NkfXAPI8!!ofA7S)*(6DynxiX
zv0Oo5HpV55F2=F5qeFp#ogID2VLb)UQA+=zzSIGA5OchD-@{3V(M8sMyzRCc3eV1N
z5{eik36Cdi;)*!j7EDYdfo)tyIGr?*A9U#!bgo_!HdaaEt>#tZlaD!(2LlYqg37MK
zk))m6lvh)^WeFpB$M>7*J0jOexV#_qAlJ$H%HF)0%|h_$H<{nLJe+e1Ss_H%Yr#iU
zoD5k^HO}->7FT|GXRi49FevJHhPSS^f-G7;0IajCaBpAL0`B@+B93Rs8UG~skXV<G
z+K~&ZJ{*Q<v!TMGxV7Bts<*gdnn-@gmD1pF{vaGUJPHzxU%{N}2VwD+{V>bm7f4^Z
zgL_lsIN8ugM#4r|b0_chgPlwTk{Q3AtTtIicDWRTv>~<l`SK$0%Iz6c=pO?%3o=Mh
zjvRuUWk@&g&(f&Yln(gq8r5c7t||(3q#A2eSJlW({pCH|cT0>2wGxlz7FLxxxmEno
zx)r-3HdB<f^ORdPPFJrfc99g?b6agNG(-J%%nBx5W1*_C&4GRG<f*YbX~%|FOC?ph
z?ox?27?y2kqj9RM*3>G0Q+9FcPL_FnLd<-0Ug5uFAG2XjZN_5VLAle*yUIomlf`y}
zd>HYNsK~v1mT5b5q1>q0U1rv-E8<YAHq7ER8ih$lD`i=~)`{WwQ^bjWIm+VESDB<c
zXJyl7`6#R$3_PRu43TciKTM-qM!Ig@#9Y!;pfE!rifrfatWk9|7)ea79c1I08j`n$
z4WQh<vyzM?2VHQg&;#d+kx=Yx2dKDcJIJeVA?fRDlhda~vTe~kGCyJp7`<ph7H+IX
zj@;KHqmuoI5p#q1I?rVvw5Gcnw6OD<F((S^A)$ABlVAFF#_*4DQsaJ!`2MR={YPq4
zCHbt?s8aciMDIUoRQdn3r4yCU`5M(9ET44~K}k*_$ug%va)x2aNns>^1;a?%FkVoj
zigCn0OryH)s<&<G3~1Z>7XPexXCe1OeR6O8b&_1@E}tF!3S66B=F(<v6tZ`$;!`_r
z<fc0DRHHhCGuuCuGq|oV++VVRS19$l(uLhQ_ogdh-NWNtcfA(SjrV}P{<}f$9{?#u
z+{uSyzI-7=Mz~bZfsZ*b0b*u!f{bI?U@`G7m>iDfij^G(WaKq4=`KRdj!4d|N+A-W
zYzFq3=3rs<5IQfPKn^F;EuCIIfq=F=xF^{|xMel&=7EQT=l+Yr*sZ-J$@eFbs_&;!
z?IboG(?Q;?(InNR?6qDdoyx10t-Yu6_U@@MIoOo#)yGBNrq{l@iS2CEk=u@_-PSvJ
zc3A8pUMYS@5pGqV-F$Y0IwGu<s>AXSuXw)|s$=nI*u`CJG>wMHR42P1S1+tTnr+!{
zg;$R)o7I_dZ<T3Hyh+i=9oXX5Q<OHNy_DV~R;$kraAY6%e&)s3vQ!lxRat#n)=|AW
zrVIN>X`zUi*jHJ~#hL9LDN{$j9H6c=Do|4-Em^&6vKeV%n?M{NpH-R+2~xXsU#qE9
z-<X-*`=lt_nZTTxI#(7ld9;`uw~RS4;Zl9~VP4{^w;qXsrW3@p$R^DBw4tI+ytik+
z=|!065Bn9N{sWkY`XiN&5!s65E9ICbdjgf_=C?c>7L8+G%zGs+<U2BPog5Qy-Fh!3
z$uh*QE(4fGNq)*g4;p*kKIh03seWDQAaszmTjnhH4t0`Gd#cY^##@R#PIUHMUgN5G
z-XfZrI><<2Q}n9%D(6jpZ~3V-wVkMd`f*OWCtCfjwG`7$6Y*?N<o=2#()fR+zoq{x
zPf?MgG6gEBs!`-y{nD^jUrYVp=xS-&uXMCD?jtFBXqY}d{6~Ed!eL)A(teQ>>9cGY
zNhvvt?4Plc_`RIR+S?>S@!5;W!@=*!hx^fBFdxVb|CV6?rUJb~S_c)Ubphjh#X(l0
z1ys5Ahy=z&k@wjVY?||Hvgq_P(p5GTnm5mdmRqS^!IswK;)`s;m!uzp2t)Oo9vEM1
zNHW?@hBBtT$&I^@z`{*I7WhPy%+1HhjY<ta9fdYm#?Va!a@LR+<LVJbmj_^(V@Fn&
zOn^2uZjxzBW#s9;6gFnFq+OBz_Ludg!SW^A{qF}MK3VVL@J3)~L*P(HRLa9w_0qHq
ziUNdN9?%X4;hqP4q=P^maV@DqzVbm~6ko{rP!0IadTd$;UK3u63&n4&lWAIQ3aw=_
ziY6MCQD}A6)CUTl!kYpINuvVdE8jYqrnjJIMbVm~ErmZt2a10`2%#r2qR%ax|KkTC
z4tZ#Ii_ls)Q$~dPcZm9=5C7r^A@UfJq%X(aCM2CZ|ApNqel|v=d%1-J#+*W0HsPR=
z^y4^?3R4vHv0OpDJLVxI{W*ql@D=p2e8D=)=H*i_KOOb#(o#<<i@xM=)<C_#bUf+2
zq`357sr+Bsmjsy(eg2=r2z6=s=?5WJ3=*F0FC>^{#|Vc_;`kl68NoQ$1myR(@ue?j
z2z#0><wMDAZbO8~TManQC#$QHd#<&~{0$Yj+^MOMtVt8N9ft&$tbTl>*gIVC(q6FT
z!)<QN4nyvaasy{xCzIc~q9f;2Y%td#HI!QtSp-7*O#{7cO9i*Rk=&BR?%afa%LSV{
zC;2J|-ovXgzR>lY5$E@I2ASLEEKINP1e7OMb2bg*xajuPIm46}u(tL?7&u6Tj}^}F
zQCo_`sx)_4*JK;as9coOPyEP@P7j7|y?w}`&Hhl~Lsy~NYZcVk8wgpuj&hzh*Eyd`
zw$QTZd%@D92i#~D&O4MV1XYKuA;~$XAw{-?JnY?+oEMT{`_^0V#MhPFK5znpJ8gs5
zc2^;=P8c`zydA_)JMo>vvY=MIx6tC<2y*9g3c1w0HTgK(iNpq{Kw5AH-1&H)Um&x9
z@`n?_=E_DAbS?#g7R&N`#Ghk2^gTZa(JazeVcN+^y)V0~YWRnh^6u`|;*m8)6Gwe8
zQkAj2F20{%l8xl=i}jb8$xBY}qh9^2E-{$SsP*^VQ@=?JVJ=@)sN4qJV_#gjt|^_C
z$<8*Flgg=?Dv?{p%3sXVIJUf^scF4Kc47QYRyG5~TMnxfZ7+l|(OWw+XYFkj@#B+}
zKKdDAn`5sSh0h4Zn_@Z4`>n&7N*-I7nX4Vd!MW|2MbY*O<2#j=HqkW`XC7Z5j?2EN
zEMB)1qe(m=3vF~+QEKD}&sAHu=C{I6wSdGW)E{-ym1>uTHd0LYvQW~>{c2fQfX@`k
z<3E2Fd+c%%bSZQ^lHFZ=CwVph6qG$2E8SwUzupTBgF~k!U><%1oM$lL87d<e!<FP@
z>8E7Ne7a{bOaj9?r^upe(d5wCOfuZagc$WcOd8EkVDA=>BXx_s^jcKQ5$ho#o&1U4
zi1!%&5l(8{FD+yKeR}YZe0m_sXYJDiDxZJP(*tdpui0Z$`JDgs;0McR-E>xxQ%DPK
zDL$u#n2ru9X~8hkON>i27~@hJK0QE6E78)wxjpuRciy(DUC^dUJfCxCr;xjEFFADS
z3Argw<g>%lpjyBtF0IdIAv;per#70)O)XlC3orYgGh5b{GnmsyxIgU(uh?S8m3p?6
zbGI{qb?-d5?k365HSRL(t#=ui7twIAPcZp#&Yd^7n<iYUa*~hPb_rt6R)qT_mV@5i
z>R>X9=Zd}=4rGBonDp+&l`pXnCZs2mkg)S$Klm{ezuXc!FYZYW8}KCNz7Yg8xeql$
z%E9dH-rUVaO$5)Ky@j#s@^=FJ>7E|c5u35j^3E56R1=Lu<*O&#tLKcdR`HjtH71oy
z$-5-ZXSdb5rRihu!FH$ys(zuPnYgtn;^lymim=e0@|e+q8e4Xvcx%xrV!51GR$1Cy
ztd{Uh721bkQZB7hw~s8VOiJv>bm&lwt+#fgQon&pR?TUg+_CK>w&%iL%(Qxq)v;?I
zdqt&WYut9XBjr2&q6*(L-m_+qrT9zvt}>gVXPNjp#!MR5P^`6XQbOhJj$(r8bH;c0
z67h`1Dy92`P{qL(#&X+J#}qr{l{|CCwNt!nw^5phelF9DI&|RwaVK4?mR{w*=BJxp
z;Zab${EA-DxK6FRM7{E87m6g?yl^=wkES`~r8&_ss_9TQS6Rx>%d3*-|3))ku-tzW
zmTrPhYv($oob5f*ZbB>4Gx8<rX7n7IMD8YjUci>i@CQp_890O+dR?B?mDIn#nRu+c
zLC-$lku7_&NP}sam_Rxd8z^NEE~Xxaq4n{X(DCUx@+e^kn1O?ok3NYWz6pJH;?&tt
z`(^;Sm8nObTlOReil$@ww>aslzeKm{OriI&K;_bmf-?^Sn;(I*4FZ)M2vo`-&}Iig
zEkD0%rTn>dGR|s<-)ogDSs^>p{~)mYAe{4nT?tVEAzkoSw6fT}@%r$Z@H+7PziM4v
zu)EQ+s4%j_H0s++c{J>pmxkws=TeEnMas|1tD5Imr+KJlcBiOCQM+Kd|0XP5_gAfg
z>u70{WEFgdY89zfu(Y28pJt=|eioL|mJ6WPz6B&XS`lNqR+3X+lH{0%l3d!)0kxZm
zf|6WYhDvhud3tZqm+-wLxo#SU4Q@_>jgFlh{m+5)3Ol!?)uX|Dhh-&)nnlUk<^`m>
zux>;_XP6hkfrNSJ<FU~HCMPwx4y_$t^B;ForMk3nb-eAuCJWCtg$icrkA=rA+_)lU
z&jsV`Y+#Z`2@iui!L!<xpp#F1*f_kYV6^8nSy8M7xl`*YncwV<aKGd=h`fH8On0$>
z)BT;nYJX=EZn_70gj<mFF~zvO-G=ek7d8-1FZSe_7nNXOYfBPwp#hi=8wp`G`;x^*
z#lXhQl<Tjs;|xtw;CQ9GeA=lC!jZMTxXB&H^Chld;au8O1M>ro!F2U>vLV!jgv~YM
z>Mx%FjV6aei24=;x7q|@_j`ig1Y<s+#9hA0+(Xhu|5?P$LptDhu$3)YMp3*;iaM$9
zdeyMiP32wNJrNJ5M<({nv`|@XN)+EIAF|8D=3?y!S@PmVhpAT`<cWUUN^1QHHPo+N
z%$UovIx5!{eb{GHyK71%i|nj(XGo<=Cshg4LRe<QEsevL2^#luO4+%a{aH^p7x9K{
zqN2@6VAkHh&zLtEBzG)PPTAl=s`$&pg-pW!R*F}FRhew}v$BZNGng4U<;6iQ&M*rT
zj1|TXN~KL<O=7r{qd4YLnzC5(c}5-gRu)pCzQXdhq324wMCqpdT!ieKwOzK-b?c^M
z(kc=~28yV^yRB^5QFBP)vJKeSNHuv*72sty=17u^Xbj6?80^k91hZLF!C~%Ws2guj
z&cwu#<BwO7O=C|{k+Kl<)wjt4uXvJTRi6y*vw{@fIgd0f;mc;)8W4}yYrR&w0@g!<
zOUp<Tk6sx55l(8{FVU}mwO#*AZC9Rr)@r+`eAZGTYCj~=A#MD#-3JQV%JL1CE$3)o
z1qv+7Q8t0{IbYlLgXObsnkC68q(in8NOuZSCn@}Uv|U&hflEpBu`a~lT-!Chwzuu>
zlF-_5DxY)gm5{sJg&ce~kKAlFoX?(o1*)u@!KF3#6td^k;ZtEV7x?-x7jAizGaI{u
zGicC4xIfX1SFF9um3mZytMPC;M4Ol3x?8ECtK1g$+PVO<tv4i}>`XpnoACyxo(q?p
zviO*&p|G>^aLCvn2^Jnj!KBF{uIR;cKz8JSNxzyL7tk9Fvb&Oy;cda*;0YAp&>K3>
zeMk;<x=CVk??ZskE^upS2D4KlxSK<H!E=34VeG17lH~idNY!_H0g2kmy3dt&vi4Gq
zCmp<uKGaby>&K|Lun8LDnX}pMCtc;gTq&<8yu6=!`TdJ(*I_c58&nZ5Z46S(e4WZ}
ze0@Q^xJRn0-KZ^IyC3_gHpGUqabx2&KHICSPF`B7Uf^oTHV?n-)wB9>^{p*cmFGHK
zBIbc{Y|;29O6!#BO19lVb=ty8Y<An@UTnsFw#b>*>KR>D5dV|BYV<H4#exollqHW2
zWxKaaQ%CAuR98IJL1Q*8T)ou4Gii37Ar6b$i|?)Gsa+<&)l?j4Cfm?ujIxkpPv&%k
z3$l=uN#cRAwV2~m%G9qVZV_M39+5b1WD)Un$=1w~IDK(MNmas?Vl5c^_$N%wJ-3y{
z=4lH5%pmdEj3;tN$upB*9TaEruFQ)nHsXS2`pm8o8xu3)qeV@-8e*5uFBqTHakAjI
zOT~Bljxc5`rYP-aR+Tlc{Y1{M+A9y0TQDV_oJ`Cq|AcA2cCvVGgDDf($Wc+INuc=h
zp;3Ns`Kcat{yCNrTCJU(bcb})L_8Z5k-wseG_F%?hvHOHHPA4MY$R8xn{uKkPf?NL
zUt3w}CVjz|nnkBpu@fnKlxh_>dysDH-jaQ7n-a~+!lao^Ew<bS0Q2>oNoH<4l6x`~
z^kOEG^nKf)T-S;8u4^4Qk1hg64w+DQg9w$YP6o?>M^LrZTJ}uzSTetd5$Uk~IQV+q
z06&wS#E^SOE{y3<<g+(HQFbd<0EV5$lWWGK!O9g#diY%E^SCNhuBl-YeB8mM=G9L}
zp*$kpd?+CX=gG4{#Yo~NBPh|)hD1&@hvtt=NpR8)^0@ytc1L5>Tl^GGYLze1?tg7%
z|FxCXYFueg{?}GEZ#aKdYupK!83=w(o)2`{F@wgxunVwMR$@e-+saD$d_Z1ZEAwn)
zrM)B`eM;Bb%2Gyznq-K|D_cJ=?=U^Kv>R|9Bg(J$OJ8QY_WyfK{A`R!_i_v8dvgkW
zl!Eg<KFUBJflDS-6-i4c^syW+y(EWe2-Ik!kGuh2M8+^`t<lHw1?&8ht*lf=+6M#w
zSJ2_CA!*fZX;?ZhEQgTJmj?g(PMTSCXx*_*ew>pIu1h;lZDpq<2+x*|6wFdz35V{u
z@jH%`5sYtzfh@8#UwT)hu&2gbK9s%2ZE(58Tea}xlUF?^nZ%RKd-;^hZDt0^{yPP3
zjFaGU?<^nCViqTlI|!S%1af00PUG&(T*sNa=I}dbFW?*(Jmwl~p2aO0+W<l)j36IJ
zJ`>!+1GpuA9^8aFHL0!aRPJaip3Cw}gB4wZ;i{Q2nX|D6Ow-#4$~O}^>yL-I=z7VV
z;W`zpx!wx~zWx9or%&di7L|onyRO07k$RlFr#aagoWqS?c^kSlSws%W!=R#nlu#}G
zBvf~P1z8h&bM-rWaQ;Qz!91!k|7fQ-Z#-%;7e6@}>?5CZyL!BWhg%0jA>)@&XK!&>
z=iQauwOU3pZ*GU+q|*>9xWSaM2f3khdP2<pMo@aO0@M>%LW^tO<o3QI<kG~kpeNf;
zcIQrpv>Dg=`8Iy=YMUC$%Tu8&-McDiRSrx&E=Y~?CoOcptF0{kNQqU#d$q=;l4|Ii
z@$xR#Z4yIcmx)KVoK;ypA1l6n|B78&=a}fGxg<C7^HZ-(8B6p^#j5oZP1G-^g)x^?
z%cxw--esR$yR0dBX*oM{?;=tmBwm%!$DEZlnWM2+PuJ8a(^+=b@fut2auG4z&O*`J
zcmfl(vk!A>b2){$ud34fEGM=KVVJ#*y%aAr3z#?6M8>J)P-cd)MjY5Bj9H+{QW&{3
zS6X)|l{mdjPjOUmJ7qEdQH*NLLs_udOV7obYK7IIr}?e$Q!OCB`RPG9>AH0<3ni`G
zua<?<N`}g+zniUWnN$yA==y=(Rj&ehl41g-g3~35Oq33QVX(<62__SB!HydZwPo$e
z$pbCO(HbMkh6XY+>%>^{zEdDs(8P}%xVwY&KWat_*SbN37@ob6?M`aFJ?ph8*b(a?
zQ`-$Cjbtq_{3D#yxL;bv{QLCaANlk^lF!<w2UI>I?fp+XZD`AU%~qDm=lrJ!KUhBN
zrn8cqLP}^(@i{HTbaY5J3x<(iVqBuZ7?;xUX#rAMiNb#V^Z?8K5GRdX9W?P<<i0NQ
zNB1rs-PYT7T?c6Ob{L<tWrmQuq9nOnuNF~jV)*QV9#Hw{MlQ{DhLAl@#;4Xy=K}Ay
z=faJKa%O(+oc^0|;eNltydvTpSL!0e)kuB{(Y7I6_j2c<i?R~L=MDx&xCP1XLFA)Z
zC*C0bzHrHM9v?GjFzlQ*9PSIFLGRK>Ffn<~72O{P<mgZ^8Mu@yPe0{5v3fKK;qE}W
zNDnC9?<I7eb%&&EI8S13(497z?%-N+9n4;FjJw$|N(ii(Db(EOpMU@UoEMP3-%cCt
z#irLz%RAH_q#E;Jf>+@c&s9r19#D~^vouDB!r88laq?DeD<~XdmFi{px~Z$TT_o#R
zBTc+`zN%vS;0Ejl2XpnJS*KKOrd0HbZCY1#%qojrI44HqQ^ZnrqU0Qv>hT?o&$$?{
z9ztpL&7hjfE2J(dVqcs!@3>KE?Y=`P?-Hy&ZS;bD=(NDgtL<S`iJ|AzCyS3zuO_qE
zEd61MdF#3;OOA|VyY^b4UY0ptUDq;|lsh&l@tyHAB?-7j>?^MnpZA=suDmByQz5Po
z6XtIt%2pR;PF4b0NDoJGfBU)2(QQ@hyVqJGzSx^C?w0kFJq`9@&Kyk;ZO5B=b`9Il
ztmQ5!LIc8>`z3cO9eP|)BpunpG)h~lEV632XYCRyCg<^EasK9ROw7YEiPz4}64kAq
zBr4LYiO&pz<wagOdcHJ1DGwHFFcy)KV%MCLo{>w!#Iu=Kn8_pGDXh9T5np`BfAjk1
zG8Jk6LnIAWDvcKHlLC7wrkfJtnV?Ag6(ywczx0!W0+h8SJ=b3-+EBEU(*J6{)C@YG
z474X@);}Pv9i2&M8#kg{?nIPZ%aJA-JZoQnCz#ob<i>$G@+QZKeuBe|TyeGl+cD1c
zinR_LPOk>TWntj4p%j$A-=2(Dwj*!Wu42y&Zb9aj+zG{>%qQVTdqb0;Fk+B4l$=lT
zCG~O-Ly^i!SOFMxjv!aF-a)CiC&=ZQK~T){9hqM)g4{HmN77fb+Jn#^a!KEX$nT$o
z3hFyVpKOxS!S}E|2{y7LS*lX(w#=nc`d`hLTH#9+y8RT|X9}FK#1fEAAaHmfkU=0&
zafLud8v^aH5NJP)FwFzn5+iUpA<XmexgGT9yEK=i<q)WZLzK<~zKo7QB^tsy56ET^
zsFXvXat(nD2~jQ&_&^Wgm<K27Bd{|e%IBd1^$`{GP>K48|Fmlc?vR0S&%+<xB?H9~
z-fz6ecwg~ee$^hE=9iU*I}PKtqK&vC1zrzc1D>}FMOBLG6mArFe&0>=U*PzyXuYi|
z+EVyS>3=m}8VFz2^tZ>Qf_Ay^6-~c3pY8yiziV_Jd-+_`|C?PgKHoLE;I0^yy`ZK)
z|M($vS#ywn8*meS(%?uz1&qXAq%x8(u@~)b(gC#WVftUXoAh6uz35&F;ebG)AuVZe
zQ0V6Y2a2RYmwe2_K_EFSgOD`)7{<Z%xnHo(&o%oPN1=md@PATS^d*POClp9n4h5y;
zu)Opi^#77h8W1{`XxIin#z_a(wUBG?Z8vzl@N80yV5SZi4xNqUcSJW6j4v$&Pj)<C
zI*MxX9cS>NwQh3j4{qnJd<OB!bBB<d7I(<JfyKC7QUQ`p8VFolL2!AH$~Rh=$OT82
zhD}S~aAVl3yy<mMXc*jx-x(IjIXaBv8Z7I<Eg3!nLS|GaAM|<&ZewO~5ibsN<3HvK
zHnLQ{%4TnP^~)yc>d}^K&a@$O+V6x=gK$t;OyR8KS8;FWUIlJsG!d;EkkgNR;p2-n
zeAMhpuxe%utl7iEj1q2~{=DPd=mj^STO$jSa;X+nT&EGLop=jX%OBuItq*{1)@Qhe
z`{mH$<!iyRRup6u-pD%?Y6Vrh*ph?YGvHwE6Y{WQMRLw;I&6<#4o}jGlgwsAAozWG
zh^<)>CXcPbos4ydn9;k*EzKmdy2??qr$Zp5t=5Oz(~bBA9(%x<K1C=yY8(lgnF&)Z
zk4TO1Cu!~LdrAlVR-1oU(QlEh!nwYST3zb3y4~UzOuL=~#6yEa65CYjs?s;9sj=U^
z-D}yhaZ2v$QT3W-=h?LQC*q^1bVZiaT(4^5Dzk4!u2xO=Oq92-UReD)<N;H$<S}`@
zmbFFAyJR-3)~UqpuVTG&6eHx8uU4vj(t9c0eb<mG?~TQj5<cR&_m&A854*{V+3k@R
z8vjmF?9qD0<L(==!rLHb-N>%>?H(TxOY|$lG(Ol`KH>FHrCzB;_1e#GBVGK@wP3@Y
zz<$4zu2H)PbC6=X7hzaC3R4uED9DjX{%Qwo8vo7y6%wnUc_?_1{n=6=({qsW(5G=H
z3S@Q_^WxeUEomItT(yE_|43N6ES-xQS5i83KQVY8!tP{Wk`{NBq-y(_^oUwV*7RxV
zrFZ=XNvL~<xXooqZ69msXqlFuKXzOanbjr)+)7x$tV$w#<Z_afhd#N!!jeQk7)UxF
zh}OpUF6GgON+&*$SJ#hY_`h+|RefoZ;5vogp8}Oi^B~S^2y8wC&aa3cwJ5;mMtn~G
zvH7JgfZag*vZQoDUwH`<yC0rEo^w9wmbwB>Gp9iQfO9<Z5L}R070Ac)K#q`4zNI|$
zX}U8-1&T^}aqWwcG_ED&1<U@CuykEtC9$sjJW2vrd?J%vq=yFpeQ7aILPAslk{NcV
zH@BRU%oa31PeO8QKjrgb^yAdwpI(S8C?UD1<EeZE%^R_7IZ8<UfHg`;p56~WJW%gj
zC8TarD9H<KG;DD63z9Jmqa48o!@SS)F^=*=%ENF$C#9p0PV%u{DXh)-BR^7u=^$Bn
zO~2nsmFXf*uHJUNdVAY0><2C1x8^GK-sf%o<^<V4%7SEsE`g7sAE4}9Q~u1JOTv4j
zim;|h8pucclejG$2^?{nKlsrfuJpAN>>CUbw%-~IQ-&NQ(|pzB4E<op`l;KwzNUBi
zO&@GwX5Fe#p+}}*w|)jW`OJwc)@HA;d1w+;Tg8)&>k4x<&D%o2OK*P8ls()p&uW2{
z!9eo*%t`*~MKiwGonmnB{aJD%zBiZ`87*w`-z;6!pF~7z*O3nRtwf}b==<`jyj{#-
z)u`D;<dG8$)Zv|yRbJOQjgd=Nxqr#o?AA`bHNCQ{u<horSM}tBnAn^m;zg&iiqJH<
ze5>PDO<4z1G2>7LQewngrOT<VV%4HcRMSp*G6&mQtNjP;QN|BD#x&gCgspwNs8X-*
zV_7xF%5sO|h1l*R%P}F3kE(aQJm$5kRZWfS+1JFWV;$8juCHe`uPCwkyK6G5-bI+*
z6Sgv^mhTs9rWQ%)lQdL}KeLo+)a;;mdakvyhSEuqQhJQMtg(?|r(1$J+lfn@FMA~2
zoS%!ReA~OeTEgNeUAb<;f=5AN@GHVX<2tp*1tmKzrzI<Sv%$}_D@3UU2gol2<4Hh^
zC!~u@J@8rDlQgN@o3$^t6pE*Q1iMjcuPe81kb0I2h{w3<^h)y`*`VK@2##Gbfwa9$
z=cP}M5RZ!(f|iTQL%XOh<o1HIQ23EkUbfaFYs+cNv!kyZ2ltRW<c4Q;@?=d_vM(gI
zV7dP$EH(C*2+zN}LKGlG^yZpV{Duh8H0#g0x0Vd$b??9Xt`G$zdH${tD9Hoqt`B*V
z9K$Hdf3qt@0ZFbcLnS%-1$Twu=<WSpl3X{TLV1Rbi{wTkIT$VoBvVMLka>Sjf(pj5
zgGkOcFCf)}bt4KoWZmdcmSP_Ic&yLM(WF1-q>-(IaDCfMp^JFYT_L(M!n1)9g4xFX
z!sF5@oY^J1E5xA|P~UF4@UV#ta&8rajz;rg<IdHB(VW&~#pF`tM#T$cUdejGy(?QF
za@}h(&3r$c?s64M9}Fb3gPftqH6wDtXgC+2Q;)yi)mAv&L7$fw^@RZ$(Inz{1eizU
zLRhJ;WO1LjU{lqE>mLMMq3*75{EEP*E$A&A8NGv>*uOnr;(|Tra&b49@3{h|!*7!f
zTRV`jP4Qg)(}vJ6`56SSE&;(68^i1czkuHS8=Q6Jj=Uy(LjIlnlS~l4<E{`*om~`;
zu0d+$QhU|VB|h>_Ia9=xZSINQoBdT~&LxSt&nL1GJAV;f+RS3!mP}Hwm_43-zuHyx
zarS!k^OIi8m39i1>yD4?qdE^YmT6_#8SyuX^YJ^Xy)|Q4PqSy5a_V4>n^kk!8Nr*a
z>o!h2|FNUumq{m>RVibc6B{ckRJCd-g~TwiMPhqq&($l6XWO?iO*$Wx>rYw5OfRJ;
z4$zy+%)j_VQP^jwvdkQp#Azy9aRfA07QO$HnK1d7=gPa|JQrUYttg!wncoWkEW1u8
z>AH2(F|;9)M8_BPM|pG6Z*)lXf4|Wk(KIKD@)Q**DpP3nMAUc9s|TO()hsyYeb2CT
zxjOYq9>j8)2`MzWG#hj90m*Wx3?+Iy(=*aKlF*|&2EZz-E*LfU2b;1*pypP8a*VMc
zhq?uk=$;BP{cQvCx_wnLZ{~5b-}nUS<2a2JZkj;gMl5^H^d)i6;=N)QM`1l=>Lh2<
z(2vLPk8sk}eu;klYuEXYwCj}Qv(~PY%4aPlYW)AYDsB9;T_Ln-U$g6^@)`A5Snfy5
zXWcYQl2b^BY$;G?VOVlf7!`>H!$^lPE<FUrxRi!VNr^gPeHcd{9sUQ){SYUOTpjcZ
zul0{QsY+esirRH{eB*69+Xh-(U(DxBYA585y-JeS=8z1#`h0e){!p<~1ea!dP002q
zd}_J(T;S<AZuZN5oLQxZoc`*e!hK(FUNNmYS4usLs}b%4(bWa6yUTj$VzC?I(_4e=
zmJu8npGiIzf6N=qSR`D`t;xrXeFr<w7{GleSJ2yg3XBhOT+zr^K<?5#P=`%}n2Q0N
znS2ZhF{lFNim!s=HJ?N0X>sIW>TweDnm|CwJ5Vj-Cf9sc32tRmM<KAnE1~9=k<!Kf
zN!qUOY1iqSTVCE~fwgKx!eXyN=`B@DqT*HZ>6x0sp$FMc2S3XF)+iJMR#~W*zOStI
zulPV&XI2mK!odBC5X0td^q9Bmg<ICCe(`PO74zC%wZV8g8|!^p)38}3RqC)BUdu8f
zHLjM4#9=~7RoB)Q$}5R(#Pm=Lwuk{GNXu=NGP>vLNrR>Ay`+g=vccC_)3;;P)BUqZ
zTke!<ynj<gc-jYL$&xv2#}mudOA}_W%RZ)PoIgBQ)~MS|UDmb_8MJD(B4+pvb*rJ%
zy<o>0W>&XxqUZXmOsY+YETr%TabIl@=J475^{WP1iO<6W6Pt|aDxNsrgh^RyFOD*d
zO~`aGW9+&=VQQRgtu)%xMbS2=f|yfttGv>>6HLX2Af8_MgqdF?Nt_pZh1uRdH1X2Q
zSE8!Jqq;%!_2q^8j}+gP@1r<2%v9Vu=n1oLL~D7I;H6CIpy^^g)g)%7Xe&!l3=%D$
z807bkpNj0Y|Dz-RcbAv$hgL)9EX8zFLOc@`gD4vFDIpE()X>qq|M?COdGu0i)0r1;
zL(l7Hw(GR?@FOiUS`q&)a+0vOAxYffMjE$m$=cfk7$?mkSA2_*7wS0j_C+Z8HJ=Pk
z9j?$T);h4ez6=VL2!|Ta0UV=eLGel6P`MSg>pZ`SgrzM7R}VG0)@LVq*mpTO+wBfH
zYf_kaM9c%zqFSvW`B?8ZNq2RDQe9e+3r(LuFTEO2(Xl?O;D<uR@VC-&$XQ1{!qmG?
zUYBjomgv$K)5(=ZYSMi*HJ{Sc12e-5<ie%q82&3dX)t_=LjP;m`F-p<-DtxjaOJ06
z{ZSunJ8L1N2KdS&W)w%r#(wpPna0g2P+^8F4cVRc(K7Y5kCdfVC5`7lTBc!V3hm=$
z>bp?<P`gfAe=CaCdE)4AYS+mJP_641c5sk1wi0{!+^&-Zep;5`|1n%pbBl4Vpj{_r
zFKE{ZQF&$SfAY~rQ>sT|FH)SFN9&|a8rh4sK3W#p3m-(&hf=NbU!1+@UJBuWz|N1I
z9_MMvt`i3d0_SY>F;7ZEUvg3!4jv5SJdcA1!#K#KxgQ6Xl>WJ0Czip1g+8i*r2k-D
zlEeQ?dD8K1X&RPAhrSfnCj6CtB*CO(iT2~!ny!T$wd-sXAUx|BCz!1;6b^|S`5hs(
z1>+<qsQX&Um!1(M>@kbrLu>5k*0(&w#V6F`Gt%miYh)3byX!WWTYfVf*watoYV8$V
zZjR;y>~C>i2Ge0<%W2%`++$q-sm(Zp$4-zMK7~K~rW4m-vOl+^=OhS;@FMRf#t3c!
zOSy=I*WCEHU4l)$YTQv-I+tbe09Klhf%Ml)Ncg!$5S;D=Dz_b+b&rvpCtbib*s}tH
z&bvXdNht_#F%|U2z2mEvSin!oaDf?SBRTzX_T1=k<)9lGNm53SfQnB!p_<wZD)$J1
ztPbP2dfvOac8fE>d;;)~)@<jEm$l&HLkB~-t%JB-zH{Kg)uG^<=u6TyKF}cMHH_ry
zl3RlSLVoECu|@4+(ul?IUK0v^Pt7H7p57$$$F&97H8qLoeh!=)>?cp+r}8$}ZD8uc
z6rKdN=K@tL^IQMV(b|7MyG{?W+5Gj2>T{Q>#V(?1=%B^&j>lUj4p@6pJk<S^%6dbv
zm|JB(yST&*(aF`9xo=>qj$E9{zBTeyeHi^f{mkJdliudG%5^beA9|}aB_3^Hr?1>a
zoXQPT?JYKjt+&TVWA|jT#?{P3b~-wMt$of|OdB*%(W>KMX2sG)j3GZnZg;1<lHYty
zY~JN86E`4P@$}gN=6SE7jGb3aW|~`TvA;zSGw<dOg<*?VN~;H{iJ>)Wi$gO4ltm|$
zVwBCV$tK^XT6-o$QED{gx57`gkoy+xjdqDvUb=4GOEf%&By#hYXazXW-)%Pr3#;{{
zkkLhUN4ZAi-s~YztUNMFts{Ge2Vnq8*}VZn&z(?u=@zKr)0-Uf?Msp$Ta&f*%}J={
zCCQodfz0bUn`mw|B0Zuy5QCTggq?4~Ue1XkH3nyTsSYJ!JtS~nFCz53i{T&Pq{jWy
zlH*^k{XbG`FUjXmTKg*dk*@xy-53h)<*cQ*w66k%HcXip%IEyu7=EyP)=gC<IfeAk
zoC0N*L<MOuKm2>N_V_=94TVHgu|ABWj}G&ZcK#42ja(g+@LS}*F0x0p_DxQB+fFcs
z<|()NoQ_q6+%AR4?aPBm;_l9THnfHE<0o*Zv+aazsL7{VwBQ1hthw3Q%{bGKQJlVC
zIpKbtBwjJTELUpRPOe7x0}w5{!ga566gn^Tf_QN!$fi5M{<M?iW5r#(!O&vD#k(3l
zruQA#<<S5#qCP_LkbPhr=)@Hb5&`sHfXT=tu6&t$FmcQ@5`6j^*lqEHVlU1^=c%*E
zL93G_=G71gD6|5qt~G$!#DmK?)j|lgdn43b9F~9o{v1;E{j~N(Y#L@O|Ha%`H7xdk
zd}$=74!a$qVk}}ch6m&2ty0^tTly~1^o-78+XhZhx4ROhtnu`mcz(rO#nhSZ@{JGT
zHP&Z$iZ{0V5sQgsl`fW(#mdtksX{MSVv?(!^;$g4LQ~!UJSq3Gma5Y_Bc}GkYpjRs
z4e`UHw=!45NO`$4BHPVn1rt*Cs(R<McI=Xfni}Ue3zTlLAJjIZt;hiDVTv6tH`Fc0
zuJt1GtUN1jn=Ur1zLuG>C1|g=e=>8DtsuHbck<lXx0JZ~Qu1Dhi_hhSCfbT`d+b*n
zf$riKwKb!8I6>aX{WepI1dDauCNML)u9fXA7ABUM)g`~xeku}1zEJ{5SFI&v`Co(5
zO~~+gD1^RAXP&1hawtILobuAj)4D5C{KllBK-n63Wl_0?!l+JOydDjE=7kv=_LBbd
zy?p6r=`_0_r1-QO#Batr(mMMJ>3FFpG%%k{8aFgz?blgD(aJ5MY-_n!W@;d*{n`+G
zD@=k$i*M31)jG0nes{uIp(a9){9=!4JFO$~*C`l)s`hV5`a=4BpyM6MsU=g$)x+zd
zki*VTr9S<V)%VOX#Eu$ZLUM-mU@fc8!#KJ4v;^ri5mknIV4Ubo&a7F0;qU3ByYnT&
zN2bs=C~z?BLI|A45ZIj%INu?V>myL*gZS3hgiwWqD4hpX*C6nQAaHI)p!x@4n+Ke)
z5srCqral6@DWXCiDp4PS-B#+lXc2^Z*Q(Nu`HJorhZWujymq`^6ACj5Y|P)S`^9cf
z%WJ=@mKS!;^YJ|K{IFBy>w+;)ax~o?!_==uQJbP}UYzP6^<;TrISsQI{+>>{KVN-K
zi6G%a{VVRO%S+#43&>0R{99~3^pzv}s*yA|<y+n2+(he<<|Yi|-1NCl7Im=v;oTku
z=O%4gIya%8uXCkylQxbzS2{OII@cdHH|Zvz*nzOKU?(a#urMwG2_p_F?D$d|4Qd_6
zC5IhOa<+K^tP=+))`1dAItC5qJM6sZ&@Y&ebzmGF`chb%@I8K{4y1#y;=TD6CsnVD
zyb^Ca{=M*w3lYp_JQN;fP2<c~?+}b*8$q2-hlPhuXCP<WbLf!W5jGy)!Nmvn;WG}z
zlk`f~WNx*w!o9fC5ILj`32hkzr~PL@si!ST*lR23k(o*^v@gf?p9h@5=s9qr)D!;f
z%|62E8ri(uiGu+Xd`U!#2F&+;fLX6*k;M^>!Nz72=h?L|cqcuApkhi0y4D54Z@vJ%
z9<TT+4|nlXE|n9G_%GqcKiJ1DORvja>)i~@H`#(|!`CFx@(zi0><{nHD52lQNb<Uu
zEtzkZ1hNiqNyLE=C|@^)Jhk`XZMH|i)F<b7val}~7}j69Ie(IgO5N{h_v@SCuW&0l
zK%J<#s~UX#lsuqBRq-IdG||385mlMYapIfSCE10`BgArBpD>vNUaOZ+f6cy*H&ne(
z+NpjzbqsSQLZ+(TsVaNF>Kl#4i-YX6Q5%RucsJFavW3{XLuzX5$SX~Cql>ar)^Avk
zrAx(=?=uxGR2Izg9DC+i*-DE2Bv#2qRT7)2Stj;{zv9V|>P+VB{jyM-y-et|HDcdw
zzRcYBy%mKPS5;cI9GN(6PJ%di#c^d(b8|-Qc|taEhg?y-^IXprJ~8>N@Kcf3Z&^ud
z32Q~^x^)v)X=RSW3xyvtiC?`pjx!le`@7ivnm->(^egXVV|ooHw+EGhB0hA!{NzaN
z$$l7u5_{%@f#(UZe3k&!6LQIc3Rz_Tu_+{~VipNLo<*`hUM6!UOeE^EO-WZ~6)E&q
zkH~uzW-nG9NL=G5dL4GWf%T9nwe<-9XcvZmgp(TgON8=Y4dOpigDA;otp<_GXCz<$
zNrR{@lV|t)#jn9p`JAso{K4{BH-VGn6cRCsFcl<aQuz015Rs%|d0f$;FOja#HHf&%
z_#sXjxjG2hx5#~6B#deh<-5IY2U~;R@-ci4cTULlRT5Rxf#mwVAU@l}0-P?+<4#|U
z6SCdh`BdYkTwshPH~W4`&h)y#=@+^v+^=NGD~31WN^L5})$rU1(T(14-5Xj#XLlar
zS5pn5*H+kHe+Ky|U&R}=4-hV1zQf0~e-FDtQt4aji$HIEQ81QO;))KSc57v~gUOf%
z9M?G&3azX_f)gCUu5~Raw%-dnPbyE6hxH~qO`kxAoH9^laxTm+8O~*FPZK-?7-4LO
z`T6(nXVW0I7k&48%3IpIsD_+7<YmxPP%Rl+R^=JJLt|KN2^-+MR^D{Xe8q*rKI$d6
zW~tkGA5&I~DlDFRI86~)@)o-`cBFd2{JyFd={>!+U+JYfR)0J@f3&Bj!OXU*V;Ahb
z=0~j8R9mo^*hL&w1$3XGyjD7unDmKdO}AfET0Kco*4_73of;6p-dWt$tKLyFRjI3|
z)TxyRsaM_Y#NK<WQOwMmqO^>g$+kaTTD_#>6n62LNgAi5SfyKaZ?$#sYSQ;acg40_
zDz)F3ATO`w&1LIquTtt?h-Z$z43dS&UyGU#bC{He-Rf7qK2m&E#Y^0|^`-3j%sR}e
zsD)y=qoX`qE5|TV?iPyBt)|SK$k$5yR@D?L&%I2;Q-;bSHII2Zw(i9|ez!rKyKO47
z<ztJ)(>|v}WzXAtBVF6c^|w_Pb9X;b97>E5H@|(!s3+LV8yc2jO15<tYcFifOnY!d
zw#U1(XfY%;zjyppWUu`Xku+GTbU(C|u#yzhO$qT#P$d3}64Lm;cE8_It0OgoPF-nx
zQnUuumEPM+S}_qMuKx|PXNx~+G_p2p-_8*V7r#c%8@?salYPh=iv!TebU!p0oIhcK
z&FiwD-)$jOznTH%_F9pVjVF*7)h4m$>;uV+*v?RS&>C_%-JjfCc99$({(_{%rx3T9
z^T6mjM_XEtyiV&#F87@SB}*ib^Huvok#YWHZtfX!y=^+VxCqr;T1QR}3?MRxIV3Cl
z18a$DANt?(E!PtNdY^Quh5cmY<O5tl{3V^#3SXko|Jwb2S(jUpwj@H*>7pJtUzbb6
z)$&lC`Utl?{A>67x7^S5bGu*da)R#7ns4`;$6h|S`~A&+u2ct)|CPW!`V`iFxs9?H
z)HzFed<b3Ee7>J+9($3>{J##mx;LhwjWDtoNeBH`XD_;!LO4I0Q{V#|oTu@D2>Q5`
zL7*C^pf9D<WUZ6psK=JVsFTJp`qJDl>9R5XbGu)R|K9yvrE{Zy$zQr*7}F7dNhi$=
zI+kcZo~`Lx$WgoBI-P}QZg&N<G24Vg%a-yx+IR}a>svwXh<SYJuC0W)>^Xd>V>}m~
zX2!+)mf<t@UL%)VjVE(1Z{Xf!J%$5*=LLA*L2$XcpKmn4hYQ};6gCt(!;M~BjqAVq
z8mIrV1)P|}@n=uuat%6UaZAWJ2w9&*a-;nPH;-~$M9aI}_;IHMo4OVGDl?nItKw?t
zvdoifKD-GDcPa`&;yh5v`*7BUUU8lq8-sAO4NL`J2-?;L=Jc@xJ-^0$l|!}oDd+cd
zHSVq@TbH-wM%Q(QZsmcbm=1?Z4G#&`*3N+n<ukaELARi5@D{FNqf*c!<*8s<)fzIU
zZs6@Rk3-c)waLL%gW%w%^5kKg9^}l`Vz52rBs}eMklY+x3PPf8!md*#Vd9Xz@IIq4
z^uN4_yu8<#%uDYEo<}c`CAJ%&f{inI+P^w)GjR?CwXx^P`k`E4_jUQL|K}_)zpLHv
zz?%xsD<{+mdn{Fhx0=e^zYP+T$4^XjjP+7k$JZBM&+Nx8uuK-M6lx|dK&@W3a4q|?
z;wshKYn|1PqvT9_ovo_s)h@Ajsx8-8l$Nof-J?ml+vQYoFFLYy?2l<|Wy3X9Z_8vS
zoxRywkrv|dm}`pW3-&Qfud%X^9@FJz<LW9Q;+@#E_ef^ftjdZ<dzLa>VrAxCsVz*%
zh7MvMO%^lPY@xzn%`s)^8ATF93?7IBP6sK?*Vr>-oB4Xq-`Cx9u?Hwh`oGL?g`a96
z_bu8R?GmlBbltj_Xp%PUS4%W$bwcIo-_7pVETb0DQ`KR&H*8BXUd4e4Suf2RB<9h1
z3`4P$k>ul}%20fO2vvKpA({@}MDx;`tg`J%f~xH$_ogo(b4Gk1$|Cbf$Fl=Tp&et1
ztkN9zoXdGqz3@D*^SOao51D*(AmLiR!0?Z7QsaJU$?>n&{-3F}&y&wutv!{`NLT-p
z*8V@*{Zjdyzgx!-me0DWswAh7LfTRkq=GoOFdg0R(b{8KgbfACJ&8VIT%wVfkF@oN
zIBDeSpoHHd_jQpys<n5u^S13W8k(&?%I7#G3AuGA5pn!ta{bf?KHDi8918_;r{nJm
z*|x>_<GI0H;EG^wc6uYubPvnv?V2pyFCEM)`dV<M7OvoG6kP++Z4YzZedj@^IDLqp
z;trnYm%+aI%gM(EGkF8<q;N5{F(1>UE$q6o9x}r9pm^;eVD$7ESF~jX01sO*89xeQ
z-Uo4JO;3{G>0w~|gn?qy{Gsz$6LKJ;IoWA-3p!kQ04}~wxaI~!xRnNdgg^^tq2~Bz
z`S<V7Aywbc?zg$vbYYs@Z)s`Opv<FQ`f^`YM8q6b{mO}&LbKkp{&BVBz6aeEFHioW
zj>zn->O5%&6C39!o~z$VF>&K7HY($}dj6(`D!;=HUfX&vP#wwX%g%jVPvd>BlIo~w
zQFYr(Im&H(73GairHIixC2KNrBsFK)r>vdWSbZ$em(85=-m7k4eO0Lj57o!!#j98O
z4QKBx+pC!2S59f!g=gD+9H5Tiw|a&5ucWD(+L_oEzn}`$-^R@Bu}JiEwr38Xbd?3K
zm>{a})MF0TO{`yW%@Q%kw@9L0m0{xXX(`Ns9UkK79#IKd2cwv>{S6gcKOSY4Fa1CE
zt^+KJU2P+Z3WAD=pjeP9(!mC^OfoZoy$crX1^cmgQBbiUDi-V_cCcX=c6JxLVh2%C
zY}hLbRuuKmH*WUgxvs~f=so`T=6T-Dmok}|Oy<j*FPUthqS*ROd2QP~#;-+&!XT0N
zs&slZ^Q2!9aZah%Onj7G(&_G@qS$>EBkL6}p04AeaE{lJ@6W9-GZ`>YzS(J-caeH+
z<S*-Y(>(Rxio`W9WDP=VK_YlHXh=K3gY$z@`;6d`uvQy9C4b<Pe4rFT;YwTi6Tdov
zH31mz=mJbI)WMe7V3?D(Vk15%vDyT63A_jx0v`fcBgWBl5LqDbBdAZ%kf1R^Q=0yt
z_G$HMwXHWt2J3846Z2N6`6yeI@Hiap*kXwq9Bs%}4Z4AKqx+yVYd`d?(OUHCX<6jq
z+l<_u#$hwF9_XXI7j{_C3s>5G9S!c$9p(6?vgsGx(9~%+vG2XgxWUbXC^hyqs_8o&
z7kdP|=<A>t*{jiI<_#`4c{NIVeG==xJWFiqN70pcB1-Sok)8mZT$YIHm9K_v!pEaa
z_07?>esM^ZN^gp0`;YnbLcT;`n@=RqzQC2yKAQI3(3}BaW&(hz3IHZ7KnXQqA_JhW
z2CVf3K=TKbQ3LvVfUz225(Aj10ZTCfbX_x;tN^gY6Yy8-o8k4*{0#z;tEpj0d;q*w
z04p`%6$99)0k0aMh8kbBmD7s-$~tIJ3s9F(cTitYM^G<@1YpjCx`6wKdxrb`;;zCZ
z9vY-20bDm+s~rJcV@(1l0v7@|0uOkViC>GL4uQ1RnfNdP#1dcv9`b-AvM+%@K?8zD
z1aM2uKBfNWe`)=GbscqcAm0F3M=kl7$oGST3+`<p#e<DIh-k<Hef?kBxYg^fKikuS
z^z~rd#<A-2kvitdbA)qnmIRB5-CEt(L!5MO^313V{y(j+*FGSC1`Lh$@7S(Mc8!C^
z4}iu_<zi}?`ZWH}HtQlJ9}G0W2f)ihWg<!r;y^J#JSZv%ga40kv;k`wfI!_ArlY6R
zHaKbSTiJGo@Z7wUV9=|taCG`^ek&U*lvp$bdrr{hO<P<Mc3oS_hg&JQwS#5}#XC<z
z%SZJ<856S6>=08f?^a2C;O%|^-)JS&xRS*;=%M5$9~_0(=0$NMySL=_lpoJuuX~sC
z3y9zr)f4cPEgw*xXDPv@auBz$S|T^L(Ey=hJ#XG&!g~C=MiTB)r7YJxc@v7v@WEjR
z!!Y67oSFOy*Kgx_uE+!{e8zYwpXPrOPkZOV6=|EpjkK?ZyV=H|!|RJ;yXkKQ$N8JE
zmE&Ff*wTcn<JyO7>)HSt4w%JfM=#||?B2~AH&EjJ2~Dwk0*_-_nxjW;>Y=nd_wkmn
zNSyON1!Y~SjHg`OkGCrw@wg$KIj<*Kn17yzL&v7#NnykB>{qq1PMs5chXot>hHr9c
z<^G~|;dKk`AHzJwX6Jdi-!-h-JLRbI4;wRCyYVx`gImfZRerQUS+U|;@%8>PY}6FF
zXxwlTbFh7oYVpjw?DO3ZmG3IdS3UWV#a!t(P3hF+Hhb&ipyV<&OR`g1$Dqm$^pv~G
zRb@TXt0Y&Nx+U4+iLv)-MvrxG5GbY;cat|;H;q}C=E59}(w83#woss`_hO@4Cd@Xg
zK>6d>*36Ta98<n%7iRK_p<?jj0J*+PJ7)I5Ws355Gn2yaRS>xgr4+hLdo%LJJH1EE
zGV@w+&`w@1aIEGj{8odLAF(t@0}uy#-`WQta1N>jfuR92`~SQyyyUcD?8n2W*iFmZ
zp=+CtU_GxTRF|SHI%`12hWu*u?!ypl_=v|fO5R6e-xf%j!lUJF<56gNBXrCEDT+Kb
z8p&PKQTve>knWtbsP54w>_r`0RI~a`pX<B2LOCd8=w*bgTY~&E9DTT7BIy6KF#mU2
znAQ4OvM>|<ERjeuZZAk8`ES_|I`m)1fPU7j3;)UbSv#SmdJ0IN1p(+Rkg22cw^*2g
z>_L7oo&cGo<PgG?1VTFG`zemTxmpO`kLZ1EB#u~^tGw{FXc>f?EUC)p>WmlOS}j6J
zt4E;gbB^*)O0UONy^nFJ^X>{y^!xB9pH$*Pr@C;FCl+%0vsZFDJ+=!EiZ|xv9ZzxP
zC-voAE;D#-PqH6$(_^@kZ8YA~xdrwLxrX=URzn{H40&Cr>O#i8qkMwbWW1wR9KNqQ
zfOR6P;^J|>oROO&#*I$lk|BwlwZQ`%Qfe%k9H_z;W9#5fD~{nZRWG6gS0mB3s&2T-
z!0x!`$g6nf34boD*AOApAX#u9P)1XKzng^_iOqUN%NoDkryOAIB3rP%j4I-FqO#8A
z^km&fWn_(8ykz6oWF_}Vh-2IIsI77slFfLgZ4uMMW8`Dp&1Gv=+9jJUZ6IDt>W9j-
zeW<W+*j%(9;i8<nXFhWv!&aI2Ze+6mqHv#n;d!d8)r*;`m5;M-=|{!)6>54rUtcV%
z+`kChWv)FlSy!&w)<{p~kzE2+DRw65c8h%qcG@#kdGuLv%^62k&5Ki#t%rzSRX690
z4HFu98_#^rBqWz+PN@P!*ZI#91GC17yIuMx?cLT}e0piWtW*cN*XxwYve59RjPb#q
zNw+FBXIhjwDPE|O!G!1%lD0Kgd@=Q^=BfQwBn<ta2B3E>5i-p;@Y)F(obTTV8HodP
znAVT;sL_Sw0p%$DPa5&76^Q@goh6_wQf6HOjm4OjUsyh^EUgw@gi1D=i5izUgqrMJ
zgo12&%+I$+4SWx=RXer72D1iXGpEu%mp<ws&w5)?##0?!DGQ8Ql0z$RmqhHb=@3B8
zUJU;fOJwhZN|3Qp-)(4CdOhrW-HXlZ))l2&55h&vqG&$w(TW%_?&+{YpT**83G3L8
zjng3v4&!b!(WK&m=!vt6-P$1WQ*7b=(%ShF;rsu-v&2^|th8djVo`<H3i@>D@4v~S
zO7c~r&6>!-E2RHtBYvUoECJ^rWkMtMCXg(y^t^@T)B5?UMf8h1OK{|6k#?K-)6Npy
z;7<gR_D!0dC7^E#B|A%~`zDZ~Z{mp+6=aUQ6ucop&rc}WH%WO(-vmAd?VI?n#4>v=
zR9fB34?KD5XZ20m2`Drma^X@VqT~}AR6!XCBMhRcWf2+;b&!`juxe6gp%!T4q-2!(
zG#~iTc)<Zl1+zaTs}Kjr7rY*bD>O$NkQTxUb@L;R7O#!GlAR^YiVDwlZwm&2f{>lC
zfHUZ)Bb10-i9Py!5FXwo{}dNE1-IYV7;ku<$(ug$<_}q|LKn6-L9;Crg!^Mg;$`l&
z&=gm9oZ2W6n>-6eGgn6Ao)r(Fi_32E`tuKAzeOGRZFRD_YMqt{XJ54BWezsDzusN6
zFsUduysLvFE+(SryIXKYyFa*hM*bM58KI=7(@-jM;dC6!^RezTaZHc*IJRwVA;tMA
zH~M4)-uT38&SCg&Y`E+O);Ebl>!V%K%)OhrGgGth){2YJ&B4#mN>2y0_pTF8>$rlC
zl6S<fhd#$vP1A6tu?{HA+ZczI+(s+s7g-Psb7zUB51+~#cHW`dW165G(4vhju%~&F
zTV{lKXoQ{8yi`;1)$6V79Fxgnnau{w{zVz8MIoEnoKdfoZ!LJ$<KQbyrk=I3W?U4T
zb;%*Qw0jgg*>fMNbm)<Chr?FZqxZ1nis|;rHLgwZK6x~gbyW=!k3`OpH%WiVM0eTX
z{kmd;%>4Om1sk<kY{+;rTlWl>KN|CzxmL&Dd)U-&%w+oju@}>gneBw+C7jkP%D41M
z3V*pr3|6HpN<FH;jNrR_MXbIfH@x@JYngMd<|+JE<n>2Jk`iHcr1!0zu+ot^D5L)d
z3!>ijmF&BDE7(m5dr;<+U08Sa5vu#p#;MUDWBvCSz3J?O4SXtK+d1{n-f&AKZXAV{
zwv0#Prc6ZFg{o+l<r|bZ%NqrH$DtyZEK%)*?ri$%bErm4NuTE<_dz*m%-!?IXId)A
zKf}?7`z1p8KMUf2r3I1dXUT#{^fM5#zq3a5i#tmY{j6D|`jhpub^=HB6p$oC0!rNI
ziv{uEzQuw_$re})Dd~dpAPhb@h%YHgKjDYIxmpO>kLZ1EB#c-Pjo0~FkewhJ&soXm
z+`cWmEtiXK?Ye_@_Uphu{%`<SK7_f{nI^*Hw;X>mYYZ1UqB<9O)PmEWmc!{VM}+%t
zdhqgABf0XUt8p&d6Y$z0c3k&PopHy5L3q#TXV}a6F5b6dH~QE+h}W%fT*%lR!6($*
zjCYJ*h_fcI!=*3P!o@pX<BTfR#kf1dB}0ukE@&DqR-y}<EIW-YY+m5f&2He%Yl@%)
zb?2dNHr}|yrH<IHdl|0TmQ-%}h0TJO=WJng-Ed9){caY-_F~g65wb?EYn1&uc*#Ca
zNl`BJf3B<@-8Wgc)*d#nezdINgcf4u>=e~PLvvNz;f4zHeu3gSxs81Idrx*{&5Ek1
z)n3XblV163Y`;dC;&zdp%{@%^wN)xpt_Ax{GrEynvu;;ZvH31#>)q!SH(TC8dh52c
zCG2M@OcN3m?x&upQcka8XU?;i={P-9np$V6jvEB4R-9YJ-Y!r6wJxHEqMS~5woSu}
zs_0rA8>M$N*|N!Kg|kDh%G}fh^*C@(zIp#3)dl5E1zNI{nLaB>tT%2jb0mrJo}9*u
z%H6(XDp^^tdat$OvwIhl%D0~?p0KOVjOGKx12vY&gL=6!703C?!%GchZjbU+6iq26
z_c+BcLgEUAfw0NTBp{J_c;JjU+o~b6p=fy0@r&7_e58Nkf`IZ&{@lu9Uf>7$zOtpn
zc;i4u%v~?zTUB9<j`#N7^kkz#XLv*TooB7RgBO`;TE}li_S*jhJ@ctZS|1W6bfO{c
zln|~2)Zk~7kc9u14U^=rMo^u=n!uI-j6h(0b0pBLXeBbJJ83nm+L+=+!VH0CMJtg7
z0zZQK)TlyaGBfsRMJw@}tB-~0+SY10fXHoW{(qWJAA?p~X?s+>N^R8e;}Fy^@&MYD
z5rz_W4M&X*4QH!{8e$#e_2^Wc5$Mqw9zCDG3v-bRuut3)a>tUx<r`+8{OQH8-AHe2
zp&y3&=hs6|`WvtpiVjAThge|CJuT3M#L?*T!3ij(X)HR^?+&sZ6^C`tf_Y5`Wv87-
z7YEznXm$*?R*b^>=Fw=jXAHW$$^)JCp%<@%j=uLoby{6ScMR-U^WIoGHm$ZL3S235
zp4h0@V|3ah2;%>Vj^4<ZDD?k!miXV!5@6fa*ma4F33viu0%-*;RVyT{SxHOe7HSpL
zipc+E|0pL7ISTG9p=K`ySKV@Mq#BPkIVI&K%0cpN{$)4jNVR>o`j)Vle_MS^c9wwS
zI7@=XWc96@y+E84A4SeVx)xwBQur9`EU|wOP5-B}7wtnK=${P<{?6)L7|u`!G63w@
z(9eSmwrT3qz8~!2H2rI<bm2If7xGgFanzO$dB9l^&^#c+68L|lqdkL`AsRe`pX2C>
zwGHIR&JqTpLhkb;f&o8VINGl}ztwi0P$Fa#cK7Jcn>wTmyAIp);kHY;H6OFM-RZ;l
ztf^ioeeVb~YfB3*Z%a5nusBM<Ta;uy?>xRirybnnOg+42XD~O?t_;^N?iHu=@fkj|
zw=JI@aftKt2;~-)_rp`fT=aVAD8c!a3m2^z&HLbe{B!ezyu-vO{3^#7cV7Po*TQfR
zimZ7ShsN!|%0B`*vp;Tg-gVny?#Ng?5tYG{y0*h}mK4J}vh|$V?N$8#*{*on)BRi#
z@0Hw$yRNvK{s45?%Lv<Lb`l)NJjB(EP4S~gSGd}fi|{q)Y{1deQ~0gAA-sW8BwzK?
z4qUU-1?>LEejMXP{u#GLG)m3)C+mFs;@m|eP*!m#9PV@iZ;w^sv13i}huVI4z|iyP
zd5(zYEc3$k9?wRL;(W2~LNoNdZWa!6tAMvIapsL%+VewB)T0mK7g_BKb7zSb)f46I
z+PSHAJ@`Y}e=93%v!I-KpylhtcduG2&6^z&UpYInvnB+Kr6wI<cD<RRS~w@1&CVO4
z%&W6O^>D8Pb2;2eS+m(G_IhajWTU_V?4%k#sG`F<<qiXP*1cMMaz(RA$@ZC(y-!>W
zWm^Qhi{pgH^2TenGV@3DXAbqxlb@>4THzC=6ze~#$ZQFyFMp6ymGSa<&b%C1hMCl)
zo7l6>B6;ahS7w%Kg2H5{B55jPD)yYHuP8Oqi`i4!nQSHKAzqkrrOtkvNt&ndTMguX
z#CjtQ(VXdhYagP)IjEZcZ?M`IjTyq`MOm{O&sd?1y%*6(yJ=MWq75(ZfQ(BF?TlWu
zYm7^TTVw0CRng8j^-vO7-@7;@AB{pG=yL1DXr|E{v}f@()au<4q}wF}dCqLeUif1+
zvM<uz=l%GuQaP7YhG>oZB9MQEqYw8>LyrGh?f)yS_EbNAvf4X40!7tkwdXr{dQu9@
ztM`M3Fh|-dCcY#S<^}p$Dkq50-k+?WwNq89r-1%h5P;62RFH@o`D<2tN-u#<f?SaR
zOjA%60K(vdGbAWjz7$zlKlIJjLJ5CF?`tD_p1u|zpZZ$V?u;8nt>tqL8VY%NZ_%FF
ztI@T2>-fhHpJ9ul;aqCpx5DFF9r%-Jqq)#-*SN^U98SM`IsEa0m2m&IF8L1VFjv0U
zQqE;cCSDtIfa~66A@11F9q(xuh3j3k!^v;m(8obXxZRDP2v_F_e1iFTyyHw!e1G<9
ztTTEvE^Zvi8R>*$JUSGYoLmfVt8B&@w2VNL4Qt^_2hDJ&-o0>{h6=QQ;#;)Mr4{aQ
z#2nkYG~~vgYm75zR7W2YDhpSl7HI14ceC0fv88#4%<o`tW$#&Lvbh~Ds3L~fRC>DY
zOfIr?vCJ<hjE!TbCU;joU|WW5QUw%Wtf(M6DxT91l@BelTNdl!m0V%bD)DOXL8x@;
z-3q&zjYWGrNjXFR60;w*@tN#=JGsU<b7XcqL)r4l3|Y_C57_suj*0K)IC#4ZTOzBJ
zKbGy}oyvrr*`rFx6WCb~swY?5-dW+)<fy7#ojR!7h&A#}aSB!Xvmy$g7yar@X)%sz
zk#kmN>(@f8_;4I^(%DpWE$#0Wx4NPjmzkNkQQw2ftB@$Zi7zTwRaz}>sAkTH&-=-+
zOE<<)9_YPsavSkOY76<T2gAL4GJ2Y)_FIv#!dlZL5i%EA2igf4oDY=H582GsMx$y4
zj7mSe?w4GXwB}b`HbcVyiGP&S?QMt}-0z3#yKg{k4{X8c{e0w?J%p{wcf}=pcfsYC
zJ@-j{po82aDq>mv9oTyoSR5pWVjMmq*_i<lK#j-k`V>p#dfWd18CNxSLKoJ~Ll^cN
zpu-R6qZuXraoIc%nh$)mEVdo^?2zh*(DgijwxZEsDgMmCGN|Q|79itNmFlD8O{Dd~
z5H2i78_$;r-~ab@zjmY&0d)N@R4xE^Fwm@~{~g!;lIyQW@Vow_oVst~$=W0!iBjK0
zeA+ib9P~{E|51)3w+lP^O8E=)O;TRcH-WF&&6o5|QW$Kmq;CQl@U!|R?F1C`vLOMG
zLeS6P{~16mVGs?rN}5JQ$w8R9FRlBfIv>ga8SrNZwpDQ8(`$gRg*r^-Lbrud&7*~|
z7FHjrjl3dXi?^GF+$%!_1NSpRc0?Jn9a#gR#1LETR<oJ#aQ}FmYjXm(yOV<BY&UVc
z2gv!XX_Zmh8xu6E<8<MEz)rk0*BMRjJ_e^Yal$5U<I&81%WzMj8p<d;kn6Xj2d86i
zjL+5y;L|7X74BB=if5I-jQh>oj25m5!bX+W;t17cw9tAOuIS#2^Byw{<6Haj_`5P3
zmRSr(RrAF<E;gLmjr#olX<LP?qNbd6N>^;=>W_8b{(%i==Hrq%i70ekKeS!h4S!$}
z9@w`T%AMef<}_@L>)tFzEQkhVhII^j9#sX0)m?+PPJhT7yE^ehZn$ge{@0M*!dv(2
zD7Nr6l6Uf6rP@_?u&Pz1c?{Q4Dem7qCGq2Kh3Z6EPquuO2|f$1omOC*Gs(JpEWJB6
z3uTTijZoFKarUvPW6Hi9k*b^;N&bSlXoPrWk-xlO$WyP(SXVJ1p)(ulyHg~)g8F3T
z43L!@T~p~FdraXP@*LGrtP&5qRraoMf3~b>sWf@{a$^{`o_~ln)2cA5^2NFv-<}nX
z%1&bHE4s?Y>YIumb`P!_VB1<#%fA&lg#{4b>gXLxMAVgrv=dP%n<}L*S_Vn_XCI;!
zAe*Kn4U`~^s6jbNAEME8HG!-~;;R!_tHZWxUs~KzFz>g>^meo^f^bB-MSHWatIlWR
ztLCDX>~>^12(D6c?4!E*sC8;rw8QNha`G}~m2+=v()7&iP-t)~6xkpbJK;z?ohzuy
zrEDlO@eYbTbRKo9Cy_-I-(?RZV4L?x(2F3_*Zn<5@8(NH&v7EDj{?QPBcgo)To{ZS
z0MJJON~i&=C;<9u7!V%-YjFV3CjtIyt1Wn}0CP3q5!1&kJ!%rxY@tPO<SWDsni*U-
zTx)RxxJCo|$cb!70M`ZmBFs~kFOVi}c}3!Y;e+8v`Y?;8gHPft39JZg)L}cdUxUQe
z1o`hcdOu(NfXb1NA_QjnC!zvm1!F>t)OruX+>#~IM^OCCyVArn)qC91lc%`VpN@ld
zviz)yOaH9*xY(1Y_=O~G*pj87_uy}RLGSV8dGNDBb-q{cX(v8Z55Pl$2VBrfMuJit
zq`?CMA08xi5C*_8RHkXvr}5x}qdslapJKo9mp&jZL<R2UTOBP*8!2)0wRm&Y*TPjF
zH$0cg*+#ebHDA07?XGHouFcqt&-pjPgN~iy({A<^@<*S>@ii-<xWOtE9h`-2O}p@i
z{mk&C^A19lrAlGTra`#fZ~;9}zJ=mMbF^yEI<EJ*Hhf&8&3O8zG1#hg7s2A)S#)M(
zFRt`>r4V0t2IrPK7<Vi&m!I`?FxTo*7B&rOh+gk(#Xrl=<VzdR!1q5?Lua1!$EAip
z65=dl>COD2X~<fI_P4Y?V$<pl%F&M!WFFQ&O0!9m6*_i9*j1xm$nyrYP`2A(&z!va
z5EXywuiR8GR+jx?o3gdjGG)nkd&Lif?#L=RX0qcey=UEu-%yn3Gf2_zs2y8YxQ0rc
zn5JCpRYz7iG+VX!TsxKBiT%hts17r0NRYDqs%6Ru_d#qYq-0gc_bX2h@5t8G*OQfP
zh*eE}bYv%1J0zW|Tb!A@=A)P_Brvri9mTynWz33M^JMmn=snfgQOxe1z(mG~N!J6;
zi1NFam}^D-yp8K^lj&7h>)i^y5hqx;@E+AqDW7{Pi8-5TC67oQsVL@bBkS-nAkk>u
zCe73Ot;h(hviyEW?^&WJZZxEwp1|2aMQH3~pvOrV`Zws$jMQQ1&x{F72qaoU^*sqo
z{gyf(^jR88LS$P4iHZ>4QJv>6*P7C@f0j?HMJvtmK}Gy};bOtM=<VtHXkG26<mz?M
zji+u1Z7q$?_Qz5<er_CD<Ior-J;}$Gxlt%CLk{ua(4On#+4PpM1WgA!d@#ieca=q6
ztsdjD<m*IzOR^{Q)RE}es|RSJ-3uxI&B=MVRR0&4U0N1zZO35qT18Nu{_)cBa~j{o
zLk%&=Khx1#`4V07nMj^Rfs;d%p*;)qG?Xp@!vz2Z0Z`fm%?a>lx@1V=0Kk9&(E9<P
zsnO;JO%8_Q0BCvupez7wGzzE;r87WjpjiT72TuSrQGlfy)rk+VR>Ow)Hnc*%Lc8Gg
zf&16cE@-kO4EG85RazZ}dy;4u@g=$i@!&{Ux=ywH)g4CFd0fabZUn%QYZ25TsHaZz
zCbA6VpXq45e3icW@U_S{=6wjA@+CB@4Y6gB9tUU}fcGW#EYjm(Ok}cw68DC@CLp_d
zdeR<;uY2+oiPC`{hu^W&li#vanrP+4PqdGg1wQmRnD~%~-`(UCPo6oix*N<d3J!)I
zhu=kZ9VKfZe^rm8od(hdLth^7!9gR1Mnb~{)2R&kz(Iqf`9KCxYDh$>ENEmF5Fm~o
zPmiO=Kw3c=!av2)2BU>eLY;iSqlIfDm_EK1&lmE!GX@Lqd{g<y>925|InB7G+<YM?
zHj#f|QXD-ScZ>7)*n+RbJ`)xw#|U0WLijtn`>}4x9XRarYEI9uBi=L03@zT!O9+%l
z^6NrR;zMr*!82wPe`MESZs^ddc+#xyc-s2_T)J9I-1+oX!PV$8Uv<Y3-hQeVZ#}Ln
z9-hKrQ^&^q3ZWdI^45>v6)=%2_j(FfJ*6{V)v6`7o3H>W>vcz$0}o)UGYwJ9#tpd4
zm>Gio`CNQA|0!2t?Mg1!#D@#D_vKFCappqD@8^z;`G7q)+Mr3SGaq4^%2n)F9L?`O
zlRvsyPAlaX5!E^x^IF+qeaH6dGN4zt;4UM3^%y>AsKz8z#62Wr9K9~X?%js<>N2WV
z-`;(O4-2yCX-yLx#Rj@LaxOhkwd3&-WuM-~Wvz?7O)_<e6c5ZcQ&uQ#B)&8@XJ`5(
ziA8!oR|cM}z#PAq$Ud67Lizg99@T@vo0zL}y_6-E?-1W7B_cE1qRL(O4Oo|v>ypi`
z>nGb+oalW#q&C~4!$5JkQ|o$1Jx7V$!vyATUOZFk)ea_Xd=0T@1D1(gvPNENMrTF2
zwBAV}%GF}`*HaaxDmgH_Tz8A|BJ;%a{#kW0hOzXb4Sp+v`8}gIiB4)BvUWO2N4Xk0
zN#5(P?tcmW6v?BZl|=q3omA)lF6-8x`$YQqw9-IFq*E%HeO^9>jrTu>&X-?;Ua2H1
z2-*s*p4Sq5T&&arl+!vKonE>|ir<#B9PLipgcd&bLnGIOqIH>5q<Ee9MC4I%5S!+S
zk?n?_tj=!e#dUCcsc;l~=6hDFz~LH4@8(PN?R%|V+Grc4YhY0Vz~}$~Js9Bc(l>bI
z0ExEI8~F<Df@TIimxgu``7>*mx|zVW!S$3=hk-&$^o#gkrCsX$-(}s>*37<2mn3T!
zP$r2U0d4YMvXtsQpiiLpq_l=44d@fmds0}v|0JwKljsxZy-@Y~Gjf}fOzHsio|Hd`
zu*E{sd)jFZ)dTR53<)R&A)@3ceF547d1x3O7KDK-gAV`)4;u0SprO$GP&Um&#P4&o
z!D*o<-=i<Jkr86;dMx*~uvXv(9|HNDSz$unZF6)p!VV=2oytExJRVonnZl(uSuH$1
z(~Q6WQ6J?j&)_20Y~u7=KEWTorV97d`tY}3oW(`z*WkJ%CGJ?YH{LU*C9W4>f|FY}
zLLV1D<91iF6Rw6H=8tUF=Z5-wb5@rt;E;t&(WI^OaiybGvC)&0xJ$7MXkRp0A6DKG
zcL=$NZEC2v5OW4!u4j$j_l^>-Ozy0ymtQkwR(RGfN3mh^67oiq7OHkI=BgGwE-}K9
z@#4N@CNXW>CdHY9kHwTCoX>pO9|~E7zbYmtgFXLoyN}h~cs4h~Ng3|7P1f2iR`p6h
zld+rcD610{BdYqGXJ>jJ6#42FK3Atzkr~fxqx9|StZ-T0582yI5cgF&E2jINPF(tN
zrFR7#Cs~mXN%C^<BN^9HgXEc|beOX>t?DNF=82^qzGVDvn#x8VpDex~7gV>8NhwV&
z|96lG4|>0aNFvB<|8E3>#C<khM#3=QuTD@XQ)N`k)7#NbBG~uyF0;8;^4PefZK(PA
zS*Y^ZN8~CbhgM-Z2xv=`6LRRBi9DUp;dXUvp%CjjC?cX4uGzC44!>v19=X2l(-EJ3
zQHIwL6k}_OI&TY;j$fbL1$<n+YBtI_KJinozyC|`=2wsiLvne5ZzU7jY(JDdSdg*+
z(5F<UH&U1+f|UDj1cJnUHeE)-mIPJ=g)&w4=VtcTB!W(vamzeCF($-8t@m&&k%``u
zNC25K<CYS;OAA62R;z6?>ZvkFFR1r4Q)OUFA$m`mDkFN2PL=(r-upHZ0S^{BdfM?5
zQ6p2*K-0m8MgcyRiKuZj9(-`rhq9?GCH$Qq+TeZ-iMXHWYhlUY2IF^ewvAN2<}=Hp
zo#kqxtM?H8P;DPJe>8?q+nX)q_p!yXVQn!ZOXCka*T)$f{}8H7>>zB38;vLEzDMC7
zyQ6b&LeT248eH$|E_|GOH#~j76Kpw7SFp(HhEC@X;z}P~BE)+zxMsaRXhU>O&h1<&
z+|g|YKkJ4+*J^q?ZvLVw3Og~He|G8;Z}i|CexR?1(#&_`Qnd#QaTckXdiniGgull&
zIXB{vYWvL5s%GzX7~dL~l1g+F#r;Ryt5T|6X3M)S_nGH=Ug5pZHMz)+v)-Lnj%SYI
zHmcgSU3{u1ePDAg)>BR~?;&eBtGt+r;^o1OZ+fNIV#L-Jcs8Q^2a%okhtE~qKxSO6
zt&*P-rEosH5ZT7n6II!H-sP8>$#fnz6Bm!T>@~01AkkrpE)(1IZQVUX^hATbMH$~J
zST-z$6Z36H)$Mg)nWmQiJ4l3PUi1e@1bMlk=Ye6XG}AyeEeT5#T*L<@0*dD|A_4hG
zT%nQ)`uM&=BHlS&W1j|ZW#gu=N6lQw#*Kc1$W=&=y+3yWY7uLNHf3cXyYNb^c!L&5
z{%-7!IU1c8jb<=$xW=-gcye-YdK~pp`qB1idFmb1an%ioLu-=3exrk{EUJLAuRQ_z
z?>Kt$!XyzT$prwkStS0-5&;8BfVK%Ec+AqHCcb8(h~CJLkO)$q#tK2?-*nv#)q5!P
z3+rywdhd(tZvLeAfJ|^}i3J1J-4MMekqM&rD4F<Pz4vV-!jL?Gg4P2PlpZ>C`jkX~
zrGYw#2NWa|G>!T+5BT7y|6OE)Hn?9yB5slW=PVL%{a1ZC+Y0r4&8G#Tn-$KWEf<R7
zwB~7eP!b^#@ppv$o}M^P_8i4E9*3e2dSRQ3SNOyBcW{QKj!<Q|tFUFG1rEH{jeNGR
zkK!IxB`f%ralM}^_&A3rczW9sxZ2zog2hEEbb9I@u8h$vA>KWKbGy_ZcWm#6XFh7n
zuk2qBn~pL^uLeHipPdfljgqI}2j$+QbjuOg;FcvJ5%)Fq^1G1;BnnU7D@RzT$lSd*
zD$BoqBz|PpvnzGH<#)PxDg!zsF)8+kkzR%R%1yDOWKZ7bDqGwbsw}>-xA<PSmdrdm
zj~!JvpLHG=qbNResG`@z*=*_CXHfAH@01H&+sMo(u2wB9JwsJPH4s(k%PM<_J=x2i
z>y^`kZn8loUbBh|eU-<Tgs`>tZ<3Y1qf|B4n=Cugp<mL;S{Iq9CjO%0))c1J;b?Jh
zY%ylJ!#$a;d$9K;$HmOd)K22#Tho}FePiU?9*$1RT=Yy#3b10Xm~!4_+$+h7Zr|kH
zJSa*WU*Wa)h|;CybDr8Tr*oC^>FK$OqD@m|?WfmDEO}&==BfQwqy&9>kH7nu-nBGk
zQj3PP6BRfgC=1P$iJD+QPgjbdP*>oP@|+1=3ET-_(xEm%T>>xlc^M)X`WI<X_Lm&3
z9<9U&vF`#-U|ly4l&hSAV%czVbvh_>^#LSnyAhq-3w^o{it~3tryHiB-S6jN3)N<{
zdN%aAl0&;fjoGv&;~{|U8hGLP$(2#99qX}C{w`d6Z4K-ee-|CCY=*{}pGDVoYoVHZ
z&SCu~W|-;H3U4Yi2b)ICMjo9!q~m7|h{S`;|Bwp)1wXWQzC@(H^-HyX+KL=Xv?MDH
zsY4)J8p1_n;MD+2HL4RIV6BD?@xNtd4!l;-7ejw8Er^EZN93QfGKZAwLf}RK4W$-=
zv?_=AKlO{WFTGL_M;p#ptwre1D|Dc50)hvSrkF_IgfWr-yh2CaH%TjWNM7ih{%VB|
zDMknHBV~PQg%0VPG%Iv|ao?n!IMN0Lx)~Z0_~4-70$HTtg6UL-eBcTm2Qq+?Nl1sX
z=t><pmL5-!qsKtrf-;1Es-q1^3lW97`4LBp*EUT?zEryw!RNLaBfPVJ$v@tijBA<M
zb4yLEgq*1d`TGw7QSQ?2oZp*le5Jz{VZom3g4fDp{Ovmpu};_u99H58r#GS$-qV$Q
z5%zGM5V-yZziyU@5B9qxcupC@A6eOz8|vB^Pnt9yPw%}HcdBBG%dEaBxV(SNS6y?K
zx8Lr`Tle$D!=0Mqa`D0ZigNjU%FBEFF8%>m?$$1@diYVis&#Q}H#h|;Yji@H7guAe
zTRpH*@?sPtRzfkS$&MkTmI(HTcjJ4-bGQmqJh)uFX<TR@Ywq-0o(pZ-hC4E?7WUjU
z1%(xv$Io~^lrzt7gXZtE=Z~(xODpGBt=-WWQ+{;qPD_zJ_)_M3f3dRLkvXz=AI>VH
zZ$~R#`o<>f*x1X0<Eya2*`cD(no+9gN=KA!dM;qLt*{qUC%=*RE?SOlc)h2%I&6$;
z5HpKSv)ra!Kh2rlyu4bn5VTO4Qr<|_GO@N|MRqr(=ZVAY$(sjcyN{TuP>*9s*H|yv
z!M_yJcWbY5tQ^P|KlVm7wWSGax%;3pqUsuX*yKtI<E2N~7JE;q=06|pGl|`wY!}xJ
znO?fA40$)&J2Je9IQK<}%;effZ&j~#iOckMGqe40QhgsYG0a6JtLL{t{vbX^QDVBe
z*nVeQ`Ae%8%vqg9j7#Dih3-?tIM+C=C_Xw}9x&EUd^R>$R>w4k8Lrn$j9Ap2c{0>r
zj9D1PEMIvb>7XeVljhZAJk8pR$1`p!9DBc!?>LnqD;?2TzI}qLw_c5-@~3e!&C~y_
zNVBvO=0`Nbza2~KL88&MX-GSbhARN|siDzC)=+37YwUbPmh5{4`%V%EY8ki*aFJ>R
z)d_%e*b-<KuoGD;eI{uPfe!(wM~*<C=OD5lL45+UeB<*?l4+iQf={biD;;mi=1s1F
z>i0K7T&vM&T|yDGIV=MSEt|5I`e)JF9s9A{>*?sB!BO;VKuzT6Z$<7_<It4~W+;7N
zE^fc!FuHcQBrdh|0JeVV%U)Pn5`{A3aNX5@Smu|6rY|arO)RV8o}IR${eAV&YgLHP
zrm6doV&Q#sXvb>Yz5G^e)z*hi@+pa}JmC{M$)Q7APNLfWy0{V(i7wnJkJ6_`k$<Ck
zMbrN&KCR_1(fXDXNjoTTq0poOwD*VR4FFmT&_?h7%3cbu0|1x|08HQj7*7FUJ{<rP
zo&ar=uYdl2QCh)8^24hH_`5V88VmqlJ%B{_i4U(JpoSU_#0S(=0~YB3oB*_fzhbuq
zbpds%86FT>Gc+JF)CtssX2Q4N>q+9J)nml}>Vkceu60;I(qsfI0Vd!HeCaue>`%~u
zpb-JwPBQ{&6Jwg^pWxGa{^~HJB??s!DQ1(~Y(szv?vsxLE*981jnp?R(C34Q7A?RE
zq)mz;ttUb1zZU*OJ}8&3Pd+Xn-)_Q0HgB|KDSSvE#djp%cTV{vLm0pvBYCEN`c{;(
z0=}I(KWS$)ANc=NR-k>j0u9=b02(b-8U+;xjDevs7mOo8jf0ng9tScg8ORSZyd>b$
zJk*Dmgvv0C0c8XeEc6^i)HsNvX;3yC3;sXK(FUz$*aLN3xQ?Ds+d!zLuf@d>A$N<D
zU{G|KaMUG*-;x(0lxXr6JI8er_P)~No=5uf;buPEni(EK@pAXj3jImwjLlXQ=~Rj@
zVbM(3P;MD#uyPW&RW_OLaM+XcSyvUW9$l9kaiJl%>+V7R+T+UH_|yj6oKtUvxd$ur
zHOJ*)|IQ`wj<Q9#Im;H}5ha4T<3_IBqmVi{#$qMD>arZoOo+x4&DUaOm;q;IdWh>c
zHUxiIUlyNT;>4%kjNovcvUuo#EWDmC%{3W&Uzk38DYxLhBe&nHG&f&$2d#S;iSDLO
z#!gL_<GN|VxM-(y+=MQP*k15P%ci&I_WW@XSI#}iZF^f3KQugv_14AUI&)+3>KAj-
z{rhf6QTZI6J?1>#-Y*@G3G2ssCoaXP#B4lv%Pbt$yb+E%{uX_#cZ~1Q<Rag2^uH+e
zubDllr&%ZeqXVkOBKvlya>O)+%(L<{Wrc2Y#Sb9~?23!i<;PmoVCFq+rkZ;w8Wr=X
zrQ8(SMfPZYg0jiUipm;WPqP{Aqm%VF=dq!)`^e1QW7!d->atD&#}&m*%zXM!nxQiA
zZH@Gz4=Cqf@lvihc8<N>?K$i2TT*6v$XLPnajNK5!%=Z(Px*tbSt|Q(UdU80LfNx<
z9(zf@lTVYbLz&wqO;kaHJlG8l>a(?$*OQeVHB{ALroZe&^ZQ9F2VNB)RN2O4?PTP+
zJHnYWF=fRive}8b(_<Buf8@)`T@CSWFveEgGh`~W^p?KNdeTAf(0LI|#M>+4qi|Q|
zS?6H+wjx!$-F8Qa@t5-DYmc82PffkZWL6$5o=LZr&o(;6oObOkpSq@;Lbu%@S-WD3
z5_LOhHtGGnKE`NVi28&o6KTj)hlaEdnc&=@mO%}J>MjACg7{w@Hj(tthDz#Vs*`xl
zx=JE{amYkD3rUw|9@NK5vkxSWA&`bo>UfTX1p+^HSQ<XjGJdsBt5fUHs4<%_-;H$|
zE<@Sdc(lCs0dnO!DC0p5RHuG1^kGMRT)DX`TEC|<I@z%g+I656u6W-VT~MW<$kRj6
z-YRcVi#lheW45<!#-1IpQ<9hLeT6c07b1@%?XbaV2W)4y5Y3G%j%$9}e^1Ku%-s=H
z?7Ksf583uWBjaMxm4Kb7#y(wa?QmX--*hDqJI6dgZjGc)49{#6ga?!?4Qc-gM{Dy-
zL!ibJ$+InRQP4yIz%&5RTxpYqW(&*)P(qEr8u}QLd;nPe1As~Z{CP+OObS4ULf<<C
zf*}H+ni}w`0IbxoCO&{rPzkog2f!-?`16qG?+$g~HHUfw76<iI5?&qRe|5M+(mxyG
zsE>hb)~stKGF%%B!JG(O2;2xfATKx~*CME+mg^DOn?N({QOENn&X>Sn9d1D6Mj-zu
z9Br6i9nv)ZZ01DzW;rCG;P3%tjLC3A{c#S+5XW1P;fi{bXy}*!HG^VeCjBosX}eNB
z@{KcJ=F@P8BgfKynfD~a8uyc@pkJovBgvm;R?gfFhJIPv^N-Z0^zAe0mo+mh|KWaF
z`_P3p(1I^Hxhc&|3zca)*c3pf!w+2|L!Sf=WJm)?Wjf;mVLCjLGN|)FJh(5-#6Uch
zN6!sm$WM=f@Go_=fod6|KwTD=qo>j~IBD!_ks83~dg%%8%J=0TZ&-#soZY!4*;j>}
z5##uiD_?P;RTp!9#~<J;wrhn2dus?@<Ja@@id(tz9t`LFej#2v(F2Eu%Q?O2WVVKU
zV!3GCP$6XTNZz$=Uwq(>Oz`YAp5OYw2Jb8xkF#2~!KLkZtQXXtGhDw9<1s^V$tgK_
zQk&{{y7&rre3p;PET1oo+Y*jmjvmXKjbpJYD*zA6u7QoOwBVOt+Q6sewBpy^T#sXW
zU&a%9-$iFyUBZ)_-NLeBH}SR8LFhsL0u)*04tjB(tQF8Xi<HgopsVG2V5@97Hj0cx
zF~>HbnCpj7X#4KM2wf|Den1btNbyB@=Q?jZ|5XpPX;TXJTyKFwqb&FtCysLFgNmUA
zm5unLv01b-f6=T?U5&~7M+YH3BD3_da@gwnG7n^=G_~*%-)CpC%l93SA2{i$Y$K0j
z4%aS@infy}H~BV{J*e46+31f}%Hn$liTTwdWM;$fvBO@TWgYFE6ngWbeEPa~Rq2~F
zM0%y%l=Hexk(IjrLN));c9mVxlE~zkLfP}0BYQD@flnjBjk#GbL)CtU8N05}GqzTV
z!LriDTC4m|rpk`DnUQp2p&m19O(Rhrl+Ji84i$Iz%4L>ht(H~4KhJxjUu`DB-a&lm
zEHK&c_R167Id7L7UomcTU-=r3apK8F$C-?+&&4xbD|zJmT;^2RPI-9e7m6a|UdaL%
z*(4SzTSW7;eydp+AkW|L=siorhq^SRefR)p1GQL`;ETft=)XxC@G4^h;8CB=ypXUo
zlu+lZLc+k2suNffP!0rUUf?{MnHP0_X$V2$>#D<EL}oz#nT}SA)?t7T`{sEH`Vg=m
zJ#xH(mUWs-u1W`8@V|~coVTIlCUPmfuGmm?JRl5h4>iK(Rg=;3!zmCC4s9JVj6EH)
zP?8r-S&l9o&qeMon{mle$8nKs9Cp&%j`k<sLPL#*qf3dyk=-RXY#9#BP6x#kW$Re<
zAadEg3&MCt^Ru|G=M|8DrlYm;B|87RZXIMnDhvQ@0|3pFHc@D%mTEwArA-!^tqp)y
z$X8|{;Pn9(QH<b=v>ci-NduMxtObm*z);L-^Cq%H(bf6Bc_u=gU!vxujNf4EAn0)@
z-Q@|jg&qgv&*`=F?Yp|i(a>tr<NTRc({iX!iuo6PCOyvQ^to7T4SoJaJ&tyoOdCuQ
za>dYazy}A76B-E(({zZZG7%+L@Hi?{dJGxhn12)vrZ18fx(jvk{f-u{jo^~4gO2+0
zxfLr4?@Ds~<GCBL+mkGA$;n$nPXA&2ePuR!k)6Z&t;)oiPtTKONOc6Seq;ID2Z;Vp
zamS%Wk8ye{U*kP4_t2uENrc!g<XxM$!v}(A2%c^I`6JWKxgqDL<4GQG@C-vjU=OF`
zGK=zrahu1XS4P8mv%ZNq+35owrl^gL%U<J`E1db1+|K+iPZd{gbvjqQW=*^*P=RgZ
zD<kEY_2^o|HQ4H<1vU!mfMU{LpqOV}Q7D=xj3_n-r@x=W7ty<gcUFzV3&vhS8;?!J
zo|_|3Xth9ohB%%x*PDzM47VjjbvCV(Uqn<3Z|fi=)=h7u91=~|+IJhLG}-DPzVBL=
zUA9?YuIy-~Y;}J%bFj?=q&xA7a#P8Jvb(#Sl?^H^QtEXoFTNYd$SNf5WQUF{$2z<-
zQRtPsrszFX#+JI=2o($Kt&Dm&R#wV^QOz5#ud<0Nj>^q`tnAf?{8QPg7s_e-X0q*F
z+}Wgl(aMwzXV!DraGBBEqbk30=CYLbkCRfC88DIEV#UNu-5B?Ze~7z+UNDPqn#e3$
zZ}kr8bBmeL=A?K(!=8DvEKk0*d&i{A(k9~G%bv_-V{`A)^DoGX)KBzo_{vrsdv>??
z(6m+ZkLRPAn4lE-lq$&zo!A$$0B6<SkMp`}p4x9kSkd>tyV8;Lt|iK<`IAWPloieg
zD)E<7R&q`aT_y5Ab*=r2*VR$JO**=_D+w*WMJ|+3%5z(~A(xul(XrOOrSO_|m(j5{
z+fhQN<G4c5MzrMPaw#L^-L!58dvd-M#MV0|<2eI{A=hP2xVU3~^wGo^J2<4G<Th4l
z;Jg>;qV;ZM^JXh9Q6d=EjVX=S&FG0u_Ie?k$<3hvJgwCc9NhPURM;>0p-t&a6!w2>
z?a2f93YCS|3fROir?TXn8X8OF-)XHq>6<78l_)Lgn=t-FX+PTyQ{6ZHi_(_6_T6jk
z;iF5^H)$yCFYcSPQ(M}AC|v~~oHl9;=`^pDk^E3P3t^A}-$HHaarBsi$AkRS9o0Nq
zC~jf(k=jTuS!=H<!RLHDEWFLH%s-yQVAt)<xg{Hy3pw3}^7l7ZK(F+xa(<&n;LN1y
z!h+pM@M_nazr8C1y>A|lCl(bsy}eWMo(j{@!pLGmU~~t5-NyQO|NT*dXG3fL$i%(e
zka&GO$v7R)=u{7PTv`j4nRi)mdA^3PI`t}FLuV>)-KHcS7BLW)^$+Ej$K2*qo_FVW
zIaTG#EkDFr=BMLT?fPQdmb;O1%{_E|LUC;MZXh<QSq;V9a6~a5(@>~wmS8VGi0@S{
z$yI1)!sTRb=R$9E;?7uZ<3ekE<c>@<M!5sYUr1~)<!5Ya&zUXnh!&)rC1jV;)cvnn
z8d7-w3gaqzR*9DRZr`Tt9B@Mx)qAdLhNp?rv1xhL#~NK_!k|rTT&-ux-9`^&o4>xT
zY-y&)Bn%4`&mNyC53Vv)7BeX=x%}f7V&;@IWEAvFVS8}AXzNyAIb-ljW?zK_W!SpO
z>}D&utlQAl?7OXt#XOJ4-X5kQvWoWu*^Xxona~3_RSB|NO5td*m>*`rBt7>`%CJ~b
zZ+wkgOo0AgnT=i}(R|$s=6Kcw(b;1`V$Vy7;?B40<kkmQFl{R@*3|lMMOIz^rY4|w
zDUnkz8q!Wqp?pwk8gfeHuP())h9I>;=QCR>O(SJgQ>RxaG8m{NyDCjrr#Yy7$<A6Z
z?OSDfds^+HuI%$7mdKC%r9A32AGMv_0{gVCjPRCdwrWfq)^p*p@zV^Si#0HEy*3p&
z3?4+TRO8U{Iu^)#c`iht`U?)x1XQQj11WA-)qd<r3j;JOrv)ypTuIZVv?a#Pz-I@Q
zS%_q+YX#H3Ri=0MC35IGk<?Lvf(rIc(5JxT1OPb#fT<h+Hb20(E?X!=@&drrLv4a!
z7o^J)U~wft+lp+u48fA*0YG!8PH*fh<PMr8+=qtT5&5f22MRVBlJ_$kB~2somLL<~
ziok}zj-UojSEot;EJNa*2wV!LeXC6G@2k`Ku0X^jJK=2NpCem{Uk=r*Q0CJrO8+vW
zA#0Ju{#ZblYW}hhbSWu^>QazFm-2T$9Zy#y7u2Ov9->RZ=dXq8{D>~qPOjhq8WO-m
zgvJT}p8*XD8YMI!$WzckUg}_-40RT20n*{vKOYCl&}hKH3sA5eDe_x>=mXS3j^N(@
zj-$nCBSWsf7JGGt+;ORb{_WmEwqs|`pmaZ>g!@SBq-Z5P?Aa0L>|21_rpDm7T6%)s
zt3<S-^F4H`TN4y%)?T=mcL^_zU5O?!Iylum9hVF6LlJLw;GW*eD5Jw-L3g7AZf*TQ
zxO2E8o>i?c?)&O6TDagDHbU)j#5{Ynu$3RKXuMp|x%V1nnJ-3Hucf17eLe^`wz+dw
z>l$OTAQjfVRUR9TZh=c~`iRy~e~e}>ZNld%s^Ku%8+voU$Z}UpGe`KNQ_PN{d!S9y
zi%p$WTc3?qHHkgRwD#;Ns-EvioOwE1A>K(5kM`N*Gy6bUg<HAVsuckp*z;Eh`c$iS
zmwoigO*v_Nf~-Ss8P$t!!x_8nX0qDO4@70WDLZ5Kd@*=@X`giQx~z0wt`e<%u5fzd
zfUM8m5!W}g71Pd-NKEQq+}reukxa)hP;OH13ghfuPPE@!f>|*!ukMLeZ$$mTXoj0q
zQ8swVZ1G*&jJn&lKGoFnZ$)09WB*o1?@%Hx-ZZ40xIo$P^219GiU4}FuWtHH(oG1Y
z$zbA3#D(~uZL>wf)d;E+Xx5dgdj(h&ClQu!?F9<vqqn1#s5r8@9WB_0X8YL<Ob%)~
zYAZ5s9Z$|EIka+0Gze(brj5w9zddr_a}Wnq--kxqyg*a7&c=2Zw&BneIeVa2;-@1%
z{i4)9wb3$UhXVS|la7zw40DM(xDxJ)p6ogFDc9fsrFZisVp7<fejAd@1N_yxNto*g
zP+|h}NdQVv;BnJO4t)p=^8dGAr;cX7PPN{{v1GqaqW2_n@R$2_{!8y^_Ui;|57B$l
z7F$H`(Ji)qRPSjg8dMKJM-LAc{DP!_%0M<Cji!SS4T8pjT+q>Y@WD|Z%A>NB@OOUb
zo1=wTe2>1=Mk>gr-@DCyD?P1={hplSY<8XVHSgFKCDaT+SGN1&_Y)>!vkOi6H2g})
zuQ3F#e6b2MCQAO$BRzb+i=j|Owm{etVUNc@AC1Bv%}3{pK1QpoXLG&pKIJ!L+v92b
zhhPh)j$jeH4V}ta$CYWdMu;yn4?CD$MjQ4roZGQ&xZ~)2e%8k2T&v0*uxXE#=mi_j
zKMUK<8%=DBADAYi3v6Ywy1bsSA@8N8UVe>5r0_QV_7YtV+))ln887qbH%wWs|6noy
zW(K=-vq~Nx&{^5C;d^HP3OhCf<)~H*17&w>Emiv0yrwMX{aSpx(*RkF$yD_$wNSh(
zd*MA}xWXs6Yim`B$Tg^F)9K1NT_a^B&uvl7HJ*n$RJKzY{*fpi>F&W;4SwWPKYkH&
zqgIqE@Yy7G_0apQ`@8^|;no`}!E~VPsK=$GWBhn#rgOZw*MAP<dUl4)Q9gxP>DgO+
z9FWCya+&7sw6CkU!KIx%HZn*&Vc;Tbztcg^Ih2#X%Q(s`U!y0VG_<$)an4~`>yyJ1
zi=~a%Je}W)e0cqx7xS~c^nN8OqOsO#ry_7BPzxF=qNWTQJBm6C1L=QTlSbk|^;l54
zKxF8oH8h0CwgeLWAinf>cIxt+)jo_z+zC9@;o3x&)~C@j3&W?CqLspUvANzV^ww)M
zx*eoI3uC8~tI$EIkspxbuAAt{_zw`qMg|CZj@p5?42i_$-dUrCSqW0S{l<-GtdI;c
zI27$@fzF2KBIjyXaM5lT(c8o{Y}YfF9n%Y=J#E1hAURycIUfWR*Q775TjLS3Z2M^q
zT6joD+#@;YQ?A1MrM2)S>f<$$)N_GTL6e}p1@suuJZKXE#`<Sl3^W%2+#H~k8ivFN
zPznUi2taKzz-j@oRtunw0%^0+Ky#x_4w{{%8r6vpuvP=?CEv2f3|<GgUl@kNJ^tIL
zAJ800JhdmmH3L<X)|e4rW4lr30~?YhffWH<gJiQIeoX==$ODeZlC6gLZUi0#wbb!-
zh%Bu)lQI_44{Zovwefg;_Q^&YLaj*e0MtsNSH8qnLwW}q1|MT$lYvh=NbewRliq?H
zqwXEPwx*01$T8~Pfrn2rNbex6DI;|&?RrXj2h9ZBPwE}CQ#9HjijW5Z4Fi1Ypb^k8
zG#Cp4;N~<h5ha=CfiNut^d`vQBtB1k8iqJ3!?6X+gLs+-`3l9+2BC%8K^=UbqXlat
zdS1R3+Z_3vn>&QJ_u~1-18-xOC1<!L5qpH3X7Bm?bCc0)eM@fAb{5w;p%NBs-z#`|
zNAkB<uR`yRF5wzq4aC9ZKc?mlZI3c-t%Z=eGkMqgbMU_BV+Bu-XZ(?&FS#KhojJ1|
zFL8_b$>_n1N9g9t2Ew?t?&#GPBi^i4Gn~B901vCx4wv4soL@d_G@p{)hu>9QpDQ<~
z8)tcDF<uok3&$j{z)|a)p%wn)v2JlcVMLLtIK6uSuk+CY?^v<~g<6lnD_1$8+_}E!
z`NaYJjJXXsGxupIy0Q&_bjfR43BSn7RJ+iuOwOWXhqp<m;|{5|+#0TGtP{foTq~cr
z)~dRgoP9ub<l{xw^hRr+$Xjg{P9^=4btaGW?l@`(bEI30%A-P@PnD|G*#}`KRGz^J
zVx5J@#7pvZ@~&O4c%|h{5L*;~!%kn=S{!99`kcKGAS+#UHQR4&CDn<HHAwehuA;`4
z3~y7HDa;4cPU6Bl6TD`o_7&}%vzcW_d3pEDZp`t1d7>GaX3OfcSysV6Oq_D$i1@x=
zUShE7Uz>sbR)i0h>VLbVElMJJny>Y>lRPLLlnCv?|IOY+(x8Wio>?M!w4)(m=#jw?
z0SXHg+-Ei?buR@yZ*>BV-HFKmM*3)(-|Eww)Joc%+3c$^>|LJ-HqN&=YGP=Ej7(RP
zGfR%WJzy|u+S3QEICvV_xGZDk!=q@L&)c+BXoO27nymi}mo)2%p7w#e`^=%!Cb!Vy
z9a~U~iw_|I&AxFOmD$%0vyEGz>*n1*%ltP2^sc@{!kj0Px+zdrLER5JA08h7`WgT{
zMgaK+@|SG&PWvfJx}*s*dP85C5QF9i*ALe$kt*VU_UCgX4D%$=pTY#)4{!NS%BVr`
z8Oi$AW=HeU`}!(La^^{+qW>R5Nf6bL5ayPsze!#H>5uBDhAg=CJGau)lRFX|{AUgM
z+1BqwLvk^syfy0bQan9>R6}YfJyc)7Lo+0Rw*wj@b)W|z4IUVMurv+A062!qG>!T+
z9(-^#3?mB~CnfxyANs(wkQlh9Z+EmXZN$ad*J6F1Z>6l$*w1k>XEQ3>*SvW)y5a1D
zHafh(soo>;pnfO#v?`2{Z$1leaGHwZ>K;JRFFdi$;2r#-i&;25U=_D{hpmv)v_B3o
zyM}TnwI`dwo1m4iT5`RgP2e|NO2gCUp28KU#p9R4bFTA&7C3p$E+M<w70xZC4eq#n
z6P`Ki0Kd}mB{uEvf}Rh)fTOES$GFJ_uG&^ZJicXVJY}y1dbFb_%0JLcc+#p8y{TVB
zL~0e<7nNS3!zrvB=zwJI4JInf2F(@oTSu@<{D#R_=k-xGyS9!=zJ3$w+&r(`@<$m}
z(-U)<J#|Bsy4*oAFE2%A8g!W*)Fhm>_t>u}HWnqj#cz^DbSTC4KJ`&NReO)D)PcpS
zIX4!lZ0f&7WfSWw2QD{drngllm5+{9_=NXUog3T@8LX>_%5~(E%QW^9&mFcGb?z0H
z+o!c=+-F*fyU)ckF0$9+&XC^BqQNs|Rb3Z&kDj@PnQkN(?-wm5KUu*-e75z3%y?&c
zd3H`KnZ*i6rdsd>h3$n8Nwqd^@k+Z}Ozv3sH(lf7_3iJ}pK{XHD3KT+8q!W;;7p&9
z7|_%t?wc%C>b#(oBx@D%so6jxE+qV!rHX_l3l;4RNZ6G?vQ!bjwz|Ckgr(|9^;76g
z&CTeBUP-h-2qssfgU;MHK{Y0>M28OFlftpXRp{`rODMD2HMD&HCA46!C&Yt8al%OU
zM8*S2KHR+$W|Cv^r4B}D`BnvbC6vR~OUS;FQ!-JXHnUNBB=q?j$G&vEk5YBQQO?qQ
zl<Sud323qHN==4B5@=)i5=r`1mMZAm0KkVOPE7nCu~b2y2>`APuv7z@AHYft8{+?T
zOO?9$YOGb{oL{w6k@U}26OphRfn=#7zGlM``nnXBPaDElN!S-GRjtW~TEu$PkieH%
zsz~pEF_FpUBE-|t{PVB6chD>qC%pq4N5KaX!j<!haM3t8zF_abEhc#gXgc%`Apfl1
zK|5&!{Rrf#NCBUSl68s3L%3i%!~>`+n9qVl0t^XgKF|hW?u2+Kr=Wu{0CX&jQoz9r
zRH%+N2rVQJ>frkvEm#}jBbKUFaePj~1>x<*ApWs$Dt7J~&n+3SO~}Df{QaJb(VNnB
zIKL{LaOP+|ZcyVT!h<88{Oxh;(OcPi9O7`0(@T4dcW1|;g|@@+_&QrSH=k^7PhzHU
zt;0J0NXy;akml2ISjKBS<75`@*lG?g6R{r`$r*=UL<Hl*6MNyM`J=edQPc4yy~gO>
zo6^G7&Rh89Gq-RX%q=;~RTJ>4jwaaVLMNo$TODPYRmIk&J+a}<Vkjod6i=@xM=uv{
z#Pz4tMpqsT$7zQ~b7qn0xY@80xW}R>VanV0g4@x5eG~U<rZNl9QspQ*yr`XY%Gpx2
zIqRCLp{^^_x^3UYnHhJ*<ZfAtxWvxl;VdhknM?f@HD`8GE!$wro*(Y(V=?CddoO>n
zGOWT(S*LlORJltgFm|g($~@&EqT*#|c3R2+F>FgCpHqHSWJX(@l|GJ0;Z$QDvhunm
zE_-)gOvNP<uiSU_HtleW$#)2om%DGxI5y7|?N&uG%MA9^y*l)vSkk5egSxzw4UFF?
zzIEzR_vor<+SGopefPd+eqW+?EWKat)Q+x$&}yGj_gA0UsK|T%RofIvhkmv?fyOSS
zE=RIWeQzH{Z%3<L%8`9Es56@t7|d>X&;T`-r67Y*5-lTFqJvgU&650OLnk3?<4VX)
zw+L=!S_BQ<8Hgr@?Zmd60*~MKfmIHMIWLVv$M+I@RLN-6JQG-m4vH}v2R=3{Ek}=9
zzX$ny9KD+_QLX>2hbpj%1gTt!E)oA9{{O{P@8MW70Y~&63MG{1FV{o;OYeQQ9*XF_
zPwSy-%+sug`a!*?ox)H(0CdBUpdcL~K@H^qT0toZP!5oRcF;JG3pyGPJ~-;rV?V|I
z&0qTFXrUtCqc63Q53(L=SwG)O7d~L${!KX>`}V%({@u`ZWj_>O(H-aCD~l_f5%|>i
zp+de<cf7K9N9_Hv4}a)D5qxg%L!pXkq_Abuay;&OO%#5;3c66GC0dyk%JqJo&2KnZ
z6i@3v51TLECRmJJiB652!Ig;)6yo)Au>I3iwBg!zvL0#%?x<YE&zg<7mg_5G(?-eY
zx%qMaS<{xhQS;0AL8aX&17%=?iKm1O&vG^O@@q&$;jM?NE!v0V$pj-WW&2%?WpmtQ
zs_A8&l=f5mtMZplm2s`du^SeLC3hWR#Wt@Rt!!#z!)zT$_QV>sOx|&ry=?i_C&?z!
zAH>T|Es^2uK!vSIrf5^Uo^skk#HbDpQ~e)%-vJjz?uHF2DvF4erqabivr=Z6WM<X|
zVlQV`?Dg#DS+QZkilT^s*n7jq?(8m#T~VZ1z=qg+LsV>E-et45DC^xR`v3gC%a4cD
zDaj=7`{Ye#w)GBg#j;HflJ1MG+1$qV;%o0VKK0@&Ni2>JX1kU&WP)lRRqd$mtcodr
ziQV_=p=4);U8<EEGQ39b8_2Z#=qs^LTp^m9RAf%du~_>8AJ^9KsJN%tYk5e5jl$!8
zaY>b$3&h^*&3%pr4wJiO+sey)vK7xhyQ+N}ztnOV>;n4tj@DI8I}nZOryXz=5CQpU
z2Z@&^D3EICQU+26#EjOOMDs|R4TOnrN8mu9wk*+nO<unD$4D8ibxF6}w}ff6_0p3D
z?ESROh+8H_K7o@^``foL)3*U)$)ByH9WD~F5|@2g#`i)6j9dejp&C+{?`a*12#r8q
z{Z2sw5}tU`3{-z2thN{+Rq`XWzFK)S|8W8~8B8X|e>w6^7qvBs9a^RXMjNZ+Vz>Oz
z67N%JUe4RUN_|_1*18}X(_ji|N1fBcBd3xdGyyz*04z@dU=;!YOH}|^Vgvl$G8?R(
z0zf+fU?~d#ER{0VfBn80Io4hS=t=-b0Il#>mffIxL;avm+GRHqHX+Ej+(zQsJxsLA
zk+gi)A)WMp{T>=Qmj{8`T13zDtv;>yS1m#f)Rc$(S_Z#>P@lhfKaC@|rYp&{@27zz
z4}$m8@+3KgL6U>7KL3n7UssZ=%MeLU%V1iTw0U7ka{crP9ymN)c<8zv9O4wvF`;vR
z%X@3&Fzx;(2<tlNWZ+;R!KOI4K6EPZzsu1Fu7_qpo&UX~C)G!|8c3~|g$geMo(jgQ
zLBivYO3wIBGoeI<Ok8WtY~g`dIDS5-IqvXj7~a%8Lom8D4@GUhh)&gOfI`Y$7Vaih
z!x7yVps6D#;AEHWxLkB!G&i9<?o-DDT}m#=?bwjQXO`$A+>RK5=hx=(z&}N_EI0v|
z8FdHG9Vti4hA+exZ|-wp1E=9;4<_@+8gJ%W7+n-HgZp##QxP^_kc5jI--k^CBXP-T
z>1e~mWE3*Sko)to0t;c)(4i&fD22Pt+eClhhdgPAKi;W?qnsjWrGL`$UxPyXnLJO?
z*&<LmIP9XtV~LltY-3yT-L)}nxI30dp6sOz7?{GSY<9BehwWFbS$#;={F4Q<|GY$L
z=x-~&MPA7AXdhMYTFu2<@6P$mm=zrFzNv*|mWM0bcg+LwM0S$+wCzS!*42mTw-QDw
zlQ)mWBQHe8X0*4=^4LU$1l3lh2y>C~2peQ}{c^nN;F4lWT7P*q|C=n<m1SBTQ^=>;
zolqF9kV$H}J!PWynu-s{EMhvhIx9a_TP8j$ku5Rn8Y6$)f2+juV-{02X0O7@r<Ke#
zd#88u@<4gbNbMHwU&|Wg`R~V^`Uu(w)f5fWn0|@|*8vd%Vg<z37r(dwdW58d-leNF
zYF(>I*HSc1{Hu$8P)660bHc8HeAJA@)r)_+<-RpctFM=;d9n{IH=vw>ZP1mivrwoZ
z*@a7V&e?Nikh8rdN_YZM16(S4IC7t0fi89Vh*l^O3O%p39APKp6g0->rMeLLhZ4Gt
z#9lWX@%dTZ(aNI1=#RRINb+O>J9=FV+Ou;$Ek}Jedz~XX)BYBETv>{qwQCCLC@lH~
z&HrAX*1jOh<~fD5sm=wU3jnAVgYH1PL_t&y)`S72Gyp~qFwp?mJ>YZ72Bx*|S>&@J
z#{+CNup>UeUIRzs{}bv4-5%-+T2)Qmpo@_()CcNds)<vY2^v>R;Ye6Z-8ALCy0`~r
zbR9X~jUXRoBXRX2pKiHt4bunzRSM_%#rAU|^VPJAF6t4PuccY!_SB1d^@zob$b9Yg
zbB)ZW<<!S_$)jyFO}+j6GnxOzq8^d?P`<EbzJ4l4I{@wU;8O=3gT|qQSZm^Ra6mc8
zr)3}xWdP85pd54@h{J>o;-5QuJjhQNXyD+OLUFVM=%IAqt6TJuI!~$f((C;5<voPl
z!*}>c_3LAoz8$y~?Rp5$-D3EAEi=*EO6J_O>1%PrnU}fWEyoJ?_oeZ-hL%Hb_H5?-
zf1iW<b$^3Gn+2nc1a~~q?JDO{CY~(eH5ab=wdB)Rhv02-13B}SYjCS6E75(g{pjXQ
zA8dHu2W9VRjE`2Bf>)L_;DT1!<4b)up?9@Hg{v){_*2Q1@Z%C4a5vR9^tw-T99_IM
zUKIWkMNXfCi}+r^vrA;6Y`00c$)VBcN>pW>iZVI#=(ae3>y3NQdLqntbzSg?4bisg
z&#}5SD73v@=3<Qpw`EC>8mqP*dnOuf+QEcyTSR4ZvjeZsAMk!&_NMCckr1V;U7}=N
z&?50^(V{*vm$M`$MO{_W*iw=qj}w^dIU{AR(+4p(&!mbTBeIzw<891Qmn^R*JC<r&
z<(IO4nd=#4v^Hw;#L<|3@&xCBflM`}nmkddP0~R_YHeLQ=~^O1(+cwG<@J&mbN244
zO6;{xXW0$yC!?BfbIH}T4i)=j9deHzgp?ENp%Y7dX$H1aG{+T(SRs7x9!)FAr&lkC
zJeW@*_p5Udm1R^uQu6S3b{$F*z*YiKlLdO=uh?Cn+2LCGls9cclCD+aBy6UW4z?n-
zBByBu`Ski<Ri5UsEg60>6a^8Vd{0MrOsUg?^OPW;N#4EEj4A%uoqqhZye-TBWK8K-
zUbNpqBY=_tU)O<BfrkPLMK=$^kgl6XqWK+d06og%@5YWk<zOzgUKl8~I(-cb(@#jP
zMrNSc60vCOrm5(1kFrwB#NoL5z$XGH;e?djc%*pJ4K2JqMKJrcoX0OV3(5Oc*xulb
zV3PU_&m4W3cky?@>zUhVS)->yvh6tSJ^vixT({6>-i+v!p->K7;VyAEa8#Cgu}^&0
z)Q(-2^+vwZno;`4Ze|pn9<U#yB9%LD?ojzBt!DORmQfm*6cyjhuOz8hsth}%I>S0j
zN-Bz8I}`6V%1{zq^eWqX`4REh)GFeGkU-Uq(F&CV`E^UvyBC$CKYn6U4H9IQ7RMDn
zcm7l*SKW$Ac6yG=PV<j1v-yIUeEos^Nv+l1Z-g{?x@(Ahs%c9_vFlc1?3x&6S-Hm&
z>raP#Mn@=_;0syeUFRLlgFbKNJH02$PxLr0KJ6|_%G$n^KRk9`VlizxQ^mBB!f{)D
znM?Q5-e<QQkUP7y(>|qNN?9=ZhsVE)(Hg523QuGD6$)JI3xz_`w2A~I7Ks-)8`tD%
zXXK>ZS7+lS-<80fN<k8?LqI6L0T}(%TW^W4{xUQzQ<y$&4!sJFVegcSLfLjax^!eX
zTDWf`xf=tN*x3O&RhxwlG27JfsQ6(hVfuA+zN-{1d+&u7eS`_3+M#u?i?gQ!vLJ%u
zqle>$tOri1S_iFY+6#?-l8$_`PaxU(b0~1j1C(NP4B6#q^&0!~@i=tyMIyR)rzd*S
zEN^zcxChERbK(D|tx=G|Wu}mJ*SVxVg$pzF@0qQGz5oC}p&aFVX6vAv05Ayxz=HwU
zYG6lvfV~F)boLIz1aw$F0zl$g#Sh(-#Gx))rBA}&^+P3aPH^Nr>V+2KHzd&hSV>-P
z;s2){<Ew;(`EoYj)D8s^azbbGM2}!h;<{UOVK%SPBib#xM32C66nvMz!ZeMXM*RaN
zRF8Zyn<sh%%Km6QqMsl!<PM>Oz(Aos32JBKkPc2aAIbr!(>>0bBmztbARPu7#K9y4
zKAeZ1lLWQ#A2Pd#3+Ou9LG%zdMz`$04AWEVBXx|_dj2&2`3z4XSC+#+s@)aWw*HM<
z(U5G~tscVP<IkX6hwGg5Xez$kvI;jWyQOe{$9?`*-;?MyXM`vG7RMPqU61!&&p}~|
z6?mebf^)wS!|gv1B3u)O^XZXo@wVly@zk~L@LY!c97&laxNK}EY?zjYvL7blBkPOf
zmDPN>pd)kf#l)g0H^5!EO1|*C=IwPZV@?Y0wz~<+$&JH~eRm_}p{FQoUv2DAwF5SZ
z+(tI-o<XbXjX*(lFrJmY7QHwWf}55yLs$Boz^R)qaprqB;pP@4aqlUggc+|R1&_6+
zv@w3x@{aZcz2E;a!|FHZ%1*XxrP^}xf~v_53#Ls4>$oQNsiMlZielrn_2Q9hb$#b7
z@>e+bud0f;9LlDi9Oi4$egJ!CNj>G1?AMZR>Frg|SGhAz_d_Ig&SOzADvS+IT`4Xz
zkolfAu$7c?byYHrS1W1{3P!duhs9+R{ls(LrDR2_c=%LI+t1`W*~=@8y~@-)7A!h<
ziDn{pxq4n+(^f2gUBdX**(e#5d{BIoy}>g%`-8TXe<_k!`(F$!T0=D{6lhF8DTH%_
zaM4;BNcdO&nBlEfm)UDpw(N%SO4Rg#3o7mjv{UWS%2BT&fL1JdifmOyk=y*9xW$zs
zX!z(<G<BK`JM2!y<IJD4vI%|ij>!9ujt4GBVTX&OmI-Ur$45M!20pH6(g59)?Z_+j
z@Bh<>QxGZpZ}aZ2xp`M3_izj$KSb`KAVP}%Zu72=+{?dt*EMhRE|GiM&AZ<z_w<t*
zDhGgom=J*fIq4utTB{Gu2Oo$C_%uv{T1V5t2S<H4Hw~*Z{>?u+a`cdrZ;_Y!NC?@y
zJ8QMn>c}<BCmiM+o(z*(G;l)Kt}Z|uHon2{k9EhDT|V&1=W>L1IVO0Oodah4#_&gC
z`r%Y#W1-5c^1}8B)A0o1F`D^)FS;0B2SvY^aRUrL@*88S<5^rd*$;9<u<lY3C4Nlj
z%3e$sHoZTBomqdhskD^yI6WA5&1lBYA6JcQjeT*YlA-9uD+&LsMp?d0mAd%8{SuT>
z-xHUrZZB-S_p>ckg|~UPk?1&Kj&eY?#uC?@<H|DDjm6x30vq;xjXeD9A58RwP}SVq
z<=K=grBrJa6IFhPZJB-EJ(RYMs<P)+J&G^-(VqRYd{boMen8dhLp|~4yvsgQc3qBl
z?c7W<qy0y=*NDF2;U!O%;aSFPmi>HGK4^se$-?pquU28Ixw79-F{^FzXG|9AP`a0@
zjCC*Z@Yp1#iuhV)v#_zkJ19_<L?-ej*xks~YH_^DjcVe#$J69@42Q_VY+s9ay?<k_
zuTPS{DF1}Xy8cM+9^vXW=ee7r>Vn;pa!-Hv@jPuPsj<s|iEOb`d@wDB>A0<<{8(_3
z_~bw}Ntvv1@(0y-N-Dpc&sdFCC>*V~$Z9s8<b9?{jNEC#W^FJ3rN~O7e>0HvmZf!9
z(-<j@>8CMp)qFHYGnv-fwn+XLb}f>owr3GPpDl|{vq`!Wfipo(0uU=|n-=lw=#)|0
zv^3ZABza%hv`8AvlVF(y5pbHa0zJo%@@cc_wShHaZxVae^D9%)`CH}C{8!V+-4PpD
z31j5Yj=Yz&Arza98i7lCT}QPCOHj(fo@lA1KT00>5Y1b?4#}r2KrJg=!}gsc(C``q
z;aG4;@mn~qx7-Y$U7d}VN1VkD16rYlt1OXgMq*wGQs$Yl0kZCS4dU$Yl1#MQbQsN}
zKKn9Y96C0C9=bIq6Fq9P4bstqxHOvoqkP(G1<|rbQ^>Q@xiEA&s>wi`(Zwkv5(dET
z55V6oR+T1Y045p~xOheKKDVKP{Rse@rT}0v0Khs50JahVpqm3=X9)nz3INzy0<h7*
zj`#q34WR1-YG?q%08mQ<7vj6n2K&mQ8VpZpAH6m;lJ|u@jijk}!Vn+s(Ut)2%aINj
z60S}F_XhU^_u@w2K~PtxOnnm9zT!^8>R(Nx`QVc@2?0xh33yGKRJY8J2-9}^s_m^&
zKHHo61C9FxHLYw$hC@((sBgb>y?QjA_sCmB)b6O!Xhxc^K2H}?<+7UZ5@nKC-!+<%
zua|g+uakI2tr^L6)H`iH(~Mu(=7?s5bN(#NsGrW#4yQXf4KxlqA~-M_Lx;2`pylWQ
zgEBB+ARRy*lm(a&Kp6lGK;1Glog`~*f)Lhq^t^Bl5E|g%+CS9M4yT7ULz{iSqZiRf
zs2fSGr={`Fhq?>7Te|U&sx`zlue)$7Dz6isTfF2G>%Hctw9etCwb+RpqRrf}6H|rz
zYj*N7`Dm^}VpY!7{5W1Wx*O;BrY`QcG!}(c*oiU*ufY=oDst}oB;5Y}Sh(it&+iDf
z!+RRJ;JeC^=+odTxLA)qT<K3wFdjGzmz>g^t9<u5ZpF1g_s(BOx7r3{LwPEC<v1N5
z@nP{w4`TJZmx?bo*n{3q8Yf)!J;SeCB;ZxuZsW<xvr*EBRrp|r0a`i#6u#DZ1G=;H
zG71rIp;wh(<ER!7@uHv<v~uHQTx94%JnQB{^t`hIH*G!)U8!M;)2exJ<_Qb1-}9=t
z_xNVQjF&eBk0s}6qx~f7U&BJP{+Wx_H{6w-JF!)@Imt;h>M@d;8=4hoF>INrTxRKg
zpAA-JjCWAFxNeZF?Xy9A;;_Ld=6WefvDg7Beu^L&>@|eB*8i@|qjC&$gX<-_omkII
z9+Su%zLM?rC}oMZRemV~40^X9M{A>|w2f#?Kc$89fSAx)=5%!sNjD|{&H!AYEX^Zf
zy0%t{rWNGV%j>0v=IjmAhwPQkhuIC)5>fS}AaZ7{Lq*P8BDWz;P#pQH*Ri7N4a<;;
zt8I?K<=b{aZ1^Z`;Q|8m>IG4(|MvfUx&KFJOo4jkb@%^h##FxjKmTA%=~tb!-+>x4
zApl?3QMCx_N;eO}&|h`abdOVq>66!^g8pvo=u;|W|IdVHQY+aV%$FJ<wd#2o#Wq@m
zu8p)o>(}g-TFNuA)6FUZXVq6oxi=q)nQzJdA0(JP>ciu>qC)bzGT0tH7EF}q@yz5?
zyo+%;y#9|cv@H6qkX&Y%_MU&W{Xd?fL(D5>zm7d6F2kEDOF!}ybE_|5mu_hzU-qn#
zvRS9CjQm;=Ho0MtYIVB3s@cLR%w9iJ#rsaT#n)+jkh$3-RZs6-VpdDWXELr7?^3&z
zWcspnw#V?!;-Q)*;_ZF&RM(EbL+$3RQkjIe6%*XsFxIiJW!292Q+RoVsLrO8A=Y;z
zWO9^^H?eOnCcQJ0U;j8qwzKF%rUmn-d_s@k6h(IokvOlO%d9kOD&ChnFdZrd%8w)%
zi%(2nlAo0@lizFXE~zwiJ7e)+vch2@mO010^giXZMea~*h4!iZQp&;eixKh95@>DJ
z%A+xj=~o_boiCIJNz*C~Pzogeg-t}04uf3%a<nF%&ptx(oCvgb5h$bUNS@YCLc-b~
zhtMtaJz-jXy~@jzy*_>#dK%vYrC6;*^LN6O)c~DD*N|Py1t@;PQ;6f@9uibD*bOD^
zn1vRPxP|8Th1M{@whk;BYMBCIa7eaqDXvp#JU-pA3JSY_4~;NAhrGhuu)`i?qMa;O
z7t;C1zF2Y(9j;jpWscp19<+V~S!nLYQ#wVyD@bc!kn;TR&6_;^qu0&=-Hx<A=q{MH
z{r~Xh4Uze3(m?D5yp&iXiOh#M0Fx%rzIj7rzSd5lk@>Wo`uHw+$IvvjJ>WB$|Ajq(
z$b2YY*fL)~c>%enOGH2hQb*Gv{`tJ0k`^ehdyF-S155~@40IfbgYAGGLxNgIkN+X_
zdOGs;kf-m}E&9k6dGltx1^>Kdn2;Oe&p#?<ifin8%7wp~Av`xb%-^e47Uh0g!%eG0
z-n{WN<c7s`67H`&$lq$R8NFJug!7BrkNa(Dj6zHHLK%Hy@Weh3IrmxBxcz%Wg=-#v
z@afa1;B9;qS9#A&+^XUsvY;M}Zml#TGx8DWRlAq?@EJe662IW4n!Lmpq9>s@Ytn_Q
zo@xB4T?+iz#S3@q{|4pwOvRB;r{hI`%tjIK2IC^jOXFGRmZPUH5^>YTLFjVk37j^)
z9A|#1J8pJr9PT}GDtYr}f#5M?zP3$&4!JA5H*efUr%6|2=hDWjHeIk#HSS-UX*n=P
z6qEfuOYLs0biDefc*%Z|@0vB<3WG|iDp{+M$bE1KdrG_~3A|||aoV^}nLIx$z8qUr
zG7goOxTWRD15MXRHjFufJc}<?&2aAG`^tZ+Z}aQ@m4UNgDBHNcP?$x15TDfUC)SSI
z!;D{PF9uz578OZHna1J~N$IP1ea3{EiX*y&GsA{-@wwxfD0Xjf%sUG`Wp221l^<Vl
z+o#Ib7xE1s{$Q5ZE2(YuUy8iBYlrzi3(#7sNm~;d(@)yq{2)NIGky~OroA}iI2%f^
zNZ5|Rfgm4gBk_FSNT%h#)u+|dOUm5YtJfE@87~~z^>^x_#%F4xB5BXbU8o(d`pN|Y
z==9*7s6W||UG7RbG|ONKI({+&y_k&Avc(a&gX11wyQ!JTHD^%XQKbCN;u}zj!|PCN
zPI<J3EJ}qZPDZaxi{Ta)J!qN2@M-M|B3=LX7t!fr5O8roDGmN7i$JtuUs=3?ZV9?h
zORC_0X*VHZ69^OEl;8_uMbh#u;^-V_Px2fIzF5SeWeUTm_511~i@WX*K>!KD<hH0R
z#W5sIWGT1iF9O6x^y>#d{6H62fLPHVi=eU;h>tGRzoK=dUq7C-<ByP~`biO$EASA3
zyik%tf@%kGaF7qg2FMG9Dd3?(8HgJZPzPlp4jsdUfR?A{BT3)y=mXS4dcIXA>mxhl
z7tu$P{XTmFFxSqEbJ$ZyYT+1!HZ32DGR$JRlJ%m{<@c-k<=fs%jodQv@w6yh&WYjp
zF7Nos3AsY1v=P6l?^8T9B>~%A7>8DOpM!!PKEVn0Q*lDrXf7nenfH2iM+oV*S*Ur&
zi;pQ+1<wp{Ku4y{$E6ofL_79iwDj#xlw{WyFX-%o!<v|)ecs{RNYN6PyLFy-uCxs=
zG)xla4p@a=m3qY=cw@$|T+@S}x9dG;ZCFIxRzHW#6y7hQn~RPshRTx89#(DgXe$<z
z)n(?yO+PTqYNV(*X5oE1xSJ}yXQZ;`yL8EFpVQ)Fe}&JgPxcan<k>2e@J`Zy>Q3g$
zJV%*_5XxMOP8VHN#>~X@Sxf@|!Ry}m7;UTkQe?wi&(NW@QIm?MG^U?az<FRmYDtBz
zR3+)4fqvvN!sVmMY<jvUyZ%E}<alf^xti9oAJ1DMmpd0wY(_D3xU?P3z}5pw;j-^M
z5OZk_O)JQ!l`lvs|F?|r<uZcKm;%L=Zy7-|rt&Q#{DU#2U+K_(2TH+&0DN5sN(TBR
zC>Py42t&GV8j0q2^vUZ{3V%0t^a+2mj4-sf)M^{~9iEKGQmeK+ik&weUEN@c)|E|^
zT5i9Foq8V^@Oy6|<?1RVKbMFW<{TExt|K0gx+5fqPsR2No(d-0x8UHqYx&x$GI;%t
z6KHv<VnVXvAKH8VIl{T{ULy_=?IIg7hk`wo+ZE4!qVG>)pUoFlhb~W(v^Q$$Td{SD
zve=C&DzDuKP@r>Qe6`3bzWetMXZ<Y9R9!DFXRezZWSg&U&m?U<uWI(RnHU%C$4Ca2
zmejwU&N#QrQkDC-Utz(Ri4P|%LFS`QvCnSrSN-<Kj(GF;&XT%aUn|pbi0|+5uh})G
zBUI<^7n209c(1TIW2icC(Zbi&y@PmHV#=(&_E_H0xQnDT6NFgj5sJ%)I{BVh+E!6q
z>M08j^oehh>!mt2c^A9*W}s~3y8~iE?j5Gs+y!1`9<F4jHM=gxCe9TzHa}uUgdUBP
z_UOx8bRQ;O9OxoX3=Lr3nYqcuIg=#T;iqLKu9}IVEv_;nt{aNOa=e&r&nC-{&S|Bn
zc*<6cwdH)wd+ry#14=M6=PcJg?O#gi1mquP-x;HApjK7QXiUGVf~)6KRV1EIJ(0L}
zb(@4?n1dJrPW#0Ig|3=|Fe&3q(@3}`L2ZJ33l$`;emR-=-UN*1IQ7O&dMx!xK1U!B
zG}1|HLgLK`{At>c_Gz=~op%SYS1enhC|P}!=4*p$uI!60PW%I1xH<s6oS2I?uR4n!
z>@I=oZ+2&U+nJ&D7FBSaioLK`)I@akVLP;o8;KhyoWd0^EyN|m14+&DIc%)Vpb4ny
zmeJT~!ANYR3_;BX^hAm7ei#jLMr*TNu<P^v=+d)L+;sCSD36}a8jhPAU!=!UA06MG
zh9bvIKsOg5n#QjFgxOnVs~}IlBTf6!K5f;4s71gO@=SGZ0J<#ISfI6lX#rqb1b`_L
zptuHf{$G;B0no((g=GhTVF7@7HvonQ0H$jI7%G6zH-FlaG=QB3_QVG`Xy8PA0L<3`
zFnj<m8o*EjcxV7GUIFR?XoG&m&H%$7+7H?c+6vkR+Qfw5AK4a2Ik;a(g6f|SJCas|
zrjc+h0=RGOhEWn$ZxkiI7l99f1j-X%y)l#?OMQ~g6G#af>!dX$aX*6QH0?+Gv|Yby
z-w5D`klP)Q-yQ)JP#3&>MFgLmw-FS+Bm;STN{|8Hoooa>PQETfzQ_w{pKEY_GqGn-
z4X$%ee$}48Hll_Ry9a3-{yaHXQu8yQ!8uGMD6zGCuE8OnpFzqJPz|oWmw9>j^s_a%
zeu@hnmJWVcNrXWUbQT7kiN=RjM(ET4N_lnDXkIar|G9%a>fn6fK#)K>Tno}5tSfv-
zRC`Yl)^)Tjl&21Mi$fgl`=_|(nycuc?$D-%=jg@s5&i(F_27llGJXsBKr<t$iOo42
z*29nMFr+Q-GWxkNr|V*2!A&z<#5E4rSagLeWjzUpuinnZFG}H7bSf(hJam_Lxbi?4
zVD*OYux%v@I=&uFUve7l-sy){jU0w2H#Ej!)~`_7+YsFN*ix=f!*QI|Lsy(KMBtiD
zc+ZEjCk5Lz)A`bsZ1FL+wb1Xt5VZT41@|GT9k+8%7A{uZ8D-lXLBX9D<Dx74In(YV
z@zz}?_<GH&*!8zul>PD}4s(~{=;IA=w#Q+9(w3K;wckYEUDB4nzu^jRXfYbwoH~NT
zi5)#ICs*j%@&itM{D?!Prg71J74Vq8=eb2!opHMPIb6c87PjAaAJ^aFj=OA>;=pZV
zQ0VL0xM$W2-1As>BwJJ&Ej)Y;pF^i<qyD7Ls-A`Ri|Fp6ebz+T;V15@O%-;i8mT@p
zt!$N|XmV*EQ%9j#*R-Q}c<vm@q3A10%X1r5D}r9K$?X~`wh6<0uezR*^jw*uYT{w0
zdM0sVoG#pvxGh~Iiv0~F@9-Jbz?CA~z3pk``l;uAcc%7K9xvWqlDWcCrRpP!XUDIT
z)h$&^wrYSQ6B!nzFxr|auX*yFkLqclq(*YO$cOf4YE68&@9g7)%-rA(;@UxHz0M7r
z#@JWO5=RAA5ntslkw@k<)VBIBHKF)c^Q?Nx;79AMf672j+aL}>Gy=E!rX@37Jx$JG
zLtsbXKmeS_nV=?tddi?%_Itv#dU~n5JA2vp4>rC1LUwIe3)E-{Mnyc^le<tm6kg{f
z1kjNNZBWYcnaH)SIc`?&GWINf4f`CbgjTJ%h(0EFXLpaxJ3#Xvi(ysqntEsO>Sg=!
zgeljs+oN%~=CVn+<kDR1v}#hm!ru|0wJV51|F4(KzV&@6HHD@X`wEqXZVB2Jw7Qnc
z(yl_%{_&C-JqCPooGpPpfg=G>@EQbKDyv)ed&0DSU!|1!m&{gbsG&xd;uu2fh%BY_
zQoUS8s2+EY(7G*&`Mv?9D@*y<J@q)UVUFKKKt5=wrhVZ-c~sPboU@Q+seWol<qAAR
zYXb0L4niHJQ1E~$C4)2oeeggDf%54($fIQ-3{(+(6HPktzTeRYsE1;Gt4!8MqR5h2
z-~Cdn^{yDtnZ`NH+#|IxuZ%Vpn~X9{gYo-;t8pb^u5c<+D)>8`!_nb8FthrOFe9#~
zQ2O`@!7_O(->7LA9^a5fGjn`VhW#QGWyc8ZE#C93dz9gK<zC<eYL4OM8z=B1Uhm^#
zxl-JvR<_tF*B)&e=Osv5F5`~*dvG;yHt*cx9KY_eB|h}-0{8CZOD=l$8-7_cmRmgT
z6^EuJ@w~YqH*l95ezo=tXUjC;X4jpmZL6PSl`Xs_vjEZl{CFmwJFeW8CHREDn$JFE
z7N`#H$dLpDF7quPS4CM=VXE?6J_7YzG&sKM;{m>VZwInXJy)r^JbJ=hU7f)C*_tw^
zlLJ*vO?<@zpC&NO05eIw2}hag;})pQCRr%VZ?NKnq{gVy`ylqoG*Q*jcSXE;xBU{Q
z=arNfSr^}-%g3-W5`R@vBrlm+vzx-E>{!+Q4xN2nuNsMW!rhrQdq&DTRvsfUPP9i7
zLtb$S4e&kIZ>PfO<~-TVH51~SbUC3qy1|@X)a0IQ_{;?HP}D1?=uktiQuU89L6_%>
zv36l%dPgJXchlx^QtN}v`C+rf^E-~pPaSQ~ysfZRF6-|hv5dVUEB2tJxVW<g^ZT3k
z;?Px9nXL|G<wv{^DJl-P5O)tR?o+vsr|9Ljj+s$$q4sJ2QY7lf%!$+#%b&K0eu_nB
zx%ns-5mKcI$`F(#_|Gc)nZl*bs+ZaYu<0RvQDi9rojWuiRd3{m(nh>PX#-5rGnbZV
z{iONmj=?%quhdw!+pTA4U6TmxmJ){>3|o&bTi-|9a$jSi(=l9u8;pxb029dPaLFbn
zGyyeg)e{$4nv9FJnT(n|9gR*lXoMw!gVAaq3tZc$H##4?7&mJ64$7lPi!R}&Q`^#G
zsgDve-=K)<$>@4o51PiVUN)P(@$NmUUwj8m`_Vpa)q*JHe^%N5tg=9nc>*cH|8G{=
z&osE&DoZtZP@d&fO{c$Vl`T7#!y2pXXBs@8RaT?H)#sa+ckZ99!Sz#js;_`%|7VpY
zjqpz#m8^QE3_pf}=$lXwt85Q1X&LSY-|PHfsfoD-4(oH3YachBcj+G>%;~5S7F-yC
z4e!sxH8R~e<E}Cseqb6GzuuKwQFDkeF!m1b@ZvXNK-rFbhp}}~kfkS@F1vwZ{r96)
zqc`G7A!c~V%ljzxyf1Dtqc7KI<uJ}_$77rvS%+&jBc2a+a}{h?Ch?^`%Hw0@U4?$z
z7NOm}y}1u_?r}Q<|HMUW&q3MoWl?a8@wiyG8k}kJV7zr{aeUqX6?Sn*MA=u0<E4E)
zaP*%H&R!(tCvC9etS)^dR@saE{T20iL*EM6#{C6euJA;%j_E?r#$$2f;U*k=sWTT{
zRm5YOo#7VA5Y8x4442^6VEc9(asAXjxC`43_wKX|g~oTrJqE?%p6(NoZ01X}a2B!3
z?r5%kf<I>>Q<zp+$7;E<q#aJGjc?|uq<sf5&C`8F`NE_FTe=-k+V3$IFWNTqowekU
z!fA4@>cIFZ$fZ?R--^R|_6}pFa(}d5tR8zWzU=#ElHWI!m(-ptl?T?}#m?BYPh7jN
zh40x8^CTt*Ke2;nw^W^cxDyrWz$qMi28oa2W5k+vU72w$y~UtPWqr(&M=?1OH^ili
zAn$3%nu*oN)MQo~xyrk)9LStpx=*as-$=~tF-lU&_kuY6l(YE0zjIu-<*c^Vf2j$@
zw^{(yQwD8M(?4Z^^Mm-!H)Ws<nWUG7F!BG<^g-u1J93QLBC9$6e`S@;SpSK=P@yRs
zvvxL;R(gbrG)^UVrgqqJ(?AHI75&?xs(T`lX=WERE&V1M7!`pgXY9qr*VRFfXUF-v
zd^(6~_c)z*6e*wJ=ZKb=mqsmr+pa!--p+TZ?BPtzRJTW$9|h8K-|N#3TM&i*Ut48i
zT@;|tIt#`$02s{x)*AeDt1P*$`e$@C-O!%I)fQPz{QnlKEU~y^Osu9FS*o_m5?Kng
zjoYC4G8DYXuqKbf!3z!CF%n;qw+VpCQurt-w~jFDQ7a-qmU7YL__dlZMx7)-K~u=G
zR6n(&a-|4qaCrD2V*u3AFf3+68R#tFe;$T7SZ%4JWxxkV<J7X7m-?Om>B!SVvA$I%
z>myObD%+{E)M`a_jO(rB99nOcT9nR28;m}oj9#8xNrz@AeN-hrdE6l3ooqcmUUNJy
z@8iZFX;TlU^d7`*E8kCe_GStmGW;~Q%c_OeE?A3#Zj%p}mYBkCY%SnfRcGMJA&EHq
zO)A%IQ*RtU-(7f|>xUAy6~(2kPNE&}nxdsAOLHD4Kj5x8#c_y9DLy)88m^d_g<f0<
zz)N?Zz<5C=&Zg`nJid1Xp7AmPJ?Og!<<?vyJT|b^w$;xeGlgfB6-0-ky<~~Ei>fxZ
zGnXu`a9L?_DKO5f{6|q7lA=g`m+X7y<rYcj#RFB1Jbff5u8vX-tFee}F|~qnol%zW
zc2TZ8dT*H|vy!Vyv5i-j`QXgHIC&<%)!sMCkhGb;8(IuNF8AG3%MMzzGtB&CmE3LE
z^C2HpACAUIs@k<>$KRTuQiwtEY<g|wbGzj}g8ehOvH>qvlg($6!?%i?s-ICb3}cuY
z=OkjKxia~vC3l%RL;Et}g14kY+)7bg{hN2=TkV*c=MBZ1Gu*^lM_TxF@R-58>}Kb)
zv`3<%O4WyP&3xWTykpkOL#nBm>FEIq!<OU=?|3BRU*VZNarj6D3Yx&I8@)$ddHb(l
zwfm*Wk?@`491f@bS524#XiPt0f@^~C(o2{~-ajHsq?{drnj{fFA3-8<5HheOPyNYK
z;(HQ!6EFnoU9QAef1Z?*uK$Hkn@g|lRA4VHk7d&um1SdoABYYfJciC30p6f?xZyzu
zT(d|ficAqvu3LGmh)lq1PDkU7C4KQ9ez$O~KW5|V9|Lf4%Zu0{{t>QxV+amtl+C`~
zvj|tHo`h}IZAH&STioDmG;VGA0;LS=h3<u|!QLSyadPTj-0($tbmVwP?C>-i&l=E+
zUiW|H)7C18&<Rt>^V7L8=wbk>-=MnzifI75CjcciFeW|#c3}d*<PR{>0J<aqRz?A3
zH30n!fMo#yC3Y1^7yxD&fIgx}mU_SX*-|y(BW3>8PFC7bUs<*n$T^{Hpgjs)wkPRO
zPpBKz3F-hF=-_^Vkivbzu3B3Hdjdy-FP7;^ng>B$g8Bpv3A_k=2qXmR-KNA>e}?pb
zG5qK?X?uNj8-M_B&H|y-1=V+-FZa{seJESd@;-cu1V}1(kK~iK<a?4`qiYE%Jwd`5
zLE3BZq<?alr0vfmvFh`Y+x@>q-{~i?(7|8;LMMVj1RYJ6h|<9c>Cm~LGeR14G6+K_
z10Rm1Wx=O_JbDcHK!E8EPg)+%0RtT3|5Hahm>xn5ZS}p5UP2#97Npkg{G?V(=VPRp
zA|$Q#6#PpcM^_&hqty#?gxSqZ1=GE41j|#^_(sLo2wl=g^KG)C`2Ckw@d37_dHIfL
ze#B{CF4j7eyZF4fAXxZt$BZv>wZrT2&hHoTOV&T&=ABCA-tAn;MK7AbFXKvci}(9;
zsOWy4FV%`0c*YTDpKr+7+>7OAeJI5re%6#vz_sz>v@CA*(pC8UyK;DHgZ5mfw;j2x
z_hWdg*X?+dc0t?#?`OEtu#4Q(^HOfq-W}Y$>!op-kRUE3WE|g5(S<Xd^@y{(wFU35
z8$#YtzJZ4h$>i(Ro5r;r*beQfHUrC+&qa@NcH!l3ZSclRjd8-HM9xigqmA{G_H{Na
zw0)iCqQjgAvWt~FsW$BFB^Fx}$IN=$R+Ob2Jy5N=yZ4p%9aNXvtWr8%WF=Ac)5J&o
z5}&A}t0bk{-&Og_mPvYCk7X`f9+TB*IE}g5R4LZF9L$U}_hSwYoaA-gae}s0ekl?Q
z?|&5JXl>NQv;~dnC#G;75EMlTKv0#S+5vnL2X>&{2te~lns!3~O)JQ!m)A@5%-IXG
zz1g(02ia8_GGrf_OU|ry?2AUFP_4cn&@T5f=-|z<Gy_}qsf|k~y+>ZDHZ-jupI*Hn
z;`HC!!(YBVtTU$63O6`U>8pQ)STm;by*>O7#*}_VN&6irF>3<wbsZ=+=$F96bn_rg
z6&(o{?C6u%qj>&q?C4V_<n7^rQBtb~H8Aowm0HygMSE)9L+e7iql{8YspY~q*fFAy
zfY0q0QVxV6S<C(8Bc$a8v!iu+>{eDt9!WkzdZe0Q650X>cU{8Q?l%i>kYKbt*k3r8
zF-v>TKgS|ccyAB8ingKsWk)-oQ*AJ5r4p`tF#$cJ;*5<hi}LN=6{}t;#e}x)eS=?K
zQaE;SP=!}?V$VJs>02Ra3VZwMNR``IKe2lJebtk7hKy62zLMHK7m4x~JK5=7TZvIS
zPWYyftz{-1rm_RCrKnCQVvu2(y9$TCWyHkPNLefY(>|sX-I?qOMdamsr7_M+Pl*m$
zH<*ayCFPw5zGRLst}j+>5-eU{7%Qm|A`z!oY%ab#P$aHvw_t5+|58HVwczfqCzaMw
ztqNMwn0{3NXV0e!NW4(D+JlN9=X4^_+ARuF8~-MaR!gsnab?pMTw~J?^<!6U*opY0
z$;coV6q?$hrLVU@0EOSKhpa9+pxSNgW1;Iv)F<-_8h>1Zi`|Vw_ay_^t-YV+9g+7R
z#W$Ib7T>6cnuiWnA3wKTIb@o10(;J?fzmHc)h+uiVOpz#RF~_Nyk?~5g-1puB1lKj
z<N%mr0O*{*u;%*u=JX)30WkdlfK&&l=kl~dUzwXj_k;U~doFNp4&8#}{q6i5%27wk
z+Y;ClsDD<3`1$7RwA{D)v|eAGL%Zht`V`qpkFkLPm5?wW1_=o&7Zz=_Tj|&2sb9Ki
z1NpiVGT$%B5efOlqD>)5Nc}3D$_sdCCIsL^N2HF1sS2n0;6q0NpN8o%;L~*Q!O=L-
zQ<|pE_?Cb4f$5<J-zH)85e8SOwLkgR)V$M}J->r<uuqX%7+`dDb}1C&&>Fut%fJ-}
zhVscHYYFexzQWPwQ!(=*mMqa+#>v@FxUDJK!m~R^@t<ykP_Ur~y0W=FS}7^Z4Y0K4
zH@1u;OEkH-()N4!mCtgnTggZqf909*_--5QnA96>QkCUA(h_mEa=!e0FOh3?;4ZFs
zzchNWJ{2!rw2XZFst8x@L<IiRpah;dZYsLJSc%?57ZDyk*{f}#pF>3IH=q~%-XE%M
zB39d6k5RgARc;Av>a(QDYxarR9#wo-S4sQrHza#hwUk}Nm-71#lTZ)Cvhh`GwDFC-
zyq0ZzX@jcM=An|wd;KK!iwt5HSq)L19@9fo*QhV!^!TdE^wwO3`M3$<18ZkganJ+y
zQTK(a_6tVGS6-JR@#_Ck68n35Ri<G8s@pt95?9}gJ+tMA^2L^t;_b{dW_1^Dc?ZX5
zl9IK~AfIAu6)DX}`5tLqLt!*@yKLGSqxi-f`lybS@M9M)UEpQ0cOlbp?nH&P4`RGO
z?UUGb%kqx14G<Sh*~g^%-<HRU>zSm3S47MDv*S)X&6Jp542gSO#9Um|0x`qt9Ttbw
z?9Oa%c0qpVY^b85={a#%>py)g?m3GMYa}t#YYDWGOZ`%Wr^&Yr@dA#awO3Q2Ry3xc
z3c+<jd}(LJB%E(1OycE0XAmFk-Jla;RsmuSbY4|W9?VbesBR%)2c2*}8btCy^c1*!
zLyw_8DaR0~mveN|IFcq1Xg^j$^9tLi&8L@gHDOcB*`SD!sp!m;eaNxgNt7&IgOXQa
z^iXjb*X>gkTh4?QGhjQsZH3lK4q}%fgK=G-<0!rH3AE&W4CG;h<%`e`emjK0k!|p=
z^Fl-~a`x5Hry)CVkzMJi@#rDwnC&@SwrDk6vD5;zHRu{1XY~THB1UP)fJx+YNI7~Q
zTAuO@U49crGuYJ+cCne}6OqRXvi0G|I@)>#QM)En$g|S9Jaj<-)qtN<JJ5&#s3d?=
zJ+S@){_V2P=gT>i>iv-A8ghTm8q^>@pr!^c#0S8T0Js5Y!+nK9!mx$5%10qd+=M_&
z8(}z*c!5hhnmk*QZx3N`B>azlk&cwhx7?F=^k4r;zIOSCrjj(CKuVz9&Q9|R+o$dK
zRjS(LYabF(f8ewW`2{(mLks+nNYb5tphMLkSjD8e8XcOqRb8V)gYsxC&{_Hc5k5Ze
zO;B|j>1(hLi5FKye6B<DZ&A<Fq3UDi<(>0q=}`TYnCcA}w9vtT`T}4+1f7r$WD-<|
zL0>>wSZmbHqXVBLs~zM~2j>At=`aWd$fs5<U4a4RbRCrY{M>Z;2=4QTI@$sCP;Y3v
z!f^C5`bc>bsdeMU(lYLWe6NwWr6$Ezkj>{uxpueBc^B_h!fD&1g5|kO*f7!-*K{4o
zm7H<{ho4%-#cz4Yg`a3EoEnylc4t@Q7R0R-O1wRaV()sQRijqoi3dmF&{Z8#N|+yR
z>KD%SdA^CW>f?&fMZe^laW29M=OK7;dVPFsNdV{Lyb#Y`VJH;c`vDgzvjx5CyBGzV
zKfp%pTCS|;aJ+T&2z-5{HLkTS2xW&h!%N2Z!cmtG;_MCKg7S}4Zp+(HY-68|i!B_5
zC#&9I)BbDl73W(x+}Q{1Jun_OywI4Rw5T#ad-W5XabpE8VYL9;J^UTl|1b)7PA!J}
zl&gzE+h4@pPF}=4YB(TSH5poHF%X~2oJ<?<CoK_q)}a^tUh?lQR;lnxwkENMYJK)r
z6(8E1X;r$TC^LI<Aj0aYB5LY&@zAIkNxbtQrTM7$s^xak?3q?RicOb(_f214M)KRJ
zYARuV5!K^CPZ-DU{UkM)aiZ+h6G_gUvZ}rdbJ)&`T;-a$?!McMlaxp5UXk4JX`>Qb
zI*F(6&zH4qA0msa>A<Xbu}o3)YP7t1!y`W8YIjNXnMXwS(KV*}jfeXyfAD2y1+*4d
z*D>=tzU~2I)9j}Bd*TG~h5WKSeC0XX2)`CN|JDtSY7*X>)>%IZhx3E5%16SfRwU{F
zc#}Cj27Gdy4S^kj1Hl(0T(|7^glYBkl4N%_t%g0De4#xX)%PmGm#VYx55d+FwL_s9
z10aBu8{eT*#n+>nL0%a5Fu@)}hvE9$%A*yR$Dy3<?bywVrFlo>{l|M#w&AFLt#Fjz
zUOXb=BX;IjVMmV(xM=D$Y!};8x9s<XY3&LkvH$B$=9IL8UITz$1pFfsODpyjk_p`s
z^k_bkNxKS3|9|z<9~xPTV~D+y$WkC)0Ij|993gI>fBHj5meRdJdO!V9$g)&FNuzQF
z9-=h?_%J)54rC5Ec)*loQPM;oJdiseZ@Lchpd9!BAbsGQ5YTgy;P*M&LG_TRZ<WdV
z$P(FPj#@~qf{tN!wi9RnWP#NDl?hr~l0g|I%i?!WM&SxqTMMWDC@uKivBpu!d$GiO
zk}zZ06ruDXbHVaJ3tlSL$Kw``M#0Vx&^3!J6w%pSX!qQNZ}s#Tzw7yOKETe6mv1%W
zN6a$kc0aDlU7X{O9qaswHi<cc#A_0F^vGn+xosBjY;~4jcitQyI$^}U+it~0hw=Qf
zdPlg$SKT-^%#7!5q;dl<xZ&)Ql{uTJe%vg1xVEi+k|nbc_q$ZF9xmIIeN(l*%@X-L
zc`+vVkH>M1H;)!&$LjhNuUJiWafyl2q5T}m%I9OnheKQXtn6edDYM)`#aytKbbEi7
zNq4i8IhvPdGR7MFR6E&N96Dkoqq<Yq>uQxhw5{?>Spw<o=JU}*YojI=ZD>qCsetpq
zVAPTdD!IWY>G`aDG>@bg)_#|i>Iv+*{&m^Nkz<ja#{qI?tz#c%7eO`ZN1$z4+mP~b
zEX}}`l<v4xJqy&Z&S9EXkWVXLkW&6{zsr~VU3A8j+KLdIr_j{<T{L5gZeoQurvAy8
z(yw%AzoQBPd|gK^0Wb^K&4Vzo7~M48<J4jL<n<_pzZ*OHgg@Eu;*~758n47`MSH20
zZ5G<IcNx06xgm<4QbuYyF$p_XI4R&=!-bU9{ZO3yO0@8Gj$n4+Dvz@Kh2$=cu!C6@
z!DQ+u94v0*)-8_WF4xUP%O55P=MHz)-t*59&V{$%#Z$E0$timjA0w&pn_O9Z^cnHZ
zVlQ^d(Wmkq55ttgJ!3|+GG@=2R#nB^%}_P26whp_QdRL{=}|E!{SK<^^hnk1>@G1g
zEX`+p_o(>V))ORA`yAOG9sUqcuPZJdERmqPx_>Wf^YVhq_^wJk)M6%6wOE+U#e2P?
z;h)1*iDm8}qo=h|X}(o_siJMgvvq5UC1*s+Ha}^@w3;6zpE$XRqR2~DQa#`-6XCQ&
zyf^0x)1iu;TxnEFeB5T9r1buF@|(uil8P?XnaYwj3VXCiW?=lg_tV*J<VMBIXrIb2
zr5rrJ7!m(0f!0>7JlfKje&qqz`9gV+G_BImD3P)xO{*|S*j$qigZx+i(cR?rDs+Ev
z07@G37|m~%MQUS!jwQJu>vCkKItUh|3~<rsOHuU^x#;Zey=d{IrfA;o`Rep4YrCQ$
z5gQ>44()T1VmFui_-Md96xx|Zqsv!A4Yn0y`~4n+wns+hmHO*H`?`BYq?)r2UE@Zh
zyHV<VG{YEFcA+@>@C#C&|NZE0p8nC!cs1P_mX}NjOf_-PUHRUc(WJvfs0xI^kuaD!
zYzgcM90{ru!17Nm0++l}fBh$Eu>9jepnju9bB>08mH568eehph7V+fklQ&g}Nrsn_
zrHOWA225nWnlv<nG_oK|WIn_JnB1!NM|X+L*Z%0PM&{FU>f^iQ9YfR9Kf3#w%>Uv?
zcZtl0@`Ww)^^+Hndq6-y_EDb%)lN4K9mJY|mV-QS5C>2PWdP85pbT^zh{IMfdJG9_
z9X%f8ClGgV)X$53$A8)Z^pL0T)h+tSm8aCYVI==7840;w_xOj~+G5A3ATE59RCu<d
zH-GogCX~D72sib1JZ@OgnH!p0Pq@#9@;9^Fp_lE;aDHqH+^@b0Eq>^OGJGrIiAHBQ
zw>Jm5{edaM)k}T(^t!e2Hv1)9<-xCU%Vs^$z0fdp^TJ(h=s6X=iVVjI?|g7XPGfFr
zr7QS+y-O%(&SK%pjm!M0fxGdeS&_KgpH<MS@bWlvTp(W5BLuCuvke#NV2o!C3`9?w
z^ukS}?NCPKd7O4QhciE^!cBS)#J!6(6}o3P7CI*l*S6`;A$NuMqq}uP>#$ha_Tqh1
z>qZ<_ar3S*0bTcrah_TG$KG0~wA~RZo}YQcch$?s;ya>__Ffr;oOirqkL_zH>18lm
z<vabo&*`f#<4rA_OFEmckyPJQQ{H>}YRQTeH&ky|8`aeJH+-Kz*u-}AiB=`qq_L@c
zAB(H^J`f)$pNdXajhWG}{l&>+dWj0j1V*~mQDQvpvd^Fik>W7_O3bkSc0O5kpNSnW
zd&pk6cV#yIIY><CbW8rmxGa-?|DkBOQ6}bQU)#T;(r?<<|D{M=oqs)sX+72StsRZ&
zr*Cit5GC5VKM8-+24`}d4b?g%Y)9Zg@Wo;RNpq*=3d^U})Vr`yhfV4i!6tQ!XCt?C
zL?|kSeIJ}k?nLcyg+50hfDTJ8pdKFkP^oGM(0H7P4h<QO9&CGuEf>s3+jCuf`FWYh
z`O}HKqe%Jf<$ps)T@RvNsn1XZI)eOHWg_#a(P&%gmnb6;m_VUATFZjySe+@PEp@I&
zwF77l06bm*Xd^%g4S=Ns{_U<9&`tng^Z=kZfFHfk0NoYp19gDiJtYZ#=+E+!^LrFl
zH>KyH5Av(@s!qNQ(ya^(Fu4^fb=3<FMC!s<Z1R28M)UK$bc3|^t2P>`i-Ph~EA<9x
zat=u6;Hx%2Nb2gRQB?lGLj}4+J1z;T9mK&wJ^<(r4S(*#!UT0dn;;Gy#e{&Cg)|5k
zs-q874_$&f{yRrcsE;Vsky_UsC$$=5gndU@aQ2GVQu7Dp(CThCQ2Oi^T*=bw(fPSc
z`Q-z*NQ=F{f{(e>#T72Nas2N={AABj+^O}s!iScf@SvV=vEAz-XoIQ|3VLFW6B=&C
z37gt+A!DZVUK3-vvRk9MY3FL=D;+KfZ?Aqt2P;T%sg51c&K^E!>B1;<_WfzR;Ez9X
zSj#Z9FYqHba@Z1F?)h=P`j+B&L0BN(klPy%m+ixE4YN68n{GIwT5()##A=k2Gf#MP
zw*;-^Puf>e-<w|Wd-qicqV@bLve>14RBMylNfwS$DJzEw2eR7t6=g+wDw5k<`JV2o
zlC<lXsp3AZkQ^?zKsE4qGuA(%s4_+w;Jf*DrZS;Ns^ogYK9%eyQkn!lWuJsDiVwJ*
zt(@I-rtg}J3{>mJJ=K!E7ul)INqMPuZfvrTn=04bQes_sJUiB>yGoW>EMC$gRr%=9
zY#*-nWw~fMT(nI+$edl>U0k=%O;P_zZN~X}pjctuOZkXik&Ij5QfArw6_R$HD~fT4
z2732j@RFGxZX@2T6f8^cRF&Bflg>Of9p$rN<OGFPlE>cpXB{P84=>8+)*Q@CP3oaA
zxVBVGn7)wlpZP$ZaNl0xyFZ3mTX%>Uv01xQ{ny&3A^f}XSYT<|ozzsTJ&oz7T5wGe
zXP}2c41o^LN3}@248a$cGLojYk`W(1{$WF4N8mu<MBq$Nlb|*M><oqVP7pcu2pSN;
zY|Wd1Ay99SCjPJRy_+*5W$f8jUD(Lh!;qLd6dmi|f!w*;VfP;EvBT~TXxYrB=*5X4
zc;BUL99^jeUK?qEht_C?9qS`(w|F-;Y-EaUJg?&lbHlOUh~mh=>;yI&V~MSfwMGwH
z4ZwAKnc#p6kI<R5uIOgjbJ$bmi<8<$;d+<Gp@bFhu)VSdp6UK?SCHv#7Mf2xS3%V8
zzwh1T4F`MD+V-@ezOq*Zh9NKjy%dt<X*WibFl=jp)h5_0qqf=+|EtzIlAq5yN8$|$
zya;><Bm^u0CisQFcSH4EVSn$2e)C4}_ip|#(RcbOEtT`oiA)Hfqk+7q4s-zRfY7-h
z3~A8GApH3r8JZ7e=&>{nd;lD)n-AxJxe=uOPaPeQdZ;n9)%QAj34LUleDB6ZDz*Au
zz`lkRgrreZ1iuTW=*pvmD5_FFVRp3~!E|#4!7?_Hm(DLKbXjl6x9Pow-+y=mA5i53
zFW=jp9}zf`+nr*>U2Ixf;Il)yqtpN7YAxN%JF6z~OG4^$^KK+_@507#(d&ZA{u?JQ
zwAgKqHLb#P*B)|%iVVOng(jR0-<+GZ;TC^bVa_MGn&8F3hTLkqw>T{+3kP+Y#dS6)
z!DUU%;jNCe<xSd@;|2uH!HrCM6Km%~Zd8v-+`NyOxQuIUeqP)YynO8lu1N6*oPCiS
zcwfnL_;`hZcu4JLe7!23TwA3Rimg=<$C>7!N69>1-Y*qzta=P5Y=6wT=A_WZ`bng_
z@V<BBDO!)3uk5<XN#Zo1h_cv$?c(d4=4`0d2>ITQm6hC$u8iz-H}=h_5aqtJrB%|8
zo0*M62PvM8xFF_O7e`j|aiUSPlWf(q^%O<cKZ~#BJXR7twK&_YZBg;m$BGjBxR<KA
z_nsj3K!Ch*kBQ1Tq3fBMkN=d_b+lGA@UvH)iU~u-lDi?}G_QDLv%2D$y0)URdl$LG
zI?UABpDFJ4@5s0|<0a-@N6DM)xxq|-d{?|{hvo9d#l=VKn@CFaj*@4d%$Ag&=*(2S
zyHjBo^)l{Ww>RF8jULL2CUe@S@=IAKzjqlxO`JQ>y6Y#-a2*h2MG4fz84M{T42CQ9
zcX%}MFNm`y-BRPLmzl{idP%gVTy5~FBjxjvYDgz(4QT%N`n39bZI_;G;woo!*JU6&
zwJ8yW<h_o7j)r(6%i7bCxCO+#0gBkx94Sx^O59omEy%owLXNAS4qA|)z5si6>@sz^
z*gsux?XJG~P(*#SXzmB}^2{4tb?i)}ta?SAf0jE6K6UKtkXA^Z+#6lWPD8ivNFg0f
z9l46;f3Ht#Ul6hV*-OmjNM!)<@+tsyGvJ@vG{JlYfcY7~Rs%cY1MD?$B)%i9_*aN3
zJV4OxTB54ydjEKdSyNuU%uLRsm$Yii<y&SZ<@1qPO_~4o5;KwcD2VXpW(1@&g3MRP
z*?#>nxn=bdvpcb4g3Kr7K;~oOgUp9G1>c2CfuC!>=6#U7y+>p|HX!HIk@;UNF%y{&
z#}~HD*H0vA2LRaz9RYlBbV-=TfoRfv@BzAxma`^_022aQ4$ejMsZWyB4&s3S$Cj9#
zUh~gZnG3m&HTj1#vay5Ij|(3^LwFWBmA|`u9(vc=iW4@E#~I75xuGX-2>0FU@;A@*
zM9)us;A)JMp!7NS@xBrB(b8pJc%pGn&h7XdZhu<?;p)jE{85#Z8@?!$Gxjfs-VW@J
zyL1_f%g)+{4Qp;dui{7JgjrAV$`TIT)H*kD+Kf@?)m(ewO6oX1vh-|j!>Q+-&F!jq
zb;n?Qt&R;!UTTa>XE#OBXZ`UkVgh-TVT7CBSE7t&<?wmeeVlpXL)^F)j{~o*6T08O
zA#_%jr9$N=k-NfMV)hrSmZ{+zG`F>)NzzQoG0#fuilC{grh|{jeP^Eb4IN)mb^pq5
zzBlXlV%|>*_wBW1o$6e%<?Qh$H^r=1Cz)w2wz9V(>x$R6Tc`$+&q^3R|5F)xV3w-n
zlYYox=An4=s-nuTPb{(@DX3ca`dxh2|Fl?5oZ{Pgo0WL#N=xKD{x>B%W4L&u>PTkE
zAJu(!T&%#Hi=4ppJ|Cn?RS4phUfq1(S7|4y>69P_RBENL8=k6sJ82*ra{g$1#g0ov
z&m;ph$kAG~nKVIOqvR}!tf!yS{j!ly@Y~^Hx_N@c{$31YP_41Jq*NBO=Anytbk`N1
z(27@?Avw0<sn|Y@f1Lwj>bymaeE2ib)6~-E^xTJvQq>J4e%;2&11A{z6bYR#U$>!{
z{G`QPZ=0=ev`_h$B8&ccGNn-d(-u$@$c{9opFqO3L6B()BnfNDBMEDXqejbt#y2O(
zXLZ%&*^zVy0=<@3O*ysoRTBn5?hWD39Z6>(jrhL0c_fYqI08YFul<AtNozvTOt*Yt
zhG}!^C8YlB=_PBBWcxC-_}o;K+KEMj`_DxgrFWv}4oZ|Z>MZNoJREt)&n0(hfOZy_
zp)x&(qxJU;(3NgC(M=qU_M}}@=iO>k%Xfw|Mqy^Y=n{Fk*Rnzfbg*P1da=Jd%Gy2I
zXKQwlx?GV-e&}6;rRuOx?e}Qq1!(;*94gYWF(jfJ&ztIIq8%}*XngYyD9Tn;=O;UW
zK~C*Z%$<8E+R;`MEp(5zW<dnke+qeSI#+})3ZS|fx+?$(AiziiSoj9eMSPe60H90L
zZVmGy6AfTd0RTJ!0Noux7xC%h{kIZdFg5{zO8{VgMdw($M7TOh2h`BOh4=uNUjcw{
z0z5Q;Aq1!opbhyI!VJS4+78+Z+6UT1OO{C(>I-$P2*ZW=U^M%}s;kMfCwYzp^nPoR
zFx)G>zq*=oaBpf-OnkM47t%j>Bu@fq#AkK$NE{RJ1X4}D_LCPRtto+@Zu!Ct)As!8
zCIo*>Zh>D)ehP<tg^izY836>CZZ6=v|MjEhpqD@2OaNv15c0_iqL=x_iD&p25|3FC
zfr-zNXMr<`PkvGdlX6fN^s@Sx-^ekbmq{8wFUX)Ez0B|J*AMhEG@Y(q<}~MmbAnz5
z>onENa6Z6~*30?{J=H@+4E`GAB&Z$mkPbQr0FIV}fe&Hm(BOlkdEisQL4^nSP!=3?
zdU^~96B>p*T}RX5SX~EkxIRs%K9qsM4m0E*;%EoeV>yPlEG$ParO$%wFSWL-$H%0!
zl9nibkDu3YJm+|AFPF1nv+!|kKYnVxeR!9PA6N8fZ(OWzBd*`fDctnl4{#<|S9oV1
z$anAU$C;T;MK|uZ#J~4`go{_|gpUMSaW$X4#UtBP#&4Y0a;5eb!BIAIaB-m(%FQh*
z<T?-FTmQZjxAfkIcf`cu-UeaVbm%p7=uuTPYx)E<W1}Z_t<n>BxtWH&bNzA7tuwgf
zs0JuinSlE}zlmq;*o}i)?#5vjZP5}*1|A->0nHZgqUopPLc~5nU~l>HP0CBK(?wUz
z8}-H3l2W+jo$F|Cy&>2t$QVsKz8oKCt{~Og!`SA~Sd{8{5j$O<i1tl6i?$B=1GgJL
z7}t8-0fqF75vCX0$otN?!B3lQ&%eVXXk-4QNr<O*2g3Jm>o6Cqjxv#*Qaw|xxnL+7
zPCU)b9M$7M|4H6r+>~+Nw@yT;E+8kRU7snE6>e$bgRovck!1oTrbnu)d_1~II+-)f
z#ct^`yWM@5OEc<=HQKLZ#%3L6l)Y+uUG!S7ZIxe&v;zq)$kE!U3AlD|t$qRy=K;Y1
z0tkf3&;FwNsh)k=GxJ)qk@dQxYVohh9cUeUyZLX(Ibb{5{ID;Qr}v{7xPmkU8+W^c
z>TTLV(+cuwQxrt-{(Hmp%QsAQ#*|vY2j?ke^&6&|F_rI&>i=L&=~uY4-+^*7A)rc*
zK1fis&@XkBB;-LkNdLS%<Y^s!@_H21-;Eu8%7(mQYJF5{)nhD{v^0=f8I44HOU9xr
zzq_MIw`8ehFJiHpY$xCe$Ay&OV(5T#f3z^|ieR=Rn@6i!2+3#>{y*$}2Urxz);0)=
z2<8BSfv5;77zsVor@Cj%IS0%MF~>D4m=zS2WEOKys0h<D1DLazvtq`G5wrevhN-#0
zI_}<G)_cAGcb?~+3SHA(UFp1ax~kjR_lCmS|23ImQb=^aK-b|l>kJF)^--j(uW!in
z&)I~Kdpk_!l3lpJR_N*GH|w;k#z`3>U2v@|pK5whT~Gc>yE|VkaGh)>FPz+tzq4hJ
zw(6Cw($d+J5(_rIE|U%JC3A@yr|Nwto)0dtMOt5Nzx?pc1v0AzseI2tPql|*68Usf
zZ?)htT6%QXQF89?#SLrJLz-}8p1f_<Zrn?+P1*-$b!A7k&=2H3pTjMh(NVLZZ7;CN
zXRYn^wpn7;)(U8U>Z~-iVzBfvZnc#5{GDp5g&Ftlfu*YXXA>#z==OwhufK90T}DWe
z7xHn*lY(R&pFETrmkF0vO_;~Ee!fkew>YR)4R@E-+FMxFz20Hpwl7RoCUdSCYU`I$
z8o0*nuM4|pooea8LdI1KUhQ|Pg~qXoFiw08_8scaX4_#CDjLrwth!f|(y%jyD@8?$
zN-Q07X`JpMA$4)$YS_>~{l8mzm*qb?TMrBW9hVi0Q5%h%KQ_c0_y(iFtU+l~WbY%I
zGZTm?9tk#EtAItz@$j2Nd+0puHjEuBBc|a;;8e-Q@<xqP!S&QhOp5}l^u-XiDGVC#
z>#GY-K6?R*L~kLLubqWUbDHTAW%+@)!nZKUS6TcX25Q=}LvVTJDAHiS2e{v)Ge70X
zXxOP%8;%uRmBjpi*JY*hJyk59M9VwN1+dAm5gtc*WG0NAAVbNghcO!q+7%FJXF*u&
zfz1t3NDuZ<F{h2?j~*&wb7W1jJoP*1fz1+uwh06_QA7nju(=}8Ug6FP<Oenr>^^w^
z<`j6(`LS727w--43GV~7qt0$Z-E1}!Op8L}4G$OfVayxm$&JEYmnh2*jnh4Bq^{1M
z!Vb}JbqbwLg}T}7DKxCJp|G@n$7SX6L)(X3SW4{^%}sQl6DBd#jzBdIQkHBRE>>mI
z7iJSNY`D;CoNS*FrW)sWZ=}zmaq#@8afDTwUwLC1N5JdSdN6#pIECg%uW|4{xvg=G
zQ!3VASO-EE1se%AB&1a6=JaDYF9j2p23-^u#xyKWcR>GRuXphnHdZDq9~h5DNR}Tw
zj(N%zVGYIz)x$FR>%vZMj1bC|_I9R%)ABP)+puXue)Ds1{`3p+jKd_w=ZjCsLDdRU
zVtGOFfX!->GUvFkrPL$EtCHhMVDIz9sc=8oP&OTc%XtWWi!>J3ms~`q$0U;CS4)$O
zHXVe{X0GHw{f3HkbAQmLP9&CZBVqemHAIZD5xmZJBAwnPk=fhYh|Bx!CMCMJfR{-f
zNkre7L~&)cP;UKJGG^c{GOI>!c-krwK1_O`cwXR|P<Dm@i`!p@9lh!16!(ha)X%kr
zM#Eo{MyjQts{9akPksjHygHDJw#P`*fexg)({h*_HJLO{ehDEBVijRK`zmCy4_Kl6
zBr8JgTzl!Jy<~H&nD5R#rrMFQHd2El9KXU;!*SQwYLh>-lQyaPafgqMhQh`CHPJgx
z#$Ro6D6v4&cvZ$EODW@HC0XIgcT};zxkwkMCUMKjJLy5>+=S^fYjS6kEHpQt{N^3G
zEsa}PwvY7GFJD5BhOZ2z^h*&$)|J24W!N3*=%3+*IL7H8o(sD?)7_}Ab(<=vi+Z^r
z>Iv%VD4^bt&pAr|NPp1dID6Br8_SxGWzHz=vgePeBcWpBzEGx5LukC&5vrb9M$crz
z?~E=5$r<<157Txef~s^2UHt0xL!dy*Vdys|uqbFbDRDF+=W&*s@6jFmNi^SC{*ZN)
z#E}w<3xOjkA}8HJ_KaXO$C~;PjNW9UFDxTJpcz<AY~<F_3_Ld$t^T~(UYDVdN6T_4
z^cxd;T=)1U=W&*wAF6kIaV|by$W-5ATBf?iehNV}{(kAjx_(Oi7{-38iyuJM?hpE@
z?sXU;5BeDEr^eMP77(i>EFdf_rY@0#VHgE(7=ePvv#L8?WR4#^&i-pS#0toWI>Wpe
z6ZThQ%F148Up!h_dTALVX`+?3Re{7k4}hR{O0s1AA*IcOkq{P9h&0}_hB#JqhqRlY
ziI`eQX*0GwT;4L5n7a5wv{N`NIQIs&kL^bC#ETHrELv%O@RI1E3{qMxsZS#74JUIx
zxrwEx*|W_2BqdQj*Is5QmrAXyttHKresgbERY!M?k`h08%ct0mR4bpa)JDXd=a1~K
zCNH$3KYu%FyS7T5G-+|yRocfNInK54W0}jrZBl&q+k8;%PSX1Awd98msAN_Zw(~s(
zb=Mvm9m7BUFkTIn*Cdv$T`OUVrM<ju^WV61?y06{|EYX%g8`DOY6iD(dkxLHy6I3d
zeUY|j8H>a!2l7JOLkpxSAq%9BdG<;7-&K$vd4xzNsa~qdx5K%w0jE?e@<(!hJYB?G
z_oVOjKD-oZ-HS_1t|)82@`2RIc9FC);yTyzLvgjaR;60GaEz?Ro$0Esha38~P8Sot
zj`-I{bbcvil{?%{r_TIYdo`}k@M_p)4eAWXHX6pUSf|dY`(0~B)-jN#!7f~uqP+h9
zj@0i=;YxwiL!Cu~y8lrt2Fo)m7Ncra&L6S92J+ParVs>kilg>1fd#{PC~;JRiu;|2
zPycz)aeFx!9oCkZxLk!}TlVlP!Vh3NCa`x)WtiLWD>SV99^)YB%26m%<^^%Lx(OGi
zT5>@+eW3BXZsK!I6F5_NA3VKx4E-o@VaGyJ=ixcHQ?405#mfY?)yK)OPN2ZimCT=8
zE-RJqsrR34&G@TU4E8V^n<HzI*euanfWT&naMA;tD8fY#Y_15jBDk>v`2o$q?t|Kn
zQJOz(&0tMY-(9c)=qwugFy;^Ql+B_+!~an$2Fo)mmmkudOlyYzJ9{LC(ip07ASlzC
zVR&ElD(n_Cj=n}hIHadUSu{?z@9R;Glhc}k)(_M;cn;J!=!(l5pJW<Gz;oxcV(2vv
zrv0Zhj&a(>8VoiXQ$46-ux7A$baPrZFdY*-&VX^upErvi<L&W>3N}zo!-QQM<Nh%#
z2D=z*Fh=MfmdRfic5-6`ky<l~RuP=~-cj1lm_<HycO}Jc^WvEz4vNpmt;o`QAw>3}
zrg)%mNs>}zgRuF0C&jCR2gz^eVqx0jgK#^&7c4Y07y1_V6xSE@B-7`nlj3H>NXF=8
zLZ<=!$bnwoiszqe5+~jkHhR<)ypES7os0An=UCJentO_*#1LzE>A#jlv~?m%Wrk3$
zM<+7c&4<jI*aV(LuZ4GS`zW591882Kh3PZ92xZ6bhsDF@i-QKI3RTC(5xed8gi2Ey
zkVd8Ff#ezhdtR8q*+q}Yg(jOx)90m$*NZzachDBnq@M;toYmBtk*tud`NRt4ClS@$
zvt|TJ#fJ8ijT`$!V|Tt4*S$+yKB}U-tk{Ndt#2NG+2XMiwGSWG2P=;zi6%jn<SSd&
z*Bp9RUABMIWbL-Z&64R=Gyd$@3VeaxX^C}?Rgg6q6UGm<FRHHOqvm$s>>-7I8qJ^D
zuvB~Pb_JC@Z5}_|?S@wMwsay_SglFCZmJOmeUK*wY|yU%Xb&|~n`*C*{Q_kl4NeSe
zm8O~9bZjCYcNEIFsI*hRhRBz6_Xf8?CFCCaA101Jwwjyf>H;0g?$x|5xt%{U{e;@2
zReYjN%j=wPR41(sw>L4oRSW*}_|Dpkm)iPz*J&vECWrfdHaRRg+<m0BI&H<(TDnzc
zJ+OmhzU+;3qfjs31vO^KoRbq&A(4gEofemqwhWEu`dJ>5qA#~s7ppc-D$yZA<*?w4
ztZ1mGw5MkX*Jh~9Z-e(EX?J|1gaj}8`IP5pxqa*EN^Oh0mU;v%P<tmjam%OAkq%c~
zB(vA{;mR!?Ej4`VAHVl;CErDjJ!Cac<&(aY8seAmisNR)IjBp_+o2xZ<CtIAmfDhS
zL`9k9=dx;t6-!i`$4G|O^-B@!z`s7m{G0z|<)b6vomj{?3CEn_fNUV))c=PBoTkCS
z9obEJ3S>1p!mVcz6`8iC@s%h%D5_9+QvB|bA&uiGa3BT>fkHu1hoT-u1BylzO(^go
z99oiEQM93GN6~@8pQ5w=+FkW-cN*7|qBlhV%g?XsvT8IsX$a&Gd!@pT1`62WR)N$!
zb)WQa+X^D+2VXC)iKYX1IB{9unz$G7Bn|ck66Xj3zG(xAY18w>BfLGFyxoY*9o`sH
zPs}2Dw(5vJ2?<uxlG6zsi=6?tCU+wpdYO`yExVCw#T&rhaSw^Z@(8-v?jiYY*>5DM
z<8@MSZyRE@<OnZym<dy#9Fqr4A<*(uCwbtcAUIJwiL^aCh?vlqPlB3|Jf`FM!s!mg
zH{}p-Up58?9NtX=D?P*uLeSKy=#rXrVWI2%82ILP3|_Tag>k>Kuv+}yBqwkZZJSwc
z4!b0RaVzYe2;@=-<XVWFwoF_Ji@+|7U^Y#hPa~}LV75&(w;^zzjlic!h@6ukv`-??
zRE%JzIX3A*9*4kT0fCbW1P&1hHVMMv0^y*CBXto@dN@-T;i88tbrCojLEwBIp_?R8
z7l#*wyB;{yAS&yD!w#aV9ykOcy!61~hz&`&{JxeRwW*8n*29OoKCA+NFewY9>9EeQ
zj<9a9F0c-;+_9XoY`^<>na1lTVbsO4!27R&!xeSi&_$tsyidG0ydS)W-#tR6aWV>?
zf>4MQN{YG^^(h)s;B7ReXim|RqBTWZiuM#8DLPSf(O<8d-t9r-dQtSD=!<c`vaovm
z;UqE;f@txb%G?GZ9%+11yb`3FFzVvz7b}G{dYslThO<JXeS?L?qx5yr-Ds6iHYlE<
zdvo<{&~TjoU!cduxXcMC#)~w2LJW0td`wAq%z?(^IcXY^wn<&w2%3H&4R6qgCoNhm
z5E|A}tZ94_*`T=hK_6s;!VZ0!J@kI)|Nd9lpz%pBc1Y}ac_?teL>FOBfdd-)P4!@d
zm?aHc>*FvTtt3M_>ecztMZp0OJ2g88o)6E1|H&GMogUALgE%{P)@x&4vZiMfaE!xr
z2o&aGJf4T01CRZ((paB!Ba?Kj!=EE8BgQ85flB)VpB1Nf)KxS--b-<Kb&L>ntf#_0
zPaCnGi%gLmQAQA6j1lT37b5{pQ$(p@3vuL#okFaqT)1A^PZ8fBpAfOLF9|EKhP=7h
zgw$>Xf?ZXS*lh`gMatP?RQz6HLES*1dGC#);9pPZXX8%Z%v~vz`?y~SU2;V+_IPjc
z$(+Vyz1<_B&4o@RU-)ri6Fh-L5C1~^4#W`KH&w~QJA;G}DN+mwUn97b<OGvZ(PT|W
zPx5)FGg%WcNvwQiuh1$z5O(r;$=+du;LVT|B)VyRvTi+3_I<b`c&m~WbrvoYTOW58
z_qJRlq&z-BTvA(;N^K?z-rdi@>!odBX5-y3_39m1=UoV99)C(420kQ(#?ob-ViHJo
zgJE6YjSw<v7b&$QgDj00F8FO6OcIui65G=a7K6SPCF7U*k)zkH65g68D<2hxq*bj*
z-<~zed_@D&)_)fnJ0uL24Y@81y;ogGUC~ys8C#7EJ)cVE$0kA4*S&;aS{hPK(n;_p
zfbiGfNZwfz396Ns)QL|P@-?2vD)HwSAk3<H<=U<cZ>eP6BuxkDmCU8_Elr+Bd8CZX
z(fqs(16A8<w${KK`VI&ufj=>=zILVg9<5@~S8l!g2ldlsQ>3@buTY}i4Q)5yj?%3S
zXZ?oHeUn(pd9!SFo9cY00WYPaN5@H94j0v4FW?Hz`(D%L|N1~mu3dvGz3ycKc`d4I
z9P`y4IZ+DCV#`DRl<SH4D|V5NYfeg*?dm41FIbmrVU<TUc1Aa~>DSXTmxh(Nh0_wH
zhx2Q2t>0->aW$-@Cl4ygEb}I-Zid&B6&+cdE8fpb?eOho`~}Y^zK@-fRCzjw8mi@&
znz<tZ{42ulRyPmt%tFTJ;dmV!(@{U5p0YrKMP1ZINZhln?Vw@Zx(@38uY6kOaL2cB
z=Tj^k8n+H+586WSjJ~7XGaO1quZM)Wl-ih>kUZ1uz*!~1v2iMx6Jrgt)mL=!wg+26
zU<=gLI)QETRK%_7VxpZH1#=6mh7tLCLG`1f`A$0tY~Hq$rDHDte$Nnyd%l6rmAk>c
zqDb3KVElfZCgh5+%KzTH?`OaF2dN4In-2nM2O`@V7aF$FgK}BjTrcN559e?Q2R$6A
zi*VAzg}OiGy+8Cix_AEQyUXw9Q1rMPg>K%IbIwBJv(2OQ=lD;*_lJ)8I$qy^@^>Y*
zj?pn6!w5pNZ1}Vc9rF#JmeG&-ES>KE{+a(_ahac%$v)=)?!7;B%*XV(J?0zd=Q!>$
z4$E8`rIV~-?A`VhI7VVT0tLeeCYT0cO@V2!v11sG5$r$IYY_H-Y~VQdqA)iz^f!K4
z&o{zr|E_K^#!~60WlU|w7qu0N4{u_`Csl6}ho|Af!p>_IF9sbHACjH$Da2O@j#)x#
zrL`0W4l1X3WY$K!8{7=iFRv6DtUE>e1g?Pjdq=?4($&bgGZ{kFF)>1%w?=Ve#TD`L
z{y4Jv$_%08M;U1v+W^vfJ%xLNS`w3o{_yrfZIb+A30ab7oe->iK+e%uR=w#kN^yPj
zB=MNZZt~R2m2~#G0&m{*B}=xslX-QUz@oxmNFMiwWQK!1JP}Pv1NYW&WluV}F!_*R
zb0m-`?{y$OV!JE4?9Z?082-*sraxy_SMI&{M=sg;MrmPGL%)#8{u+l}_R{$h_vFE^
z>Z=vweYLTi2u?Fw$O~?3!Qa|lO6!qmA}zYHEYX_R$m)e%mpRT^r3#Ss<0o#}D6J3o
zl_y6|krmi<iSI5>(;jSgmw#efS<M#_q_j~NB*&C6Zm4IlG~T(0ylr7m?wMFpdvBtp
z?9l#AQiZ9lxahqa&6+tcpv3uh+U~x~6RXsYh1PF3OH=Gpr4Pzf>E5wcs^H7(xX%yz
zsG6K^DD6o)mN0TtL(c8k2PvXsD5tGfOV+l*cBx^ZXHv{AIoG1aL$&!p3suabAX)WN
zjw=5RWqe!qu}%2wFxOC9zZB`ihY^2W*gfm0Ul$fKPW|v|I1Cx3e)JgHW{Xl7Xdm_C
zkfnRgqh4>JofUQR|H`heL&bUnH{c@w<wZKNj<cqBW&&aJ-a*kPk05W<7Z_Yugm&6p
zFe?2ld}$a2hx@wA8#f`~obG^WQDFC|nJ{OD8#E|BNEe=v+7SxxXiO?@NrH22{dI}5
z{J_rGFBs%2pUw}xFCSxv;9T);L~OPjZuw^LllQcTO|^R&j#<19Xa2wIvc~c~s`#_l
zL7~+Qfz1wq7Ayp#j(<cMu{p9PnUyL!(|ClAB2w3wi61H3|Ly9^$yxPb)=++E!v6iP
zE~;@Lh?<M(8*X&&;y!&0yR7u<pbWdZ^cpAIt}d!^a;}5Qsd4bUsB!+at1DCE2zXt}
z#thd>p=+S@8VCQA+Zx9><&>LbQb9)j7=1*lh!hdWRdjRuF^p4lCM*rQC@hR=Se)*F
z{>NVL;xVMNOjtfJ9!<wAKX@GTlq<p-j1ek|W%AdBo!l59l`HK&e-NDb0ZQ8uCW1u<
z4`+p;V#?F~iqBh4lY_SAq~wNlasRua<aC=#!sdAc6fa*NA$>je5GV82u*vls1bf_~
z>!4bS>)y^F(>qlpMPHebjOEh=|1(kKz^DMl^V^R>Q?L-RTw4{kANT|jimigzfqta3
zM+})g@RYc`=_XR5Q8jpRl_L@LDiGy1jZm)iAo5%4ax!br9C%_802wU`DxN)AB$OTA
z85Ym%3p*N4BC@zn;?(C8ghr-4Ny9lkL2Y^t_6Ekn8JfTI)4fQu4jqW+z9BGI=1-bh
z7lYZ_qKdHfCl#_8i&&xj95ZB|+*=1_Bb5lvn-HF2u3c$*O!YeLD>t?0QSa3i%1L|o
zbn&yO-dua`Lpx2Gb0cJtm*z`pDGU6Tl+eg*<L_v_*Wo9nJ-CZiQxi(}x8p7jtm@}d
zy_M9@+=i1HeD*oL?2w^UeknqT=8*3RyBi(V>&imLsUDsOyLUFK$A)+sZ?N`Jf8i|g
z2I|M+zUQ*b8(k%0!ykCEgg@qAj9>cfIM}UM(5o1Pzv49$TzaI!x~5$r!MQ#=K#By+
zB^HOvfS1P)=d0}M-=i-7_imWqzZ)h?pF;H~PS3Q~=-v&Z?^F107(9k5`Oowz<0_A}
zJ5({&6gkxssyu9$Oa)S}PB0y=2g;c~^Qiup)w~ha@<)Bgn9{IO+GVUz+HqTm->YzC
z>Dx15cYQy&=5Y}gCp1%*297v28KNLQdlhGU*un1iM<HxgDMgXM8zOK4iZk|gh;zRK
z3Tw|%WJcpX!kUV+gsaW!z{2Eqij>Jy40--JR)pMqH%zfwb+!DvRelk^tJKkNMo8L}
zC-UHmwrX<bkT!h43I34vBe}Jv0e|!4C#`#p`%=`Mb=pVkKXNXsl4XwZeWkrUZ21We
zj?(&|-{i?lhR6!=%lU5gmT3=oyyDY7rmMLPB(aR`t%Uh@kK}Db`*BY?Hq~@r>c9ty
zg(O$6+FW$$F`89@g`v1+w6<%&nZ(K)+@a;$htlN9Tc!7rUQ+7IGSWj$yy}~MJylS2
zIQMDrS=F-IWjOEM7P6u#!+bBvK1ktnUvlb+Ph_o2QN2()Sz2-I4cDwoOSQS}L)D5)
z88WZtA5<MDE%a@g{yyQoWg$at{ZdLJcQ}<!wRB@8U|hA})qba1Xk0dxLc<1CLjBk^
zvu*sPVPvUgDaxaYp{^qZPS<dnhAXdrwcS()O_RZItsDQb@(!5w6xTbMz+CS^P`GA8
zsNi>l)M#`Y+EgMiG9(^82G4~91-kHyyQX3~Ca|+U4<T1CK;2^+jDs;RVxh42c;b?=
z7|slM%q`9w<6!&r&AQ{qo9~Aw)kYispHe-V@L%u2b=$f8<ia~(eZDBeF|*JY%%58>
zYb@VW#XsAM@K>z|sF8FAF6y!-iOmup@F1{RBAoQVCW^>uRltWo|F@g!dvuY;v4-*|
ztO!|mQ&Ekhqb1ae@Wb6ySu{?z-BeWL<g_B_c2iM}gXcw!gKp+-s!WaZUF(5f<6zo<
zO5+%(R5;!uEkfY9i$Gx%ip8Uw)1shDsQ+Q-Ko^CDnH7P>+h-ouSq@knMzL#S+&^YL
z&|h1(bQJwYs2-NdUl-OIjS)g>MR+qta4Jz+X*-}2`Bb(uDOPfmm~!p3;`7QbWa+?d
zMBcTtxc_-^a_U;Lu({cF#mlGN$jDR`OnX}g?)8a-sP<+;U#nZ<x~I`(dXvSZXqjdt
zBWZ%*Pd|ZvAUsv^{Ay9+SlJIY2AT+7(jL;8Y!*XbnhMRXZzm<%kA@f1Mv;i>pGh5i
zGokFoVPxbQ2QuqhQ+V969=y5rQt|A5HBguB3)4Akp=`h@SiGXPILO~dsA|8Nl)f-f
zs1(qeG<d86b;dY|KM??D0#}f8i6uz0YcZs1v<1wy^CC^Rj)mE)>L|iCxhZ776=Q|+
z%UKb+ONCtf%f>t$q$$m9<hqRd#79njA}fCWwANc&NVbT3uYJ%+4h5RKX}{IjFJJNc
zj^@C@sj_{oYiYO6ca(XC?UT8^O5!c=&q`Fznl5WR<qJP}i>2Bv(wp0DKTZm3zl1+=
zE5G(iUzJ~z(M|awn<r}%#^+7+y?sujEq6&>Y?KqvH?E?+rtAb|ed8172E}S-IxS9=
zYlnl~$LiWC>QC}T<4!{D&xPcd9<@&NIk22}i7zPg-r%CSx3B<zXuYHKZI@?asae%I
zpLh>#sg2bV7xeVyKlbp^UKm}@XH)0X(#56uxTEdb`<^Y+N4mD6kZ;)9O)_VX6xHmj
z!`1%olcmku0=U3ZJEUmq8|tD{j!DHUZdH}JJy%ww4oJIQN^q@ZZT!}?+bivgbNBnw
zBth2j;2f!Wqe0w*sTEaohg+yUZp27VOH#SX4kIMxYOVLJx;DNMyPnEwkUi38XIH<3
z!*Xu=^t<Zf-`1)JzHs%M6EQ=w34JZgAJ<pyVEbIPF}{GI_54!Ax%*!qL;mDHS-I%Q
zb$1prPOdRWIMA9=;J|D_@rT5krollQSxb3Tz|?i5aMt@>(M6$gI$}*-+`53<6>#lQ
zHHsP(xFx}x!k2=hz(E!$1PTR39g2Dsbh$|Ool^R9x1#ZF^!|2ww*!syr|3-472|#d
zVbx^RzSW)I-@h|#+iC+_kA5T7J?4{uBNt%)jdE~q_+3)JoRT=rX+hlD?IrcT+#?R3
z+Q66nyWq>bL!?r3PuS$Wkd}rC+}yl_m^K=KellxgI=U!uXiOwro7|MRb|^@WUVKKX
z#wEd?g)&mkizfq~wIw5yzYx1daeRE-WtfuoP~K;?2{eDcN8W#05FDv>jI=If4PT1<
zMvAPcO2ia%c(}U+IA<<ag>kj-lHL&?bk~{Wb`M=ry@oq+mUV-Vn@!-wq(d0@D+sHl
z?@d0sPonKC%S~XHLNLyQ-3x(FM-bT65V#}{f!z*~Uk~hphyr@xLP><R9>#V#<(!nT
zRd6_sLl|52hTR!~i-{1}wGnJmQl9z|4th9J7vZFbGj$O;Cn*(Z90G>{gl^J8-Aa1s
z9)(gr4iAXRdQ_z@0*4DWWUyfahmM+hWZTumD(DBhn7Y&dVVz(dV7X&?V;N();v-??
zxcDd-%MHzgSYF6Iu}pL;@NhVxe!OoNy<fMRN$<z|!+XN}!2EkrRHwlF)~4{G@S~7X
z@DzkXq)<}SrKnHQkOFU|DMfRNmilwIrvA2ie|x>#k;ZkR=t7~}(S-5;?ZWEmhm*7J
z5JZc{*e<2Rzu%=KuF&sjqID*!7A;1WW!R-eS(a{>lAdMZxfujP)92WwB;qb2O=I1P
zL0vu^XqxZrPRhDV3jN5k*zP1`S-Raxlx5}Io%E}*EaQ_!>`>Touv6iHhAsj-7<MA`
zo9clb34w9g;V>TkC@dZG>mun7PB5_}+EcLfcn<8iER6rf!8PkS*)=f_%#R%#&xc_Y
z{9o4VV;mmC^JL8r#{X9f>rh4}uigLg%(Dy_o8Wd=+C6WtI33bn(RkH%#o-{e5VSE_
zVfWNVtb4VKB6(ORK{%0LsJHbD=@WHGl<Hg-N4jhlcD}kSTuZ*MNE-B(nC{w1!U~Ng
zZ)Qc2TJhxsJ2*;8-)aww2Hg;&Hs%)=3@1X%m$O9Dw}H^l(w)3cC@7RmC@zHd_E&5j
zYAM>JcP9Cg^AH>VS0viIDDhisNo>Pjku>i`LP%ts7%-!jkY{BF!KqF~!E)qBvfy1g
z(yObBSly|e(CYJ0`XbZ=ByQ$wc$3tdM7vfb>l%M0`-=w%-h!E8<H)(>>&@Fj!OHuD
zNA=so%nd_f>XissdprteK5a@IJol19e1A{{J_S{31z3CU2!wEDNvXLqvh>9`!LOk$
zN!YhRY`?xX8TjoLS*TW$4%XMmp|c@m+~Db?b6#(<Ca?pXzh9nk<F*LFQ6GgnTXzdK
zW8RTrmT6?(@uLv+W&`2R41k+2_mkj8{t%Hbgyd~XcMlD)B+7}Lkk4@>tE8Va;r7k7
z_w3nAg@P;jra7l*hdqjw6y>Y%D{5MEeq*m_lbY|6)>}Q}4mE!Ug<}0R;Y(`8Un*;#
zXnFFk>Y39U>21$_vO?hws%=s~>B4X0xMd@Xs@~^oAf0zB$(@Qx)m(Xg-#av63>V$t
zne_OUbwaC||Jq~qOHC|scr+%g-gQ&L9xP;hO2~#<98z&eM_&4$d>QNhskNYDrv*@2
zbsZYqss)w1oWxt@x9!;mTDJq}hsmjxVDCFW^vgc_CV|<b+vqnY5S^Zf6l*jy=W$jz
z-=p~UlPIss@(0uu2&P4_xDcrM5J)c(SbVx7q;6J9Z%xApM&+}uI%FC70hPsS!fUf@
zp+@{~d>Je4rw~Nx6TXZU`ziG!u%C*jDa{%{ZQMWTr($3FUwj#>k$!5NnqUF3O2Uf3
z!ov29!YB*+*_;Ude@5-IO2_mDVHIXX1!G=}3Hz%t<!P_9yC0@3J){s(B{fyr<~c>;
zVoE}gBAG1S-bHDnx(H$ERY~K?4~T<C32C90M6lhfv}qO(7iATRX^Tz})w4Lv-&YK_
z$B%;T?aRU0E6tVGt4@pVry`VAqpOg}7S<%RrlnZAesPwWpQI#m?`5p@q=KPATE4Kg
z-;#Fe8iyO@rE~U{^2Jw&sqOPE(e991K=}>*_+;z+vX;}=YJHD%RM`g2PPFp4FXIlk
zk(HZcp$dpuBa1q@6{?QAs+|;hSN@dL=UcU{tUYd8mDe`YN*At-l^zyQOAel^xIx#3
zNn;b&O6rp$zi4BAXd#yOYcsgCHtzWxKJM-VzVea%+O=UWnyRUb`1ko5(GLv2(JH*3
zf?by;+6L?QNbl~2NrkM6s7#K{=GGMQ@S8rWjZA)PrK(Qz?$Rzx3)RAgVcbotJzVo)
z#S`Xi7$F@_+Qj7@6f6aL9^_PqyT}}yzLM&fU#WIzoTLi1a^Nbv%$8I|VkKGZJ6YlL
zSEMrI%~d7rEBlp-eUMNqL@?CqFQwG#8S63sW<0xlodWF1LdF#!UKcyLK>^}~nuc-o
zMk5T4*o7(3*n(@uapXqh3eGLQyKRBSJ5#t)RHQ)ThwhcFc;2i+<Ev2UK14%ZX7Ko-
zofQ91(;7Z3ob`PFgr60kQCnp_et+?C;1j0e-&<M}OVf`ucP0?OE)H7Q&V)Q45}>b~
zK%7rIxZSh^DLN=0%-i}w-sE8nI8Hz_iB4ea%6Q0goGy{|vV!n^JHWe8B3M3kgQ#|;
z;H>>5mM*Kyr<6VfD^H+4G=UbgYeI3qArRxc6^5$%L2Q5vDOh+F>^Hjy_x)bL)t6nk
zsA4-XEuU6l2)aK*Sm}L_VAPwGS(PjwOn2oZ7^uS#ISB?500cJEtV9EwEW%n3MmSIh
zB68Xcu}LFv>Ws)nOlUZ#EitE!(2=G=IO%~+AK{`0b^}BOJ+Mn4-1NZifnc`5%G6((
z72FR95q4WFD+3|I=1;?a%D#tbQD}OdosYVhf6O!H6Z59C>t&|O{!5QlrSQ`K|4-Tb
z^l1$r3eJAU+z+wx`=QOPp5bFT^ma%LC1zBI;<kot+bZaG3ek%$kjS~MLa##^!DFs&
zK?FSqhJ~XwYJ5+J>W;;nIEgxx{SQAntc%D06`}b_rEb;_4O1N|_UY5-XX{Yogp)Nu
z)^X8A!A6Nd{lNS=UF^_I(AbP&Y{=MYSz3%k|MvuS6+4Cl150a9{aN#aX)uff1q%C5
zX6PUMWev~>LB_Jn4PlotMyBg2?e2<#V_GYvt^Z2F;!zr$e%(%tHm{`2JFW~lFp<97
zWs|QU_Ua~180;$?vwxuY+IkG>^DK&fh9?EKcuay|w>M;8+0|s<=CVSFtCi?|eV0&V
z;AkQEzB@_1byV>&<s(Smw#2e!0oYL>10qUnf>VnLnLDaDiEQLUKfW6w41M00YCe@%
zq0DnK=WAuMZrxxqA}|km(`ut&88eA2A6t%?A8!k<dpuHnxDgGn%fu1quE!wb#sK13
zQAN&I5(JAYM<A;0MhKmLTu6v<5*92<Al0S~h4ar&l0j`0ph>SytUkSkl&fV(&&!9&
z<bb*)ct8M|e?AH#EF?1QMHiSc=MGHHe_TAu2P+QG$zX-|lgPh!E`F}Z`f?}VXHNID
zLl0Gv$lFT%a_hmIudqp*ID3+`cDWgMuw+vxxZ;Io!Lz&ZSEAArEjxLt9^1xAZ(?4^
z3ig?&+PZ(7bpDu<TiULfDkEX9bZ+T9?!@JGnoFN-y+c}7;3Chik{*{mozP5s+fYis
z6q&|>z?iT*(h=ldEM%M@vq1$19UN#ZDE^ZcqU65Kz~w_7u&q=D>V<cMO3yWTtNhmb
z1wh>;3H=as!4cx@L(wn$tRP@IIu`xL1R{NWNRgY!m9hydobM4h`$<%9XGzV*T^wT(
zSX>Ak*BME{u^Nj{SA^8fO5Chz7{LfzHX_C{@&iJI)r8k&*TOOXztKWO`zZwJEkxK)
zsULy;)L<d{K|eKEh>Y}8;|d!Kh*c6+1Qr&yXOv&eLUi+~vUEQ?qU!rvY4cf4;<l+F
zXw(a`xZyjc&F&R2&(DQ4j%!35)>nbFh4zFrxUIBlSPU-Mw<e~``a@K;M40bT19nt(
zgYD*T;mq6<O6wJ^MEA|ll~yAvk;usWB&3@tmWH4GO}E^$5Y>^a9>;0g+}|j3u0Km-
zQd2FxT|J$j8|$fBxy+6G*lUk=#>-;-v6d&bE4#RA#V=R5jYnQ-O5|V4r-W8ZG`--<
zkLr2^ioK|<?Ru(|baUr;zkd7E6W#W-m#uoWiSKy-pmd<`6U~CvgZbO{5ArT~FUpGN
zw@}wM|Dv6-@d%jhSf_e9MS!M>XSJ3i_DM;-?{PK{rY3Y87^$wl_qq0PzdDd-whdT>
zI3`+@UnLz&9w(U$mlCFFt)%;5%eb5Cx2T?;UB;cXJuNNWI@u?&(MGlXnai@G2fO;!
zawsNqc6aBZ^Vv%eQbM?v6Go|aCES;uR0)<@BwbS77(YT*#I7w@RJ%{@;9oU9?pC_*
z!*6F*CgIoEFjC-`Qf75B`{>{NW%sUAd%ao6xZ1<3;&5S5dpJ#_VH~sn&@M#N;DVa+
z6pj?SwQ~CZyV7t)3Y_$MQ0Qzx)UAfcQK%mmz0}hCy{X?<cOc6TjpHcf6hI;9(<-tg
z`A590*o@kP>hMV?e}kI`r$f>$511Xakmk+=lEtD>^73qWI8IBfM<|KOK3i~zNP(j@
zw?Rn1U^rEM7KH4Nhq#3I&{WNnQfK->pZ>k@zbLTjO&8+Yb_!9w$pfLy3KPeLl^|5p
ziFmZ%m6?L3d18_d_S54r%y$V)g^gp*uw%^S-?xv4U5T~eTm@UWGiEo&!*3_BHvUmz
zrS?4<QD+jZs4Q1!8Y(A^Kuv`}&6Sl#pqfWuv&>2-{>To5CQSsLYwM8HE|iUa&@?&i
zKsdcc;PMOvYFES`*@v*O5pH^5H$eQm_8;t?+2{_ocN+Jn>_0SJHoFi07lp=GpuoK8
z>_61i*?Op3Ju`(a4H_<WZ&#zP4}~8)##|bgZOs?P(>NtN{!h8Aq5aVAQ%9`Xr;m<C
zDd`)SJ*ka`YDNg6l&k^m4%E#GLbHu;YSSIJr|GFJ2>pgPw&^uv*8hn9^go65_8fWw
zrWwT=Cr*mhPMp+fMtTn2o7{3}#^1fkjcP_b_s`Od#_1z#aM(dv=cHbpU>F5$Imo~5
zDOft}U@Sd$7}mk5S0|VjVNJo(;o2ok$AraW7_Y&u$Bv`R&WqPTorS{O%+NpZ%Nm>!
zI}euG-xqcfV^*FzO1tZ;#q^_H6(0_zi;vHLBIQCC33N%b;)TLPJZ@G|m^gQZ5IkiK
zsdeDCFtB(lMcUPQV*HXbLUF$xLghYmy-o8oLW7<yNuMyf&N{RxT=}w-j2ksvs9I~3
z5La@T;>H+XaqEE3B=%Voa_d7LV*Or2%wpRLR%2EY;^|8A51SyA)H;!-5lN6%EfVfM
zFG)=1?18uE#**Z|5%fKB9faT(PszDLrQo&9T5)~a7jgA;OR{`$O)_!tDmZoFB?-RT
zjL77D$c@{d;a;865TeWnZ|xLhiE=EN=Y0$o_O3$m^l&HBKfi!S+ZK=pJyyXLWqESp
zvbkWh_aafuSCSsHA1b=6ET-t#FO3!2PqOaR_GK3=GCXi>@2&%Sckk2nx86NR3?9~s
z9WkvoVZt~Tu<p@)c<-*GdItvd9WmVBrI#~1Kp*X{DWa8KyWkg{=B1vO5-VvI){!q-
zc~Whccdd5*O-ufOMFO9=%|+JC=8o3K^?}Nv`3~*F7eSm${n@f|FI}ZLVU8?vdL&d4
z!?fdLcgi2Nu;N=bpQb%}z>ZgMA1hr5IGAW}T|8mIlY)|TW+A^Yq60KLG}5ni$SCa|
z%f<YjkWk)z)&}kB%7-)_?t}RZ+d_%OH}uvDT?4@Ok)W;L_@eaAIYcU4CtiBc?6vBP
z`}Krxc4pkFQ_uaTRo)?!%^Rpv+_*38tX)O5NEOFje`CWnNq>?M+PaT)@Y6dk-&j{E
z;BGrEVc;QI`3*5ry#jmG<uA8Y%|5@8bAQ=gN^qVfaj(|O3Jsqq*>CBhD*D*mx9g?;
z3FkWfqMr?__xHyD-5FRD(NXw5EM%O*<8^UZ{I@B5R{c!>kHd2|I#0u{6v$(cyBHqt
zQooMQ<NvAuzw(hTyEj&RMyY%~KB?6+@bSyw-xT-_X6RO}n?PLIa?qqueQ+66ja2RI
z1-mv1aP4X#Qg~+_nA>wDAH5jalR;qf#9d%=;5w|gtqfr^i$RTxO~JBC5QOil38!z(
z<QAqG(()(nSi_2KsNhVX@wGH47FrONcJB#;Ri|Nx&oWYAZgWUZI16`r4uVVJO}S+Q
zyf7{QU}y@uKT}xgeUH-r>_@vfsr$eCNEaCc0t+62O`SFO^3?C3ha+_nPI@>~7vZ7@
zb_oPhXasf-1f%*oiq8t}2bN6iw#aY{mP~zj`a^2ZnzlYY-b*%`Ps7>hJxfpH|LY&=
zvb?hL`ys{8e6)*u-RZ5782V_J>QMG**Ra<;$D>^cqDF-*IuyfMk@L~6Zm+vuhhjS1
z8;?4a{pXJ#={kpC+W(XeHBR+e1H?v%`U8Q2VFrw2e&%8)$|~3Z^HN|#wx(d|Fpl}D
zS0|{WFb*Xj1xsU3{VWgcn&{@IK*8z7PZibxjZl6pyW9|V8DpfMKH9ywL2%q0th8<R
zk$l{9loS<*iBb2vDf13*N|rn;Mdb5)3!?uBaYBu|!qH>v6ki*>BqOf#FzwSdc(BPF
zB1Rt~`)n$beJhfL+3z=t-h1Z=MaHxcg6Di8w;cy4J|65(9GsTJ#^D4`RU1v_&OS;a
zVJz$kwiSjhZ%&Ffwi8{y2xQLLo@8B!BN=hpjJyt7E?D|+Cd)4jC+5+w;brVz#fNhV
zpsM=}rhRP=uZvp~XR6gQQbrKZQuNVosSAR|g8L9<*A_x2+!PWzUJ@3p*i5SNW8wUX
zC^Aqp0JJ-|5bHfHAf-lc(ql$fGFe7H8M3G%nP1Ke!XLjO!}s)u8J!{^_*_fH;$<NU
zet_Y7i9d<_=iZ}TPpP0|^@KKwLE7aRCnb&lLHTp9nLgc%O_t&gjN!Jo&ZixD;+^)W
z`zF3$gO`5Iy9e=U79$c(T9ucNh}tiGzFwR&AN*0)bIdmR^HELY)@QeCOl{_>o=wXK
z9UsIeR$NnEzNys;ZOHhskVjpa|LW<fj;cD?XXMvpzt2NP_{`paL-pnEZduinvpA>x
z8`SyvB~qY$cd2*AHg4n8WeJPLHR`;sT2+;E8Qh0nJ-9aqFG<y5ujDbM5jTA6FxF&$
zE$h1Hzu8;aUFt}901Fu>;dp)=unZ)e`gM<w^;-IewsfZT^l5Q0)G-r%*pY^jfw)p2
z)6kJ|>Q>46zrW*Ww`Y_jd-B?w`T3LU%kaxOorQyT`QYljD>Mf>f$-M(NdAgDVdsZ=
zggdSU`+Yue68gfHRS$@z)kBsJU5IM^4wf&;4|jTGV3=<e?7+v+FMag0a)4QI9Qu!a
z0b93?gnMm}tK^EXyZauA^_)b@Ez4D~3K2|iVRa%<w;?R_K)r;p)B{Ny;*adnX!1hj
zB(Jy~5b<a2&pHyzZtMpn6PqR8i-BZPzwU84HW%u*rogAds9!N(xHb~=VM}3$X_(Nk
zfoNhJ4Leb|P-G*UG+dSa=kL1g{(eXTJ;iy{#yT~V#NoyZaaoNTY%E3lFOn}YlwxJ3
zeODKroEe{WEX8;R981MBnYLXPCnoKxAzr37<*Pv^xjmK|CuwY4!A6Od#TqB|>IB2~
z6f7PaD^@0ku`y*8tZ00QffbE{4Fkh?UK9*7=pz2^Ph<TFjF70mIwl(<OP)%*GxR-_
zHam%L?__21`W=NUkMF~kl&!Gv<3*+Q#eBl4hM^>^;a(xm)>~<{sUL|vc~oe-=b2FF
zmIra3G!`;E(je%KM%b4BiDKq!YsK8|M~LY;TT<!BSivnQiTIq4B~QFok(fEV$%+F+
zm~L}T(f4&L(fN2uML_Eev5hJKc9)mIilOmjN5P{c=5;(AbQl9$W<DVa6J>Dd=wi5e
zu_I}*gCoOQh_HCjIKeF-iX5Kzuk8#!=N*?db8RQ1Tq^K*u~wG1rr(n4!_^BGAClDj
zPs%6kxvAz(G}6wm_KDxuq@mn$bQFJmUZB?Xq?r`HsetyO*(uJs)jnC-CZnW1Cm!&l
zIs{5<UF33!Sjj9mSn-|LRL~~f@6O*D+EeZAuSm3;IyhlLoo({g#WJ}2)4es_ES~cd
zZ@iEyEY0Ae3YF0;r!%sm4P&((Tee8_$h!}k*wmAP`(#KNBP&YR+Pg{jmuXa=3sg`A
zbL+WJR+Uvt63=n9W@+i?&xZM)Jvu|0zr7E)_vk!X)2K^Q-4a)%WsQb%4L6Nan>8w@
zivC(cR=J(Is{g)<zKzFsPk58>rlDp3QcDcvf2%{Yd)85+zAR*%65-Ww7{Vb5=Xt;T
zNE(eROo4_S)Q9*i7Kg0=^><uqr>=n7#q;qmdK80cE;<?oA=S;mqHR-fy0?mWoXUVk
zBl^OKv-#mwe11r{zMGGlSe=%PL106nA~5Ub7^qu#CPu>0h&)hm!v<2W@CrEIvkA9C
zw<5s=w%1yrJAP=kEj)VFft>)3s5+9`J=(!}yVCsB<wIbt1=Wa|!hdsY!~D7Bvc~c~
z3if~RxE#^7XWzg9y@vH3<nJ=T@Pr7v4{Borb<@+Xzic1W|KEw8GaGHw$5+<71{<M1
zj15n>6o9(fmI2VP4AbPMu!izO%9r`2jI8gtq#6fl8gA(@*!@;z(mA%J1CM9bIN9ED
zNj1)Q-*HJbj_!X{<Djd1$E9B52zWipw6c96L$7f#?LVb)j8jF{V6f5PxQjqRI*4&B
z9$mEIu{iW+6&8;!3JWt^9gDZmJgjS=EDodCwJ{FqCCdjM!@T6Gum)p<V&;y<Ge$V+
zJ1$Qi6dWh-Q`**3k&kP3ks`^f#FW{$6`u!4WXbMbM1Je5xPS9_ax$a7uxZf}#moIp
zWJG&snC>(K(k!Y#czlWwklI3Aw|y9yZoZWizFV8TEBICDu*I7k^bb)y-@2QWU-1Ao
z4jC_at(r|by(=q*s*4ECmJ}l;EXKeKvx6j}=r&U4{R*LM#g1fH@!v>@eJOZkdLCYg
z0~F6RLm{F2TbOp^qENQk1y~%pK^$b>U8r*EBPm_Af>5d1Oj5t)L`Ynz1$BcFaC-eQ
za^_$%X;Jh(@rb_(p?kbYbGs%G>Yb<vTl7pJt7mB_@t;FfbMH$T_L7D9RKI-7+_Zz^
z_Dg=BPw-2}&gOiUoY!jm9gtQD6S)2BCWCb)Th09R#qlXVj}!AJj#k~0ACX?)d?2&V
zTU536Wt?>G)p>65w=$|X<`t#08N<0F%NJ<QuBz!ht$r^qe8VCsZM2jiv?7L5`lSdW
z>(bxrqU?@z^e>QwjMG0n7j}IE{iFW><c12(<~!hcAOuRS3j-znR6~W$bRihEKyB81
z2GxT8=!Xe+Qeju>I`qrUOD6GeFFZlNF@gEjqDjFgXe`MltZ=?ZckCxoeVHY7*3lA2
zOe`)0s(q&V@kt4@Jms`FS<_>P|Md+Ow4b6{)xB~9`ziG!u%8+>RQ#Zy>Q(~cD>sbv
zQ{!rtwPUO(tO%?mRD~#LQNb_@wgT1?FfOaw!{a#xkF)<8j<J?wM4e$?j0yXzF=a(x
zxp6pFS-N#)`d+3lN}C7cNZjSt5H!hzELtsB+AQ~ic~P}V6PpsmVNnF6iPi*MM=EV<
z5;&K7hnRlZ08!O1!Mt8xu;bJ_*w)eqPQQ;;TF<K^y2BQwRj=73^2QJ{YtUe^bkTp!
zkAIGm$h{2}3MrpkK`mF}oZqVULp5bb_(^9%Q{>U<&gxQA<F#Agj|TfG8+lC^t*lAc
zPTZ?q9W{psyC+(1lFK@3o5}3jgsTGi53=x{HNnI4xOPlhoczIw&+?k;JeszFF&cO_
zS6%qnJC&-Zw{-N>Yi^L|a%psn%aT;zm5)AE1)2<T^=o?OvUZp4ResloWZo^+O}ol{
zlYH{F=32*{*R;hyOqBQOGhg#*co6@rMxTU_9U{1uiLQQA%M6hD4KY>0&I{7^73Wlo
zKUC$e(Qkh?o>CxT-r}Xwf%uhN-tkv_zeM=R3dPUzdG_vxl>8-c{JD%rl2@~Xs)p5j
zb5=2TRQJZc<>JeimANIB^^4iJoi(Xn>rs!wSP%I(;@O?+lwCg-GOq0Kn%JRn<o>s8
z9W?!)dcB6RNf!OT2ZioY5OvX{`iJYWjGZgD;#qMSeVnA=)nPTD=2nq^mTE)HdQ&Ss
z9nE*Hc?|VOUj|c~=g{R!IoRIq1YEpU4JKTCL|QrRk$3vm4a#>EFf9sfs&JM6vTg^g
zp6mg0>Ys(MgoAKnbXC%5@~zAizyIZr#(ab&4`1p2-_R-+iZ*)-OA5QdfOeZmgQoN0
zS&gP}c+Ca4G|8J(Sl|NhN*((BS#mdqmDcyjf?^V_lPs6RCdTvz>JDsftjS@sL;aMM
zEZ`$5L{8H1M~|ug>RPKm+7{tV^MXM81Hx603e-hZ)WeOsh)R06Q`emp)DIqaDQG$@
z7e<`&W0R)gKeU<9G=J*D^mxAS3H^U%3f-eG>UvT9&Tc~EWE4CFp%A}!p4^OM<@G~b
zisE;#$DsO-*))(~>Fg=`HB=ZDm6^l~{Y>AXKP$veG~EIEsEpQwF@1;Wb!(}pzGMGo
zYpKN6^#4b8Wp2knzdFc7q>m<lmcBDi23Z4R9T8m=Y;^d1G^<?&<IvuLY0M}XX{26V
zS`1@DwWeU5nw^hE{Z8;4cuo}T<oJIK+f%UrV;biF(Ya`{zb~wT86m4!R)1I6C5(|;
zh0^Ze2*I(<I;AZsCs-W+0w<c(6{8N_Q05H~$^KbIh;7;Pg4moB$A8$ONPSsWTt9Lt
z>0MzxaeOiwwp+$SaJ3g?U!l%q-vV1<_Bs0Mi+L3kA$@x(Jc<qzS14PMDJ6EnjB=60
zF}gGCD47i5$zE{s!WS}k;Y||hRSWjam@5oz??Z}uj}=|7jV5!}4pB_p-d0Gq3KQe^
z&JmaOZ!d<txhdF<TL`aBCKBhJ6CmSKds6j{hMX_nPq1h@1tPy@K<MDFLV{O>uwZ&;
zQq6>}i;6g@82j=V8QkN8FmF;1vd?RmSR-kmDBreK^za=l7G5TZQ$i+^=~1S{yUTuZ
zrQRu4SU+h!RP9`Qgcu;11qaGT?b@IzRpAxqKLq%Q4(T%6<!80Eb{~^1tX4{U?^zh+
zPur^f9P>iHe5t!8dA^<OP@7TO&7W>d`EH%#Q>rfHEvF|ZDkgf!8jZNX_dnKNU2)eJ
zZkNv`Y4+3v{#aOR?WI>s{GN1M!4H~ONV|8{jYOZQyc$*U0UDA#Ri0Qzqg@y91ggDv
z(Oy|{1<HipOPsUJO%r-=L!#_>EwKG;uAO|UntWk+d1%({AzwKyHqkpVly|b&C9C~$
zmL~P>KK?+)Qt9jJHi;!ymgRh!Pt}&Zu`6+Ymy!JY<^I}p8@l^?npTp$r?&C?=y^&i
z-*vvaz}_2N&BxPZ1wNgS%)Wh*u2#A38y@;a<}^o8&9)w-?vS`i+B7Ga>)ok_6m{*T
zy2#!Hso0rED%(qyWQA(YlXf|t<yziO_ggbHN!poIhRauQhiq^pmr!rPXPFJRUNxt2
zS+$3JhUDbn%>~5-Nn-hx-ru5U`G(zDDXVt(h4k^d)-SI9A#U1)&g$a*=c@+{=ltd_
zA0U+qj*?kK=U10kuT`yW`>(z6zmz2_;O~w+fAasV&*>%#{aMKPL;>@K12a<y7SxaI
z3>g`kaK8IMl*Z#AUzVagg(HPCg)6cJ>Q-c|f%=g#=_Ul!{Zo?xnhpo*Iu!LN8c;N%
zXhPA9q6I}O3VbA(?RzBpYj@VWUFq@e6g??=v;6#OE~`GH6PEy9z3wh-zFZwPwcA5H
z-;X0bLJq;4cN^jKw{%i>Sry`tK7mvm)t%HiUYnF1cndz>Oo8|LPLPWJrQx`b9SIqc
zAFg}QZ<z!kM>HWb$WC-oVE@!uxK!{EaayvE9Ip0-RBn+UcB#yX{lYsW(4-C-Tww+o
z?*hasfxd$<UmCx+?kkvl<d(d1LJ%}L;2`hb+yV9p2S|(l&Ef6g>ZEuc9zLBa3HQg&
z1joEVx@(Mdyg+)4x}o!ry)qhI;#KM_ahy;JGQ#LbvpUCO+^;CC_P#ff3YbLOVwRi2
zE{H(>guw2IKt6^*ZiPUeg}`o#_^T5t?A8e6gNU3HEJ|*5Yw!N8^?&p~I3yr)PP`mw
z9Kul#C+Z@c^>Cps!c`BPd?708@!bg+J%&RIqOu;i4-A11jdc%>sf!J}njST%i>ReX
zZR#St_3)vt539HzOzZ+^I;<zG8>|nkhd(u`qv^1094PSq@t$?xHleN?8=j~iCzyCo
z>>mDb@<!7tDe6+xr)Wrlx6zcMIYmnfI&m>+OOfrnCU{L6*G2Dkqy8Qgy(s#y{QPPz
ztG^#kGy`ywXY|`Ai9i1KiD80>-z(`xC!Un!>AroU=XknvN0iQdw<4j}$?@$IA%@0n
zI$`+siQ#+>G~UQJPz-BIX<I{%XZQvR<#?IjKxsZT=QmJ(b&h9z;)@-y5CwKZ92n6>
zm{Z{3g?>{#@S#5f<E-^@m<~HFOGmvrKe{Mv;%ra-cpglL=fMB4^I}{v3Opwc*6iHu
zoR|*t!qTIQ=S3F<(;-lpi^uRh>>POPmy^c&92=R4W8M7>Vc9S?Sr1U!Y10*_n?F@F
z?r>LexW0uDG`E?;E@`G%xA#CrvR^kr*nLx|x2qEAz4nqQd5#rFtgbBVjHo4CtG!mS
z_hk<uBJ2hUE4Z7y>107_d5MBufGx2-Z4ZmKjuNA$jTIKG|0cAoC5oivH6ifcTJmbf
zY@uAA@<OOtlwxe7n&J~r2eR&sozQ0O7LxB(U1C$oiA24rOZ-kxA-0}VNm|@sA*54p
zF`&~v65G*LXzcVv$iK;ygqNC3dMY`w+U;ne)!QeqedH;!r}+?gbG<i-dfJezz4e;x
zcWNWl{w<H94%84^dzp)IU!#STea^&Xe*sd-)m`xRZB5^OnFzDYs=?IT{;;-lcbNI+
zE-C*)Mhd=f22wd^PzBwEwfqVQap+4*P2NM6jVvMfp5I9lj(CdgSG6Vm*X<|07Kp^e
z$wKf<+Yh(T$VsPl?qs#eGdO>0J>d@S6oQ)$7VeBl5^M%cCc|7;ldzc&AiA78;h)xk
z8<+Q!pvMA)Upz$eTD2oVOE(gQ(+45%Rt2lPpJO~QtL9aMUGeX}O2J+-pZ3_V&^L4K
z;D-GqZ_kJP65l7Bx2&mF^Rl<J;%N_VUy&YA;8Ut*Ub;{GyU2ct`5V_#T^>_QdhNVT
zRzSL{+On&lbk4()TXbTJ>Q%qZ(%Av2+~M%@nv{@J-qQw6;uZ|+AUzE9Pk`WGbT*8m
zsxe{Jpqs%CU?Jl(ST;iA2#lJ*g5p29u0wsk8I*TA041xqf$$E%`N2TERepn%0`X_t
zqaVgJ9tJy8HlbghuUZWM;!w`L5qQWTF!$yaVs+3kGh+u>;e2m~VLyq|HkOdOObIci
zgT;kFMTkHai@@U36(M!e5P+-}VXa3&>LPG;Gy-?$lwukA0b|B$!fUf@p(6cnd{HLt
zrw~M07=B6x`ziG!u%G^GU5D|0`mc2z-|wf!84VT?t0b%lEG%r#D2(Z#-&POw{~4Bm
z=frf`gjJXk4UKs*ChV`qv?^WKv3sJjv@nq*OuDDEId_@FoqYpA3)9J>4jYs<A)R4f
z##GY8%ab^aOn|f#MG4=ezS73Y0?ux}MDlo7gUFYkAZ$%p*jcYNY`t+6PO0OR){}k3
zN}sPQt=hIFkuN)vnZ74P+qbJ(W`2&A$dh~PIzTdueWLYiU)FE!fIjN5#|09L&8{sU
z8*ZldUS_QgOWMLGo@y!GY&lEyZd*mUMeY3jH77HzOOvY7oK|_X_j`qMPHzv$?1r_F
zb|>|a&s5ISHb~;+@w+a|EURwkJB`1tP1Hp4slDE*Yt+4$SbC&qLR8*n@?C!Z+Gq1k
zv=3D!WknVBqzcXlxyVY-G)rGpfFg1WZTtR165Yq9L8H2Lq+ruy(%YnZ()n^<q<f)<
zRqw{9`mS74j62pMRk}W~p~~g%MX87)K<znyj5P1fbuO;-4q4;icT%0oO{JxMFL4b#
zx~TJH98^VzH;}onm#G5l9`<dJ)+r&qVI@PY{Zb}eFxDgfWIVfTonjlvLdF#vUJpBO
zHpNE6Runh_qy45Ro10UAwmmB}Y*@#EX=oVjGUX{8^<ih~M|(>}3Z0o&A76!rJt+*Y
z#?;3%y9wG#d?`4LN1=XsrZ4w?S@9S(eFCp~OQ~(ogZ!hgBQV)2k_)<G0<#*Kg87GI
z;8>*{shAI+fa(P5cB%uzt51dW^H(8mbOS!TFHX!10>Oo^lJQrfL0JH;K_)P$Pz)4o
z6h!PVIl$3TZ)BD@Z!<9=jx}oX6O!x0R<ruL2>lNnG7Tg(TDZWOKtF!U9uru(S*Pgn
zFrVT2DQnu?@UznSp5li|nN`BB!*mMj07Op3k2(gClK`NCMqqP8SnI(E0O}+JGbLj4
zLtw!o7(w{6CPZVVLu{r97d^1aA}Z*C%@^U0U<LC7B7)rt%OM*Pp<%o~ydN}&7Gn*W
z`te?n<e=U~3xHu=2Bx85gE>zh#(ZMl+$b<l+4ix}u;G=K`t&tv95y;13O@?N9v157
zF->j?E1w^l#z40QBg=jkVM*rJ<E;Bxm~KLHgvhq9C5vtnV>3VTD-Nfh3#Pj1yZc(G
zZW5#DCr|WdvaGsEz;n|&VQWBy6uOs1ubc3?|CDYrPSjWf!bX&}b78|_oebldU?*bc
zBs`uul(3_j|G@@^$57Zguv0RB)_82BStV;8uz_a1Hs&c;g*6}}#1YHp?+81+F>(n?
zyI7^*=pLlBt+JSW?AV4Be%oG5>3Uu9S;3PfB!%!bEFq$I9|)P&P~1Pe2RYepov^8W
zF~!Se8ZvxvbC~Y33Lf_;0t?LZh?~=7g1l&DGVSgiQt06f@~*~gp+l)I<lu;Pisv&P
zlXBY}VB_R&;<^u8NZGTc1c&Lf=!+oAlHy+iAw43FM3^U&x}6sYWo}&|L#~!0A#F-S
z+Qi!Md~18fvqf@<&vPB7b?7NBOj=Ct&Ub*QCBtED{&>NB)N)82)tc1Pbb+LW^+6N!
z6;9h#AZN_uNQ;s0h<ivI2wgUrG~W^fA)j0nVRLpWWHvUeaDEcmt(}V&5wjNk{R#~~
zq8)hjiB#)DG{4xV6IZ+5E3GE~ENS_-f?U#5Cn#WcRWr}3fBa)v=R}LkR;o+CwUJ(R
zvX@z|2~uqipCFx`xRP6V*jDw@K`x!SA?FTSoz|S{U&%Z8USDp0$u`o1MNbpBe71&C
z`lZOF{SSH#yCWTO9K=G#i6fp12LaUdIEd(`^Qc9rUq>GGeglD|@jCMOBTYlope8S!
zGY!j*QKDwgtIC{!vZX6S@!hrnspr9Q^(}fP6Mp^cAlRE1d4~y%9Iyj+6xoe_xrIeH
z{>iE@=r<-1I&c*!(BeVP<19DdBS!X<Xx_8@A?vt_<7`f1gc(C%@#%_?y8k~~L}))n
zMXR%jU_YgP1ol&dMdSzl)L;=Y(oc;mTGo!SqOc;clCV9apc2F|$}eCM*{o8Q_MJ}>
zN=#GQ9KT88u3Uhi<b`D6z4A(%DFo(ol}MBJ^y9J}4?tSvN+O>yNNHm?0nSW&P4bLy
z1Ca?%5SFI|?A$d1wuaP)lY=9b*5f~kl`h*Vt(q?;QC`!?j4riA+ovs95BNz+BKIsJ
zf|O?p{b=mw_I_)>UDT>-6yXbw`zjyZa+tc-lDpbBH;(vCynCOEzu#Z$7IRCUcVz~D
zwbXr$r`SZc*>0+IcIXII_4Q?ZyM|SeWUW^5!!9OB+tt?cy}NtM@*k`q+iPi}Ek5>z
zyqfEA?I5_wOVJm#+s@Y2-g0g()6T6XxxDPmMYMaY>EO4Uf8Qe}(Wk>0&AiXc`I4u5
zt9x#>Q@1?gp2(To_*Q>)io4RbmS2sR2c@&tlU22xu1K*T+9muy_O1geilkeQh?p>d
zN)VN(q9Q?1fgbu+&x~<RYfh^ez?^l>f&o+vAc`49#ei8+f$3oea}JoZm~+ng)orHc
z2Xy$?)%C6Cy*lTc%GK4C?pL?Ed-}au&pD3@NLjzJh^9(ITmLnkF33x4EvIq1`ADq0
z_^|rZ)UEy_+;{j#{t+!NuN$jgMjw<LzGts!x$bv)_c=it$8KxX$y=HmdheGKUP9(P
z{ElCC-;#*y$9%>`99|KZg=`{@`VG1fCZ=c@KHDORH)?-Xgwb$ZY9###=A&*$3fy#-
zr@+mnq#vQSq#ManHa=J4O@Yso81y349Y6sr-9KfsW-=;z1wLhXS@62z!{4lQm%p^N
zHTX>21ru)uL*7pQd`eB+0!t=fbL;A$O4$Yjn$LyP8Gex5^D>KLHpJKM0pV4bfDjdl
zVPt*KX)@tl8Q8FHASss80oIvC@pnFY@YOwhp;hTLmXB0udyCYu><mMi6o7|+>?Tg9
zufqL799aaTpiwh(mhPXjSu1^w5(pu*Z?aq%hZKTsyK+(jls<@@)PNn5{5M?*4nqX$
z6cFF4BSD20BB!ndhbzKK4;;D()I}h07$Yj^fkPUBIto|TK)L8l1ey-p1P2V>J8o&&
zp^&6AVMCmT;}a2hZw8$Si(@v8!+VhQCKyKDSZ}N+)(`6>=}oBZP9go}t3F*d>i40@
zrZ1s>o`SIQ|0$cbQ?9xb0d*%xj|j=M@q4}KXJArHn1ARn(`hJTG9MMnDaB|JG9jK)
zFVvk-DW;$=3@hf-Z;DVIh=NWWN#}xp5xX?=??IRp!}nJ3FFn{bg?%)=ih}kZhW#ul
zW}Mow0foAdJQQ{mIKWU}frE=y)L<|i!E`7%cybyngQdeb=Em@>aTuPnY>dZ=j^Qjl
z+9)gjQNsq55nYP#-4|yUFs4lrRHYNb1xM3QDx2~H$pLTrcE{Q-ietaoDL?p@A#v{%
z5P!=F=0S1dY<^y`bF>>dborrjbeY=9k<Ffy2IUUI{WSw%P5d&LKg3e#cBZgm#kk){
z*zq`0)Mmc2^q5G+ZmyrQTk;TL;f05SqTwfE<>E~yt1l{IZ^e?5g)hS6Y6q10VowMw
z^IZ{~Oe_@}-&a+{``l8NT4W*w<(p3ux`vP)C8m=dllsD{9wlM?m1eMEUSGl`m?$PJ
zn=I6~iB+2BH-m%0^8`44NGR(2jI4ZaOBPy~E9&oPrm*%gQ!HM7k62upqL}4!STV=i
zS7_FCB1|g~O&ZZZfi-mvWsUTc2y>0<?1JC>oQap1r;KlM&mOMYg=YqcNmFM9JRESt
zcVmk!;?}Kp+`4Yg+5v-?X?Nc}#dj-S*1yX;Pd=mGFzu&0V**C|b`;;;b>vLO=amQE
zSQBu!!?S=wFKjd)M|9EhTjoPc?*v_iK3)L{-ScWEw@LvM(*^w71%GN5R{zbn_l(B=
zZ=W^wje7o8{eH8fm~7sf^NwmHuQF;jSH^3BCjYR4Vz(wW#jfR!b1UO6r%bx{Tw^-)
zsM=-pS?<+^X55n+twhh=OT<c(?YKUl%vodnTCa2??fW*v?o%ST{h7}=!Nn`Eg$Wsl
zq<~<Ojrt8lm%4K$xHKLYSBczG+mQm90kQ$3#Fky>du?``MhU7HpM1ocKR93`A1hcu
zYT#NpUZ_8<nPeb>emuym=LA?cqcQP4R|l;2pMd={-$25Ni^Qx?SC$TKm~nYJEZE%-
zF2DT)s$K-X)!aBf_DvK7wV4Ey;{Bn^W4eI+u^TQtM=JkA4ZF*)5lpWT+J;%KhFywa
z@(JY*lRYSZu$vJm0}-fi%BpkvZv+#`7s43PL{f%8*@j@M6O^q8JU>9-kU^lVEyHdw
z7lMexmC05EL1e>+#+g${M3LIL5=0trAcxfLMBze_D=}o(`CgmdXRZX#>#N`Q)vvm!
z>w-{9w5C#g?fbr2R$WZTpitB2$aDL???1Ha8YgIM{lUSCoyP_(bxH>PI6zo94q_y4
z=+8-<u;X!1VaKz9kA5r{4GTm2hZ@$QMhF((<F^@BpfN(_r79htq_TZ*o76n|L{-Ak
zRya323C=DEggK_6D)Vj6gu|+9WLhsvVOzOps=^UP$?SpVLW@#SLao6*#9r3`URB)y
z<J#U3*1c6JC!GsZPWPWfOs4%wDz{uFRJb>n_^!zy_kJ5h;ugLjaV<UzVb^ynyK5s9
z&c{uZ-Rv4DT6CKVp^C>a;mk+aT3ri^hfX5vBGXA+t&Xs(_EcDB;X{(2YhibX6L9Iq
zdD67bNHS<sHJJBuwoq}m2ia$u$Zql{5h9--_8(?;>Q8O%`<EGUP}`^UX8O4H9)8ZH
z9$fY5e`qx`*NY2&i{y08H$s8>#ZqUyjZP_W=%X%w=K<=2vT@?mZHMFq$`SS2KiY}u
zSI2U*KP^%}u02LfZ?}uvU4C2YA@e3RC!RgQO<xrv-mEz`#ee(?Lo5AKnmU}a#tge7
ziJ}Z(KI0UHO@EyF*(eJ2OY{WSW9t4{$4tprUV}}jIaun#LH=YR*qipjTjk?#w1=%B
zA?Sty`!B<~z2ndwP-t=ne@hsTZes=}-d{)Z&$yN|o;A+bM7~`}=54b)xFWJu5?45E
zE(D5u1d2-p6a6_wzB!FUu;*@=&PWpFtRlIHX6z=sF1r@eihtvSw{)IDC>5Ld;4RKm
z>PFx^H5@bLGEWW1Oh)FZaZ!g2#5xH(0vij*Ga3|K=tsl261p)A^W<h&r)NvUI?RYj
z!nznUEUPi$Lm#|d60EZII7^cEmQ-19A4ifZpM%i!`ebhO4wdz=EihwYXVNge7;%`e
z4DROrNaV}taa8d!aIDutVsiZ`#GDU->7lN$d2%^eSNszks$s4&A6iIJX-<HuaD5vx
zdw3rDti%<C&H3%DGCxU3{J3MLTIvs%WvNX@u9G{y&}iP7?+~9itin%Sr%}&N-Y+lQ
zZGm>;)(-r>Y9q8u`_$DcoNI7v`dv;fcEO21R`aedPv3j|5GyaRSX)xtaYzI4(zrGL
zZ8L7@T=!0vudf}+w;SI}-1+B|)TmgFzm`9lcUe|fZrNd_#;1RC?W9gMz~s>Z^|SWD
z(BS=jZGjdOMO|!R&dRY>%9wy58m|Wt+TDIzAWuw5Fxwxl%eT@-+}|fq%;S18W$ec*
z;tiKx+@&pp)wgCH;SN1{BQ7}6&39CapT@37Ww}N9&Hi5dtI8d3ujgVWZxL@EZ^r#z
zp}Bg4<0tW6O;KJ}Hz)b<=!){9caLxuQx<CMSJp`O4Y2gP8o{N!J85{(<Ja1S*D^L!
zzA2oIWJ&B9{!PfZ*u$&h)HaAcy4<6f!*x5?T{(@%>78vSj(O40@bVO2?8s@D;W1q5
zmX4bA>1$HIpOiVv4-Mleq~j-Q|C|1yK50iKI2|1gVu?tI(9(?(UEk9R)`pUeUcgQH
zB~s{CBluML7}!Pkfc@wHgeli7;c$c>OrEkAHa;2!4F~NaC1tar%cLfl7Y(eeSClwe
zog+!`1SX#sh<)!uFnN7lQn`dA`lU3tmrjM!hjAg7(SLCuuyVo|BA<V2N6*$<--IK-
zzkqAyno9Y49Q+OKf6}m__ca>v|Nl^*dFqNsLF_oljWt*<bO)zrHoBvqF4>N&Xqqpy
z5H#!y%>$cRH14Y!2pVp9oR_+#qbdFMe5wCe|A%@i86lKXvU-_R4BZTb-d?W%P_LJa
zEWK1tJDMl!Kh*0bqv0RwQ8ME7l-}MsC8P8Y^;E&Y%0tPB?w=(YjnhXq;27OwbdffY
zfjZ*ALjG+>!P23&1k)neF&M@%gJ}`w6f7MM+N^0<I1QEtFZy#DOpm~8pv*$U>`dQ3
z@XIEu5t@r__Wg!k#26u_|4_fUhT^evLFL;a35t77Ta(gORfIVoOqGvc-ccNg7%hz9
zPY7chJCf?%tc2d9ODpe0%M{7(8o}~%0m03F8j0tp33XpoBEhSIVMf90aBf#UGUDDC
zq3Vv2!q$|A%1bqRDb~rhkj)tr$d%shi234PB(LX2p>VTKgp^4k1p)(wQr!=bMpZ|_
z?T5$VX6Ls=miG<3JY1Nh#f>2IZ;TSg`adM;ZzsUhm@dkTs#A((PD4oS_19#~vb}J`
ze=He0uq)x7KO&b7AA{>%_QMp{+wijZ6f$4en?zYwf;r>n5tH5?Bs_H~+@8{rm_3<8
z+|LG*)1^ua*1Z}K;awW(^rnuoLw{FgTifxh(S8zf|8f6NuT+12?43HU(md|D*<SJO
z=RMj*=Ii*>)G)upRx9MO<2&o}%^09_OmR(JvS}yS&I-`RbqUv&l?TY}udUWB`7jk^
z#rme4+O}2vpzSB#J87c6->)@y`d}OF<Q5Kcv#_h`lLK~h(Jf;%=9hv~yAL_2tL}J|
zpVGaSdS2In0GId@+5x4t0TFXVdEU}pdFRKMbY>MR@#K?MJL-jprofID>NDqi@=uD(
zQ`0(Z)RK2+xP<nBDGNLTxVOg_iPO@pIp<gXxFL-jiQbzoa3RC5s?T<-<6msTe2q!9
zgW}Ftw%ob+1O7fsO~jiAV!5=~B(YF|0sd(NCTQ|J^QpO~&kFJO$m3k$vOdYf>P<BC
z;xDCrQhxuOm%eI)#Yl905NikHbRDmW%O5Uz`6y7$^37D8@qny0Eyp>lUoZE|({Q6S
zp2kTOp4!>yJN0uE*=T#tvVVl1HJ8x?IVGP|ClMk$bc7A(17N_(=ag0#hnpTVK)KHo
z78NPNr!Bk_a0z7eADifV3u8jz;_#Pna7}+mS_IHACIhUBp$_E>0~0#oLqXXLtSsA}
zcY7&=)cw7{GWZy=FCl}(AQ^uleljNH)eT!iU)5O>w{jA(Tr`knhPhU|AW7i@dqp>x
z?AC&X|7e@F*4OCyU;Pp?)AHfaLtx_|n6?kKaR?le2&Acq|8~&F-nv5;fnW!Fj5SCH
zcQhP#n+SZ`3SqB@1GN#3dN@-X;i3l)V+7J(L?u0tiX*D%;YRJhLd$U)B0I^Zg`|FS
z3Zn;uG%gz@|JoFwX<TxK(=e>FD+SgS>*!A5Ng>g7YG-?jjOC}{ati5bGHU;0UqogD
zE7yZYrSOzK#WjgmqX@Mh(arpmO!}+v$$Z)iLiK(+ehhBfe+m^%zdiG*v#-fJOq)~Q
zDLm-gcU|@6)uY#1Ny|7A98BV9S}N}pbUVYYfi{zO=vMIb%gS|W{<hxU|Fpa_PQ%#%
z!?m8#Vss;AX0#XwA09knI1aqLdN)gNNBv(jm@lWnJXj76P?n#CVOosC36IyvS}qRu
ztm&!u#~U`ljL>gvtM4`J62{0k{SxxLs){ArrYf^eT@+z~ZG_H`cL^mzOR7vubXJ7M
z#1Y$8o@9CZfkJU%3b}G2fE2BFTDbqmF6G<)cN7Eq>?R}6#KVH6#bAzk6Y}Tncd&BF
zX;^dVH}Z1IPO@g!GDt7o9YW8ng9YMe;pn9Uq}}He!kkN%%E!;G6)>omQ0H!UlAqrS
zcfBqVGV2J55!wsYw-gY1=AS~W{!qe{T8@HZTQoVJ-&yG0G_Ueb)I>$K5(h|&ccq15
zT{@7?HkDzL#|8**D8li>A7FjEC2(1nK{%&<B<#{~ax-F%U|ArMZ1}iIs5r$J&b2*3
zwtRGeS*`^I-<Iu2<41AA*5p5xm#P~`%g-X+KkQ4$UBo;k%`}OLcjV_EuH~%7e%kcu
zw*v-sc1TTZT2UUFwo|*lf3wt>)(>=+Y3Jn=>y_XI+iSWirPl;ZzB5ykFxQc9Q<B$J
zdUKwie|eNPJuyRGFlvF$C(u5%tm#C)P*j-K&SnCXuQ@b8U6|ALbf3jHKUo6C<;|Bm
zsL>sHiz$b+u}|mo87;SHF898y$$xM#XVQ)5uI@jo-hZtM-(|3+u5H{n-I#e{+6}Sk
z+^k+vVvO6+)I71B`8kcAX)ph|F*U&<T;AmLc7AA)41R9eSZ$AHiQ3hHg>=&_CUWUb
z%7{(ueC0hGJNwHvtN96y(zS69e@_;sG?L494-|J~<nv#)eG7M`-bBAyL&Lf2>h<am
z!;7n5dez~QUhrbIisv*Am%_zJv4e(eDZ{DTwGj_L4CJo1AE=&ZTZ8*lEs4u>;Wu@k
z@=@Z)eUa+x+7tfaDLcf<_3Ln}3W%cDAJ@44g9eLF7QXP0zP^yF@8P1cl3x<1C1+>?
zkA#btL*{XV1RqVACPURdTX1a3{aRZ3F5kP-{Du6iWu#5PVCFNvDZo160*#9^F4BK%
zQ$X`MQy@!{zIaS+WJ$=3q}N2KjZc_lBmC6QQ5c9mbt@VBU^We_MNx->N@Ce>S;8Aq
ze`AW@DVkw8wUPd|qG&_WjzanZGRvb+(~*XE${O}>a<lF-x+&?xZ+#m~+P%yJgU^P*
z!NVyKo!*|l0h&aXFB6DO;xgi2VG*g>yBdtN$sj_JVWeQ+m&ChmA+mYFQ{vJ8D5)O(
z8Io6Sfsj0lNZz-tX=})!J;{JjVK1>M_!j2un+T8g$cWFdG;qJzA4ZorO7f>pBJDl4
zlRpAikbW;dlgfR%liwdM!@OAy*t~TKaL$(&5R)z=`2rfTI8trmad_`I0oGI)16|%Z
zU^tAelmU^a#}J~mg>x-E>B1Mq(leVB-|SAB&c#vmuQaT;zP2gq5<<sSmRjQ!LomLB
z(+z=q3V~A(fg2*kkKPnn&@vIo0TJw}$ZU^L&~R%#*a<(XN)gBv5y;;V-@2)CqInP%
z^}r1YBIjlbmkR`LQV<?`;D$xov{1Vm1ui8B+`J&F>rsQ+2u=^&#K>7k<#JZig{H&4
z!M?!uryGgvuk}zrwj1u;af6BNgYALsfSXAN3cNoT3TeZI%L;XWvFV~=**09%k99O`
zw5VH!d9xZCR-2+OMSY3}ERMQyk~N`dO3@s{sojzSCw5zk_7u_=jaeRjnm`)fIcwOz
z$<6vJ*G*v;2&EgYEtwlY1-(znPuoJE;ldlezk8-Fy(XkjgI@*~lJ)WH61^2O4jop|
z=0H9sm0?cH-JIyn%D^y$K+_o9v<xY&8%;~cN=`n8bx??z8&CX{3*%$b`OenN&%j`Q
z<YV|qk5tz2(9AO98XV5a$E5nxG52rhW5ze7IKgo8;3UI^4j04XdK=vcoKR?^VPQDw
zm>U;N%#UE{aKfUSg<+Yr0}ba$IFXA|U>bC@vZyngVP&vuut;`23}*(za1lTouZ4C_
zW9&LP)BUgb8|bfUWK)cN^-mjC1!J4$E~?VA9w@g3x+zD`Y^_{tYbC@F=&r04u~ZT0
zbV|9xs-QqRO((auTo+nQ>Yyy;@KGVGh!MQz^j3Il-YKUJE2wDj#Dshf{6NNbb|hPS
z9){hnt%ZtzjHk~H_ff2W*j({vLId)&-!z5uuw_D_;%=l|**qk&@Ee8Wg^|ipO@f3Q
zAG--h{gZ?P%Nvk0!xzHh*m3aU!3<KM;XC4Nagx;8xtq-2;77I;J_7MWKfs~OR}^m7
z>nJ>5cNRQH%M|q^%!%2(@nqe*2Ev|WgM?6r6U0kgNkl~$ESk0qV%K&g)po_g=@qMl
zsQl?d;)e3dp(~Xn#zihnDyI?rQd<b4`&AJf&6H$9zRN<wvQx0`;(C}{n|>4W!!`IE
zv5J_O=BMngCrs<(LZUW?k-?X0E6T<UB>Qb571k%4ke#!(lh`0$k^j*UA*^Oqcr|tl
z2~5-y+t=@f#2JH$_EA^C;lN<nBLKwKC`#;xA0h1u%VBe$&ccL@_hj)~e__hT)2y?8
z(x%<-$2|uv$`+6JFCGEfUc*L-UKQW*v+ow-d?Gq&#fZ`3f<4nXZ9Wy`FK{(=de;-l
zx365*nZ13iK5E}bd|K>;+-%oG^&0;kVtO(99CZKB>Ia{Xi^tx&rB)`#<daU^OljYD
zs5o7d?0YieF1J+ir=gX8sgo$XTxL4EBWW`^g!znbCb2AB_;9hrMPAxW>KO;B@r&r)
zKkGT@t^3P>)y$4yVLA-_XFmcvRdZSk8Na+O{ri^J$lGMl$KwF3t%aOZ7EpXkAb;)f
zAaoluu=CgjSP_qWGn-+J^R>-@T?oDJEUB4n$SPZ~$xxOt0*WM*Z2}5XH=>Xp=F~<M
z(IXp)XBEkX>|!_Jwb`{$F8&*zgQoLTB1ZTeG|tn|Owxt(l#!;~=BbqTa;VJMJT*>M
zuz^@7VMkzN;dn-aWP%BN%E+Xh0ES~2?v!#fn4aY|q+=asL>OaTj2V{Im=LAUK~F!U
zvMo1=Bv-RhS#PXOlB|>vy1OfxE7Pg0yETIuw}VN;M=``9;3?eU&lB#Nh05x4EFA4Q
zgyeN`ftXp>VcKd-*qnY0)(-W7gAE=k1ImUgkM<v?^wI7V@;#`kJnYn(%$!t?RpuuN
zi68eIbRG3)^A_5gYnuD7xN=l8w%uKw#gbA1vuak?SWIcDoxa1HPvg?XOP&|iFYc}2
z)m4wm<yRfG)nZ*!_7<?z-e`7%b4u+iw-p@4#C2iv>0O?JYw&38pL2=^Tx}4^H(7L4
zyZg~tK56T2aliXUolUGs%3}WlqPm|uKYRLms6R#KFSNR^-8j7`zfrrNFJC`S8)sdI
zUvW4}<PHwjSu853<$^0f$y(dA%0ef^7n@Vm?<OXS*P9(xzp5LX^5&E?7uPw}e|R04
z+_zi2+JFBRab0jtb=(wR?p#E3u3l_X%7W_0#T`!{ac22z`meh{Ka3m|p(*zuSv^`-
zjH_fhSlkwyDhBwjmKV~T5p7q-t4+Nc_?ObuPVp+y($K5Flu)Z<Y{q<JIJ<jE02&0m
zaRG?e{XziJFiH4P+aUP#f)Ld(xO$`71s4yaA1bDC&J^V-DpH`@MAEKeIcTUKRVC6B
z($q%P2#P4_(F$ryA1J2w7ur@DRx7iFfBu&>rcv!?9e%5u19<K0&tHuw0%JSg;8uCc
zU~R8xAYGb)L;eTE#f}vsgM^z;;b^1bq|oa<FwrcAk35Bn6@!6QcBT0b{Ru28{RSp2
zt^!_@Uqb#SZy@4mci8u24EGVYmYIg%(|sq*za5W0s5PxUSX5KP+|4rR5n2Ygu3=L6
zj-8=!A+<N8cYeX$T#$xg{I%UqX#WhuZv1NmqfSWX5McFSvI}Jm0?9>If`PIOfwC<t
z(Lf@Az~PE8*Mkualzj*s#t0m~2;A5svJnyL|Et<WWMT+=Jshcxz{W-3&_}rFfztqi
zQvu<sM^0^`8x8*}k7VGq#dgX@h^Qa$AMY2H3YKhwP&eLdHZ35FLz~9oy*N-{-LcLU
zD6ozOZ6Hfe!#pXz`X~ksmp*_@ZJvTqC@3WDAhm0=GX80s4ZK{nadiwIN~TpKaa3DI
zKa`9g^~v_3WW5Z<kM$@#>BoEUgFSmPHF#NNC?k4VZT5j6VL#17KP1FtD5jDAteVPD
zmY)4tH9jVSGL&S{G|T4ACp0alK^dwD4i5g=GSoQXWCPGd_8;Pj?ySH`%}myCbmt_V
zWoQ^qa2(J$h*7hK=`f7trB2D<!hm6Da4}$M?5LYv6Kza`HZBloSe{JZKlsZApb>(M
zZTBM#yNoe1T}M@V${xXC6;as~EKlBwH%PHceu~*44^;X5T*>@X(Inu|a+vAg8K&42
z7Zmla6{Gqz74{`uR(`y_i40uu1j5S&!~Iqn5GC{=JBl48J0^4xB8G2N)bt!76#w&p
z5ZZS*xjLbU@?EDTr0m|+kg#eR93D5HOy5w6#FX=bt#h{u{SRy+#h0ck%1>NCrqzB!
z9zQw-JKwz{PxjLP!y5LHEKV#$@-8)l2Lex@^$vt>eG5UDV?B8G&Wt!;Z3M3}>Jj%t
zJUNl#A(%a~g_uf%VQQKDLULLyA-d61;u*aLPQ02#4lWOY8RgrMj`y`B^td@0du0lV
zwCqnG=~zRC{H}xWH8bfynG93x+k0HOSJ|62-cKU`HNDsczxUHYcIwZyXZjbPzh2w3
zt4#D*9?ZuaTEuy`tE^QY(24WczvndPhJjhWE2-0tKS;iJ%w1<T`KkJFqaNau-_zvz
z);3hH{w+*A);*4k>GW8AKkbZote*?Fy|rEH{tfmu$9ga3rYSwd8)kD-{5r<4O8;7q
zE#N|6%&<F>2=Y+oGft4%qJoPKE;RWm{x|=kD)HhZDB1M^6pLsNzQbRGt!*f+k&IvV
zMh%<mxuY9;OdbfUBTk|_z#=@3&***?-Np=r^;|{r6+fCYo;A+b2%KFAmEu`4;5y6J
zTwG_dxe&OXBXSbA|En4zI!{rcOK-~KJf&^~&Qrsi^0~}YMR%H)eo4^SJT)$`**L~d
z!p^`>!tsm-86y*pIW<I>J~zWUJzE+!a*PN-tcx+jvKkX=R6{iJv&z;6NYa((D(i&z
zB+2nAguV_XbCz1FtOIXCwA*{q$S#;TxVDEo4T}-3Y^=)ats0IrZ%XoZ4}qAVBQUK<
zCrDJbhPAHO;DBXom3h}>MWrTAs=_r#li9Jy$b`183Y%S*SY>{akoa*LB5(D_BhR!o
zO~?ALXsOYRo5SfW?4R)#?<$DH`WMwsw~FGm%Pxx-#~x5W7yI**&Wsed9NDFFt(VW=
zt4DtA_3kA&$D`Zi)=AC8M6XT()9%jVGfZ{rPl2`?*@_u_q-(g?tB{w@#%gZLqK<#?
zFMUI`QCe%QTgBPn?y?<<R_rRit=(9=_kasGyJ=(b+Om`Cm#+Qf6<ZDVYc=ksIMZ}5
z=UlNjH+TCU@sj;Du5ASqxrt(_+<Zcj<kbheswX;Hi+B15bLuqPZCiW;488D6X>?Gd
z@vVm4sU)0+F`seagxA0cm`ylQzftWCZoO!{L4$*SW@tE0%(7YhxV?3xkY1Ldc6o}5
z6xp;n)Njz_u)KfAX18lp+v3e9YVU%l%W?in^&|*sP=wp?Kn5S8P2i%(S|~SpHF4Y$
zM{6S)u&KWf9Rcec;-K0xcYgZeo|!S3zp#7C8Q7D&o`sPBkH&D%CZ9adgHQ~Exv3g(
z?7bK?!FlAH2gqRg9(-g)2IDI&hU0CYq5FFbyW6h`SMLzoepw2~E@tcO*Muvs<A|I>
z7B@Z!rXBgKS`lMf5F8!|+^iwW>XEB9gxzQ^$2&NT@xB;Qz&hj6kvYXzwHY|PXq-W#
zfqrIaIM%IP7QX}aJ5fk4n^3y~g)2oi?FRK5G#f1M-?7>K=Bj=0X4(fKF7rhV!{0Q;
z(N7EGXM&s1UB7;PhEVFJ>ocKMWS<Mpx;_iBRC7VW)@MvFX)#diK-XvVBZ!QKFQV6@
zHm=Vkj{4K6`v<Mh#>ofkVC-ZB8_aB%&%$VwWN<x0!_wu{7O-+MQ)LdEtYJ6+Fb~U*
zHX7#7^!?3W*1<-|&G)SP#z>F1s&v>X!D0MRl}+Bg<n8i6Qgo-C5Vy9n%JNeXnIAis
z@WrAadVXDqxc^9)+R2nSwecYE{<zAL?@0#Q)`D>533#wf4Ur>*1#`cdg88H&FgNWE
z+^!*#cN=!8iq|Vd%GN#(3GuhduxTb_q1$p&Vc;jS`%F)g{<;G!y*f|uNF1mt5+R4J
zQ;$NJ>=Z0m_l8v7mX8cs*%HFK+=jWG!ePsVp~Rt91nJeIJ{dVFmAD3dB1ctrB+6+&
z8E-K|Wj?{y(0+pl1_gEO-)Uf{J|kIJ;l4xqbnF_`J7{oF*Jdm*k0*0U(ZNBT1`in+
zWQaDYW_bFdAZG8|uWQht|HM}RVLR_G>W}elHJk3=k)M-&<Vu^Y(H?Vc6fnTYDs|Js
zdh(E>3$<%kd#BDSrPf(oy(tebw1tO18tE#fHwu{CwvcAkzNUPuKYVnR+{^RxH_gx<
zqaW}sU>B$JZX1wV`oVF&V5b{e+hZ-k`OVCLq@@#d-8=2(o4qVd4?kO{_Mi7i{`=Y}
z?ZRdC_)Cw{G^a0a)a38v$>m8Z4%P*CiXMR*_|EMkb!|2^(KU){Q}fvSZrseJ8gW+d
za;dVGQT*(}1+^D<bxd8kW~sc<{H6Sm*XjK1feG5~RaR>g7R}a8IpN41YjRL*T;j33
z+tqP?pDGOJ$KC&3yLj@+<XZ2WaGwi1iQA{w_Fr0~8h3H^UB8**DsWd16j#4J6QkaC
z%T`{+VWRr^yh~hCz9*tr)xH{s8gtaqlZt2@1mLa=Ev}xU>%x6d7UX2xbn2eZJBuGm
z?DU8I71i&G1&NBm5nNoCG||(6aDDdg5FgL(>>qUqxO!#UYf7yzDo(wSsOb>$UcA)4
zAlE;mo5rrEgSwk(92*k9mS&>M-&}LPB^zrQi9`-(KI0@3>x2tqt|XGim!L2ZN9wkt
zKn7qSiPS9-M3kD;Z6Jx%EfGX&<Kmd@n2-7cD1btsFuYJf-O@21wNYJKkHYXWg}(fT
zG^{bj|Fst?Hcx6rTJM|*{c91}bISo{SRaSU8QsY;p*XSXTbcMq_!6I}PB6^2KMByP
zNq(IJ@f1DDhOxDYn`3X{rD_350pnnl+<};EXii&D2JIjjMz5GcN_FoKF?~e1E4L(G
z%GXfoXloeJ>l4Xmt0t}U^d)VgHKcbyG^sG@8EF)J2J@nU^)CG++qyyV0H+B0U#@MD
z%NY#u7`p*pHxGnWr{_ZF^?NV^LQk)Ssh>NLfOlqa=C?GkkEf>}*$pYWSxuT0UY$Mk
z-{WJG>uV(b|6iz($sA}`IqKm=Z3He6(lSA9+)E-6N8oaSsHz95G7-3RAds9(1fAN|
zC~zr3_~?Pl3ZjM{9JLX01na0=HX*nSB8SX%6GG#^I7+2qUp+q6FH?q122IE6k9Ed+
z`cn8)U>(0WGS%moj!kKNU5fe?hL<Vy@r`I$6AIj&{{IUVG6ii5A(Y|`E-_SF+C9_G
z^@WO9`rj<H`H+uEdCY0PZ+@X7laDC|&<|iyK8AI`7b@^&imZI>ix(;=A5+jpSi0`<
z&`cX&sK~*`3@=pt%lVk`O(0G%oIE(m@=+k?D6Y5Bjlc~d+GtpqWfnJb6wHrc=}=>h
zZWe}R(hf9i01HqzY7sCEx>>o@DH+U%hLyqmnW6u=9$p*EMuTZl`+#ZjS~>I3pf9e2
zVgDM#7DOYPSnR8R+OR4Z+w{^GD#l$?ZmS)q96hGKa&6vZA>KVyS!<}XBCyOt<%;}a
z0))3Fw>CKoElm3>OBH{q5auQeUb71-ypu{Rrv`UbG%Q$%d|VJu#ttY#wp#08Pf(Ol
z;bCp!+kTZ|{Y4kWpHrrir@KZfoC95jLS<)>vRBhdWUp|A<NgHYDF0=`jTse$qcNL=
z1Eac-QwgrHc>iNkdH6@zc+8JD7p+3-I5riEKEDpSgQXxoC>ahlo2PKQ5~T1vdrk0c
zd{t3@=q!?dWja~+BwE<>WSJ1MxIOXeewT>hTVPS^ClK2+k$6v-0jJ|%3Q-=Mkl58m
zIdu9t5;L3=Ca!KH_#K`njB#otI2J5PCe-p35_-|=Jje?h^S_3556Z$^Pd|v%?SoI_
zE|Gi>?aBG4HOSzzzKXIlu91D$qZHPf{$%GgD-vtDR#@d$On9)<22NgaAOi-(5Zi^3
zLSm`~Nj>*UaM;`l_PDi&h0FgWb`2Ync4=i`bG6Dsn7IvE926`}iO{mn`bj4tKkkJJ
z5B2+n>$NrNobq20JzkqEPv(o-72_?MR~G*~)l2(q=41bn+kCmCXJfP##@6B|<%tou
zm`v7HTs+9%GiIiE>~u-B$F#zJ^^!b9Khu<e>5*Od%a!BRA6~!L$b?e-wCf+m?g?i6
z^I4m<k#o*#s}$}GZi5#>5mOKGO{hY<CpM6a`E9<uLg^lU%_7ajXv>D2Q@%iM&V`!d
z#lEe$*27oIWjC(L3wLx&UbS|LI_&j%@%E|~TuO<a+cw=@VrcbW>f{62+P4^Xm(qrH
z1oIi+uwwbR0ONv;f+RmhK?=jE2QnixGz?!ME}?fzn^!3!%MXpu_8cqqe|1w!!z<~_
zsY2aVvlQ`7PIh}nPdPmJ%@yB*N0avarAqhtvyZ~T>sd{B+t&ro-M__eYiLfdE}4J?
zOM58!0(l`l<yajB9-X2yWB&6CJCcXMjt_n;g!o^30=IT}!)*FRLi<*aK|Q^cJkBo^
zmRUT(G%(Hs;K()HlK(Bk?(S<FB99Q-P+3Z4au{VN0=pA|1RQ}~i^zGZQHX{ijGbzr
zo&tef17Ykm1GxsmP7hQXBe46~5U{6i2L!vZTs9CmEb%^!ZXnn=p=prQlte$Zkw@6D
zIA+r@tXr8Z{;zH_Xqw8HhT3iv?kxSc+U)*vJ+<&)e~^f$7D!mxA0*=QjOb@;DgHqs
z`f)8KGMbM5$zjg5)NpE{UrVL(R%DioZYdu-t)OcuiKFGDQIh_hYpHR9$~q9&1MEmU
zy^S5gI+i*mgMJ*WXmB8-Kc~U4tl>B?(2s-cho4Tc4m3jO{_dJ=jGTF>N{=ohIJ8Yt
zS-;;z_I)Z$`t{u{#4Q`6vV1k0EIx1y;t$=2d7VlVC#|nAwQmG*T)B!s+hHopnjEQb
z)fVo3no2(jRRZQM{zEYL@D<G0U7%;Khv4RG7xFG_yQ;XtlMH(rOBUQ*LMq5Qkv;9g
zN&3epu+&~9c=%ja6$zt+rTt)1d1n_g_+4!XTk;m>hR=b-5tWGpB{;on4J9MzTNBq#
z2guQiy-B2^2^s&}DV6z{U52*$IVTW4KkSoEcIvmOL;S5)n`(RHc`3SedCkw7sO73X
z8l_G7a8R7PjpM|H?qHgBF?DMFq~!BGYwOI)Usdm2HA#HD>ZshbX9IP@(K6!EZGPOW
z@VDx_OGWWmvFhA*vzw{=+I6Wp{y{fxin^hA?Nf4!Jnu<EEB#XB11GI9!|q5T8iq3`
z<3t0?`hsZaS6hi}=-tI=It#rUB~Pi`R$m&A63I4a8df=@#K4Z<6f_DfE?$J9gPKDP
z{w-M9q5_OQ`!}Q~Y}`Ky-4K*EA67kBj_v?!+c^GG`#^LXGcayhabj}$3*x|P^EE+k
z7eecvrNI9t$a4yC<Z1{e$jzx6!5&XQo`yidXvHd$i{NGJbT+|@%}euRxkdGE+`LOK
zMNk`wffa@uGc+C*3#D_$v-;#JDD4!}srF~8UaNCQ|H1&Brw~fR@$FEYr__zWd1`p}
zFPC|Wnk?zrKO^(hxM0HuVx5GYfkFtG6&loxFd>CEj6j27m?t-b@hq<)9cv&Xf(Ywk
z%&@G+gbsc7Z+N=Owy+sV3R<ADUburk`<Fz|5uTAb9+y?t&B7phq>MDGSBcoaQ^D<L
zYT_RpsIq!+2@W?pN%Ag#3^BC_!PNGJA#v_#SVND?_g5RHGH-iRQOSO+s&Li1WcHEv
zWW4hPg^gI8Rpuw{cz@ipe}3vWt<|XwW?Yq*3mK_-x#5BMbZ9I;dFmc@)JvOGUqxL`
zUAr&8>$9~szU56V>D!xIeQB8H@~3{{^H41mON-KW409GQE-vO@CvbwU;<gO=)@$*6
zD<@vmoS7yLc5kLVryB|Nw@=m<ygXd{VO;<h*!e=r@UdMqo(G$0cXoCFnK}hb#b8}N
zD?!|sRz!XG&e4>GF6+1kC%x69Q_?iDn$6`7jq-3a(~65XC(5}-?_)K#8GX5u-frqO
zXB&!l>u1QzL~ct?e^*9s{-!opbaa@;-mPMCy*ZWqE+%hJd13q3&^y1Ba5C(}jLiU}
z;p~1T(KU+sjEgS35>8LU9vRm$>No6@^?pfo(Qrv@QQKM{j{MZ{ZYOoK4Ur>tJ5!XW
zz|)&b6kqIzX&CZNFA5Y;)%9i8MEge?)(l2PrXRntlN}r@e;hVPpM!{vA8Bo5pgs5+
zEGC=6)<1Vk{<l+CfK~00u=o5C2(R@JCIvmiaAI-zB6M<ZjBYfryq=cWHwYq$V;;ez
z^gGZky%SXFb((LdA+W+M305CHmzgs2mw$7_71qc1g99C=LPo)sQW+hF9nPBON4Qxl
zd`(pQh0ylSauFO7Y}Lk<8;1uQA}A65o2X`cZgZLz!9+F=BLs?A1P&(z+k<Bl=`{SW
z?#b<GT7-ihIQ$S!dbm*Ag*8Af6al9L-mifo;4q|qq#$@7*(d__OZ0%+(!QM9e|axX
z)4EY)+lN!XCq*?1ABr0KYx|=8BMobZT&am4eu7$}67*Bkisp2WPNf6V5Jf!-6+JVh
z(gFPlBBNpS)6fb!jZr$_Q;GO*E=)SGbW;9ynR!?k{u2zkvr30A{t1Rk2Tb!%NeAPU
zhz$rf8PH}12MY7!fU(p2F&u#g<5?Q?V;TewCQO5q0R6bvM?bo=8kQf|S)71qn4RhS
z0l#cO7@=a=27k}6f{hV1KUL|Ws}+yNDwS^=n=0-eb|Y5f=m(y+4^}=t{y=f_h6lWZ
zw!+vl<4E<2F+y)!Gv%FuE{bb4X2bp90HN;WJ0w`s7ozs6;M~MpWW@b9Le&lhgsnRi
z%1c%<#hLMi$Qs{WLa98Cq>-~NvA=y1rX|#X&v%Ey%SXdVn#nUVKc%cNwp%($@38}(
zT3%6Jba|-Qx33zxziu>Xzpo!WZ|X_r7w%6YUmb@zg#HW5xWllna}$W}(~5-06@;5p
zR*?Lr`G|Yp>g05I6Ty1w2tpoxBAsr8DLZryQMS3=jy1whB8b(0m=>Xm`h#~;^0c~F
zweuoU#iR~x0v@_t5)&=&`gzs6!MXPL*3LV&M!S9fD87sR2JuzL-2wN5*QVaBRasMF
z={E7r;5A&Ha|(Hfq3r{%Ew3k5y?Ir;?YB1kv4uOt=KEu{ClvDoHWWI=zu-MIE64Tm
zZB%l&Xu7nac%{k$|3ujf|98tq%dHAt5r2Q;<Nu`aaQ|g<HR35pcd^OtCEVJJCAs@M
z+(oYuGO^<4$6U9wGYzf$OA$S!M1R$=JCvy1Xy!9c?XYZIKA7B=jz5?jq2VZ_Q7)rA
zmX1HDo$JvDjW<f~Sh;`KX18OMqE+EH)UMATXx)}ylxGKQjdq5;#Rt(ENd_t$9S)~w
zC%~%18Kg#cPw09$1kyJxf@Z$>xJ)(!(+Z!1dhhHZZt)372uddTEnJ|k<tVsZyFJ9e
zYzZgg+h@!0H$3cazDBjGgwQt1QYKsBnbg4ULZC!JV7DRgkpu)Xa|F|h7^7Nvbb$CS
zip6du7s`ag4C{_{MOuh;l)kxzLxH-@DNuQUk`C*WjWS^xW@wy5pQxSd5e7^DcWib)
zxl*4hiYQ8FCS=kS#W3oQrO)c<*FD7%+xd!fp_0}{v4m2d-ZVZv^Mj~4*F6ZOar+t^
zmY(lPr*4=3P#?uvO0Uj`%6`<kXPm;YbpQt%(hIb)!<b<MkA*WEJ1nPRTA-|XQ2mBH
zorUGh^G$x%K}M(u-pgM#tSDpTql&8Zpgt;FZB<eo&Z{h6?-I@)_J%pj9pL!+nW|zi
zOz3NQi$o+Vg>ClEs=Ns{3cp}eLFLJjiV<r_>CeBxi)({n{MNd{y6Z<&CN>FVU(F6e
z{qnsPW)~AkWV;pQt!X-0VxbVi7LQTBuk0s84TvJ0$0|tGha-ftsz~BJ{!c+U;F7Rb
z))jV4_ap)ReMtD8Wu)t<_GC!ufiS<gqfjwV2H7{F2D_P`L?V2=*#*D%GXz2EcdoBA
z8%tM}pT2O4v$J&79+~klpzrH*sT)hi%SXx<YFB$5OpUJ7R9E~4;aw-z=RVh+sB;bX
z3YZk>qgnO-6yHL0*11~B`T0BDv`4$omFG9Rq^ssWGu3ADKuz*0cYeFctkk_-yYV&W
zJ<<hFf5bP<I1eE{3sU=T`d$9p)*IRd9pCd8W*65S88Ss<c48fuXO}&9btwIJi7~DC
zPL;OnTJO7~8|D5|yXH+Q7k$2sICE(e-YTw{_SDRtsmDWxK>iZT17v<@wTteb&;)gE
z%WJ1;w5v8H=pthJaYt1r#6}L!<U!*T{65W|%#Zb3qFq#~Wpd*|;oOI=v&1xk_{Ys_
z#hrJm=NDa{{>#LAGxe)ich%1-+~>BH7%qA?`AuUVeN3DtKc|6q4qQt2(c;1GP1SvT
z#&R1gl+-9|HSw=~+)-Q*-I8n9aJjtTs}5YiYBO$j%x~%)<*JJ5&X4^kkFyYyyW9GE
zzgEffPO{|+Zn5I(TE}Zjl@!FO`HE}Wd-{qOJ@#;Y3$NCc?z>&xB{7(F?yvPyM9^QI
z`QMd}wT(ox#xS38nuWE(B{Lh%qJEUiU!_+x9CvfL6n~XYp<JVJ28|hYdr%m(WYk@g
z0(WH`MF0g*2o#3bBA9HXVYMjgP|$7re_oBC?uHbNDSoGDM$v+z6-670b`*b5bY$f)
zn}&6w=)(N}R-1L3Q92pKufNrfwD4>Jz22>dv{JuAq#_z7`5qy0=^aVQekP<wuj-^)
z;~g+~cN}qcSV78;zD?ZCEXmr0TEz9lDpEDiLD+iBAI4OTCV7Hh(N>|aM>I@>5xOK|
zJ2i<E<pz>cw!gz0t5s0GawrVl`<R$C-9wr+5=o2Y6-f8!O~mQ=BvL=_4Cc*hpwy~~
z0gicO0qd8_h{^pMERNVrSWLpZtp(Ad9;EtCBH=C?GOb%Xh|6dP$EPablvigcU68Q!
z%qHd|;z>gR8QQ<vuwMHbZ4L^dV=YVVampbW>&Qu)QA>%)sj2){8jXwxfx9FGvLXcT
zm=HN>_TSZDq5=qkO9BEZFv4CB2Wlf6^>Cs#qM{zI)JEX4fvBuURca&L_3)rJ!cz}i
zRuI+npc=d%`nm)zkJv{z_zc?v>NcmqcEz^Lwk@FkT(<$Z<j^#De{K|bUwAKAe@Saf
zZC?t13ONN&K`0ayfBXL@XkJvyx29-If&0S_6oFWmtcHelrs$eA?BD2S6D`+mP!NRD
zX3OzE6!>R_0u9gk+62A^p`gWL9;5$5L7AIWChdF0(gue~+<&%1Qa;&#{8)yRmiDpq
zKNLBb8`dG)|4`_en_?>c&x?dmnL<nBQyUzXUWeF~d9bbs)R&2`P2^y1hSw&35$0xm
zyN44F_t-e;@=@R-iIWU%2Ap8%MuX|ljgyeY<6?^8ERH&*35@Y93@0?ELoS2ixUk}c
zW^Ps%4a#O%8SEM?l3kD4EFEqy(M<=9bZwTN*~YHJ;{O#kof(obvaQ8F`{xa-gs}~A
zkgD{6N6Kwg!<D0ZuT`#jbVFEn&q-OU+kQo0iK)uvA5IFq@R{6NP(WxNu2YO$cTj0I
zs-@r+ov83$e?>X9jZD$7+!FG>;wCb-eM7QkPX_F5vPh^fz8LW>x<ipaF<iL)VzOdo
zofeAUI&TyTRjNeFuBb#J_i+lxt!I^^+~|uGmG28jZ?_Z<w0KBP)R+v5cP)XJd6ts`
zHTM$d{5?o*`Xa}?$A?IwRa1y>b{G!sPZG8_nJ1KSyG=5xZW1=!Evsm{b*S)qbC7W4
z@=#&#tvkf4NEi_hM#3V8u@GA&o%lckoL(|th-!I2NGy3%Idt@W5_9^gFp=vd_+2R}
zjM=kQaLoUjOqgjaBzRSTb#I+uZmA6rIjszQ44FytY`IRVRo)8I)?6l$YuXCK^4<{&
z#nvN@S6(5<!Y-43tyhxYO+>-W{f5wHSxaHSFjIw9t3QQF`L+lh+jJ!rUq2L5u8bhb
zg-nHcH-cf0-BDQZnIm@PVoCd9V`0;^a3RchDOq$VQkc?d2kW$-v+>XC<@v)tgJ7qA
zAK1jd$i<=BZqu8HZh;;6=>4gj*Y?iZl%n~?xy1x7<&OX`dA>Jw^7@*|r>slq@+~~1
z-g{|?_~>jqxyj9V^%~O(;*mWCxtRm{t8XQ35RXRMrdEs!k%vFHmC|~5QE^%;AK!GI
zaB&5<7@FyqQvciKGU?eJN&C<c<}<zz#j<cM#B~+debgEMZ+?Jq{g!P|bY2%Q-+2$J
zsV>t85+~3a$@rxvfw2DGMRY^w@u9Hd8tyb@0p(sh@E0~8Mz=8o+ACXNX;-Ah*$iu(
zuk9P`LMQ>tlA4JNCT6g?5Gc+VM@62B%_lV>wF^=(b-OurBZ}yejqkIH<f1OeZo+G`
zYoXZuH~vKhou?B2!iNxXo`z;}C!D8-zo^J%o=SNy)4!-NGEa^37i=KbN!StCSU8^1
zAiqFA8XG;(jbX?`ax<8o<u#;Z9cDx>V_l3HmerUvr4J$Y`cq}|aVOb!E>>k7S%oAu
zaDveL7s%{ID^%9C*1${|{QzMaA@*nU!R<v6#IJ9DmDQCMaHwD-VrudXVn)QmlwogS
zOU>f2`r<*@`&p%wU%I9|+N7P*CvvV}dSkxwaGtzm=BW%;nV%yiOn%%$h+gWq4T@=f
zMvm~0C(TofmmDG<IdYG_b{8uS{d`rM(B}$REezr(jxH-E+7!}NxP8grrP~{wS$bD_
zmz9g;rJC+m_e}5zh^l7IUtBv<{l4Ky@$=e?{M7UIVvofa)a(1ji+iTM<a*cNEB;x|
zn}6ogNjsgpuB|k`9aMhT3<`hfB);BIPP^M{BNttHmE7g_EWc(2UW+qK)^LuF9k@AW
ze&U4<=eV#>C*{T5=gJG!O-PRO>#Uy8=cIT`H<nA<(0|+BxKD=G|D}Wv?)tyYu=|um
zQYiBo7fE=9Y$6Hw!ZZxm(`@QdeK;OfN+;0NHaz!E-8c=u_}n1o$!cgCXNvL^s1rdQ
zNEM8yHtIh-vZnnOH@i)vszfh-eVZikC~=g(WTk^Q&co={Wbmr-BRDg30{?n!I5b;c
z8!VD=(?wN!M;yRSqY4<-Bn`?eLWQejKzFV*=(^MAtTGMpjdg-+o4#1oVAlS}P_|w?
zByYPe&)6%2xTa4q2aL7b3WxG<(P#f=i{0hdM5tFtW;3!v+3Jj|DT0YmT%{5JP34AN
zk1*GRiBeqM5f*yjjueqi#8N*F2L!6i5XMwyjx-M8gkU$Ai)hB-iuYp>%{WY`A4Nab
z73+pO>1^)?P(Ml*!}I^tjdl9svw~PwRzuUcP*k8mwVkBS!g%U-r|`_0_FLTSK66#=
zcuAiXY(iBv`p*jDstcj$&wL>dKP`xUTy+Vp4*Q%ShOt%G@M4~R)s^zo7xQwix)_ci
zvj5n)>XJBGZW=A`J6B!fRDyLV4p{71w9(*9L_f|hv~d8VVd>D11DP32gJ1>+NLD`!
z$Bt*}5X{f6$I4~tzR6}CYJ{TTJ${>E1sWqRUaHdF2M7-4dsWtVcp?AqYhd@;%R=1b
z@+!;gFUa<^6k@wuPG8kaAr2=33BNu<Wm	>9od_IG*kco4cjLSSL|1w}}(Xcb$N_
z>O62`Sqbv)x5=vFo*N*{t30u{8~__tondD8VPtr{ab&^N5K?{&eRc1^V3Pjc8I}lh
z1^4+gR7L)*1+iucr1BnjGT18)!j7cE+*J)=bMv8OT<`%>U~h9Wa>Zie+IS^7D!W0Z
z`|xD^-~uZ1e(l*!{v<-=WB9b-_nwyrs9(n`xv`}$r0#5YOjKx<P)L4PS7KqTe0!b;
zT(7P@v`Y%@ms_{+<j3rIs0|y}NmI%znU8O~MQdAQy87a=7^q=&EcMojXic7}ujID7
z`P3(2MN*p`*eb5=-&Nkj$`{JI-GZ`?rL=K%$7|~L{VgDEUOvwH<XgFE(aQn45;b(P
zaU(TFkEZh53IvJ++E{bp&wFrd?j~y|^d6%QH|q$kht~5CseN0X=i`*rmv3ro3X~q0
z-0MztF`=%d`k4DM?zdeL+=FNJMYUxfjp^qXHEtz^i9KUC%Zti`{TFpL6Ze$sBllc)
z-+z(vxW6oZwzz8hJwtE(QUogC+vZ)4)a;%mGBuX@jFTz68ZIPkablZOqeMzCO{{4i
zT$Jo6P*U16X+qtO6h^<<OydlsiMny2@z$3qy{VC<9O;b>8t<1SO!{Xo=Ks4kYZjyA
zD}Y~nY!@jMbby%U83%Lh`+@CR8!$Vlf<p^Gk^H|aVWRy6S~D5!c-({^zw(ge9{X}7
zskA&4EVduv`VE#r<Mjre0=zD40`f}sQo8Un9U;6)Q+`^A3=USW1ZS1)NSy_bFb)lA
zdGRb1ypFtp#&6T0%?$WWPDVF495j$J=>2#)i~k;*waVAXT0jVG>nw%ikYVzN$vPZD
zD8mparx3<S8`FC*(w38~89NunBM1Z|Z#WDQNR|*dBoQc!5jZ>%C_@q00SE^@oT!aJ
z!o)}u5~nH%)*!i%JDfgv|9H=Muae${+U6A4fnN|i9I`ZAB6rlrI^iI3z;HCwjrB45
zt!Nr&AaT?!ololXNpE&Yg=Cf^z2QOA_-6@|{vnI`|E|s2C08;Spg2j-%udkrI|q7Z
zrhk+X2^&I@o@t}RQP8$Rpu|yJqHl%NrG9$0rl9?RX_>@P5K8PaD0!q3M=FC7O?=c*
za&OOkRFX*?DeQQt3?&Y_vq~HVt-d62XgHHNnC3@H9OLAX4Hz6WYy#mxVG{?#8A)W5
zj0Q=AjHO2#2R$=c(_vXG9mcc4$<pG^2gA^0Ed%|S4~<=>CH+d<%PjuC<zxfK2-(Co
z`TK?yZj5*as7eQwS6M_V6h%6CsER$`Ne=6_lfBv-!kt6$sv>^91^1XlxbOOuM86Cp
z<DdJG{Bt@96&lSFVwSg6nfD1G4Lqg@1;)#WP5na<9&(IyUgJ#oUY#NORbjIE(snXW
z*NyndoP{y<*D61Dn5t-ZB^aibRuD6%o@B?MsidsS9SCzCOB`%F!_!Bu5OHS#9J5_S
zMz2qVmD=A)$HmJb@(c%OD-{;%%#R>#(<Uk3&FM-u9Vj3iGA%9KS8paN+ku1}UI8<9
z1jDL{y<m18Z&>X$gP5Pu!qs*6h{e(pu;9J3P-<!vsax|u)aU1XW1_|nJl=U(rjoyv
z?M`iQvk=jBb2vX^-XzX*S7&W<tvX^%^inQK=>&PU-bkHzze@6<*v7hi-a2)f<stEr
z&klK>i{a`u*ItW9^4{d4=N(huD%?ms@_98kBDA}<P}jrB<$9OrTE1E&t{C3UKV3bJ
z4V_=>fyJ!TGv~BncO=n2!~Geje^?ey`)u?N<pK?pD4^br^7v<bV`A;17hv9?2^8)b
z5AMS*K+z}C0>m$=6bkDmsAw%@5cvB9Sk8x{JD{vz8h^oLC%TOpNILw1RP1ykXFO}F
zuhAX5kjy4vdDsezD<=Y*3&B=x6#WQf&x}F;Up(HS^Ats?^o<Fer__zWc`AKl;tYM`
zA(we7(S-}a!N%sPak0wAF?JMo1a=Y=qbL%Y$YVT_21#Ko9Q|K282?2YHgb%JGpvg-
z!?GF^R`htM%T1NdtNUcz=s_y$NxmehjSGymwkES{u2Wg_lVE12)}*mnAhBOV|2|=G
zUE;g7hRW*f2RLZGm6-ZAfS839A>x23Y?*ctR&NfXe=<`*WzlM|u+j64s;E#<s5SqR
zU^OR6sCU4hRpuvYGk)Chj<@<bsjc;Hk>tO!iI1k;n=oCmdoTIo%NmG-)6Zz9eEywJ
zJ+o50;IT#h*y9`@zI?X0xrwN&z(4k{^xjN+wE^LrYT3(6g=`Zy9oZcawc-kYKEqS}
z_Nr3+bS;UW5<5o>N+_YTnovJwb!sF2$;39=Y30jnUDe)DDOdr8u5K1z-S4d3Wp<F8
z@w%UQwcs)Jqsdq0&XJ4!n${>LM%lY?4xBYNyS$}%q3|ef!uB)rA{l+<1*^PBj$P4B
zJwCuzy!qCg+xl$IHccJFUq$>{LI@w|{8q!pn<SjZGoNwcgxB~&IMJ{#bQ5|ZmF-K5
zG@aqFM<0(9^NRx?8fH{iq0fg8wo3mLj{d)E*zFqCIe7DHWm~}AwKsqMVm=trwYS_X
zZzw#k>j$T5^HAo~6H>OmKx-lyC>r++9RVAH`$MH!wfM;uFJ{JM{z7Uc5j0lQSQx1h
zybrF7%qRc-WGIF~^z_bPH*5rK`zXq9R1JmLWPB8ruGW=j!M+i0=>8tV?)GcK_5c50
z%E;jl4lUZ~*}lw3{f0vzeY~VIV8f8cJ5V@L7}Xi*^Lf%V(m!Xjynn}L9h>Xk|F8YO
zlzx3if`IEYq19stLRr^m!-0@~ea7^L|CgfcGx`xk_8%M9XA+lr5cH$gXXE4p*C|F6
z(8e_jZKSR&9K)DF=7@%+LxojV!}72&WSLpRZ~$N)%#S38mCeedL4V({4mLt=zGvMx
zMtbP~OLYzr?9XJVtgqXXH>Y-xB8i`bxN&|e%PU35ygU6!!1?7cqugYOs5elUI_d#&
zsN9Y4mYY<T4)00-JtrW%WGQ&mzYa{Rl~*vgxFeX~egbp1ZG-E5*OGViYh1<ML}GVN
zgoN{6Wca$vWI=-rQr<3->{Zy3^iQWCZo(YFz1&Duk--8aj+_M(YF>lbgR@BGeI?1D
z1)m`7eHhF=cmp=|@+ae#lq3Zeg~`ao(ZsdB8#!`4luT<gl#Ji{hswP7X+!({oSpZN
z`+uog>SuQzr;b|QlY20zsQCIpn0DTWK74A)3x0vsQ{}P!y>zBWp6Kka6;GX+*a2)}
zrfV0~JEAQU*+O2XXi?3QM{Ph>bZE+Pmj>edUhlP0N9a+}xLMo@?+k5NU_p7lxGU=8
zpWAWK1LkSWtwK_JMy}KO)Ev)G3LK!Gn{Qx%<BN{kzE0f(X06yJH_7uSXQA{FPoB@i
zyB>O`Gi|?DyI^E6pLf`MO@W>s>cgAr^E>ASX_vjOpatu5+{)o&Q)W+o%sp#aPMq4j
z8|M^ymK)mmkmz}HJ2$dJZ}oxRmo<6kPV+BVkcekL@A8jQmElgGEGrJ&{*2qUK0z$9
z`;2&@*BpOEk;39BpXq)*kA-su2Banrbn0p7&0p#Wsn*}0{#kOedza|i1m-hN*YK*i
z1mW_A%M#lNXQOL0yaa{ec^vAtqmYh}sO`vP5_L<oOfS32vv6k9_=*(L^ElM5N+HoS
zYD>pSS<+RfVKpiIC=AC()QxIKpb#jOEd7tRS+g0XeYN<t=2am)@guB{z6t#*-hxR{
z8z5tn69}y~K<q?UUT3p9;LW)}*j_0X)W_6tKD7Ys-Lf1u3_b&O^Y(^f?r-QFNCq05
zY-Dhc6P=iw*|7B9VZLVH4A49TC|0Kfv8vMqHe5KupL-n1(xA<+J?#a9O*+7RvkfHD
z9tDnM;AL2UD52$GcWnaW@8N03KVn#`eT_cW3ZZ?J<*GR3nB+q#nNv4|LlKcvM}w6|
zpq?hHt_FuI!d#F4b~J^<8G&z<AaFP%u+b1Wv=MmBgRs}bf!YX1J<3xXQ9%zJ-UwGc
zs!$u@rUwprggb&YST09ZwP-qQA7m5Q7I^PpJcC5T@OTaH<BKCI8s@~N2X#wy6aCa(
zfrT@hhGD&>=Z~n3b(H8QwS8C`w5h)ag)fCah2eOLx_Jshp`cJ@&GRGOtle^@v$ce$
z^e;{)(W(@o_9MDtJjtY*_%So2o(%X(nZfNs)6<Wf3HqZcCK)lFNk(+%l#Cdr=&CQj
z9=+B|TE>ygziG`X85Ok66wN6-=~0=7w>OiF?D|AT<LJlJ{%Of*oEEbImvwTYJL?e?
z4n~}?7>*N;xpAN(>?oKqtU@#Z^W`)wFNU-HXk*z~4f+u*4U5Av@p>$dh5t~S4LBq8
z8r$sq4ZDaj!d**My5paUB?ZT;%=p@h37^e`z-G6E67?3S@;<d!g!=dp+qNyp(zMs~
z|7CiTD_iVH5v`AK@9h)i+iG!&{$dw0;#gf+Fz+MGDZQ3By}nMIA_~E}uqNbL*jTb=
z)CxFu=_G{Cj)M6&&j?4iUm$JLmJ4&{%~C#2$*<s#>=Wv2?n%tXyTP6LzOX24Agt`!
zoPhNd68%;b+}-9116q|MrJz1cHrXnKzLJsZWtIuO&b3wEX)9NFwfRU|HP|Q=bG}VF
z`xk<VLmEQZ40AXUrhwH6CrLGjK5%<Q39_-78(C{+N^b7TARq3w7wXozM1rFtAZo=`
zI2Rp6M!a4rRJH3bY)y$$Ui`F-HQG<ohSvCD&vsQ;zpPwJ?o{($s`8Kg+J((|`KV8O
zG;Kl$Xo{7;&6Og(HF??{<ImSEEq5RAD7EJTj=$A-xVXutHox?KKd5f*ptcWwuf6Cp
zRX+884RK^}f9<pLj`D!@FL*z0s5;#36?f)sf6iiSGr83cjjrsN_Wo%-lA+w4a`NT_
zT~aL~)pCn+J9PfB{#sk&1-|yCy5jK@ME4!5H713o$ZaRz^cz>~hTp>>F)0~~H~T*C
zwM5($7pt-P6t3QOXFJz*W2kt0!oieP7MJDjL-%XStUkt-aX0+u?ysd4MXLGjhK)Rl
zXooSMaiWb^!9@xeynGY}qOF&xMfA3GXh-8E!mSU(Gk-}hN^M;1vJr3UH;`^7Woej1
zzNu{>-1@SNl5UpwTWogQMu~EDevNqy{4r}H35s%qWrI7wpcotC*w>uaOa_Y%^_1*J
zRgb{t)xN|*TL|u(+>*k4Uyb42ra4IN)_3>8{93leR~QF_@)XA~5?ZG&+F1=>(Axq1
zV6(0@v|VLFtgf|`{65|GkwVUGA<bhI9C-5y!@kF`yZ#!{tsX+#FH7M$<ra270_7G0
zhXNZ8Y)IrrY>U$L2plGCs8~=p%4Y;4w(OZJB!vhZHf-p8jo3QUc!ZN4&eTS@AlMD(
zLR4{hqin`|%0^UiIMJ}Lel1rYCy`dY8~FkfZU+j9xKi6dS}_e88YYofYP(WMgjFAI
zl(b42zww9NcdkUUI)qZfw}?JBrOG6L0)7gPwgax@gjNq%a)H{C{&OxRc;-}hN>_4W
z;i1FA;(7CNB^R)aG#aM~r625{Hy>AWEcbud`wF<ImNxEHKnxH?1r!5B!7eb^vz%wn
z?%Lgf9oW~rwgQ5Hil~SIqGDnPDzRq+8ymY@vAg@5=di<FV}0MNUcc-2z4QD1_nCQS
zPE9@knKL`*^PZegoz#<4iSf$0ety`Kqu&%it0y;46tTduuozim^QPIT4xOoFX_yYf
z2z01pVWy*u{0qm9#m0j@085LF2P++GRMh+Zjup5WqW5E#!W^-yt}fCspX&L;jmo#K
z+sNY=k*X&iCzVfgH6?+eB}n{`?4(d0R}$Iql<MKd70OHDeuDE&H5`BLOnUYnNj!KF
z-fX%}wrf_X?j6%A_dKx@6vu4g>a7#xW5Jg2ET#z@_lkq9cLHHv<a07}_cqvZcs8+b
z)mL?QLjmRXyRC`Ki5EoIER<+lN0O)`Q%I{xk;Lgh0?D0v1g1AQ3bQ-QRI?k8P*vFB
zt=v+yI=S~GI~gyJgf|D?kd|!@lG3f(!sT*JiTAX7B!^};%%A-(D<^-^jOtI@q|RCM
zw1kJeP}!OKp7(N!9@}U0GjthT<$Xi-N!@yiQ72ru#1@md?K|TXEeE?NZ!cTXV5x7d
zG2EAn_q&AZ7jKT|CWWSHuCHDw9vZxv8*%QGo_6P40lRwQ^}g}Rv}@y9-CZIsuhvAK
zZkv*oOTX1jrSmr$7<(d#7KN~od0K?$!lsSQm)XHD{;F>5+wF`J?OoPuW7963>a(bl
zsh;`S?U<!2&irc6&X9X)4aoIs8dNx_fV|gF(6h?;xVmLv%__81k^}kbNc8v=?=Is{
z_Cl*8g9g`<P%;Nwh8`iM7QJHO&n3H?uh9r+e|pa*2VfSN_LP`itjELN4^1utDFg!N
zh!8eLu=y}X8$O{4>_)y}-m#dl$7R>T9{P*Fs$(`&eLkZ^I+FET6m`r|J!a%5uSi)O
zN_IcrG`nB_UJh-iXa=RVOvZMKyQ^Y5&05Pu+bQncYT8cO8m9l$PR*M`R*$ieupltA
z*egQhYs_3xZ<Zf*OwT07qce@m)R_FT3^HS;@LtS0cBnaHMAtI4ZL4;=TZtqVyrgy<
zH;E**@_<0E#boxLM73iz9n6|hndIo@O8TfOz|96csd=Y~+JSx=a_?C$Vztg4c2%%}
z)g30ot}zAF`5Olc8*|-(V88kh^2|b=x5i?jcG5$^K_wIFr~mc2uwP>&e%@N9UYf@h
z7HQYM4OJZ5*qQT)YN$VG>EqL1cV4&djY=`L%`E-O!7|;<W?c<-*ZcGCyJm9Fda4W_
z)yw&W%_*f_abqXns?kM*hcJeZY2l<l)M%B$DsrNsYVMo5g6(%`lhY>ghWZ<IyY3d{
zs}E^y=(+VE-~8GX7<aL~u7A$$ih2|E`sf8I{F&4Z+I@A#YIF3y$z|&j!(Dp0PqSyy
zd%nxQ&4#vT#~Q|L?5bZKy_AbATUU(SUYIYGBTRp6#AaRkfmpD5s8W0wvsAy}*imiI
zNg}VUFj~K|cp<~&2C>|s<^{#ZHC8Bk6uB&yRo%_|@7}ME4RJ_r(d;4jrpQ}Szp1c%
z(dlUJ)W%8P(Lp1*3w^^i&vrR!9^G2VZFNW&E01cbEq=SR81AxN%lEp$CHIUM_jMSp
z8F1<bw?6H>R;WBnUZ-F#G5T3EuKmhUid=cma9oeF-0V`LG^wrkiHAGQkcZ^2A|_3E
zEw9$Qv?6=;A)NK#?p&R_3$z6%9Tlg%FQILJt+RNp{8q02-d5VeBcn83!gQ=^|6a2X
zz09@LpQ>khBbnt;7BX*^@vgow%T$N&SkRWRp{F!ULBo>Sr4qZItl0_bccUmx;eq`+
zm1QaLeaI)X5HyU;x+aD6x{pd93ZM`uzIe??b+sw#QqZ~f|LtVz#>%r7zp8p6()@fw
z==Ev=h;vWCv{H>=l0KF!oE%N;8zvL41xHBbkn%9((MIA@w-PBLSCH}@lw{S4Vx-h$
z4^lRx6>M1&0%PVT5n1lc*^_ojuVCaUJK_*}hUD4tjM(3bf+yD1p~MCm{Mn{2d`MeM
znmk!fS~xr*Jy%AM;(T6G=Qd72eBz*B-a9_UV^e)Ld&x+)DIHlPaqzVvL8n_o(sV}<
zw+|pe3tEsVp1WaTTmT$4B*HPbQc$SbV3wXqk~^*qX|VVL3;$asE1a*<y#MWFDwDa;
zf^#*ZB$WscBXD*Hf!ziIXL=CWeISr`BPttFg-S$KBdSq}@HE1UN(6Q{h#E$4R3a1z
zR$$+t!`M9{L;Hjd)36N%vOS!jkmxU!IQu5iT`E7B-J;=A6z&vdjNKzXTLlVyCVURO
zcf4P`&sr4H>sBhi`I?o+*P*CK(SV{6o*NzYH=$@o(So8C1vc<@6dfqAL3XD2-%h47
zWgp}0+JCc?DP?XDK!+T(?En5wrk^r50na05{wq?M=;z0n+kd^2>1WI>YbVp+gt?g?
zUSWePNP&&ciUPR_HZqh9I0K1(beInP*a%rXj+ar-;;2_@z!=YT*q|{TTdA3o`msS{
z8uYVsQST>?or7J2MY8KL$<kq`fPU;SFz$0_?mC~R`@b4)WW2hWVJMc_KkwL0m>ba2
zolM&_Q6=W|QH`%>P^~%CMOeDvtg3c{*~%`jR;!j@%O?2r-$OEHtruE8zMvdCet{}S
z|4KsDsE$g{S+i8(e7v%8$%Eu|ryV44^Z~MEkPgzO?-tyxDw3KB+mzND$_h7QZ!6==
zA5b=IU0lfR?MsRcupl#vI4E6bG*gYUjTf$s_ZHF%KNR+rUqg=c_J&1g%fj=gO^NmE
zN5oAwnAE<Mi$wnsMH1%khGi;C*k5wIu&w%gp=h(!<Z_W0!iG8Jl`WQD7hd-6Cmf2=
z32Al#q{_}QM4N9kEVyzVVqcUbUXQ}zWT+s__@kYWkWg1OvXg?$vF$H}(7oZj&nX4}
z9`^*7!%s=@^|ivvCjqeDG6?3r>jcx=rolVE1|-|uyrgQK!Z7Wwl1z7bE{wc;N5~zJ
zk2Dhoko16sWRT$!X*R-Eu)3)h+Se{13<;gDbP(PPp@#E9m!`#tN0Bl@O42Bj+_!)b
z{hTf}dsPkQ&)7knWn)Mumr<}OiU^Zh7bFWyT@$93wPS_$YhK&`%$-bqG*A4UxB!<^
zx^13KMZWwj$mzVxPyog#(gru@1~yrvkE?u2QK(A-KiYSKeo~S~Tky{d{F3bz^$r7_
zG{@tcfY)ZCyIDP0E1RWMIIUWwdr@GWuH(u1;+l4riV=55fOFO2;QY3Weqp~oTJ^NP
zKDvQhIfqx*6xrV#^U=mS8e}=?o-DK4@|(Lyi$nJ-xR9wkxz)aP^b=1#(o8ZGh1N;0
z<P#rVP{;y@>mH4ntF^AbBDrV!ATd6X*BrW;!PWQ5&D|~hR!p&Kp|uR0TcZwLwA(K&
zN@0`shkViePU6ms<rI~sFP6vDR?4ljJBlkUGqQ^7x0<HLG356<_RP|VIgEwOkC^dl
z*lVK&KnsPlu(>Ec88I7am^5lO`o9=CqaGbS)|Enfw@+nh3Z%tIgR@4^nJJ~TNO}K_
zd$O!NR-WXLuOwEpoM3jl$>11S1uS+AhdqPV606QFAh`K4dgn6O7C<MO_yoy6ZqN$i
zzF`E|Ty*7JPs^ZjJtVY}gJ-Q;fTD8>1|Yah2MFppg%8R02==z@1jj9>6V-q#nJHy5
z(sFk_$Qj&UO1oD+lIf*zEgN4+7N5R_>0!WvNzDHvl2w+kjrjhzC(H0IJ^J(=&~s?7
zKYU9K$eOyq=7U7&n<FY?vp^!~VDx`6vNCBBC22ad|F5EP|1a&yLM=|#o-EYje05J2
zqs37YI<Iz_u0fy{M;f`%5#bkmvKTFn6n`{;?#VK%E&5F@j*`}M$>LBwvpAUMXIdQd
zBLY@ou+m_^ixQbSRv-k1u^&c<@d$LL=~0LMFLS2p80*LM=uqN$nZuC<i!(h3#<OcV
zv&2;5=;VhT>sib&?w@1v%rR-YCri`a>ipwdD{Vb;tL?7LBnPkdBYQgC7H*A*QQMa3
zB2;SB67FufP4{G}OoG-ah;_FPf_qm7VRoJAY8&4Nq|p!}<ZSnXI364VA&zHA_lrXb
zZ_^ecV^t&}`6!98?m)bXISJz@omRc~nXB|YS{lL&N01ynN0aU304aJ^3BeyW5SK2_
z@c7RQFlEURNN<-$#@8kgzw`p>s@Mh7Cnv$_jbntmB`it%`OQ^tMxG*@1}lX9XI=?+
z_q8CZS33y_I}S4&&V!Ys?!)YxM_~2IUc}~5O}PBPp4gYE4zXojghI-0r0&r0tQ`L}
zuc&_Bo-B<uj~oX33}~97t<vkTVrg;=AGO><?`4%w<I$YHhI%<vf79uJ&yf{Vxi_s(
z`E+<WUT+B1@|)T|77ujy)7aMW<FDKuEnf6W)%O|_53>A4bZgzx^x0n2<R7(|VX%vr
z>B~-g3Hj>x*VoDKAU=&*Am#`N^HFy^Chi$E8)^<)tgAA7ta$OLf}3@Z$QLjDgF75L
zn_s&)PJirD4e@k!-sjyJXN7a6^I~mBS8cIaN1ZrtJwI*90z;n79Ymj;fzWbdHnC{_
zyc(<1fj+%5R%<7xzLxuIe8tnZb}3v3_m{tWeMX$wyC1hK$3<?!LtZ|0^cHbf_LB05
zw&%D$;f2J#_UE~d5y9f2U0b-6yvN0=Z)eDFKkll{k+MTkb6OS6h#-sPk<|)vjyvj#
zE*43(QU_%%<NUo|AvONte#P_ztj0^kcQOl^C%$-f?C`!xd}(~viVf=jD(R(qR|+?Z
zuaaG=m;TUCCC=wc8xK-hlfs)>eI}`nqwq1Z1Ymk&SfFt#irU6-T^3Ju^(h*%@INJ4
zwwhgu(wJYlYASf;wE@3&uVH^uIp|+k4oPb#!+2i;M|;ob6*H5e)|(IXZe<X&q66eB
z))7KGZiHQlzHn;CeONcYpA>g>>KLE-K{;VYnXPb0NG6tzuR&`05IFy23G90t#y!r7
zGr}_de4*^{(h_rD2Gyg7!~Am7&~NHEw~sRZ<EoRWgVPbxwOKr@Kehmdz)OgYjg#WH
zJ}#3LH%)j)9P^4S{7*@it6wADjs0m^np_yGECOvf0;?~A@dxA%h#W@Xcn*QHfCwDh
zvGE;_@obE+r4oVs0l`+>;A|xVc>@B+fCwbBh(bo-%pd}r2m%Q%0%s%<$RiN=DgjZ<
zh!RvHT#Udbgm5<k3j<NXh>BDqDj89QN(447gcpKk=r>-4G^XhoH^RKayva?0`GL>R
zo;hnJ5Y>H^v{QXaic%DK&v>t2ybi(UNcDJc(#DBY)}qMTED__;QJsQ<H~NXBH2zS%
zl0r>U#~5Fa#Z%oUuS}T!XG@l^-(2C;n9$o%M$tvWbSG`)w8Ak+u7yROp2BV#?wq+h
zH|o%W3kzx7651>=&0bGWl(>)>Ex2+fU7Q?8!*S6ugi3*y3As$=QW~b|FfCeer5`<S
zJ9-RSaH>;=2gp9R;L3Rc(ud&Cf@2y}3oaPXh37;Ij;|k>1y?q~`^oV8RTkX*zyT|)
zX~W0Liw-3NYiy=^D`PxX@UI=iIuv$pl$aJBJ1_dNlVQhWm^srl*zipqo(r#!5*?H1
zH$4u+|A=E1*37^I^YrIAb}@4Uk;dvGO~xx1ZSYg)Xg5PSwQic=rnoOWw&<^VA9qI?
z;8T!nTvJ=fzTb;v+kIW=`D&CfK5u7o_2^R7n?iBQjwzJ{JBwRzb@gB}I9m&1Ii(rd
z(HsPi5$nhZ>x$$7|5&hkkU`>7wh+sz7vT2JYO2@e&ncUpYEPOJYe3dURv_K))+ctk
z=%m%7r7&q?It0x;Ov>FjPJFeiiPvh8Je&KD<V|e{ho-G29Z$=N|MGa^pU{(pTSi0F
z*e+ybbq$2BSq}lpd6a2$#;Nw?P$+AUZ%s<a@q|xXM2h$(lU#j!!Dfp+aQKgC2<eoM
z6j=}f6M1j4d+#bp@@`6;ABV%9KGlhP+h|DGIv3*Gye8^SiKNQD7Z83TR5?4&iw=59
zDofnjs@j~(on`8;nR3rwvnIRXkM4r*sd@CeyuRu*5BahOWwiC~moeBiZou2U%MgeE
z8Kj@Geju+s)I>bnEuZH8=BfOoMUBNxW&0aSho6<ZIlj_gdTPm)oRvdSV4sV)F=LO<
z^qC6&jK@*Uo0Bia_e*8`)YLSww^xjz(2?OOE84s84<hpE!#gk1yEk7B9t$lXck9;T
z^XcdH+nyEVrZrNCm&<r*?j0CaYw^WkMe(Fj;`HGoxDt)SxY=!;#Iu%Hxu8n%3Y%%m
z6ge%bB)h8KYXWUMiPxk3xJ_YO64PE}tu6Sy1{lZ({;p%iFAXE6u#ov-1YQHXHS8X-
zt3$5E_?0d7ODoQp9j4(gh7&9fC5?Bc_&4txwo+&W6>aYEr*-3CM9dpSo}>VH@XQ~M
zCe4JRR&r9Ltd>53<iMu=9rXCD=o|oLr*GuL+6G7w#vjlO90*B6GMJ8d9xnrDR#jJY
zSR|=ndP)QozPtstoDEaFbqaua*VkhNjJK`<h7oD(xbKy$aKA>o|F>`0SLiUSsx-sD
zpv5fCSdEe5fAIkssxv#UZ9ERC{J&}6Fk}BLQBB%E6MB1p?Hl%2|D3gNn6ZDx^jZ6c
z(f*mFX3|wW9^+7A|4ia&x>V}_N&T~V`iT7$qg*Jl&q9e~GNw1BXV{;iW9g7unmTq2
z(^*oFsSc0BV^Drh0WsYVIo5K`(7GS#_sx+vx^GwmU!lbKqiV+kJ;<v*NyN7F86nR1
zoZ5cxBoaNIBR(fz!HilvV2b@iA$)W={Y1<d;^WayZEw?w49@NflOC;xho?5f)RVkm
zV=-N@c{my7ZH<L1(FMut2{LuQ!rh2-=^?Nxr3)GT;S8B?oj^(rPA7X-tRhEJa>Akl
zmxPMm$!go4V<4g7DG2&#LrU#`2djG}lVKKa5aKiu=H0yo8=fbVi6^_0TyfLM*zMVf
z$Hsi*(Bk4`>d_V?xN38?O-HA!{QEVt!#{7|u*#Z8I}ax9S@l#u=Wa<cA-1T`t-Jla
z>kiP0n{8%sE7tqz`#YD=8!l|&yEqM!H!hQlKhyi7{&kY2&-h(+#FrKG$v?h&qUe~j
zx6e6kcAp$WlC&>|Ptd&Dc?Fu+&1vvH<fU73K+uOdHU(KiB>ymfQSIjDg=@92n=5~I
zVREg=$x6+Owr{zT^QJ1wu2+ihKkm{zx-p!)IefMl`e&__Fo#@Pi})msQ=RqPlRc-n
zjK!i@xkHNRp3{NrdahYkuK!lc5pa#_-*N0IB?2{-h0GHuJU@04pAaZ!O{o5pg$OiU
zfC49-aI7h9E?|;YB2QFb!e~ugso#yFG=&F6Sqf<p0z2kMC3`%x^P!dbl?6NV+Ycu5
zi}JjHO&@Z?wu)`(T}Tcl=GKsG!U9;nXbtiF=m)kD8(?S8$FOp!C9w#V78PWr4IBCg
z%&E5<PK;lUI=+#|BOm?nRCxX5D1_wS4egGchlLjw!#;Sxj`>l^p6+V|sj@%KJCh4w
z5h9okz~V%pT|gi&M&Q%}0y#1Q=iCrj%-@=iG&leF-_AQ?)j%LIDasz~8}ox$E%90K
z-m~ThS#_a08;Vcn327MbMVcdI=}=OgM24u8KD<I@Ns3YwU(6Sp9`_@D_I%%*r>m@-
zLFcxDGYN@u0QE2M^kjW$)>7hds;3(RAZbA;jncF)WpOB_z7*5Zoz;~|8Pbkb%2fJc
z7W!{Sd|Cgq`%?3ShxIF1DY39v<)mK8Vc401>9MlX2}UXW`8*aDG!iAOgy=9WtLPYJ
zew07Ou>v$haK5)sHb-tMtBcefqb?lfN<7>5R@<jr3a5jn!SN=!A+qOAwasu(VgHzt
zWb&-VLSpgd>O6JA$ea^Pgcfcwf;xQ_aWb@rXNQl%B**f?x`WkJVXI<P)2@vm*{5G2
z<(+$w*E%^_J^2l}oqHvTo3n;2UeH{a)a#<EPxlH+x1A+aezTpFt@gBl)wABgnkD<l
z>G~>|boe~PopdJ?TMZ$}9j#!yW-6R-lT2D>drL<2UkcF+-V5%^USzNR+N`|#HDt!?
zr_B&KYwp$5$&07A)b~gO(JglrA8}O2RdzV0Ph8tkoH?fnx4Fw6F7=?3!h3LJ^6{Wn
z221benk~^e#Cw;Y=;PKjqO&$7HCL5a#e=u{>D-=zVv;I=%is2qc+GBgO3Mbh#i=oY
zwGN+L#l==l&B~?UihN)LHRsq9Nkk)S!Gn3C!5TX@UL292HTu8#m;IHVTClFL0&*T~
z0UmR=fo;_Yd{lnH<94um>MHc3gBsOzD1F?HUgnQ^J(hHJ6YyP9mV*?hiV*XDXO`kK
z56h~r8FFWTYH3W;V}Ho{MC{KnyAWsy5oin%%%C#^ZbNklob+N7Uv|`wd<}sw3k$Lv
z`G(=eV#4dPYav<qSN>(+;TQx^Lx*3NH?~vhFZ;BeW_?|rwo~aZ`zGyFI_6@4>_4?r
z^M;MpV=N>r2+S-tI!8lgYJ`~IG!4_yq>@9%^103!MgN6m^qDb4crWH0JJg)fp?}#|
ztJO|tY{=Hw>T1Wnt4Y$P5)fD>h0JbYt#&Li528v9AUV>Tkv=mY!p)ZPq{bV$+Cg-J
zy|MztYTy{yUGEO8()EFzHEmRiIfGS)%e{o)MXw=5{#NDHp}k<St&i%!nZ+ck^(J;R
zzvwl>&-=^1kLC`E<pLjH(xqOE7i$K+0c($(2KzcU6x$<?bA!WP>lZmLP!xDRg&)<)
zQy-i*SX*HFYCi7LE`6aji!^(ckHFJAQFnc&v-t7ZIfdhgUb<%i<#p}5-4$1lS*RGH
z7y*UL?}Q>7+Upn0zN{6d<?|7@wdM*vy{*W0ZnKZBfn5I~s;D+^?le9jsi8QeN&+|O
z<6v%8u7~=Gx%+BDO1y&>&+^G9wrs|ING+&)=;Wr&aU?vsOW0g-MH^moFvm--ZoAc5
z`;x#dO_pgbGWykY5B)>zvwpE6Pr^F+!jOyNj%#fd73wSGbC(pBTMc?9#+P55Ra(E5
zvHCg77$tKyjpcxObB0&LF5nY$M#G<smuc6IeY-SfHu|M;Gu2_!#YGq;P>+uKT`7M1
zh5Mbuh-I_o#9{)#ESGR7uzn?ES3iRt@f(Om?Sc?gIg&o53=Fg1^W*2>(2V{a{7OGk
zszqVQU15m)cz_HV)*X&|bnv7{ZjkpGFZm~`M?=8Ij(kw#<FIGyTS)I6Lf}+IDIxtK
z&DVSc>#)r8@4DQK>7`?<-ySDPXAkL`lE3d5X)JG=?tA>KvV6_F|8L>`{}%3Nwr~2&
zD#|zK1^&B_sZxuRwQ!$WoUbk1XBJ0E=u3{v^d$$iI1>G#4daW2`$mf+#UI6m`?=H5
zZ)$Or^!6o-L-ow!V49z4am>>$>~E1KAs9bKy2W@g>Ty_s4&xE%Ow*&zbZ)^k9i9ur
zm>wNUJU4SVH^Jge&w=smTFxvnl{jDV!;V!LGxQJh<og{vxjBMJ7w!uy)%gccRNC72
zRNEa-A_s3&C3}1<gj=n{)V4*>3l(2HfP3zHN#r?y614ISu`ZKea36a{nC&=UZPTnK
zX|!yakh5eB;@IK}OuD*}bl<gt@CE3s#`xnTVcr@N)5V&2HQ6VOcMej$cOR+rJ*<Ur
zr~D+xyjZgBWd<o4og0F8>WNE_y6`x3B1~C03)1J>k#RQ;LwtaobbbE>rq8(qXL2M8
zb)NW=cFPv2-gJv5n`#CK`}bcI?jD;DiNki2s1DCz#`$uvvh^L99cTq>YEL0HM;^gt
z4+F73RsmvLPZ0{Kcau7aZCIxKBBJ{97Vdj$Zo7`rSGhP&z9#=5Z3FLThP;RR@OA@o
ziGw~q*H4kn;Kddv#50LjntM~~^1&DW6gT!wHk7)~$t!+XufJq9i*sG)s<3Z8Q{327
z<}<@Pnm;w6wdS>7XYt+HT>O-frDC@Ss||(fK1x}hJdnS4)mJ~YR)oHEPZ_wo&4XOr
z8}Zq}2l~`Kd$?))AB&epglg{2JFRfFIOkobSA8)ecr{nN-EuB!<OK0d=Sp1T{nxqI
zLGu+k?zK%W(YLS0|KWb|+QC1$4UhUKCUyJ&^*ebHtoE6wou0J4V|Vi(X{V7={_g8t
zR@^NQ<%4YblP7dAtkZdg-Jb;R759ep$n#KS`flQQqZ;c0A=ltw^!voyq=NgvxqN6H
z4U0nwNgMoNOS9ulN2)G=0w=>(C^|oqR1lGt4vw!~U~|dSK6z4QFlWd;>A11kc+ir&
z?6~ihtZ=_Z6aTl~<$vp4C@o|CvqZgU|4e9I%UbVZ(m!XdcQN+Qm_BR03+<mVj36?q
zUr0YFLM8UkB#wqtssAVS&*teG_ESig7#OueT4buDLCIl%hK{9UGisUIzm8#Hq-N|q
zsKY@WTknE;M#<RuFwJ*6)^g3zFnrd(>)0vHkuSR5h4c_gv}vk#+>x8SYIv8}Z0jY&
zwK$@-PaQ_0)%2_Mb`dZ=rW#DX6)l8^Sd!v?J&9r}T@Pb%lMI^B3qlI)fX9X2z|>qN
z1shpofqw7|<|S}&xz{-Iy2)~NzWfbHk)^p|Rbmnu<6n!!q<$c!axNih1xk}6nsiv$
zw3SdnT%)$_><gRvZiArnEn$&;ds6O29x}AkGYF|?2hn-^!G`Q-iR(OD@<)UZ8JiYJ
zJl2&UheDQ;DUUXj;J$8Zo7P$X2Kz;%>gTO@sja!)X18v1(L>ywj!xR_)_e4GJD29Q
zzH)EH`fiHo-W?5=c1;Y$HM4Y64rc?$Ww-RPW7p`N%c~ScY_e&Wr5ENu){jg{*KHSH
ze{8FdDArvod%KEDfA&Z}@z7+2Wm<O4k+46wNDHFPQ+tuF_nPho&yW#(pOs#s>fRWi
z;zjQ12e?%BnYa3YB3qGAF29exc+4>`U!iqDgN1w~ujq6@Kk8{VZO%MhHT$Z~=Jz{&
z&}SQbM1OYJU2fSV`;@3!2f2F%tBF&UmpNDaIo!y1R$}F8$=vAZ`I>ESGPD-er^pM}
z?<#J4?#Z1{C(COTEh}EDMYy%9yPAdeJ><#lkBN!5Hi!p<PsuappWt%LshvD{P*+xU
zf3L;Jwf}Al{c3vl?9wdZbQUsC*YK*?1$~pQ(RgWwkjgJ+2dU1L%^y&|G&^XdcK<Jb
zCokSU0|K5z!MXzdV1P?52;CJ4=Z8K7pXKc!w#z$S`{p>G?IZoRT|ak7R(FKc{bs<f
zjay)CPyncAJcT@tu{5_N2lba7&GHA{!bKvVIEaf_!+S4}gX0U-aPag#VpsJxtjjr`
zKdr}7$#VSi2v_*?W*str@N8nIeaIqU`JjC;dv65HafyHcf1LmQM;xncU!#w;{b`*r
zxhhsUX8F(>V)a9y)kNS#3F7mYiQl_A2wyZJaFPUp8HZr2gPf@!fmRxU6W@s9MwFlu
z;bMd<m59<txKoMnFro~Vi1J2Mpb~*o!H7x-mSNv`*@?{)^9S<;^Fn&rNu>=1P6*+%
z*i+!k)2!7+)Q``A_wGXRzwhMzz3=4JG5JoO(J~@cWtI{BpIb)!=AE)<CZ$!@rxe!o
zJ9#FSk$oo*&mo=DXc^J3<TJnDCw(XHAGVC<X)&vC*<^pwSM*~g!-|LwD<d{m)MG_t
zevC&rQ!s}WkvTl>bBF2iJeZCh&vd3~F%1H*WqN*W0GQtN{%G*$I@VCl&}+=IA9w5`
z<_I_aPM%MoGA{0cI!D<a%HVwqh0Y0~LV+Ty)fVSpDg8e-Cxtu5ki|BZLf#6K$fbzl
z#J0&m;g0B_dYu=PgS#{*V`MpD{+u~5*L@Ljopg%0&@HRhPq{)KB{nB(dMY42ehLHx
zErgiDKEmO3wxr$QCc<HxgQ|PQhAR09gM_+4AtZ-Q8@PG17cAsj!m{*^gm+hwnM<n(
z)x%y1eUG@3f(?BjtbwaAwP`=WddzO}y0b=gtL95(l~<=oyY|6C-aCn;dk-E$?v;Z{
z6$0T{dLXPEXGN-vEDARkhLA~>PLdnfoCSMXMY3V>ZJ~48S<<ELO|r$1jd%@oBpR2g
z@a~l;Y`tDub^gp&mTA9;xc|KG<T-2Z4qGBGmb;n0`?WaH^-5lTTHs->;-Z84tq*&M
zGrHI2Hg#Oc87e<lR63qN`M`5`gT;wR&8ExU#d~~;e$jO&E^vQ}=E_X9c(B`TZgi_I
zdh61@oZWVXc;#O1WXDD4xaKiU#3eVP<oo+<&&s9W>UFtkGylAKu_uyf?hF<(Pjm5H
ztoyK{{{P!+yH+f;1j`e>!P>1Ll(O3cdD`mn5%~qK=V4XZ73fC?p1n?@^eOpgS3Z5s
zBT1*enf3Bn3a{T*o0KSR_EihZoUhR`=f6qIkb)roe_z{0+bIMX*LE4(skF9>w$rT7
zvCwuZt?e>tr&*t4`48>Xym@Bz80#_?1e!iJ6NP*b!^|;1N>e|JM`;>os+at%=9n>i
z|4sWeXUyo@F7HZer$bB0*4nXZ$IgdI((SDf*c3?A<AZ9)f|2y^<dulE%PP_*VH@16
z*pAd_bYJbTaWbUk`$(*6Il=Dd&0$rfHSDlHrp{mWy0GE62*Gs!tw~E#)p?!s3AMLu
z6AG<bDb)XXDC;?X%>v+`x3<eyb9=d;qMT-}uEv!-iko6D-HaQjb-8@6>+cUMq^MD}
z8Q(wtxF%s^xPDf@vHHT}_bKXdqr|;+j;1{Kp2hpDj}))h8?7fdX7jtx&ett&d4pfI
zAk+XO{B<XM-s$EZsAZ_Fe(w`Z9_!C|MeAxBUh~^66^gl6tLv-3oxs0OIA<sk{{Un!
zI_ry;sNwVCuBG08$P#FrZK5u;=0#1FXG^sC@(koj-v|0xh6H_y^CO{1_1!6H4$riT
zI~~EX)Dtc$_@>@1{hYxqu!cO;tC~17u%sgI-Q)6=o{Ho<iI=(X^HC|PTAjo{8(&jY
z>#$stv1XRm;^1kqdfj-<z302Q9aZjgmE0Y~_x^!gsSCHYRxj-|O(OS;H#Y6oL^j-@
zC|#tTm>zPT3!mIVTu^r_H@mBWtNo_G=x^6MrOnyFV#eJJMb34_<yNgOD2A1=;PN^+
zXwE)bBCi%VU3@sJj@(c@L(DrTTATf&A*+`BRz}kIi&p#d6f8$1BRi9Y%o|y}moJPg
z)qS$!jD|m%OQQ1vlB0U;P;k(V18r9dH;U2}IH)d5frDurJXfZWwuPk<zjjcQ!kdDl
zKr;vw0)>hKxp`fR`X<+DNW+aOno=}3(YK`G))Z|i+B5yXRkGqR`_D38etB|J@a(n<
zN(5%Wh6<}-WvM@)=7a{k;C2sY1#BnQ4{hM`$UrzddKFw4+n?k+h5wtA9PEy{4=FJd
zh;mdi7;emiXFXQXZ3@Hq`zMoO;FWhId*uX}a(Do#x;c{nxc(6YEo)9}=MN%1yvM`Z
z7Ng;grWo(Cs4J{^IRjE0OOg(kV@bY4`C#GFex$_9eOcE@d3Xc3S(}Js?=Ad8<zS{K
z<=>Qq?!)%N>^(tzW4BbM|F=q38ebz>zW%fhncO%w5d^cnIHX13@EC#o6!AIP`fumH
zKA-E#PtS$GAu@u^ec_xD0t+3%=E87_7lG@(5y&qP_+|`&%@lz{b_6zA#DAJAD@oHJ
zuvsHY8Bv-_gu4;g)Dh*3_<Rlxn?It85!e+Vsv%fGd}B_{m!`wK$GpZo{;%fLST{h^
z<1=T?tx-Qd2i`l*_u)NPpuqV(yg$4rFNzuzwJ78i3JRWrP$((X6m=--Q8X~Q4n9f~
zie?loO!Td2xD7=+iVjTwZ<VY(zPX~%7XplPXAv|@=<_KF?ZLySJZ19F!hAHWEgT~Z
z&P>aAj_^1-Mu~AfDUM`*WCYKrq~$D0dJIY-IWsKK{8ZY~IlfoM_>OcJvEWQUrjyd9
z(KIyg(a(5}lIFK^M<a>&qn_~`Wmo#oMJIZGJSHbC;@^blm>*>L$};Emu(M#D6_eO-
zu+d=0!8$RN*eIC8G^XjXbHntgw=|KM2E(T3p#>?WLmhTV*b!o9#M0oom}5FjXR0^7
zKBoCsJJvwV46?8+{wc>UZEld}t1eQ@P4%dIOI1$i4AriB2bF963aPA?S0%;P$yJGs
z+X@epdMbk}UJ&9gUse{hyrSGz_X&s!`ev+HgwiUdmumT(@<R5+Kw*7HH)Xr~X9b_6
z05X3=DPh>1N=oaSyNPgQg>t=Z4WaOftHPMV(LzM852_i%os?zs%_DVh*CdNa`3W=1
zD9MmTd4#<+76`YNJCH>dhspW=RUtUvb@FHHlSCVPLnt&~6kgt$MZn`AY^{9)4s{wS
z$ZB;`F3eGmEV&?%8HXkc;GB*0f76XDcd-^4aIaON<+}<|Q^yO2l%_&t?<=s{VF}z2
z_miUMdE#C$f@G^!M+nIFnz+|bhB>R33tJO*kfOzp3L94JCD&eiLBObqWc>b4MBS8-
z;h}CI=8%zT=Xycd&HjSrghRr?f!D~YCp+Ncn<=oUwH@f|TaomOqlEY&bCi8rPJ!hG
z4P;mqH+b55FY$Qd!V2RT&18C4Wf%O>eatw`{fr1*okpb;g`+&R_YymZ5BnG7{j3X%
zif%)6p0VCsiu+VP?c{L1Y<OG!=}RKFqULGs=}yhW#}h-qs-(T{`Rf^c-i(z7+m8ng
zB_^DZ-*6A-o9-PaCgyA}Ho1|ZKY4#SZ?Gu|T`M%#FV5!66;nRbt*zgN3o4`4+P;md
z^>lrTenew`@%?;v$Zk2tU{(FHxF@!W=Eycf%Dm#UxP}$lYew7d7T+&8&1E!Ot6AUI
zPAnd`STXc?94G6SPrRz~<;Im7E8gnaLcZJay{M09rpTS~fXh|3y|(zVuF2a^%=S+3
zi__$vwuWWe@3pjm`+**WJ+U+hjASA6gFw6%cDmRhW9My+%!JBZ6w*M@7)F+gtTbyd
zXw)Oqbf(A}2paWnREI3_i@~5VUfMz#{pe^qPou0({WXpLFSb)g{f{`79cBk%9KXC&
zZP+__CVk1#9K!TC6qP}G#bU6}kN_K18Y#S_?Qod2Gy|eaY=$wrTws#S1@-(bt9<;P
zQ5*SFVgso3B$aQOl8$<^(ZLQvi{*eG*_MFEjSP}&h@N=mI|6mxc40iEc?6+k4stzB
zKtH5iy#?o0(%=i)E0Cl9RL64TYl9%ppXRg4)v$^n&{iX`y09vP)do2R!rBO|K8V~#
zU{ylc7-35#;=djIeD9!#4R&1VwGdb>5v7c9r!s3#%5Mxpu$eGEgwL51t09&6eE3Xx
zjbY?N$it97A<uC#>Tw|U$w0)Y$NRv0C__<>q5=gLwDe67DnHpfjfTC9$JL<zT1NjD
z+YY1tM;xmd-y8&RN-s*J`%n^1U%=xa0PP3_&~SYUHJ#p}c0>xByeL<C(sb002$+sO
zE1?q8AkdCT>3#pwkyM(lCf$0tD?J~zBSc1}i5<Z$ge5x?ka-N+5j@8~Wk<}DaE{&?
zRuI-mP@=;^XL<}X!i<#!^$2vBo&oz*Y+UHDa$y=g&Y9x#^Rw&FD9N#~={fM&pXyiz
zF++keFTU5YQ=22XoVrL=o$`LfSk<eK=ajczza;iE1`3BQ998%1Rx5AVt%Wy{`-Q2k
ziD2!!p1jVtM0KltZ{?Mdu8>jkqR{zt5b09)1=*s_Lp)zBB`HVj;oS!!Z2d4tb$<T@
z<;gUWtj=gFcx9X-9=kUXhuR4cX&Fk|Up+?bW-CG4asjM~UQL{edJx}9?}flkjmVMe
zW#G{t^;GB1*(uWss>$8DV@Sv4q41<hBXVrU1Tx2`D$Fdf67-`JA=*CxX63m-a!+3h
z3s-c3^*bs-;GeGKl>IBg@k}v7%1<QS`NOJU|JkZai7!}Y{34QB-J4zTM@c5#*KJ~T
zedRre<#Bt5>bLaE#oN`1<?SX668{|7SO4JXA$j1q*Ic6LqIc_7nGYV|Aa0mQ|2(9e
zDbGLhx_GD!(Rjqa@-9uXi=Mad_{?ltmOt67g636`sp32PKz{PV9%AoCJ^8y{5A>7I
zHPE}wX$YlG6UbRNSbX|CU2kY;!G(3rQ)}h`PEoX8usAJP#T9q#!p+iHi>D)=Z~-%R
zDsr#4R#-h4ot%Gcs%Bj6z2eo&zTCQIn-kBD$l7}3_acor#rAg`D{6@-&SD|+L=n%A
zoeQ)2Xz8;^BK6xbi$nbqQN%FyqvdvFaZFO3L>x`RSp<^Cp@q&OkC=vraayq=OaFHz
zdpxtmuQI=EY6z6;)rCLh(S<*;>>gC=+5&E?tl?1iSU%zA40?6R`NZt*3)XqH81RWN
z6$hmtBs1o(U)Zv?C~SN-o@q$s32ou%fD{PNJpdfWs9{rEZy)FA0Eo&TjA>wWp;3_J
zw4J5@yOKTK*NEKT-PaAt+}8-*=R}SXxV$ty;`3SR@12z{LC=M7L9hq=1~J2GiT2Tw
zLLz2VW|1=L&&R3?^-IJI!_=Qe&RD!rFA+7Sqv_1f92?VDplK?x^nX{f=ldqnsw~82
zk{cl|bH$+$ojGeN#ASYaf%T<AOlBDSQbKPF|LF61Uz+ttA7fvNWC{Q1gG3AcMD~}&
zzLdn#_*BX@f3Pn#Pn=i*Vt;@Ii6jRl76dC;>XjUZ88O1X2*aN{)S2qBVqh54<26uX
z1xJa_+<7u%|HCgUKr=+>d;4T_<cIF-R-u_t!d0tw+_0DIP8&e}c;PI>)!41JUvEzq
z98keh`XzwqF^fpaTKk3YiJM8WxOs%jIH=D5qynjPJRNR__J_4X5tvtHoRH_<8o|~{
z1M`;Jz@>82$?F2=)cItVWX#zoB&Pob;x_6YNgMuw97)az3kEe1D!9tjwoL;_sjI_a
z&7+TG$mTo{Qol1qmyd&WyS+(J^F1VYok3*mp>X1{IG7x2KblOw6-t7WUaD>C<jcyd
zU$d;^XYT9vV9q6Z{@nNU-Te28ZuevPaLrJze1l>7Et^`2GmEX^Hnt1lbcxRtUc1UB
z$EH~tEZV%$B=z<b?~Z7%UsPVk1v({bE=}$)9yt1r(~Sk)_SNgTyh*|06$_!}sNh=M
zRI4lEWy|_0HT`mD<<f7ptN|OXImezzA{tRFWS(f?xv)`wLNtuMZPtvGF)Wb|n)VaI
zVcHARIJ88cY%FUU&u+&oF>vOWz8?w}!_I(Z!$c_A@+9PZN8cLZ+P~RXA$}n3n=>6$
zojDGDKBZr$^6ACH&<{%S14`x~kT#ds?~k(Z=aSvc*9^I{KfQ0012BtN--Z1fW)}kc
zJ7x^gAhH=5X25Nz4#5n#9rYtVG2rY*zF~M-Kh3U%neuPk*NwJQ2%xhFxUZYBol0x}
zXgihG{tcir2(+DMuKoL~ok}ws^g}`ashyfPY^)w*Az?vaA)x_6hm6V8NHIT3OplJ~
zGDCkAHVc0uS%H}`M0hXe96QvU(V=Vq$~vo^3{S|GsAg)%X4y#6tGN&;A5WrcZ&W*4
zt%0buRf%=q=A=*P1<0uPo>cd{s&-gX6L#OMOe`;#gFQ|CVC9Dgu<g)EwM~f;$}$xS
zK=9rx5d318I`<PtGG~J?@wYpnbmAP?&HSPf@6TKN*F$r^u~NI*&sLE>(w8g0GEu+3
zfR9h_-Ko0O+gmC|oa~`rUf>U1MCpTuyxZ^crAc}2Ld%<m(r0XaCg1I>jo&h!Z*ga!
zq4c4q{CwBv`U6j2DJ&P+8Y-uE(AoGt*Cw@I%<JO4bvtAa_^LS~4BgN5=9@QY24mJd
z()ChqR6y7v{oH5E_*3m#X>||UX{|JKISa4C+~qRMHM<rZ=R5CeYG{*gZD?>|X0215
z=W#PDP7r6dsmK?2azlS4{G9Gc_qAYod$Ny3i97n(gR`_jRde&n$?x?mHboo43Z3B&
zwtXTtD%e8Nb+TG+J$5}mzR)UtOoTkSd%s8Ai*pl2U4>xz!u1Z^@olfX7Zp=;=lp#&
zk6TUBJao$7wiJ9MR{StQTf9bf&E)%+wZ%?%*Ysb(aqALtX`zcCuf1}#I8VQkYrEm8
zBBxUl=e<wlqO2cjbUBA<3-`~^{IO0iCf4+jm)&++AzN6Lv(R_t>Xe+SEs(rKoRYV^
zw(Z(2;@JW^u5XZ&)`{-u-p<iEs}}uMMzn{y7WxzQEN3KRJe!5g8)LjD?2yp1AZz|&
z)K7JvycVKiX=G33S4Z?{d}&-+3TZ@7C9>qI6m)L*+v@}ISW`#S*QTgTk+ohB<7v1d
zMPrJl6wN7GQnaRMOVOUfm!gyDxs1nkq55v0>;ElbR$OMuN)LYNvm2!GARFiuZ3zjd
zw!_qx%OJQxBNE&BG|3mcmsIQ3j8ts=0tSW2NU>g_q`<bfq)aMLR;;Z^TuMzLrCnCS
z7OQG7di+{=Pehs<GH9E23x@f*kOFVtkz5~SB>yp2xK}kEik7VhLuaptmj%?M{?$UH
zajV*->$)IPm@fZT71)EvnmVwrG~B1;Dj9^<q)U7La-?9#_9SrmZP-$82&9xPLjtq=
zk<fXwAVyUa4o=$*>FYm0z7CiFIwI3Ya;}Rc^_JjUlYgaSrS&y3*TbLIDU-X#CWb(p
zkHF@JU}O%P9s+rUDXBx!g}{k81S5IKlMyyXFtW#HYZ&RnHv<T4!U&upK`=7-y|3Mh
z(sLlN3qas33ZjG&E>t31jVMVa!o!F%R3fmOKvXoM5|s$-G7wda!0rQ4%?RvD5MD-9
zrxJm$%@CXs3M#WchV~7zi`^iW%O_-)hB1FJPcaWM-?Co&QU4dO{HU%Jg*!zV>{6)2
z%3FZ~p9!A@?;r0O@39tzoC5EWryvwc3N;>U>Zq;`MLmkF^@tcx!&nEKP&A`xK|x>B
z{k0a6`a4o|Ha(Z|xUN*+{d4`lC5#V+?whk_Js^N)*B0Y{bm?<q7}qEYC|_lUk>pG1
z66hBV=xL=i8)-c4pd|e|s>iRE(yJjKlXN!pyh|D#BypK(P$wNn(`5PSIi$1|Xxg0g
zzsR5QF}w$*NMD;K`uUmiF=aTt)~W!RQcvS`jSk|MONCV9xw;x<T%&`Z^D#_^Ya0LU
ze9Zh{2^$zT9&BXT(P3wp&nVH4zy^g99i~G+HaZrM9VY5o9Q8^IqA{N7umNK_HWNq-
zM{2;B2L0?@)cc8J=fLxrI(9uK+3`5NjDA{Kq-&cVgMOCobN#;}Ok0BF%nT;6to~`o
zZo%B3w1>KgM|aiMw5qD{wjQcAbMgpFOLkM$cA2T{lF&i5JZY}L9SS2E%?=4Ii~1_Z
zaynIx=1YXC!vv*g>&dEcheFE6HumI2do2l6wIrM0%!0k`?g^z^TalW@Iw-AUl)_Er
zbLEQn1(gjObro_~m`#cmNgy+ZbyB+4Ev_1SWVdkjn6r@HR2256^&yA+x4@!4Zty%=
zO{`Z3laf~xNp1VVg6-;YplhXuWtCRKKASv3>bqG&(LvY9rE__O4UMWPTa1YkUVQWr
z4)rf4q*Yu>s_^ZI*82l2Sn>j5BmW@PHx7l917-*_hAt8koMTlZi`OS}1}zmPU9%Fr
zFIN=&-?tN7mXsiqaxD>7PWlMz?j3`<r(+-@<0`!M`9Q43HzlX%v=ByaJS^m{*OoNX
z_9N+mGs)oG*GbbgwFIk$I-%X`6~d4iIh76$k>qmCT7v#@ds6yzkdU&`mL%`(EJVL;
z1iMmKLyXpn6iK;HI%(`+lP3t1y7VUtdQ}sqZ2#*+Sifdw*ZZfvrsgycMlR;YWYp5>
z=qqK#$Kzo2BHobSDw`s0`w6bMI!wRd%1%XzG$(%QzFhiXtI1mXBJTXc%S-k4Vt36c
zj}}mMC9k{g6eYgbUlkAZc@EVY=ht<pyIfr5HB~V@xE44T91DeShU(|<=%6KQB7Bnj
z_f}+o4e~pMcld~7-s|6Y9-s84_y7fe^s+d_W<59QWLYl0nTI~$iL)j+asf2G?kJzM
z;T898^lIJhWwzQJ1=Pu17F`gRz4@RyAb-ZGGn}|v{q~4S);Y8m<>zcwXWW#>d36$Z
zaE}z_td7bfK`GA@6C<whtHqks@AX=n`+=T@J+U;{ox?)r2fKJJ?3mF&pb@gBKvs=R
z8W}XQ=KMy6gbcZm(J##~)37szH0WhaiH2P%{`MB^?06>WIjS44C9RD#`hRGBB+Cx7
zgGr8GqIyNL=ZPZOCY*;EQ)WW}hgSUi@=l;TcAR7@Hw^;3E6_WWk*a5F@S{Q`KMW%G
zi0h>XV6|nR&xXnYQ16H@ra=cgbJhdz7gC9Wf3zKpDL0%SeL)7h&Qyj2nioW&@Xkz0
z&)FnF0ancoENm*F`V8d5GAKOrG}A+$SJ#>UdnC(^uMO5Xf12MWCuO#q*?g=n2;>$B
ztU3sDgSF2GY5(ou4EYg)4a)xREA|rfScHoaI1rHrBUF~5D34$n@r}U{79c)5J}W*W
z@+N#H8;Y#Kkg<y5{W=)^l%Re(C_+6tsxL`l_FJ+vPFfFXOe+nNqys<uq3LQE(@1M0
zjs726AIb9Ln}ZEbd7KjWV|1|KLWwy2Q<IYB1q2ug`;knEc0@^NJdHy;V!FjTOPgg!
z=&{0O`euUK5sXtdqc|IoIjGo{`TC#P5h?y?fb45_1P3*e9iiu7b_CP^3_D_;%yY8L
z3WAjc8w-=HfnXRL2s+l7(9hDLM6!<+oH_JkT69>+*m*IG>G9mm;h+F@Uvumn&L)v~
zt?zcMf|w!8m>1vc*s0BtV7eBvWHELAR-=?QXPc?*k`u_mYo*EV``v__uj{I9vzHSp
zF1`wjJC7pEr-qWCi9Jb<6K@6g=)*$P+AeCF>KtkGaIawf#(_92stl>mmyv$43gUC`
z5=2%$LK6J%k(kY!iC6tb!nisERPP>5pc|@dh|Sp?5KumpY}?b76m1_34@-@Qi~?`r
z@xVlwG9VYE)3uW0A_hTx<5r|wstD87)^Mgtq)=y24bryban+j&E6K*^QNsT9Al!ZI
zMO50o1dhCb8C{FP%9aI*js7WITKIw#7%~WA7tRw3K7UVYU(aBf@r&LJ{k*l1o|=0_
z>&xxOd+WOfZxA<*-NNV9uHwpt^we*$jo_A@KdtXuV7~t3#ZZ3Sc)#R@Z;l$WKdUOQ
z7ahr;s?|pSvfX5#VPovX=R1yaO%q=$I?k-ZXIrY(T<n=H9_aAg$7<GT?emfunpf8<
zL(^{U4Yf|?(9K^uTOU?j&cDB5p<i8iE#JPwQ+du;FEtPUTwg2fZWqmylOs8|UO@_v
z$S2~v)g3htUM%2lF6kzQbeE;f7*#=QK^!&qi5s{F+f?GEz+qhRTcO;?4XNHIQj@Yu
z;kSCTf>VKi*Rdy+$m3iVGEW}y8rZpfLLQA4=o11-(|oasI@Mu^RLs<%(QpYCrhZq7
zZxTrw|H+?f*s<Ru+2fieho1bBR+AvxsK#L7?Evc=rokb(3%vswAKR@GO!%OKH+Krb
z%A5(L!g`#?k@>ivmqDK0Ct%yAKOp|p7?Q2lPSi68-TTI8`De!zghSodVVGCA$b3@9
z1;DGpEg-nm8)!DYBltP3feR&uvh+VH+0%ZF{QcdH)R7P&aO{9Ua)iKf1cH%28|p{=
zC-TQg-{)ixZ59Hn4Wg(K-<)x05Bd#qht-(b(=2j_Rfy{GezOQ3^%peiakA?Za%WoQ
zXq@z&Tw~gjH2h7XN8>;F(~If3{;r=r?>EVtr!s<)t6(Ep8$kW^ySdmuLjd*nG3vvq
zpMEzN`)Bq!Kq;Q4L224Q<IFDWpOxy&c&UHJ^L_RmUFjTYn>~Ma|7@O|v3?5sDlA}>
zj4Ux?<@}i*<FQ|3GqR?{jH<JaM?anq2^cy&29IUuM~TFbg{k+)94lZm<m*TJeRHIX
zZlvyFP&*~_WDD_E+poJTY-`XL0vm>qS@##JZQ3;x_HFJ<I_U2U%b$cp2497EY2DO$
z%8e&;ZaWFhlFAF}4e`XG#(S7-cNv1mh6oE*AA^;Ng&=i1{nqX*Pt~+-X(aoA;-tJ^
ze)4i?eX{DEEx9$#nZzCSB4vm3LfE)Qs<GM63!92IR{8aQt8Dd0OIR(whPC<1k(0_0
z2sYS4+{%w6@W>&OTs1dr8?1tJD+y_tUKe&8$OF@h4k7h|VujA9HfH7DubH{~c^j$M
z*WBthU-#$nJzT~FU#)CVGyUu&TRz1-*&D99E27=s8Z4UMG89Yo(uKUTgF-b1>*w2!
z(-#hmRyg%FXqQ~b%fCOeHRZtk+2SkxJAJrsKdo%sGVY+=c733Y1vJX7(HyGyj+<G}
zUz>YuysoEPsG-`yw|wwfH_eP`SAC}Z`Bd*Vf4@(3?>q`wC0j0k`}g9}Y!mp3-Te*O
zn?B|*1@=|AUO%dz7xISB)=AV_Z%)wcbX4$$%ZK&LU(VKZZA);=OFDZO?Q)Qd{=-FU
zIrNUk-Ln8UvTYBsQcweK#F-F{w&X-@_QMP1CAGH6Ww+c_ScFy<Pe!zt&ng|w9qYJ4
z9Hb86HZSNX+WJiw&z9*duh3{otzI7riPr)ra2EHp$$r=NWtHx4Mb_&7SeIaOG<$xD
z!p&nL^ArxRjNR8K6pn_!pl?)%lQ7r~ezDkv*(e(K$>!=b?7`wt(r{S{oOG#3fp4?%
z4K{XJ(p(=)OT#rOaAu4%9_K^-U=lCTu!^EKMO~)<rzFcpv(&IYzog497&|T}#OEmt
zeS?QWNDBp=thyDvyH9`^pXt1~wj6JHunHt@TLhavRD%=8x519FRbWNU6QIm>26EP%
zNS{P<Q1^*%mOo&5Uhc>ztWgHBH%IgQ2^ok*&O)w1;n3)P4M^G{=TGVvv*S?mi#qp$
z5&Q%wy$h$0WN>p?Q!-^oYxJXohhFJm8?+v_SMY)n8z*OK|G8h5i(jLh_5EqtnOqvH
zBm%7_0;?y&(g?Jui2s&)Vs%E?81bJdXaSlIfiw@ns3@`o#D7ISX*yRUN>hn&H^PHT
z1U3f*E{Z^4vp`fb;*&)mECatmW$V-9FuyRLvZyTe<8yyPV`=yc3QKh^6lOPLr*YCE
z4%W<Q81K0P1>SEJ3an^e6w;ieNxE88C#O)Lj!J29he^DW>L_i@T-3qz|CD6;_)Usj
zA2)51Hh98~m>$r%$w!&A7XJed0hxZ3xY&V(m8ED{P17&U+!TsgTa0JcmZdedw$gce
z8qZJ5P@s7!ER)Gd9Il1=%i5Z5&W_erS%v-|oo?*TtSvjYvL4;+y@RLcud=r0sW+>T
zri~f>NSCpqqO+vH#*KQcsLYS?2xkiBu;DR>$6=*5b?jKw;j!$xC`}!P5$xRTS}YBo
z8{<CLv-qDXS%ox1=`jy~j$;=xNA&Bfi#S(R#`PYo&XHH83|`+)=#*ATu)n)YZLvK{
z>A$BbDcr6hS#;Z5uss$@F7>QIY%*2}cLt48y}DRMIk-wsGWw4Mm>)6}=9Vi>T+-K(
z64`db#<5k%!?3nwP5XtAUakuS3`>RR_L0KjdG4f*X1XxfcZBL;pV7)fdD;kx4T=$~
zZI|F?`{l5ZUkXdRClR0R(PTz^9s*N>h+`RzP;pOtVMw2+q(D<A2s!yc2uLeOykfcw
z{nblVxAL}BT6fow4wDn$!;31yiVhkGnL7-E?=^zs;U{3lt4^e{vjML6Tn{&WJHy<R
zm1M&TdT+OUNrp8~-tAi{)cxQ~{OVqX8T@@X{rr?rbL?=^w3J5JdVjI%{D#pi6MxaH
zY)wyg!5{sHx~Jxjrii}M^@;Lj?ZdP+FV;2WweaNgc5NpPsW?SH*=-FkIyV$g$4}7Q
zNqx%)b)74&-?!1=rcad@la1A1bl^DGK59k&d<De~Lpu9Re_xS5zSKwavVFMtw#Q&T
zth_<&7MasfFz`*v`d!=jTer69!``OrOLh{$tr7jGv`iGAR-CHWMK0#TYK;^xHqEQK
zlekb(eDFzcFJZ12Zdl3{ec6|bJoZ*Rbv%}vu)d=rSO2;S%VV{Yt8X5p8F3?AymECr
zx7K1};*nEVSf>15ul9drbS_c)X!hLZDLq~TyEg0!kt5-hTrP@FC_S^SRR6`yEQ>=)
z<FOmenx&=w5)`f!W@l!N$4T_w^jzQLXOC-^ded3i?USJF<wN|jO|dX!U`0j2$ElD}
zyB{2g?+%57GDsor1if3yft3@rs&r;{MXq#kSyzt_wyKaBllcpq5;nrRs4Nw!SadNQ
ze9>Cb%uUk4)J83#;D$)p5HQcD*suVIEV~vXVC0<Buw`tgtOLK(!=CnQ6#4JY%3{$Y
z%u!@UiOo@AMuE-E#^NZDjRdiZ{3l9`RR&QK!5;J*R2Hi-T3@upW~nTzQZ&sMGqWrX
zC5^}XE6#M(??Qq1Vs>WMc$`FQ*>T@1+4Fvra(d#w-i7&|p7^hKq<+Huzy9?u#Q6E)
zzM!msh5+iP{WGDD@Ym-p|LUK!{`GF`pD}&b=Phafj9~<k{Uxz~madyh&;677XY<sM
z6)+YuBAZd-6u+sC1|^6689J5@E1#)j$1ojM98(=u06Yed$A*Ct9XnrU=sSN|0h^(4
z_^f}|u~V8OYjjrDF-j<Y@3`7={$=v=03kL-jtFsHptg?zGVjV3;&Y-fL`=F2lQ(P=
z!e>R1VphI{Yq3I||KdIJhvqzl<adH6#h%0DaD|ZP`F+8*svPFc=>r$@UMH`f=2Y9=
z&p`?wB(Un7HyJym8j0}~NXfU=N!s;u<jA3(biHPzP=45KwJp?y4G$(m(3%$z*ZVyw
z@8d;=xZ6NTz+H%LvKQ9I$C03^o+S6?rey3fHSyR>|0$o(iG-cXPl8X=f67-6VGsL@
zNY&4qm94J16KAg|{-ltO-@Hpdf5l_PsF&Nc%^L-3^9~Y4^@2F9tl=L1d}k{~*&Cg8
zeN=<^8%LJX?}q#E3th`X^&SD50?)STPj&-EScJbA`aW6zs8&G*=eUIDZmrQw9u~nJ
ztACoapBkxf*q>x@UUFD|Zc_j_wN@*dxV+Wn@3>ZB7q-#h{YOK+gXK=B+0D*iS0tNQ
z@vOC07U-@h<haM%YGAPU&E%;m=cnGSb>~_`al?#(TBnu{noV<4xb9~?#T#KWQkHEF
zP*j}NRO=jCgmdoyAgeTft69|Qf47B6>DjYN^eTph%+o8p3U(P^&?}?8ur*3)<s?mq
zcJz}~lg4;ws>e5%5}h*YvSv>)jE=@jpQxmgO&66n>T#MVYX((H`~yGivCYz~>im-9
zd!R#857OmM6vW=z2qXJHATFKoJ+BO6g04uiLD!A2;`InpG*<(-^5&wX^D2CjFO$EX
z<nKDd1|otIh?jL|7`!VSb!1$>Qz%WH&xf)E!{8);0?muYkpjJTNMX-4r-}8S_d%D@
z8TP!7MBR@#_S9daTh;w(cAA_Vi=0^sv?^Hq2(&T?v?vH<+l+A|>t-*%8Qrp>Is{H!
zAh4RSs*<1jabg64)ds=n7n_O1YQw4yR-fWVU^SAe5|yqLC5>>S5>X1l9{3xy3#&Ii
zA3oD3v<qt&)qQo>M`N7yLfq(==oU@yLLtp4QYld_jAxGO+|f^E8477O(HO2o!xHtP
zQrZEM9rHbsJ@+^1S9PRA!a};LQJqPN1p4w@N%H}FazbwddvbwFiAK$%Gkvriu_qT|
z>28gS=nHV#lM8r`R2ruZkSV7|$6!y6=l#4VCsZf(<Wyq3a;~2r_T=a{#n0-=&C@U}
za4ak=bgbZvexV<osbp!G4#Nm^sAFNKlX?d!_OBmyEH<8e#$zxR8xK}G)~HbT-HsKw
z89Mf3mckq%tFA6mFk1CI)KB>)v>JIdy`Jjvt}@Ce(dEhb)cYhp@By(evYE{6Bv(E3
z->ke;e5c@itR@`q{gCuLe4V(Dt_`myb|r?f&Z>KXdz5<;IDzX~53Uyy$cM$n;aS*2
zIN@*>w$|(hbHy@b`h~5a|8ov05MiOZ+hL7z`vy1S()|SybKfVTZV8FH=}lS=+e@6}
zi->i=ewdLq8s@YNSIzb~s;bZ{LAm*C8o6IPk&M2|!K>at(-x=SE_a7Zx8jKRSvO*}
zWGu{IGCwOPf6?pmpEldoO>--8mUiWZaK)j!DV#@!i+-<ShEJ~>3w5h1hAW2F=%HV7
zv5#(ArAh|dsjGRnKv(W6*W6HQ(Ji0J1D|SF%C7UxoeLUDrRw>Zm0JD&qwf?JmAwp=
z`qk1|Pd%zlF7tsG-*htg#0*tDTG!Ih&9x@qtigR473ibue!rWd=FWEdIlh<q6Wm^{
zsIb>sRk_7kjQ8g*&OD*nv10+>saYdK>$A-aBmWP3*8vtqudWdkM2d<9QB**{UO|DK
z-T5-RYr%qwU9k7wdqV|#!A`Y{U9jWMGGG@K6??BJ_JX~jH{ZJ90J5H6e~<U~-jnBf
zH_4Z5W|B$1yeX5B=1Wn&gSg<)tHt2%NxV&mlG4c)E^((8bO4ic{+j8Fh}JbZCa&M2
zU3|^xa#EDf+W09~eYxX3(!>TeBIGTn1@2incPKx)aS<uB%7EB`Nq4wc!+MEg^e|cE
z+9urTJaVt7F}Jx(++NMI4m&hY9z}55^S2f&S5DNH3_2lByIWc-KV;4Ae(FOHk}aj_
zeXlULsdl=y{;d*TTTed}m(;k)wFv(xH>+BJ^EfkwyS2ZXrnlobE~&^wS@Y+oIdx)?
zwor|#;`E}$v@HVWh?nw6T#w3Yw6<ZXnieKpM(z2dh-9aq);oXokE~pDq%)(9877^0
zN2oYaIWm^<&72+$(~(VT=eSHy<;VnFD0Iv6)Gkj^ks=G3q<&P88B6fgty_Mlwm_lE
z-UCxvZHl@S-V_a3ICVFoXiU+RqFE++3+iu0(T2j0$(c=MIFr_a`Tr?4duRqpawmR8
ztx3eY@p)*o;xue_<zU+GIWW<3840T>5bJ?8NHy0Qq{0*z=vyc+p;Ph1=0X5*6{?Zd
z#$$+m!5Q>5A_Z(adlQC9{_tVIJ6Z}x(DF`R7}(X56!cILvzt?(*p?Ky>Mw($2M5AH
zk8AL{U|v%D0=@3pg2X>%Gb!ApErF@=_}|P13e3N%D9sruPRAR;=S@y5jMx-3A`|MG
zLd>!ju)EH*40*2kdr0p0Z{bAbEU?sZF&3n=iD}{$Qv1uvEW&?)hdrg7NPVXXv@T`3
zM{H6E##^v?G5&#E1e+Sd&>Si@L4+ZaZ)k26c@F{!e@>*o2$drk>Br`bD5eKaV<C{M
zAxh|hJPv^agPaBj4pfeC)B`I4qO2ZB!V#zz5J<=os2&hV$`MudK!T2N(*u|O5vV>8
zwe;YqjgTYQ1NzP&q!W#Y&jg=AmO%*h<Dd!44hKm%I5N16frdF#xKjMb&YqxYH)QIG
zx_u~`Q20_b&m?b2{jDk5Qus4Dv#G2-MMviUr`YT{eRt5*2?r}ba^{2(tRGy((B33g
zKlsUf<^*L~x->0mx|z<LP||Wmxj>5wZJnE@p^ICI#-(G8>?}*bd!sv(b#dsq6O3i)
z&YW0B2YM0>r)N$umL-HxzrQ|BJaZx&%gQ)&;vdSg3=i_KL1AOTMuiG37exWRjcx=g
z6134^Jal6tW8tV6QO?4sQ`bN-oXO}z(8WjPgmU^2bqyBXEDYV*4NHSvgN3u}F`LOT
zJ_6Inu<V9~XP5u4`Wx!6ZeUQ_=|6sR>;?=CU^}Uc=YOr*xh_>T_Gxa_#<6a~%42F(
zZPNwH4v_~{Yocrf*?|(|9_K6gj=Z59lW(HRRP|D*KDe9GO{k=rW!zNRsFWpnRizS{
z*ft;89_9o`0}}-2V`-$;_8m&I1tG${C&>g#Ur?FU9U|nDEhP3g)FgPXjnc8axoS+@
zG~u@AapBa0dP3s5Q{;HN(XdQ;6y9vNAZBgn5~uU@OIGbtNk~&avbD~1SZ$XF5`8)g
z2{+aY_H*--8wa)vTRyFZ^@-7NcGwr?n(G&oLPrNu^?f~}9XS~yJ1>R^zn8>&!vToi
z5-$W#jS;pU?V=iyw=`M2xs(v(?J0QOC?^E?MGFoC+(=M|nZmjzPhs<m(saO0Pnd`{
zh7Xp<iP1+VQg!VjnEg^qW+#RTBbL+^@|Ck7)g11TTUHy%z&=$;<5IPRJk1*ktyg~{
zr3b%LF24gLt>j5%8T;;VFmx7#waHD2N7f+io1KN2+i613sEH)v=n-MYlHa{Q-OGd3
ziod(Pq^joO(W<ii&$deKKXn&l1{LP5hp*+zryZ5HyFTX1CCrc(FKZ*6%Xfz#eaI|!
z;habD#$zstPxiD`+#MPkcXNJ!t&M!E`0DaVuCeD?dE20;ywS3*nyWK+ipS24lbK#^
zBDGC;#V6i)EZT}@(y8U?iXH7fNb7y`@vR~{dnOO5DY}PG6q7G@^_tknS@xn^cX>hO
z0I@-mAbZdyLAJ|vfOvNO0I{LV6>dYbSn>MaeO$?D1G!JHBD~H%YRn4Z&)QCcJnTmd
z%cXAE8Nqyphn<){s!~+T*lp-0wvnGuH%@3Hzs*m99QK=SBve)+JC~ud9Ji8CxeEpI
zP~@GuA!+vi{-~d2&){&aD!=To0*oFP0b{G9u<7Y!I9m86y}A(}KC%jweDMfQ*EWHu
zHJwQX`xYoyRH*PATHD&gexH%hM0da<iZcv!XmOi)U_;<O_^|0LESpsi(i5+M&&?HZ
z?p_(_GQR*^+<-a!TZZK>r(w>IegNUG4sR^!9V76uBan(CunHiMVIcn2aD`>;JHrF4
zme}iO86IHupfbEayeDKgx*>vIo@JPjy(-bTIc^Q1a^3KO+Pbv~YX9_y57;$X{=Q4A
zt7dsYZzQFq_<|nQr8+8m!Y)jCDZofMi^}l@J*rD}=Q>mB%04ffU6<-!(9`Qu<&m$S
zh*c)j_;iSbX)-A3i+R6Fml~#{_y8G2!^($lM&t0|p&OA|p4pENH@ji~M>)E&a<Kp4
z!^cXAIxKTM>iu!U9-sjlhk5%E!;&*Z%IF6W@;y-(Tjfi(Cp}Z!gkBW(RxJw?>%Aij
z#%xtv-+w3c^{hhL2=9d`)BAAG>N0VAK3r|m#!Kn>F;!5R)FRGjZjiz|>%ero?hq8Y
zMu^;O4eLlph+jTamA)oK2u@lh)VKCknvV1(a|*Q}Z(rJyau0_I)8@vjUT=FOjBl}=
zXlryARFiCklBSNt-QlpHEHzfxc&j@|7uyrLW(*1Hc8GK<z7qD$(8ApMRfu=h&O-Y$
zQ7m)6X<Nsy`v5|1&4cbI;)dqx&fSTP<J5k2qzRiQ^05)bGyQZu?c1d@xsORxd9%@}
z(vGF;p>RNbDRg%(shC@Hd65sf<Rd>Qq<4p}NON)%xk*=Nslfm)-gZo^JlB)Kn&U_2
zbHN8^YRyj@$8}nDD85GF3;g6!O3mUDFSVj$H2<n!#dzn6!!+e~Ef!DBaOFyw_fy2%
zER46Re_Ly0dsmb2<{0nQe2z5aO)jmOcR$VEmNC3kI#62E&|LDm-HcnA`;q3hPeWPo
z>kFDH&V;*hcZ&F7gNta@%ZTf4=^@sdF+yWoVT*V^WT_Y*9>68fE-aJXo+;iOxrf{O
z;izcY+F!h6woz98+Eej#J!7vK?_O}mQ*Op~4||#MH2<jC{MtX#8V$x}dDl^=Naiz4
zo$#vPP$w$OpiTOINk^Ti9H;wGMd8S~1O-mtm8Nji$16kKx~(9rAJNORP$n7&)lYQ_
zw`}onIxfpWTGX$5xlW&sg8G3%p!jBnKXY1t$IXh(ASJ8KFI&+EMwAJMH6KU8@uU~f
za?(>cQ*|uVe7p>nKf}^9f@5#3`Iq(HLG+vUaOSWx?Cqw3l}YX}zUe-G)re2fe&kJE
zyzn(m`GlGY=+0~)Y`F;!*8(7R;R7%$H3Oy_4+B%NgTnP>LY8>7H^lON92}U8EM9z{
zSa}67KRkR-&v)2a9QKXa1A}(5%(38KX0wEIqI$I_(C3lqN?7F(*vlc1xg)SQL|_ky
z$WHmpsSNRVXR-^?G!Tpm{_IROR(AxYCpu)Gp+^3UsH8__Y9p#3Sb=?qLSpm8^1(8}
zvcSnH%)2Fpjy_^Fr|y3{%dC%w_o>^;f_`SGtQ<uKb)@cU6g4QaY-yqXS`=9h@S=X*
z%W{|&b@LR2LP?=!>Hlh*mD_izX>Hw$ar9o4_+lK*kFZpK;;{b3IP4h(N>>@BM4P=B
zmsy5ABl?B?bel}Jo)KSaQ+EAIOO@VVZT$8ZSx&doWa=4(Lv&a4s?adjGqUtq&&d4r
zc8&0bxc_v|XqfV{3db5Jv$29<Ma0=xH0Z`99IS}ga9KR+%xJ*q#zu^Bvm2D*f6$;C
z)5t7CIU1B9n8A1@n1|ZfFwmd*`k8`%jgwV415_Hz?C%?P5kmyKwz_y;Izv~(R&8p$
zQ#myEZXrZ^CfFSAtTx%bMA>f^J?AI=F`00&i7;sDQF5bxequSjukf(eL)E)u2}-|d
zZAfsL;iTs0=CEM<TfsTXg@o>}Pd3&c04G0>hkzcT5VDaMPEMUbT8wEUEb%F*de-uW
z(x+_^;+sN<OjruX^M%8~8zUg9WOcH)${8}PBu%fY96qVH2sL~67kaG@CN?eUR~PH|
z5(2aji2HO9`V?5CO8wkc*xO{jaHUHK%v{xlSlP^l<cZy3Rjv!9d*cJd-s(04G^#<G
z6mCuem-Ha_6hnoAZ!44NwugnfuN0(v(dH2B+#4=FEkwptEiP12pA>c(e^FgsT7ebX
zZzArse%bl99-1e$FUd<*jEqzCT`Pt4GLa8&R9f3Kv8vX(P^##)E?)dH=MsO#Xp6k;
zD!;fMZO-#|UPX)10cH8f{GGtPMSo4<CMTtHrpEHAMrXx&MczqIk34}<#|J9jn>5o*
zjZ5Z|D~;o93M9&lByNo_erB-j(pFcn?P(@&;FmkDppYQ9?r$9Ld0?efxanPaqsLu2
z_0Y9YO4T>sSiVfGRCtBf$lg_6IFHK9>{bWax`*p`AHUe!^VS9rar42!THAZKH8F9a
zT&JNm#FYBeWhvv&$tzoiYm08Z&K3728BgVpBH$iB*@jteb(DK4^BJbxcpX$%sLD`1
z>SimcZK3Z&e`;qo{eKyX9I3ZH-SRXXxrpvlt<=_0aMm|dzZ*rC^DS7|kJv2x2C1_L
zzr5*ZXxY3oX_u=Vgjae4LqnWNsj~Iy)r}xz!)2XaZ|GTAJu;ElO*DmTvV}TXwSM<`
z=c+w*?sjn%VAj*oq}qox7%=rYA1AFN)vn{ZeHO##I_H1_C~~P5G<mq16lnHT=da;#
zisad+MK>A{O3#Pb%B8>he*Tx`J|_z7F@ct2rlhe7uwIMxfLJB4M?+xMVAX?Fk?&Do
zq=Sh3df<o+fju`OJLScZ90Dhu5ZH?%a72grcRRLSXdDF2Ji4-se}~Fqwa0v7-m*|x
ztX@?1Q#-cl|C}juq_p~UGia^eucNl;MnnJWPLbsth_4|(_RI4BT}tW!0Z2o0+PPgQ
zmC)Njoi9*3W9K#<o}kXp*tt!0zJO^YP@1R>(CysDG!fZ#KA|$5&ZjmZG(PU!raGU+
z&(Qfa9A&>s=NqP$SOJhSVkN+ek5rPmsZ%FoHj`sKH0Vd5$=qmAW=VnLqU?tK7aJA(
z55~zuft8RMoTbg|XYwDiSp_ga5i##SV_33=NTG+icpgx_9^6Rzq2oUC?ENm)i*4PN
zX;UYXG3A`e+NmQ+fs}D%-iXVpXMLwCZ{#i@*q4|EXI^@dZbh0C*EJ2`-NI8O-jt{w
z5A3fzy!o~u+uECOd)AQ4ZR^0Rk_66M^@N>d1cc-(P3AVO4bqv1q|lDnsz=_rmHW1w
zC#7!%kUgnBL>w~}#EAsNGz&8H#RCHSRuS8@U}75m5$08I1dBZ*l}!iLR3#U`rrds^
zB6%`8mW+6w3U9@pq*+8AQl{-;;%eIxB6qsLozQy_{-`6%{BI(6HEXg9{@o?!E}941
zTWZ%npC(W0G?H_A-cve!F;&skO&z!P;T3tmxG&Q3=TqZmS|`U_?(*dwUyIzmS*PR6
zbhA@T8?;2b_V#POvAIipnM05G(1d={(THYpV~5G{m3xkfGi%&NyJv7KUNiY%yu5i)
z`SaQP<2!WC!#D020mIwwkL%=jS6+S6HEH3^j{F&;4_Zx_sW$h9!<=!NITTJ>Csvv~
zmG^fb@y+kNjUPVJOj=`a!Oh+7FU~!+k}nXOEF~SVjyrMl85m#rpqX|nRO_-nC~o8%
zj<2%js1%j=WqeS?eC}B9M6rG)U%CID>0Y0Q#PB29<d&AC42T_5Zy=XueM;0cR?8x;
zq-ly5T)-uy=HV{byJ?;ro1xi$zMs78m?oOX;ojUfm#bo>T6?tim%55m-z8|d2Tt5B
zX@+=cfv=|bsK(re>)zUWuL8Zcp6M(uN_xdLFL7LM>eG{}#nt6*c6QMW*;!;yrA5!V
zUehc%)u2LJn<LM}X;v}XW{qsc3-@PmUAG2mi-t#Qnw1#B9_pX9WZvaxw8anphn0+u
zxGrNp!^9Qu2^A?SR8*pjmEdeAuCpTZ__y=KG)@@`7m8o9yPKv{Ti=t{rEWS2^YsgZ
ztpBF|#uQB{no+dKByUCiZ7BRG{x5!UaGAvpQm5i8XxSkV*2!fswc~RbJ8U~ya-$=$
zcvhBFP8>$cDTATsrFx`TKo}|T6iAsvwaAKYGfA=DF{IRP3ATDVz>tF<;O%i8cZKGs
z1EAl_hQxZ5DamuJI~47<11_GlfP(hLpx??$@I3N45mE+`I?alZHbEPR&A6vT-uN{w
zVV!}s)ux~W^5-9~DCI~LXWate<I(qDLye3`{u^(|=nJ1=^Ja6{Y2Q3Uo~!aKNG;O=
zjvt8uvr`UC&TNwV>>;B36v+JlG@CW9oCXG6CeS*W>4ve1F}{NQ2AdlKISK-s9s)@;
z0-GTMIS>K|3EvwiU{gh8A21*fLSPd{WFI(WA28U`IEZ3;{OlaM1N}e3Q4c3-BTz-?
z)C9H5Qk2u9Jhc%>>=8Jhj;Nvsj%yJ}^bt6&MIg~f)YJp#vJspfIC}gmyS}^7c=%lK
zSz!5NndhUhq`)%8GQ_f@<o);U`li>agQ|_%^(g97V4d?p85-(tLg7n+jjH8WsZQRS
z`rA_YQ~dXfgGNgF#X*C+za#H;SJGlaK8AxPe6=>q?r&P=C>LlPv~}*7ueP!^{rCv2
zD~yjR2f4W+9}_U0%)7t!eC(Uu-+DfVyT4i5O5FXOjgMvQ{{DyaF~b8zY+%@Uu#usn
zLuH7K3T*})Jfa&7#zQwYIu?!!6Xh(7I&}>e!<h^lF8Wb%p^biQz|76!QIXD|9}P=`
zUE{0tU)RHUEG~<WaZy2JmSY$iOb_voG^j<;7#P^%v-(dPb_<3E!ClmLUxur82HUE}
zUfZDB*yF0Oa`I-C`dxss!@`ZKHKCS**X6wAUXggA>8H`k(KmXjOvxId`oNh=H_vIR
znJ<i$jYtEMR_O?tIJGX>u84qR9j6P<9o$K+VYW)M8T*8L>l+a$-b-bomJ9j37ZLmL
zb0j!@y3(=O1=X01w}e|;%Lu3LZ59$k?~|jgi@`GAy`<ulDiB>DfjFHEC#sE0$&zym
zNz8pZt(oU497*vN684uD>{st1Hx60~TVgF>eL@~MJ2XkT{P8Vi1CPq2>b7=7yXO-`
zmKq2Vb}~|HOB|dJSuX^yix9R>w^0p$<xdtrpDqOMeI<BZ_a_f_Xobb2#*?6p_k?v-
zp2F%}9btREblChU0hX*B0dod=!n;%xVsto!RJk(`=8&^wcI#!rhzXB`e5O4}wQ*g@
zt$ZRG7`K!79PcdTv5XR0cNsuR_Z+Vbe-SC1s8UflLaM>R$%znp^93nB?hI-F#sy-Q
zJ`;kLZYB|x3kx&GC9#L~n+EN_?u&y}HILg5l;xdpO=@>|tr)%aF>h7Tg)47YOWNjt
zm@B*ZrL-vBLOQc<7(cR9$=E69i^dxlSs^~IFiUag-2J$lC8M<kPc9Q*<zLA)T6R_5
zy1us}eW;)2V#R#o(W`g8p5NXnwQe$vKT_0PG}&b&os6_nY#rQLS~sO3-~4Q{XVRH1
zVvQc0cxoK)HQD5v>}k?ld4c@bMDM6kvQ%YB+3qL(#Ir@ti4ANHaO-5}#p^}`ID3x-
z?)_(LuM@X&XO#LMwc>&-?MDpDrEb8wocRn7STTK6tf+jkBSDsIu4hBv3|jSaWVy&{
zu~Yb`?+cHN<@j_(0WeCO02>7dIOK>qHR8jr)q@gyj>D;@#<2Qo1SvaDH!xCES=$kO
z#eon%uL?9wIe>998}J+3g83nejE6Tb_Cch=AKtAS1U{jTko-0UIu-v6X9JP%{w>2E
zUQPp||LzOVG>FhwOI)GBffn)}dq&=wO=W+?zHqx*NL-cK_k~kks*}?JNXEYKY`Rpp
zFI=xn|Lwl;U!+S76I7;GP`BU+5N$^6kU%m5m|4!qDTX1L&2HHLQI2jLU80R?;KN6q
zggPv9JnH>%!&;sJLie*e*$_Fas<!)(M_p`z2ie~JyxL~^6Jc+80uz1mkOhTWsI4!z
z7W&*RMOuC0gsAd+;O@Ts#I5#9wMqTubYJ)sLHXbTDf9R&Db(N`Oz(IMrrh)sBE{{n
zrlkk$t!b@FpZ!q?9@<2xpRX3(7yh2i-sVZ(IfjvPox2LtqI;-bM|cY3J-ZUI-~mC^
zK@#lW4<PQU5`vK4McDX~fHaiu3$H*(P=zg|+mlPMx3Le*9X5)1KNu^tPwAggR=?*|
znP0aryrSmem)o(e4lS4FFAov7EIFvSJ+FgT;Fnrr%telKd3#V=RMbxrc_rVf#Z~d4
zzpLUFJ#psxm{;0@ZAOSMM@Gq>e|jiy=D$dhtd102_db-OtC;YI29FeTU&$q%7}!@4
zQ?NRJFS)IDU(hAb26UD_SBzS`yt<QY$7>_m;}s5a>xV1Ex<^7}DKGlVc5UAvo~hPC
z^xk!Wi<;7ayP<q8R%yIgbjj<<wLO(5qm=(B@`76_{;FX))Df2z%x9RmVA|O5zacLA
z-ryVZLgVU)3+oY>P31ZwLv38sFHPY{QHH{W0;ko=v$#KNv+Nk$@==kG2s*>>e(uRH
z-MSany?FrJpJk{Suyd{lCqjZCJoX_e&&NRHE!{yI=mzy`sp;KiF%a-(8jz!VAk2Fc
zggv*0mmfbs!#PQCqH7UY65Sp4oz0)+4?p2yxygx`RGdJ|C{vpFh!Cig5%{<esJju!
zHxW3ofH2ns*%JaEBf?S-HZzNT1>)ar+4$}ZEX&Auwq#&6!~4d2&6vq#)qu+IzH*$=
zWO0~H<LQVAwQ<{s1BDZXGleTfIf@D_?$6pRKi}PAQBfI8NkpK2#%&~Z(;dD{?`0<*
z%D$NiM^?S3BP8?%G$bC`UqDk{q@T069ANaT^qyg&fe(mPGJF`UvQekbu!_gz%+85m
zWF{u~Ka9(W1xx2^sz3S59*_ZIfqD6>h9zZ)R8&;kz00SztNV;pD^Xr;Gi{J?;n^8T
zo)SXee%DY^L4-cD%*d1ty@Xx0J=G@OTa{jU(*)(Qp`?s)Bf3YmIJ{0D05hy|3!7K>
zROj03Lk?8GB-AgwUTHe{2$|jL40#8I$;$3NLQp>XS=@mALU76P#IMw0Qd#|2u>bIs
zxOaal2%q~2oAR~=X;T@(wOK?0pRXg`BQBAV<qATmcQL`mzY9qmJd0)KH_eE+|FWa$
zI%poWa@Iy|ttLOVY%u3g?38q9NFPP#;l1OcF6NW>T69NR`mlN2v^EdoEm8w`2kkTN
zZl#s+PEM;8Q=Qvu*S223H@rjQonnUaAz@pk#K9KwTwQL&R~l3~&a{=0Rx_tRzsJuv
zUiQAG{OMiW_;xE^@IJGO!q9R%;yP}fFRy&UR$8!c0e@=QR&DIa2HM=VV>sjF58Tzn
z)tW<nH}Y-ooQZGta%OzpZgF0`Wgl)%>T+?eO9wuG+l$h1<&?N%9}9r7*+b1VSqrUm
z-`sIMR@?D40=i3UeB9#$dtK*__U$Tqm!c%c_3)nUB^>!7J5EW9XYY$0Pd};qY|b@t
zPcbi9cy(hgDK(eZ!jewh*@sb@M=2FGj~XX(TRkU<6&pBf?W---Oq#t=TViHOP0#fv
z-1?r?v~@i%dPPSDhzrL|;hJ?mA<xtL09SLmmb?BSO4H5b9+#+TB5UGe%PGfI*4n5x
zic`4+ZPVg;#Pb&)bDj3C))oodt!c8qM@FsrqexMQzuLloG9D`x9g$kee1?e>-VZ9e
zEJTX>vDd}k7U=@6bz)DOW#)(ab0kdId(kjle?*0b>yAies#D+^V@(PV3NH$dLO}r(
z0>wA4t5I2Pin<iunR`X*Z$QzAqA^8N7DnC8C~%IZ6-65+XEv4jQGBzNfrbBWn>`+b
z#IOS&F?<qH6=)32dicYt%FAI&ZD$xcdox)y>OC=Uu$@%2T1Z^SmWOT+gGtc?ONjNw
z%fzw8O0x9cYEtCb3Q|Jh4$)#?7&_xDymp&Rb8iGKd}E+bEBdu^RRv-a_Yn#`cnoJ!
z-h<_~b<ii@CwSf?hA0Ml5argcq-B*Bq(I+U#Pb<)sVoMpW))M|?=ynH2MaR?5UXw#
z$nco9uyOD_*gCQ!3xiLVH%P7urQqnNn_ztZIg>M+7$5N=B>w{D|KGOR)5(eGc9=lx
zN~RmcCWK%-Av@8<i3tRfNW{+)U*sqVY?cV*F^GT4mV~nOUJyuV5vT?bs0I*K^gxw>
zsHO+1286pFs3s7&{Q!Zg0`XV3AfQ^qXOV@tQ@<qzmLHZG4j^z96**qU%prB>NYGI=
z(69;=l_)SDc<(hR@SgD=Jt<@qc#k{<p-@tM^O_%()uE_IQ6JM~hWfG2`A{^W@XaJ|
zPW>$@T2r)Ta%NLmj$0F0`0ut^!};z&gnmAZ7S9g-D~I&{(U0Hh6VQIAAE5Nq+uz%A
zFpusRr$vC=NtY&l##y!;(6ZE}P2-@gbI0h@rO)!~mV>O^3GYESu%U;|W#&%bZaMhM
zoxVA6E*p2s*mCd><4%SLR@i{BabP1t#f8ePfZk@x?q{|bU_)by679TtKigtJA6}L%
z2JBi?oW-y-@cuFz^k)VOW9eY}+5dxaSU8LSziKzsU){h!5ueR}(y+@L8eDcz+r62p
z+BtcWYV4U}s*N4Zgq0q#D)qB%$_}%a(Cq|O1<%VL$lV)fg{BjxC`TWdq%!5_3)TB2
zDcx!~t7bm2S2pSxPM(`yA`_#FlWlh_;MhwSq0Gx0q*j%1rP-8a!o4v^2o&{KnJ7Jl
zd@bh_d;dpdUW<cDN3*`FG0`r<t=4md<eKz&xtUMM5%;&StnN&@PyRD83#dt)5+~7(
zjtd3Lne@xLbw0qV7f<0xA8#RHo0DL_%Y)pwQb^bmWCH7V^?<X(n<&?uE}|5=?jlut
z+Y#+MTl!VrdJukk4yiw}AH+20gy0kNgsr3w-A<59megM$1a{gXcs<!61l)2I9M&}^
zL7(3U>ny9mmV9er$+UJb$GtGTJy@9JDcOUZpV~+mG162pf6S9=r-9ru@gakXn-HIf
zGD7ZsJ%rYEmyyz~4=R^mXiU-)J1EOo%z%T#S3+pJU{btkSJGi=BE)npBm^C4Lc-?>
z!VJGR?BV>T!Lrvc+w)JqTIfDTs<{1?EFyZ0wqU+~@m974cx#d-4n5Lani|`L7sVCg
zh0&8V_xlrmQi)aKrb(aT%WUo{v#PsEy1HW}=j6FZo_~3YxcTL9MX*(V{<Pyl&HJWr
z#gBQa@zY#_#cp1^;tO3IvS(dEJ3h5?Cu!=9J(A<1{@~c?A(-}mD89JVQ4*DBxJj*B
zi`RlGXznL&klVjG>*ZO%Rh+rA6<4CxIBtH)ZQ_LnW?bzmf!xbJE#xNg_jb2_RYTK%
zU0w0!(!q29o3`t{w{ON%_@f4&$gqCYu$<}!l&hG}@PHDpfy(r|14_n7XuNNZn`2>U
z)9?}$IUY5q4|k#A$T%|woO(I3%j)R<JBDS~-~i2yk7!XI%5C1qpHa4l0r5NK4tWUN
zs6^m+X=^B!%9Db-GfEwD)vQGC%1E(vBmswxCHcux3i_FWEid!I`s7{APbwtrg2Smv
z@(zP^BA6Bx3^paTu%*O&h2TP9jwSL=BN*<P2GRb=N&l8%xy@<7^WU!)=CFsERV`ZT
z|6jgZsMpU(qESB+n)QsY7G~1V8DA~b>t`M5j-qFLgocKpenvk+_kVis2->Kh$#R-r
z0(Ji){cM=vVynzd6d9pJQp@BhV+QpZ8Ws-;Yi7g#!(=$}%q+8~enxUp&eCS-vH$&)
z&04Mj!kD3fejss{q#+XMrnY<0MJUyIirRL>CGysJ9I+5e3d@Zrt8GRcBq0;-5QVoJ
z%r4UornkQ)%!+71N>m?6WRD%y1+|w*{~{?6bmjoOZ1fDKsz(SG_mc&y#+M<4p22Xf
ztUY<xy^}isaZ6(7VF&Bu7LzgB8YJ}P4C1sRk|g@vCCPK>M{PQU2o>hPQCm4Cz?L^-
zVDgAqSf1XDezkBK8925DOgT3WLVGQPjhDiRQ=|tOXf&UUxw?;(B{fM>L@_dT`Z*G0
zHC}CLyM|@<H<7Ae_tioV&BJlt@)9H<j;k<M3iY2TA2Mr})@RQit<_FZ^ozbDejY!Q
zzue=q+{M0QT(=!}_}k6X#Vrv-`S8$Y;5NR9reL)>(&=YS<w2&W#gOv@rN<Y#!tlKX
z6d$U+&`douhCA6&&J{c}U0(QJO1$0sRk9n?oS?|;Ve)!~d&Cu3aZPUd`E9(%qa#wm
z2`A(Y8dv3%_0B;_|A+Cp8d-=H(%*_-?9Rz;26LYGJgdppj#BPE^RB$-mA<dVjjx((
zZ995vwuHrS9jEmcZ}0Py-MMv5Uh!}bZIR?RT(MTWGoH#HMY3>q`)3Txt&V7|W<JA2
z3$KI9;~S!dy%LrGUq2-yqFZ0OS5qWyK5c@KS36*cTUBCT?kE;LES|PlXV+ev8<vl^
zBt_L1;6jxxI$0HCEnhnNxz63bX>phy-<edlDg^zbukw4s%8@GJIH8xt@J81IPymJV
z)q+Oh2Z>eNu{wXXD?5nEdz{$R8Q_iRcfAJV1n=K6?BVA`#Qu9q#@BxJo0(mGwg3No
zN(R;WgjPJ%`2w}GoRUFxe#R*oROjOiClal1Pszxt^9hZo)A`gUgvQ5HGN{gH1TI78
z({PmiDxGhbxS`%dGQ~&~BW#%o6%EcHYA9!6nF$%nm>+FR3Y?A1ZrFcO&$9nu9Gn%!
zO2`b(j%M~V`48Ew<r^S!f46TjMCLryc28%kUN<?S{7}6%c~-To>cv6}W!iv-WF)wg
zwL?FX{6m|Pd5zzxp7|V8UcYrou<x?~&J5~Fx>ffkuHlyO&ipWu%zCOGx7?yU9Q8=>
zx-fvqPur8r{cYjpy-#p{%wpJCU^j%gbRu)Yln}QggcP<4P(7-$K)G+zX;NBMi^MLj
zLd0TQA<p$ZXvYB=)^`<w0keqhjs%it!U33fpe8JCc~sf7jigF8@l$R;b(1`aFG_};
z_JTJ%YLjNWIpQ?BEOD(e50;K~hTEh1LPWPs8D;u=_Ne~4Q!+Tsz0WJT5neaq_FTOq
zDlYg#?yH^St@8--ecOY%4&53`;cZp&(iac&(>a9{VAoEYpYHUC<P#*D2Aede#2Bbp
z!zk`X{>S2nQTF1|^FB~@WJ;X6Y?>I=TaXWaas`SsONC;PTM91}q=lj8irsI3OJCPY
zcDYA>#olF-^yz+b?A%iK<#J*t_BZ$Drt)!IR5fQQp!PLQ;K|z1Xi;%la<5RinRTPM
z)V+JOd5)XKb~v3buBsHMN%XkOsm#N*1r}A}R_<M+H9pyE*J*z*StR&~`-<$9mupZ|
zHiu7^<y%=+T+_oM<0<`7WRLry)}1vn%dw8|Weh<K6F$5aDxhx&AC*~A;CgUDeJ@yu
zy0d(&n)*vn=(cQN95mGLNTK^!HMPH)Nu#o=Ut{Xx>b7t&e`cG;(;bUO?JOq~XO8ou
zZdN!3XWlqId~+&%c|Hf;&MX5nBj<pv$3p)7ycp0drCS&VOE9_`u9g~+$}?~ABbvpc
z8+y&=Nol7Gko!nQMS|yYs9!mQ?7?2kqu{lEr!L-Dk25e#Ji$*$xd{gjm4d^Y%!tRa
z3mArmG;;3*xgCVBzO27cgTIFoC|1;&g+RA{4$S>CHY<&s2q8CtmTjg)v5FvA--gu%
zfqfGK`z-{rRD_ux*!Ll_@4dyUg|OBGs~H0OI|SQ$fUAXwB6`?T8-Xi+2%P*tV1JFk
z>WIL;98p>i2Wlf+^(aSe1nwrP$O_^+dv>vzVBRsWm_L>$OX|iv;62-5b)+`lZ&AG)
z?-B0{??tx-0Oe??--*Im@5cMW`^mBuKo{|AT-}xc=Fe=?|LBfUqjr`Pf-}eYQ8z1(
z?=H1-%CmHd{LFSYr2{2!$#lOiEei<v3f#MkZtO>tgoe{F>_?Q>XuNvVf8gs9J;urC
zN2pu4N&U1RLAkO?ru6oH{Z1R}M|9z*1B`O&N0jvTb^QoUgY_dA|5x-Qh6yBR^smOj
z8VcI1fnepq27(6V2s9{X@v)*{<z@!mEFM-ebh9*AWn^)&0-`J@!_p{`DG;yq(}q<L
z1B4RG;%5y@+7PMa)OPnzs0)@JtF&BHOr3x79Fp|r7CBU>u8<nCRBd@8NT{rA1}lnt
zk~J~S$YggrV(RQKxK14_ENp&LZE5t9G@9=unC)FeiW+}}g!=1AAFe4;ObUQ`$GVYi
z)en=fYt@MR>_x(uDSoO?b6Y6=7EUKt!X*e;KA-Fzc!=0LAAx78#gOV|0WS(f!Sq*t
zaO&^`GUm%kSX+lDooxj;yx$g9w6+myr@baE8!b`2PdY|oI=2&!asI-iCp%%MMHjNL
z@)HQISO?aX@+OuShr@NBt)$T21c=yZEEL{zkEl~Jjz#%hGl;+JoZaf0yK9!o3SP36
z{3CXWo1TU6mPKla2a>yKyVdK&xx8v2Eo?AcI;EY+4~-tpYh`It(v2bF-7VV{*B1?q
zyVkOcw!jThOj|IAYdGS8yg6y8c;CrfQ)0{+Zm;Z$xasa{O~X19MTgb1q|Jw1`27Ll
zqOrHBlvI7ZV)Ld((%PM&eAC;@Jsb7#6^%BO5id<llx^odW%maSmRmk6E7s1PAiL$C
zD%*Ykn0UJP4zb?F7;g3Pvf?$jI$ZH<+qgIL3wb5>{6qHwBcb{+!<w9qGG=^~#V}>W
zE1*irLK(4-p|ZcU!#8_>ME_Sh2bm+4m!WW>$g&tq{TUQ8`~Uu`pJm!06|ByOA3MOm
zH=6-QC+<VklR*&g*OFe@2nHUT4Ta~fhU1&&!peYR#A#*>zeROT5pyg68XOq|yPj`@
zIxms&WHHccaGfjy>H)=t+7RLt081!+e4HeM2BJ3{t4yH%_`z^;A}aO2WmqnAqIlIO
z(6Y*uIzCba_96&;ya?8VA?-nAr*`I4hR9CwEU64(i0UzF_wOhijxG>LpAe<>aG<sW
z%iwpY8&+4=TjKres2f%j>c;!apl{Tzqi)pBLfbHIW<$drGW*d@Wlj{%6s{Bosa*E|
z{Z&89=XWVt^_;#7hFTZtPxjZaP^OdjrD2r5p*y?Q)xH0nP3z)&;5ogXrArIH5B7_+
zu3@Uh^bb~6d{C^?Qm1bFEvvvxjt{s*rg%BED*R7&!_q+;(<(}Vlng0YPVuSuuN(G2
z4N$0`*W!kVQ+2gnY9Dp6i4(}SHzsPEQ5}W7CO2W}u6AT*y}oMe<41))E{jNu7%w5J
z(IsMCb{omttE}2YzFz5NoL^8bcOgzi_R(`~U&8dovtW98U;0M48YXtAPhSbOgBkH0
zOes`IoonY|vVY)xp}x&CrRlh4WY)u_<Xwx6r0ii%n6}Sf^`ZAfA-KRH(q{Z?Qn~YG
z!T!+};vQ)t2s@ezn;gc0)awF~EpI{sw+|&f)B_;?^Ie!bcOI#~$w+8_X-`I}{hnDj
z_g_eeQu@Zp3RYMv`5mY)ZagxIw<zx?9;kO(+iiRs&N<+{w4i4#>14tae(<Hvye2(N
zN~(2NymMil;_B9bxGP#$ZGqko#24vKT!Shea$jzn;%$Xan&NR0T>RNF;-+D9H4Pfp
zkmb9pmYN+?@q1HOiYDEHq~m#=6q}k(lA>NU<D1x3_B{F^msrJrtaxHlH?KJzmdNfk
zi<VoQUMs3<G?(45FDu&>T~bV*a#pMxV9%{`8X;a?aEP;eKAd}1VUO40@#>7y|D$Hp
ze!eN`2+>-W>;Dp>u&)06>%$@ZmlY#m^^VJ+)uKu?g8uD#fQ{`a`U=hpSW)8?aVTQJ
zZ+x;&5o2`|ynEWhj=aS|-TE7~3(e;{WLKE5^imH<OIZ#JpC5$#ZD)h`?pbg+_C5Ho
zFAc|%FK3Vcqki@<|4WFn&1LCHj3q75|MP^X-f10K$#x(P%5-x7%!DYb*3}WBY+Co<
z9*pygwC+EH5aDRx{|q6zyFgtmKu)%8Y^AmtX(a45TMUt@<H*eFBPk&|CiG77AkFUv
z3Q@i966+4TNnR8BRy#dL#mhQYP)<Bc94pTu`CnCr>9@DQj3)Pm$b%Q?5j)QzeBcC_
zVcrLV(oI$Aqs@i6SNw$f_D)LEsWD{MykX?sU^h~>T^C{6<qE3T)7}W<of?rnQ}+nU
zG`a-(#E7_SgD4@oD{OLq3et*T;&s}I1djF~J)XS-=|eQkO|T^mpc6eRXDriaziEc(
z*AXIb&7JwX;|A7Q%H5pNoAbyoN@HG`^RZqro|TIC)V|w3ko&O9lDB*iB5k++1ckKK
zq$TGzNJV3O<%Nt(%DcCnF1>d7D9t$DUvA9%N#3s}#20N@0lX!9%~6Y1T<~}+t$E(U
zaUHH!jjx_(5Z|%zV^LXln0D{^6?|Ij67f#1r8Ul{y~PtL)?BGu6&2ERmv~E!v-qW#
zqh?PN5B{1@ioEo0FWxiGO&YxMhSv1pMa`bWp8Ubl0g}n5Y0}yE3%I35vo$y0RFlnK
zCfB%yuja0AwGrPnbra1C+HhU{;zaj!7fp!;6~%LLL9y~X?sDTvD@CcHnmc9TAg(&P
zoU3@MB)7KxT}|luDB0#+GsGSHDu{_gQe>(2X<V*|9<ja5TV*`mKZ<a9|7fRdFh0w_
zj)<*eKEp%|uZ$zLEHhKopD`<?@8t?onQk$Y+Bl-aDF_@P>J~Doo#nHt)UP`-pAFTi
zzdQx5995>!y%IoeHwxW?Wu|x@ROXe*uluAbl_@A7lU$&F6-8}|x=j9`vRN@2ocZ$R
z!)97T|AXUUjne`+)~pk>di@4Y`ny5(Ym*^t%{F?MMsO(j0RQB<18jQN6OxyY0?GIS
zEIaiYM$g;EFAGqEUu+XyyfC+X{DGGBWNrh|n_(cdT5rCN|4m3*atijXuM9x}F<?6X
zra~@To)L*UK-sc0-!1JqlR=rXI3H+47S<0X7Jij7<l&prV6Jgvn0M$T^dH%d$^TO}
zE5)3Mr1u2+>@r;#t0aO=C}f{m!wCgM_8B&uRYUyf%o;Ln1Xgoa)v>y>88^0=`m-}{
zWoTLmob5v3<Sd(@#ioIam<Vhhh$?zuQ$bWiumb$f%$+xlhh>JGBV*={x-BVmBo&(o
zb^qIUuJ!ToUUjo`=x2t?@LsVZ;eF!0WxRjQ;-F3Co)j`Bqi)?NSgFlZkW6wV^{XlB
zP}F1c|CG(j@w+pF-v9QqthBey@w2RTzRnCXa*Vw#y79BDXlL$izx!F%Ouen{v#hJ>
zLa)BJ#dNT@W!GT6E&7$b{#|bTJnL`jZ4DD`Rv}qqW;Rwptf*{J72UYvj};XgJBvr1
zy2^}=9SzzT7b|mSgEIUNrh#rugUP5f!=MboObNXM<KussL1lpP*nKkjf5c`L(!k6n
zmf^24>_UcSJiXO+cS4oRt`}41Nj<L|64ysql0H+gnO#9`61hUzPgNdH)@ww@d&-4@
z{mjS>`xV6EV>jW!<v7*5$R$d@9&5;)t4_r2#co(Q+d^<A=_I6eVY1O{Kb)L75(2!I
z!jia3!pU9*Nwe8)g%cq&RF8I8D}9s}#J5cZ@ko6O$Cih}K6wdPv(}gF&2^ki4X8@o
zhIE7vqvjL-ZXRMgCqSrK_qfn&MoUt#q80-8%Y~W7DS}zW2IQS-OI7Nb*TP<h0>YK9
zrZ96}E@C;)9!@M73oASalkNlJNQnhkAYhj@@mbRnQXSvG;&nwxpjR5X*CI+N_GUO)
zQ8qznKVk`K?|Fpmh<Hq|-HgN@X$+s<l@xZS?NwbJn#c<AHw_>>e%UcuoiulLHPo&t
zS3rK$tv^@VK2bVwCsNVzT<5qo;cMjG+CGpX#=67>%`=J5_r4!rdSG7eUfGfH4#`gy
zQ>^J%!dAWE8+h!DcMJ&QL(J|<M_lj8ji$7Tujtb)&UEfFtyuIGA6uA@_li6qf0C?;
z_e*-gH;P>fgDXso>u`vZyLz3F=2ytYpIBQ|yL0*%t;ujl&UlbDcjf$i&7pP*zK!O1
zyl>j-_#t0TNGtQy<mQx_F3wqM%v)W2EgkLa7<aT}Z^%_PT{Gp9yS5BW;-%eN#j_8m
zN~^X0@snLEaETMjiuIiC$(xpWzGv+WH+~==DJ`lsF?Pz*RPIUh2jcD(Z)IWQS8D9v
z+~wkm^W5q5!J3Drr!^0a3UD#>1%?VO8)!?6br*x|K51pk#&bJ2Ef)`T>#FH-#++Mc
z7OwT2YbR4V4&x@&&M!{d@j#w?><Z4^uOqk1slRAFrLcIReseG7h*(Y-I8|FPA+I>4
zW}?>T<|y&pB~z~byC7}hsRK1W$6jUBo<C}U(&^XepYNo?%0)MDS<ifi2QGL=sPIv7
zW2b;?tmYIM0~hLMOb*#wj)N8|FGJx%p&PJJyF5jX0~IRQ4Nj=dQRoIF)D|eddtep~
zZ@`!gbvL4DOwp90StfZ4>TgBShQg1@nN4L#&pR;xKgDK`$>6}K6CZl#IDsuSp^5Ae
zMAl8Chg2<wp=F+t1s0`<S?d<0+$4YEJV*we)d8gN;W@-|?|D+{LOBvKeHtlvZ#pTa
zEC8FIUWUP`PLLKDPD{ZEd`I4gUKY!U`TFuC*Qrxb@OdDdIC~S!;*Fr^3I#ko)RTDG
z_9GC~l=#NR5NkU%sd=j>{x`D$%YsIV;vbC^FDDqm+c|WT-B&{_-1n2g`;1}z)yuHu
z@o^>xu}M!zAH5zD%a7&Lha>OJVu;b{;Y5CBR2Jbsz{8$WP6Mw_6KGw^bdT7i5R4~b
z^FrW&0)b5pk$vEWTLci;1QCCC0EWB^frBtM?|{u1mrvNLGB#;k%|`s}z|4XE7vZRf
z6SWa+fL4yW5vUdre`%mb<Kf%}!d;J=)JD|O162q@j$jYyI|I8;G#)+^d<HoV?5G^e
zE642^RPI25`EsVn7|>C-!GRnN(+%FJjrXV<uu)q{@!f;8Xm~@Wo~YZ0q6vjBMe|JZ
zmek*xqAi6#lQWyj+Ea97{(p+ip3`>+j-4QY7SpdhP>ZrGU7D6O-IWcK$a1Oz@fsb!
z4)g?CROm+tG5Rp}4X<o0OThnS{)U&HW$6yoS|9NB)v~yTNsMLbt~2vqcb$#j@XE%r
zG7i-Ghq5fg15<2J*jTVpp+d_=frCD@8E|llZZsGV-Pp)jI4VYzvoPw^HBby^GE|D_
zMg@g(`Ve)4S9G&5bZ0j#4R#F{p80y{W(LzmKeL&f*_d8V*J0uRD|SQuRSgV$JN?IR
zirs*r0dXg_-SxSuogJf9V`HzYHYzQJ6%XB1>MPHb9foLCYXWx)9vg0vyK6j!rnwT8
zqn8#}nY#BBs`p*0bSt(<HS>HmWuu|x$&)1#nJDEZ+a_#><BN+3WrBK>nlHvG&BhHA
z?g{k?pWawy;yFaf*R3eAFXcey%{;1fNG+inv*5UJ^FXAKJTgK^9I%rdJbWLPfgil9
zrzU2t?h&VbU5Qd*OqS%5kr?xESarP*9LYUfNLaL0us=G4+&I@#*wWxNtPdRtXFItH
zwU+EwK8t)ts=D?dakbt<#JaN(zMv1O|Ee*>)R`#+r<@jI9&}X=zYt57ObQexpKLC8
zJzPK@+}k27{``VW;gf{5H;rLSQFmC<e*w&X{Q}+u+7P1_&ZP3@#xQ5PE1A{9R~XT8
zf?$614jt5gB&T}N4`aBelR2`BLhjLRgw`d41xw?pq(bv}(y^0;@_tw<9BjJ*Lek2R
z;?>`hj@(CxDXJEN?(`>NDP4pa)f%ve^qU6UULNd%fA{m+6*c$Y?Tj6o&qtcqyqUOZ
z?PSG`i`Tqn_|F%k)5de9`{k47FRLf*UgydCo?jrQw5qSTlGiHka!_4u{tsis7v+Lv
zPo8#?H=0Bg$Meh-om{U<8`ID733f4>8!H}3N7H%5hG^h#bttFZzc$6QwkAgN@z@&i
zVsi)CcF%UQJJILl`Bp6#$%8Aht9N?Kc3)m3p1PCDb+elyuDY_6yFBuxSj8w*bS~V4
zYYit^rvI$ZPvcPSuNsy^-4JsF^BEpuV%n%OQ3Yccp&Mc{E<*hVhng%7vuRvZ|0O6&
zQk14}q$oq-LV;ZKcYNF;H18;Wd-E53Wcwsox#1IR^h9>1Gf<$=eMnR{fF+&o5y!*P
zQ0Kr)i0L;GgfriiFpO|9f|`pC!s5PKn7_Xu-0_+Q-lfjNfh`uWpluI`ua%%r_NOiO
zaB>>5{P*J)Uxz@&SoLByEp22hIE{_Fz8xr>C^9HNb^mXE+(NJSvhS)^_NA1R?WWGA
z_jI(=!0zdck6ZjAy=RyzGChF0z>)&(%+w3r2qtGX(#h-w*DY9l_8%P2BCTZd?Em>8
zKWjM#DAhNu`8$cTqzsWG`f-bk7HYflHl)hCm1>(lkA(}X55p<#LzwN}R&Bknu+V$h
zLlPM4C+r%&Rc%u3zS7GkPEdBfM;sa!Al9oj@OsG`m_5Kx*t|?s=h}FU><gM8)VEuv
zG@aFw%<{NF-pzhOR(|#s0&kX8eQ4z(1e>=Zt+rewmHo>K_IHel`{m(+u+mT1RChc`
zU7d-SViVauY9+~6ZZR1(s4RpQeJ41lj39}-fA{GFzwYA})iw7kE|!@#xGVV?8;KjY
zHRSUZEGzEcd{x^$=p0un?=orL4Pz;(#VLNk)^vVPySdWw26e^TlR7FcRq7pgX~HRO
z{wepx=kr%_-WG9kpB8qCm%B=9O6)AgNga2K8xIxM)DPP&I_&=_ZOrwBm!_@L+%A1p
zN<4p4v2MX3Daw8n-)K}PPt{%z&HH|<#0%q_$hMy7Cc72cTy8#ls0fb3WS6(>l<it!
zA)d+=DAozd!!3WkU%V3En=3Z&Gxx&prq@2Z)2u4}S>&SncN#~|K`fs-im{RT3{woe
z0;-E|C<c`oq!%<SgHABr&uki2nz@-xWsVeC=mzzpD!{!4zvIQQko(^Ji}!i?bkA<E
z{6G@y&fSGx*$8^SoDEjd&Tx28e^}Z_LrQo|;WyX}R&2?03e@(6VDs|!z`s&s+{^}=
zoamF;k8Y?@u?;M|QVoJv`@r?rEugMr1=#<n7PQS10EeI81lHd&>|y3aN&fp{*uN$=
zu-7v<6UnM1vuWHv>BTUrb#;`)&_3wCnW;=xt^4)Gu&i45-@X|3i?ps`YQyvo>L8p(
zXVir{vrrNyNBV-p80OE3;vkL5ZWy)6OnGqn9*0#q#n1l#@A_HGG(dTNUW*$dKJ>+~
z^Yq2A!9~fo3QDz2@4-UCt3?p;zBQTg=rJWeRzhz(Gvb@HP>2e<L#&5QBW9hOPy*zj
z^eS~(P{LSJx_f0}6&ngO%D;hG!DEET<SQ_-Q2>NT&Vy->eIe+gk2=?;JY=8MDxtpP
zW2Nch4rJzy)8ySUdaP1{Busn1pAw=KLa=ENX&F9%RGx4_uurK)+}~WJgeXkd<Tn_k
z@YBR|kVpbmjY-elF%Y+A6wJM9LK-|6C$xWGHlx)3v=_tNG^rL1rSjUnvak!S#V;07
z@s`bI^HxV<#Gx@Wr77EQ@M6P8;`u?&ntKPF`G9w=#0?iG#+PY)O=dn$kgkNj;+*PV
zms>k65jR~ASInz$o<F&;l;-_Y8}UQuSbpjPU$N_zH}QqM&+S>2X3F0^K2(~re7oe>
zz7Ujd>jQa~jS-)ptS{~H|HzH+-%`AK{FEkj?g&qxb%F9?+kC|to1(blZc1)m&D-Mn
zq)OcIq`q>~N5|yG>&$9}opjaooZCvgF?}t!w&&U1xwnL7JcU1MI{>b1{itC%)ls7i
zI&PR6;WbdrWT8gXpM@4>>PHHpn}*{mA*vQT7N(c$W?z_$hG)#e=)*H+VrZC-8tLV_
z-OB8LKWnqh8(b)N<3om?fU?E=^T`KxLcdl^<xcMjT)OiBj_!8`+w|VVT62!xna=R<
zcjKC*ks@@j5tKTyjGru2`x^4~7dG|00#Si0n2av6w}<^!o#b5-0#F81-d=?QcB^4i
z=n6%Xw+S#KdZA7}G@5=bY8aOA-!d$>IZ>tm9$@};aom!YF!rW8y2Pp#_5Xi4z+A7N
zkxrq0CN%5+I>7v2`uSf6n19vJ7+-guCLUl;^)pHMy5Ncb$1t=}Ka=G&UIKOhBK>Tb
zLZP0@PH)hUQ*lg=dW;#=XJ}A{;W(7bY}kL8EH`yzmf`={Vj|KfmNrX|{qLu2)^ZI{
zslTK54Us8&fce=uLaE#r)wcd)$eRQUl5atMVOi=YwM{#Ygt%8C3R?+gnLUT;rB(~G
zHufZTDa(nhV?A}jm6u7s8Mz@yyAEE><{)ULAXr?=C0LC+2_f+kTs2B2Z$G?H=ihdh
z6x*Hz>o@f$V{@mI(CEp;sci^JJkgXS_fSKa&n}_-xm{{2i#f2RpgBx#IghyH+YXyw
zEhGc3TEWyjFCcX0Q`lHuNdlc@#G-W-GUn!E;`$_lB-M>3Q@X^FAg_gL%UmTg%J27(
zs$X}2c}-1fu_AK27RTc}Pj8i$ygMKt7&2Mga8nPhm28_hVRscVz1SiC(t&+)C;w}4
zUFUY?Z&h*?H^*M!!>oLv#?5$5fs%I8skQIqlT!AIE5rPyM|MNxHT!JlWmWApQ%daS
zj<0m*Y&?d`3l~}yU+nWzS;{VND71B?Ts^K~T!A;U<(5_3#CtfqOZof1fEsC*@s@RY
zv3&jIV)~1l@&Yegd+vN1=XE=(#h$A|jOQu4qvD1t2ed^~w`(@%dBSy=+(W!Iz3iTo
z#SY3VOmNZK**)iqj`YcR8h;eI!fir7ZdhJ*^lCHn8Kzfw6;v7D&?`Od`Ke>e_5anK
zWXbw8z05^#>lVA{bt~%qx)~_y$5EPF=KuVRn`PS|&8o?VbQ%mkwc3)Fp6g&S7Yl=q
z4<^NTMAEAp!NLwFbhg?^4iO|jDb)NKocZ!lCo4ap0dMCSt8=$+B!el7&X5W>r$Ime
z0F;qI{zyEt7(Q1_01CinsT>-l#*lo?*6I9JN6aF|qYp!z{X<BAE-3puhUGdZx>a)m
zEyqlW<0EH11@<cV_z~F4Ah1V4;94gF_wpeO?dL-ZgUGK(L24s#1_)6|58P^lz_ktp
zvT+2ihazyn3W2PgF>^=icG9B^wGqw;mf`R0m&59f`NKSA*)NCHipqZKcyj%Jbth1w
zn;Dv(E4rzTyj-`ZPVcWm{m9L0P`I=BKWnpme|P^`O&vvAN>7?pf2Bmi3O6?;EeF)(
zgx&^fa)H_z$C6u88P((&$C6V`E(Cm~PwZH7)a00Mc1=#GOsC1Ijp1L9C9kU6uZDhx
zU!}<n(=dGCxble)9V<AaU+6}Y*=BK=4E+c+C}Vym!+l!W4f`)P9^~*WE;b&lbgWTP
z=g%AVzzxtb%=3>MmZ%{@R#R=4yjS(wwXE{}>ptYE&qLLVzK@k@joXo-dk>Sf1A~c`
zb_bc~9<6#-&Q5t<TV1dZZ3CwteJ0)dI1$&t;_&w945IxwSM}JvqVjOqV8P4k6QpYW
z$rn{Pyi`ZQg?W*%<J?UMsnLwgJ~0!tJMxplozJNrS#(qGTQ!@My1J6=RwNM3bx*Rm
z$|B-h!IIcEwIaD2n!|i`2Ut9@fokFVYN|@keU#e|lp;^wJSRgI$l>*=sifJH>csIR
zfm=!Dgc}}3O!ifWh?D>NhRJUtX20yE9eOTgvjMWarpKi=H%o~dQo?xisKMfX*Js)e
ztpm9d4OU6PX9K0<cFBDIMi2Se9wVe<lgu?=259*nRr$CJmAY#4TOAai-ITbxX`kc`
zhn7&JH7TgEi}U5;ESHKK)ekk^6>oBiYr*kG%MM5<r@x0hPR7!a&7xx6fc4UvreS<T
z*Vx$Lj<&Ls(W}MVTsPUlyt_S@r%?BWQ`{r7NtzRmZ)H1orHdz>(z(vdUy7?Nii(#y
z7<2Zvrra|#JFk6F^;wnsf3^I#h2`2X2}9C@iUgGf>vhfbJx7*#E*g$KDN+pG+!nP<
zP-J|NkM$^2R+_n)O=XT0*n7HAWDqdw{$0y|ON!j(pZE3UKWb{g(i)XuN24%$b^5YK
zR6nrtKL!U=T0>-!(WKY~4ZpTSO~vLRDX?X88nF(X2=Z&57&o&4AFgj^Kf0mK#Oa{6
zcHrMAJz?Q^cc@)&C+rQL0ImB4z=7iLv&a8YKYN%tk*xnN|NTE%{&Rh%BRN;PcUN8t
zFjCH<golzVMsjpJk|+m3e|D{_TmH+Yb#*(Tx_*tXywfm=rK7tBJs0v<X<fsliRmBI
zK|iwmhhzu;gTyDhVMHjioW(~Oy4jAW5_&(%f7-B?X@DeQ9)HZR1Pu`+y8M?^SzWBx
zJhC-ORNHiJAta=Zhlr|<WX9e!wY9iZ=(YJ2X`1{*h}tX=>riK6`f#t>QvE<Exw*NZ
zEa*i_4fZ3J%ksjEZiz5E>b4Mh`ZP?m-whE(=<;7lHwcPtqPD2Gkj&aJfRH<Z<nsM{
zWah*!<lTw_#MNh&Fg@>QwMqGQN~1C(NvnB|FnQ`2NOm6xG4q#@bw#$qv4-bBia$m?
zR^A}nPg)c6)wv;IR9Bc)<~C_K;(*Zpl?BV>Z`xG->yAOHsJYkYT5O*o#iZcI`^60{
z{S;SU*72I1v{H;#CUSNz@lvqu7-`2PW8UZaB~AMArhM1=>*LN>PS;w8j}V_VXd!!8
zyoJ2(`B#b~R)sma%UJ2lf<4lSuE)US^c3mvj01|OHtYFoH`ZwnJ#8O5=h*~VQk1!P
z^JxRw{?8{om!+hNw^k%__t%})98Wtf+cA+BPbhuF+JRQwGOi?dp>UK~>HHe8%!-3t
z%N9>FO8JkPfx_jlziL<xb@NWq%x9SLVA?rS9;7QY%pmPybcWe9E>44^3c(2kHffNB
z=CHUwYqRVaoKLFAFYXx0Z&@~&k7y7M5v}XP>Ty%)-RKPDYm`i>haD`~wuuxUF$^}9
zok%R3Gy++{Z<HhqTptQ8>h=NQbPWG;kqqXYY!0gCbs!;Z7R+6_6SUVvmhR8mEH^n(
znE!67{xdgK>-C;88zsp?MY8EV9lgLEOgT^wwyFA8={>{LgXsa(1(p<OXKoefMld;Z
z=R`Sh0+NMOX9mT<p%P06<v(p$%P~MPenwv!A{TU1^|3N)JNqxBigOXQO~*vx!j$81
zs@_4E`K22r7ZZhEO;gC^X0?S~TR&1#AqXW;einqM6-dcB_lU)ATX=o_E(9OEC~RI6
zNlC<D`bO3ULXu~ZD;~AT%nIYkyR8?=s#dRrz>~|>CgswVMrE6lR=Ja4@**orBI-a)
z|1)G=-==V^;v$gVq>x&drjtPPL8Moc6J&JryAZM~kKnvw8%g|FGNW96&#cO?+f-ds
zb8lpKnQ=;r)TYusaec^RKCipExNmh8ZO3um++v%?lK)wibhO|CzE5c<ez#dG>1c8@
zuf*NQ`7^<{rDx%r6q7H2_;i;GSNqjAdA+qZil-;eYwYvKa9T5Kal^Xq8t=5hid^O<
z+O##dG_MD*g$Bbz<7>IKi|c)3BOl`1Cf@W|e`)pT`n>nl0W#AH-kKM&3p@j_6wo}|
zx```&dYs&Oc9i&jenrjA#wWSEv&_W_>85)ses0O7E^47Q_n0JmZ>th7uOGn`gWKHW
zK6AXZaewF=Tz_v8Q%5^uSUogMJMbzw(he#&NI7U&7K)LXM$j<bnTOeAI{JY!8ve~p
z3zgw$<Zmx?v1_ty8>A;S`9+t*`A0*7`1kvEL0D~1h#tC_-hmNx`*H_{w^zV3lMxVh
z!krYZe2R~fTofAy-Gn^8pFrbR2R2T>4xg?}!uZTU{Ux=So7u3qq%Ry9*c<)4r!!HU
zSYZT@n>~WH8-~Ml_gT;??jR(r!PTT+Vpy(oqA@?Z+=WX+2)sE2&h#Vx-LjVzjf2R(
z{Dr*}f-QGp^+Dij1Oitm5Qdh$9B3HAQIG#&?>oSnSh~MK>|g=AU;%qCfIv3cGn)hz
z`?dEj_IB-JK@mYj!G>Z7QS5qcU^XmRu!~(#EZBRw*sy<dVkS2r;aYfoKcD|Q&vSBS
z&dknc%AWJvGrO}6lsm8nfA4aaei~ZQI`Dtu|1$YtHqA@-AT~`quxZ9Pl~ttl)lwIg
zW$Q8*J0ELz*2`V#zTh#0dSq5OI-(}m!JGkl?@C~LPYvej^7Y(Ulj}S+88kUtO4Dg_
zdW;TkMd`OiIHRwNdTg>=lbeQ5OrN1n%gl3wa$8Es5dz@^z%+WAaU!5RW59A51D3-{
zg8`4lGDr+sq1QUI<EZ%i0~>G?Fze?mg(<*Am%EPos7rb-Ab*W7uD0pXLWsK`49f<4
zkbo5`wN<(1!Vxn^(hAB7>ryt8f+q!%duT&-{?z&;WR9QEY~Mpc#e0$bXL3To6-NlV
zSw>iKGXSRX4`F$i#o*`g9DJjetNi;nQq7rMhL}gLBQ-`1B&kX-5-D^Rtak;FhE?{F
zO8Yknv#L9*CPs$~+qZR7^?SEZ+2-R-*m!0NY%bQ8oJp{RX=mafOh_h^ZyX|fnjRya
zWg#TT`l2xNa~BX#jewxt_ek@?AwrMB|9p4i*8nr;Y+LSf*W5B65Hoao9Cy|B4p+Hk
zRcZXKu6$I~r)W1@SMA$tiQL<ArT9X{_ep=vR)ft)Hz`CpKq{taBrlw&qr78VGbz>o
zzT}@cSZ?+>S!!G=F}7Hb<8reexip7g&EbL`wb$lVm5b@N_-Jh1@^^Ue^F1}20#9lW
zMMv?^W9Gz`-;t`ZKeSyuDcN&nR~=Bqwr>?{RU}6I6xvg>D{(jPvT=<x;-*5IyX`y8
z&W$g5v3VY8-3njHWqd9!bk`fr^&#hE0UQ6&INj~ZUG?cLzFwCq=6dph>%%=19k+#Q
z%0RGqKH-@dQ)UvEFnEN_?dT)%>Z_OBww3Qi%LhZm#AQ=t#Z#_{r#I(tTUafQGaDTq
zJ-AXH!*%gnd6C?|Ujbxt1Z%qv=>5e~rhy)w6_pk$D^yNs)zO+8K%U+zT2oo3OKMcE
z^Cjua82}x#N_u$}TCN%;y!SKt3=_>mrIqe$yfm%b)LLJUf~J9zK<TS}<c!bxGjY~!
zCV`?mAF^R2^iR485f#ngD9=Ot8$;kk!DUc8cOry1deeVr2Ky_d@ejv1!N&3B;Z*Zj
z5Iq`FpVvzm7d(nze#8knRYy!@21~?Fe0*dIjiw8*xM&LBw9{$W^U)0~Y|g^;I(;CQ
z*CR#KyD7#60WJ!B@3PyOjLa`umgFyPC<AwMeSq9W9z$H<Y8W&@#>!<kXT6pg&~%?l
z$HVA^IOUL-eZ=X9lv7VQ6_GLm&YuOEIE~p<#_4Pdc%tn``ZoZI(;W$c9uiJ-q^f$t
z>5f!WPdN3F5CGO@9hL=9#mf`>2>T`7b6GU41F1O8X*^4yO7nH#lydx!IzWoYu|Q?`
ze|67cQEn2P(mcGIN%s|Cn$~SnjdjsDzBWoIDJgxm?-@Ja&vMppSpr@6f8CIpTE<K_
zq*iCxkeXUX@TMAvZb+TcGG@6UwUK4~vLUsnC$o%L9}=^SEKSU4*WpIg|6$8$8Yr^~
z$1YCBaf0DQ#Je&K7{`mliV|M9tQ?K%CM#aN7?5Mxi~(hM3<iv29mX=0V?Y@a3s}yU
zB`C)W1JlOmH_FbQD4TF5fHwBo&j)rAQ^4C@UFyIm<*H><)wxd3RgRijMp)eIfMC=6
zgWAF`hjM71)^O@lGctKtX<>N(&*a)iOJX_ivhX0_y((=?TV<EVugIL#C#3$`m9QxI
ztx(~zk}S6MBAaSmg;Vlq@U9&NAum4)r&<gnf7~7_EH0%~J+p{Ywy0@F{y5c=Gypd^
z-dqi_F*#uETp5YG+?mY0T%FXLehA(U=qWfi=qe2KoJtB;m<c}95(Mvs!--Sn5Mj{t
zrK)?|HVJX5aYAxGfZ0O?VpXa(obcZRt6ph|=d^Le)=>f8r)8vhGZ*6XG=$upQbDl3
zJezDQabIY(yA0`fDjx)`D+fuDR>X^U5o+u#AnbnSrn=IqBkQzZv@F{o+dkJ<M{_sD
zU0yQx#2A;r=2A%VJNd9_f!gM02WYL1c!_@A;o=7yPd;g&rM&#s^)cqT^2;laI4N#U
z^x~InzYO)xn`;V>YAl^<Daofr_{7A_*~L$b>!6v@do*{f`ZdmaV_|ubQk!B+Iw#3)
zxh)5qGd<<X7I$KDDQidvViKWPS`N8es}*9EMd9Md+CAlk-ZppLTX2-yjn-~^lOIpe
zY&amvrWd{{#;+X6wR>08EoJu|xn-Zf#TJMAa*Mr68hZV=0@(Ow;`apBN*$Em!BVE7
zG}e!52vroSJp+{1+s3b65ny(ZmMuo9gua|fAF4k8t8d59V-3)n)%m@gHP0mEt;2_u
z*#u3F<{+(K7J-Gm?!mA$e^Oe7Xu%BT4@OW<zola54xzX5lDx&wVj2Tfnp%`Ec0WxQ
z?{fVL_?E5-SJ%yes~gIr%sB8l8;-y<6!vcbO<Jsn*=;<DYp&xEzN9M2n>5t8?Dxc3
z>oS9;b*9q3GO7%RkXaLEnQ%za(jei`vf*VzjIcDnp772I3E>&iw?696e4l8|kp2yN
zmZxRD<?F;aEwLT=-_t=zoFY{A)ua6=$3XM&!6V(iS(Gz>EWUP-&iAP=n+{^qGU*_t
zuEHPqVFQ;X)T;yD6rN>#gkMhK71gDL{uR`v0_FG!KbB>>^q)ugM>Q6xT!^FaYc{2j
z6DKq3QbO}}x|DLPgAqxg<+UeH{;V!F4asl-aWdc_;>5&(U~wAN$rwjD-qWyvX(SBB
zlbXrC<b3(Xd<;0*(dUU15(7K#OX@p+*#Me=PT02Z39LF(AgPYJR9q|7E2}rkw+Uh7
z$zh`UyWM4FD*u^`e5oLjGcFJ-O7mLORy`{mrhFD}3o9oSgtHS~lYS?*lge9z;Z1S~
z(ayN3dR%s{^3XglAtGT4q$Y2Lq?o^8S4w|aGHEZF)5smPuSb!hJ_S?{U->K7wXZ68
zKWQeIw~G)OH|j)6<WD6QK8s=g;%EpN)?2mk=^$0jf^sEn9H%T`epzTZ>^T{_bp=sc
zo*-dsdyyw+YLoDo8LV-?2+TNT<HnsgOGibQcsNN4n&~L6_w-RDx8mG_a^@4aZZ1#X
zER;!e{aQ;qUJc@#`Crg{e$|)nQ+{2{nF+Sqg89|r)7;Nx_xjzFtLu+a#P18^Tnn|A
zK8E*`PL_QRIUXfR@lOjX*00*mC)azZjo%j$J$F}_?1XuMc)gt@+dpNAYgkurF~y@h
zcQ?*nbF5({*{=AT;>l`JT+a#D#IS82x$`~mh&3XYhz>ipa&2diH}vvv1zymJ@U4Nh
zPzPLgvXp7yf_39Xo({M$WliO1&CpYYmW(-141k4|Lr(M4fft&#r&NJbB}!E&{fdn{
z7xuL0H$6<@msOttO9IVcbzOu<x&V1sH-r7BtYMyWD^l!G0oYI_isT=c0IsDTuriFp
z;D)c^kGFGxPkPEf-_srDrcMN5o*ZJfu7yDVk)Ww5va&zQ+2CXbO#b(bnGpcVFwN3|
z5!(3<lqyoHOi2ekjLZK>oDEEtz@vsTm>T~XU%-HJJdM-ERHpZ`e#R`l-a{~9>hbn}
zo-xZFy=NL|Fg<{}z=~2v!_UA3lVcj=2o^F1M7}H^^DvHRlKGJ^{ZoMrkO^S%Bl^-5
zsG!f7#n6Y?3vDK~W;|8fv~>^?M=IcS-aatfoPNjmuLZ(@H5xL#zpJn(ak$z_R!t~#
zd59qRx)HmH<|JQS8+dIegZZhB!j|>T)RqpVNMN4NgzPRrk~{xF0zyZSw2>BMP541!
zM(i@RMY&}9p!#FdzIA2r@!AS!%2tQ%O`nnV8zSM@{tY0VuR@%UoFKa_E0Da$V~JNO
zXIRoPQmELo89Ao7VCa`$vy_>A&zRNI+)OPX%RS6b>geVtMqW9|=TXxq6UueacA5U3
zE80C(nv>8(I(+dBKVYZ_zx(Ju>FBH5nolhr@jZk0#hmtip)C;FUVQSW8>cpRk-O*2
zt$192w5Ck|qMYWfC~kOjNaOLjHP@i;OX>YbPwDu_`(VCCE*(sGrdT&ilGe;0$2S^O
zD0)ug!LnoK-NkDKB4zu=cW_<Zb%%Jpq$PKIc$DU-U6^d=yxZc5CQn4=^E%v$dbPw$
zPxf*p1_pBvuBW-}oio(X`@a>qsQ2AhB5S7(V(elm(+~sCfU4pvh(Tp0;RVezz=@1H
zoaU9wL}pLr>EH%Uqbk5PmtV1Q=fZ|#`THd=^J(_=AS8YlYz$jM&uj*L6bX=P(>&N`
z)ee>ndqN6@pXS$YYO07l-51vF*-7%Ys|C*8A7feL0F4w)jMEs0=6A|~d`oBkY3ZjB
z*y97h+7J*Iyn%KHT7dQ~z3u(Ezy>ojNb<io_x^9Zxkt6G4w7VeOrH5X(mgJpLF?+C
z2g{&!O+g#oIq=QBY|^@>p$*eNsDnyULe3zFF(hGfgfF)GGAPRo;;`dswjrPl%VWSe
zLLPkf3mt};m8arw5A4b`0eOC0i<<&I6!eIb)g?RiB7YUQrM79kP>8#<1C~bgApw1l
zQQ$LN7~oNgwD9RAMCNNq3O;{KawV--Te(dW%Di792)$1eTlzL%-fMrr>?Y-5eqQ?K
z-u-Bp*3br)FFOn~^N$AKbywAv_OHq8`0j*+4<*TK-;n^-Taq?yJ*niBBFs|SQ9v|_
zK6Jm9v^yk#kN;~5h|FPo<s`EH<2X1LZV9pZpAhF9lZa1XX)^GUEofF9g`lHpq<O>|
zp@(fDL$CcJK$LAuL@hP9#w}HJOB=1NY&}8l(_<^Y(Cv;?X?bzY#7X@X-sYdAJD$Aa
z{I~_&+fpkPy{;aScKvmVUq3NTJXPhfxOU1VKE<w{)Yp8dc)e{kFtdZ0$lzl!A70q-
zkL#0Is{>D^e61HizH9E9kA<s=f6r(sS}%`K)VNY4wybM7G#FJf#@T+mxMl*UXnL`y
zY`J4Y?zI0Pe$(Ln(y70@h!+QU<jvX#$V&~mB{mvXO>28GZ%pKY{QOGy6S29KS`i91
zg{FhIDY}UtwSKMY$wubsEuLObMf1onO>2I&g}i*!P1*b7_r&05_qa7p%5uj(x{AvJ
z>vNMEw~)<xvP#^i@skBr;<^5fyu`zm&AF~yJBi1iZ{YS7v=<%Xyk&2Ce9-0`5h1TP
z>Ac1#X>s(t0uoo$`mI=I^aa<LCg%;K{#yaDmfx-nzNsYZ1szP=%~Gae8lE53S2~zR
z(_cX}gkDsx^8!(BfN3;dj#8FOR5afJ#b_MWmLnzIlV6m(>FfULsV}`;K+Xa!ucG8m
zsS(O3_n_32Qgc@3S8>+8CYR7!@(YI#1lRnz0rCbx{DWBVtho;&KAi<mp$DAZcZ63@
z^9PsVBK`MtcdZ3&z@fq<m{KhiV!H>x8SPWpT&^o0|6(iVD>jx(gTTQKaBTD~V$s$K
zVlL){Yc(3f{uN6x9|M2#*kyQ9-=DAHwH+M$--gfwhfod?A1@-uz&V#U<KGR5#yFfE
z9)O$$*sx(d3`nqsrQ_mJ2HWk@z%Qmbv5xG_%KR$MdN(sz+H&fbp=bXEr!W#)TqK;%
zNVo)sgw_}dm&1^784oG1o^Ux238y`hm7dTEiiGF@2_2$Hhz^jf^@LBB89!ZymkAQ0
z0fq<=6(ABp!pjE<S9y^B?R5tSS_Y|-p3v)sgq|;?ntH;!9;DiOs!KT%UUEqFkyyuO
z@e~@W1?)%cJM1s)CtU8te!+ggwj+xAYBN?U!}jQw3@OiYiIC>kWtS?A<9~Ca)PRyJ
zB^l;X{?*fFdbyGvt52(G*@l!F>(h82g-vZ?T<%xIS^s9~No+~zUsEnTaT1p(m2*lh
zMQALna&*Ke$CTYq7&f~=TQ97ndExYO#4<<eZe{rO%GqC@T0>i}Tutj*9lDfIF3_<d
zDU`3FX<DAydZp)=rBJK`Ng3#EhPEE#%+@QHc<a8*iMAf)#<pJ2ABT0Kt=E0ovIVV&
ze*N;lW$R7De`eQk5;LMvLmXuo@FK*(%Ak^9apW2EnWACJ2005@9xoJIN~nA=jR7wR
z7FgYwMulJ;ur545tCO9B)ni=tKN@Ef*u-rI_HA|sb~;lxB`wvZ_RdwVs(D_W>)cCa
zz{!t-!|Q0_aq4T;hoorb)X6Hc{ncI}$0cuKHu}2Ir$;$q?92pmJAWh9+r~l4E|=v(
z!N4+P)b2fSW$;9jv;GKjAoQqEY3&Iz_D&P>&|-yPKI1b9&qMc5%RL%y_nV_i>sw9P
zGBTK`s%yxmgMX6Vk@F#@UQ<%6OktR@<}&!~%SEcUi6&jIUn2Eu$B|SgS5hb-9ujuv
zCmnkS5wD0%WPIW|GIM1ySh(UGnGjo7dHBJ2)uDmMmFm?BQg=)(*jx2IoUA#4D7xMt
zrE6M{e1Yd-hw~)xIe!P%^^-%w`d#4rDTdfC41wt(GfDj91F+-L1!CK848%<tLMpiQ
zflcH(to3&zvhf8;{Vn@pu0yhN;X^aw_{ZzYa!y56JA6D?=l-H4W|wTc8FJR#ar!7#
ze*8$bsQ(pF`#CJu(#wS}kmss6M(QukxO1J?Osykc81`IqD|I?Q<?o!a7LROV9b)6%
zK3cq#F5Mc%RT#5JZuRFqanpe=ieUJIKk@LE=E|84;-NXWHSbRcif>(_d4JV(aX?Sk
zSevf(_pX|m$lv<3Nb<erFO_$i2W9F%fm}T|iO<|OOMAkvaU-2ph{?xCYi>Jx$V=Dp
zb|X&f#95E!T*;*TT(EC$@uKZxPI0Og_q1(Ox%uoQ*AXt=G(C=17q7mV%dNTpFsfwF
zs)o_{t!`2fsDFQ8ZPne1>|rU>w<35JRC%a6Q4JzKW0(vv7~(E#X1{41@fKn%RHLY-
zZCM_2n$~T4Vl30k?P*>GN?&cbOJ#_ibhj#$>uysr9{;^*)@+lv2+sWcx22)dwKx2!
z2`^z_m63ASJ_ODUDhNlmRD}{PU5RA?GeTy3YD6n;<{UG{+<SGQ+$SG?+K1KjpBe&e
z%=-?)`*kx2^bu0IY<bYy3v!>1Itlpf-vtG0b%#yGx+;d}AmH0&1ZKdWL+(Pvu_*mv
zKg?LGGlTBm`vx*j1tf%_NH{H!(9$A(D`d|I(XmsJaA6q<tv1rXL2;ZuYzpBts))oI
zoCT!D>5Y~=Cnb}RnoTcS1|RCeTL-*d!2f5*@{rTC$*1yY9{wkjZz1cC*THS$I)5b2
z+MOlTbrzOWIJ%5N+tr?)WHrXWKv!Wkg}+NZJ%v^jQtCB1!cK&*#Eg~;{{mT!HM!w?
z2N^Uu9%uOO0oCM~*42getfc3q95uP_{Bbm%O`6;^1Z4w`gN}r{4LJ^`v5Y2l0rei1
zVdV^0{g-URG5Vx|;e=xKp%CFF9?R-Mj)A4Wq<-+14Y&zth;9D<z$!Hb0O=dZyPF7Q
zrpBvFKvVL%+)<J*)<;-%V4K=Ts6`e>?j`c)<ssl|BKU{Z5dvd|lalo<h}-PJYHPo6
zGGui$_;wo$uO7AopH~kB%j8``fmPKZ;QA+6J0mYFxzrRcD`t~7l~$+=g|;Upk~_kN
zfLJnVL=*{~T7cNU-9nBDlga5<Z()fPBvjphRc-aUDQu2?1Jhsch4AJ(NDYr`WO%RL
z;OBY_Le~_9jjbAz3L#-+#N$rH>*h96IiHH0hz}<-;z|<V`IXd`kAC&%rLyl0WV$ts
z!$7yRj{~I+q>LE(aU`F+_W^O=@;BNJ<{~$rg0D`CW=V(k<mNpWZsd18X)GOW^4@K6
z@ge-#3WD_b{Y!;Ug*xKnbAvcly_s@V^+d&kM=vy`tMB0U1~`cue9LG&ET${W5(;Zy
z?D5mQEVmCl-X_O7*A0$o=huN>JilIS?m^9@@T;GA_cfd>*F-<fv#M#XW7m$+JS|a!
zD=UwcR~S`AOjCPnu8MECTZgWQUMcQ-%dFYL-5GgWn>XgI?8UwWG4W^uXM4_?ySLQI
zEvk<ln}WaB2E0Fax#@tJVdLlT1ZH|Gg4Wjn&S?BAP)2260Wm7m`HPJ$4wYpI%4mMJ
z05Wz?HsDzSv&g0V9p}mX>p5|-$mu3Trgf+P!VG$mcQC4GBX}@m4=ipQK?-<{<-@yZ
z6p=P`YnYHYh}wD)Ha&j`?>0Zi@+^RQNpBWs92S(=00&R3#We47xvnC?${X%=8Ukxl
zUxHsg6}0mh0(;k2W95IAvsPyZFf#?nm@gImg-G8D(9oxdgun+WBS1sDhV-of&4HG6
zU=99WV5XnmR<w?E{!W@s2g+#rD<FpFWz&ptD$5d-(fn)yWbAyb-B|;(Ot*%injC?X
za=;e=m2nea2CS5{491N$x$aSb44Pc2{!&h-$+2F1#2~Y+VX|41XAR5{3?U)9HU>uM
z)W)=}ksK!grV*gw1jYP}0RdRXfaS1040tS-LBbnW<XC5B$5HY32R7ip8kp@^pf34G
zWwL#bx7wyj2l}|c0|>p@lmsZAsI3a63Wu9*Ce2p`2$7Z2NTIxaNUl-i)cJ3|At941
z3r+nz1(kIw$#Z8i%pP4D7F4(|tazaT@7IB_qO=Tr+m8d^;BhMdc8yhYMyw;|f6gH_
z{9?)TX-cwgPJm#&A(Xg>d6J4})WWPz^HdX8gbLgHN2&TfXr*j({S|Dy^cglgPbH_F
zTfnqB=OFA;4l>EE2-%Z&4C%aRA~Aoi2EX1ah>7=y*;ma-i#m&i9#!Oqp8PeB4`d%O
ztE0IYH%nf8Xt5aQ-V>#eKEvcgChyfYEj?Rn)#05Ob9sjN-t{e?*e+IH&c<8&`RPP?
zCFkzq<_i7zkm)_3uD4QSl~7tbaWhWtZ4novE!>XxUT|IGTQZb8ERNs`6$qBwOsg4N
z!ljw)!IVZ&*zu#BSQUuL`8HJA7d`@t`ks*2ALuDoDU?rqztmk`uxNy9JI6t8*RO5Z
zn>@-{v%b|cnRnHO;(@svxVHRZuH~u#dH3>N#O8T#aEqQbHuU;$<r%B<ofj%=r4D*U
zvy^G*h4rHvLG^)75Q9%lZ=ZhmH%#X*cm^K%8<3XwOTqk7vth_Ye^Rn_Pufy52)6Uk
zah~e}i>7oVxsIXb)dg^fO5^QX)WrmJRXTw8hT)LpyACeh$Cbl$LGiiIb`(IN{xhNR
zgk<oqQiM27vVf>u-XymS5y}q*Hh7sqssFuUO6Mo-RkW690d>p7`YEe}Px`pduSN5}
zf>8SWESHb5%#Q>%a9Kj5EZ#8f@Q%>GjJi~y-0+5}UY8o)Fr~Uw@TU23xI{_`-!RRf
zO9{=_=~BuON-<K-@z%d#`g6L}Gz3Duf>;{i2kIB*lfpO#V~%AIkF$Vj23xQkOEVcO
zhn&^JpcC_Hv15$Oesi1+pb4n+qdM7?_ldq?y2VEI@_94m+sK~eiK?9HZw{2HwI-9{
z^2Q``c^6{Yd={Bkqo?ZW>-oxO+uy({dv7>fP$Hi7I*`f-roo%aQ;68cUiCPiyYkSO
zKZS^=#UV9uCS00b6?Qu;ge854k-$FNK#Vy`ikVeaJ-qI&Tqnyz-!R=Gn6IlZG<JSZ
zir?r-%<p`J1w|`B$m5!-g}0`uYP^}HgfXL(R-cv%4ad-LeTJBkTQ2V4-F7^AvgalV
z-(A$uSHA|#WZxU6wKP}ywU4T_w1G6&`>?oHxlNJO&);qS-}A*S?}KG~YFw9AJ_we!
z7aPqtUb{-$`_dLghaS23!SSN>w%JqhaTQP5?Y58Pd}43KzL;|2v@(Ta`)VVlLvA*T
zV_nlU7j`V-*7}T7_<Glkty#MTpBO(^dvyE&*K&&;#oLWfYnz8kvSkH^iz~X+=Ng@x
z$*uTnfXs5Vt(ef^raWix5N(+?d&L|%?sI2~Nn&-s;-Z7cBChr7Lx$e|tw0PedVPCf
zZPY=Sy)0!K!eH&F2GT(ornjj)OAit&hn$whJ0_hsiE?{NhVN+7cqK|zD50;UhVgMf
z5@*da=^d)Y&pTM3kF5WJUs~ZHEb#0Jq3dqbGwT9>=amM+9j3yZBM<0Z&sj3AIZtXg
ze#pO^y9}mHEUz!7W6;l`Hz^@Yg?D9F!nhCqB<JRXET0tUegm2;stB`kT!N_ECz<?5
zIcrsBkfqktFI~*)#vwyuni_`>DW{$gi6XIOxbOA)AS^)2xGYzU%8(EyAZ7Fd;S@m9
zd4pJkvheQU^uspb|28bUu_-}iR+LP7cvv~)v>cvO2URF{pk(;YC5>06RFzV7N;Qp-
z`;j<nSC$Z^R=RglCsBxj@1p88q*C)`iH&)03?7%AU!F8G){x*$j~(&_exTP!8Pn_}
z(~!#PdU+D{+FbTF%PtLR8k#VDfs+phhfP8n)dd_(oES`wX@n=p8N8rTUBH3Gau`_o
zFR3qS=83^$e=4v6GXY7kP2V0^Wu^d0Ep@34^d*fCiKOPb?rIxlGa>Phrf_P~IGA<X
zU0rBWQK8;kGvfVul@Mj!S9Nt*bCpGrXi`02h>*u}Dan2FCA@YGfsoo)g)Ljhs*=aL
zl1cfy3i8H-l}}gphOpKHU`O0RV$(O89K21xgpf8)n6bU1>e9@+WZe3{N$p;Ku<Vab
zLiNVM5cDZY;2fSQ6J<FeEZ{Ks@Eb|f(6fZEbDem-SO$yV(YI8~rI2IOR<TC?qUVsD
zoY@Hrj~Y0!UymXEdU^I3+po{);eWPaIp*~yPxfL7tKPjv_3JUN-@yI@Mvv-Jv2O*I
z;i$P9dPSDMcRi_n=NK{K%tt;~?`z_|QeCudCKi!xPdhKIxN$)`ICCoB=a!P+xoN9(
z#OtxPS3@sFyAJL7K@HkSZ{BIeM+<s#LhE*NST{*=uaR71SHA-n9kNJVpY&1V(PDz=
z-KlSEpAoa9gA-;ejto_3&Tl%zMJPiQzHQB8YYeI^g?)U_t7hbJE%UjBcxy~AZL{EK
zvZW1V;_?zbxrTv{xa9(o<+mo{$$eww7NL>aGF1{p^UBx6q^mAmiNb`tV^`g6SDq`Z
zQNPzRm*clzJBE_1r8=0RVJXuv1<!#h;wzX!Wm!TLnveGAyB4`<c^y<?wt=Q=P(n3<
zcQ5sr{6{%!u1Waf$j^fm{>I$e{L33bFt33%tmzs+&uj+WL*4irS3kgN)fiZ0HIn43
z+Jq0=b5aq}<|P?j^f9Sn*@*wUSzqv0cE$26fY4UW;*67GlRCqjArUY-;yKCDc#J`A
znRFaH2KIzDGZnC>LK>6*C}*wB4AwYKrG02rF%B`a1gP~h!kS;bsFe=R(En3TPvt2`
zve%OX<=?WHh0_?@^%dNqGAl|Zp$^S6z#HRfN986LvuK_U^04wWU6WF6O6Z!a&*VSK
z*}!HAgB;T>V(DQJ>SrCS$pC{;rjxS;C<cd&^z)bR8>H9IU%?~2erE7US0{b1HM{h)
zX?Vo+6i(vI7O!ydjo}dvxGg1=n}SK0moZ@d7?2z1V;W%-dZUfyH2M934X_E=^fP+j
z6nJt}ms%UGF6my7Y;TuGZNqO7;!c!@(6aMLK!M)sLKBjNdd_`G(>K+G$mSd=<am(e
zyl1YuI_Q?l!g?vGUQa9JUjK^Z&V3DLr-Z;FvRzp5wk}L7v<y~scmgvTF9l!U{;K3r
z4~W;K1A@FvUFFkNb0Msh3U)SeA~qh?$-!FfNJYMyFl*#s)g?a<GPad9sdcdeENc!z
z^&;mXxXDd{D_csL$Q_5(aWUX?W(jH1CzvSS*g|xo9D>#sCoN*H2tDdwGxXoD@$NX+
zV<-GsQ01Yy-k?UzfaEe<QmIv(+;WaI=FlX5ck;`<c~+{mudB4>-gq70t>?~{wp-5w
z>!}l@Ma6GPMZ+G-3p}1DZ`~=E^sGf+Y3Af=+^4W+Qp1qc*rM%hq2cKInnO09xFGAP
z+B~xw#q{XYKDJJcCwv##C9z>uKkeaNGx%ryH^!DdwL(*Vj+1y|{6?<qOQk})XlAUX
zYZLL~qAr@h6ux}Y<?iw_kcW4+bCibfO4jCjn5NlWcsjqIFD>Qj(Of#4Ba~aBoT9lp
z!&~O>D`^~O&*!eF6ynQ4+r%8Xws1X;77^<u_S38=WhS2L`8N96MmM?ns79i;Tm*Nb
z*&;FQRVr8A`YIQ(wxMPTT#~J?Gg{oax{-KTURQSS_Cwhxms`;T9vGga|GmJPZqerZ
zRY4|4u*s%_a3V{YhH!XhR8Q$398DYG8`>e7wx(2s61o{smEm0@sz`%pNnfr4mFc`n
z#`cTKbRH(k4RDRdQB^r-DCa_Dx_4Xk_37Skr7{I2U}b4sproSYPD%GpE6e*&aMq0`
zp`iyK+@FJ9cTU6VlXc*blnm|jrofQ`HKC?(3Fg&YOaG-AXfJl>?`Q&HoirX!T-HKV
z(sWqzaRiJWdx&2m*g^XQ(3M;CIgpPZ>CHub!lWU<!Xf+l*84}m(b*}WO_~i;8hV07
zsGXu~dNc^KEyESB);?zkLPgv07$-poR3vXxL!}UMdM3>FIR-&%4ne<7uB`ljinCtK
z403u*rQ>FFVw{plXf2U4LQb@#NExB$_j=R{(K?WD(G3ZwIh*P@-O>6ZF%Mgoo;6wy
zF9#&_cp))pikAgaMLpr2jP7oRa=bLq1BQf`2NJ?TB)qdhLTFf*bzl~rJG`8+ztTZj
znzo{ZsHQMp9+c}A7%4~8gNP{Iq9RRywTOtvu|V^69y`kMKjMF@Psxc=16Bq(P2;4}
zy_2d>>)uPHGM*A)WocYV3Gam(QqsMP%JTjbob_Xt5ZU8jzl=bwZKhvFX!ym8i0~E(
ztu1o=G6HgAYn$bl5sa*@?#l>k=_kna))wnQYl|F-SzC-N`7bX3=)REfi>$3_=*=c1
zyO<fr35XLFCmsfj<GmD4RJ_<(IU3bXX1v%jAjh&enT-R=@EEKE<5&li(WoJy42cC>
zeFV$nu`Hl6z;f(=GWmamvk7Se(qkWHPhcl91@t}CrNTBUSGl;Tb7>AJN7*(PLe{AS
zn}!~0i;)|ZLzYa3)17*gNxojfuo_j#wR@Y1rN=ShLED9@v=)}iE@s<FpcFvrmAM5W
zr|Jq7I*DXacrw}Km;ec<yue#F3_?0p7EU$mLs|*5g@m4`RFC?9QZ|1^$R8zg5XV<r
z;dsFlpnV?(Ye_{CC-x=2Y1X7pnF)~AY9iqW?<FPP-xQpoq%g447E-8Qewc1=Aq3nG
z6>_HyC2wXvSKXU+Q;1tRTS$giFgxE^VmZGt9F1%ZE7kdl=bfvhbnqjXXRjfu9`10D
zkAX!?_7I;#GsxYj%|gjz3rSd6N1=QB^Q7C+F=W@cZlr$dI}+_t13tVdEbPfsS#_n_
z2-b<e$SdoTZJ$A_r@20Pnk;ASBT_qUq8Kr_AfI!51u<@cpzYw^fh!RDPzvz>EFFk*
z<$JsK<9D>(A{{>4UbJvI&Ud#8h&kkRUTZaJmH5bvaG*UYSKPdzxYNc;Q~K=*E-HV2
zas9x%n#MKHa&@haOYg@2DIKrw4`yTEOZ#r+Q*7D#S_%^+UU*a^I?(%#>`+>ic;&Bk
zvRKCm*9A5)^li_E+)bwzn!{}`$#%coARZg#!u7b3EUva0BwqaMJZJ0f!QFgb(QQX)
zFGKJDR?EfpzWe%R?bHEzElZgO@^}VRfT+k&N#Z(VKE2g7fO#ro=;kXRpV89NvgI<7
z*;9E1N|h)v1Y_{SW-R}`Y1T}WK)W6vT<aZwZT4h7^*}2K$|XWro7VK7&?nl;FM}LO
zqd_{h78XSGBza1F;#XO%R;)Sf4H2Cuk=#?OK>f5OSk^cIe^PgRI$5K;KH#>aJOA)y
z9L!o#3>01)L1ViZT3^$`j^~NSWq%~jTA3LT{@>n#Mqrh8F4|uN;9mjNj8lu2$@F^*
zRF0rK-BL46>ws&<I=(l}1~N+^SudThbvy-V_$^tgb#-9vTlNmjpmo2zFpysB{_Ea>
z*`#$%13jjHPzT{11#$+o7>L3&lOupb@Wo^ZxH1NIys?~>M;XR(VqpEOE*kyuzy{O=
z5c_d0ZVGVGy#tr;RF{;8k?nc+scjn66XFsIz>-dOWLD}#b-|^{g6D;)q$z(+i1e&a
z3iS*lIcKz1TRE%}$`*VfkO`AXsS$ZduIg7Iu*wq%X?;gnX`U0jQ+L6Ngt_3ed=2;x
z$)UEij3To~+Y{pFNRlr%BeR^#lQ%KRq(b5cVb;u?YKwfGm1dQWlXf+>g3p91a3)s}
zY|ooSHn^{YW388hG;BU`tpA4W%Cni|8PW~JTVrAN2_Mo@Jx=H$dt~UfU*l1AGC28u
z)}z`|lX5;*(RtWVZH0OH<rCv8@e90MC5HvGG}HfnqwuO&N4j}%isIa(++3RSlA?R_
zj?!PRyYp+K$BPNMZj1W^-tgDXpOt#-4HB>Z)t&#WC=#>wd}7S|j}!O@6YOFww}(p>
zCEOrSP;1RQDO!9UwnMazoTaEj=ERoicNCn1@5a=-@lgzmuvfHQ+()+T#7yo~%qM<h
zN_#26v$J?%#B9aK>D}Zdc2*M`HE61}EjKh~O||R%s+s*`b0%~U`5ir>ans6*&J&hv
zeRsBy4M{31CPbYUttU&`eA^n!%U3xdduJaf1}!Shg)jfi9cwX046VF@o76H@7LaF?
z7%Og-1&$rd_1*kbJoKjx*QHHa@z~=+T->N+vE01Fvb57(wHAk3%WJ<-XnegUL@!!!
ziL+^zU$lL4+*RD$)iCP66%cFr<H{k^BUvx#U|I}InTBb2epG?!U>Z$-1<}wJQTbOe
zjmpre^uN6Wd-NI5Ygqq&>7F}j$p>xP2@NhC0vGB`-Ph(d^f?#@tENwZ9wq0(>D1zU
zqm+{1?A@34pc%|NJP|6;9gfEC@&N7qt#GQ~71(HXk3YyES};?r&rKlUegqtzYDLV2
zk)W+UACjl+1j+9W=40Rwzg`0Od$i%}PCgCwTU>#~`{Gd!;T2vZ$G{a!HsfE~NEnAx
z#qr@kLx4!xSm<-=K7_hWM<HyEIRrBvoFE0mdm0M;q6nM3nZeTk?H%|Jgv90hntICU
zuhsc!X&xd4r20s#W3%wvqFO*SW72O+^K?*HuNJ<7!!*A<rLX+9RF=+H%OEb5<A2ln
zY$-SRX=(ib`rd)m)@QkQAhq?%)fC2?+B;Bh>)GCc%C2AbCDiR5NNqjBerD?pdk0cm
zk8)#MFVHl~2qm=j>Glr%FWGw2@SoW=oWzW1)DTA*23$bFz{;Sjg2j<%%tu?v2=g({
z0;W-$B1e0Q9D}hR7iCOdLYMo`57vd}XLTYsF8@!-|8R^c2otv*|0&F3>ZXM59k_I>
za#ev9>Ri$9lmUCT3Jy^dgvZ76t3GUBsGO?&K>liDF621d9X?k*BlKx7K^XmNIl0|x
zlIm@_*2*s1h6x2*xRB9>r@+-3xrxQ~gXF-jWT8^~qGa5(1?2wx4}#g|G9-MQGqKna
z1UCm1QKiWrDqBu`K~#;R$)>uUNbjVY5EJ{96szk8GlJCMQ&&x@msvx)H7i2u)wxDe
zi^@ph7Be8hvm9wZsWzFo;W!!J%8dBd<zQjpMlx}IG3DWl#Z`wI^;4?HtR{8a*~6n^
zC1KgbPDJiLf|RyZl6-GQ!(aPGfREA+BFm;ig6tv8H0w(29DQMWJv$OFeuBSxJ|(uZ
zK7#~HNQHqdVZ+JZu(oY`;<BeHar|=@%pF`px$xLt;Y6)b%Cb*~t9A@rY#7U5b2F5k
zdk5Y;G+nCH@33saokilBZEs@pUkc|f?-Ox!zP*yqg0Xz`(^}&B1qU@Z2RQPR`o_ds
zSiFd}e^S{kZK$`DG_yEY;q*ay{w>bp#z!+0!NVK#$GUIQTnacX#xL5h`7m>^_~!IS
z-oNQXaX@hESnJ@ydsj9Z!rxrDO`4I~PAb=;AJ|r$13Az45ufIHCGGmNG&ivAWbyKi
z)tVbS`pHXf*x}YBe7-o#ZW~u3rUVzX#74Z(`#m@Gd6Yco$Z~SCK95`vZ}QS~is&a^
z34h3imDwL<U;m<EG=8g_6z3n(H>|C?TM>z+Oy7#&Sy1I=c`IUs7ruJ@gXQTliSAJl
zW0_uVPtT$A80*uSdW~rr#7mADkN@5@Yqm)bvNIoSHUuh;Y0aM~u@d?owwKE}Z#c!5
zf%t2mp?Lc=l6TE^`cHI$e`I!$+rP_9F*ArjxoyjN?+I;L9&(60lLjk8<BVk(ClyZA
zg*`ix<a3+p^1%D@M6l{D!G>lDidkMg!TXXD%fW~|y<ydiPZ<B1z*?OdbpPMpfkrPe
z(N4Cagw98FINGr3MdM$2nOPoknvaijWa(knm(xAnOUu@zWbiW6xDIX`*ZCuHHqcpm
zoWE`FK)oi{LCh37W$9o1XYas&G`V5#zzmukk2CBYNHsa8b#>8t7)MP`R?~8E6vAec
zCN~X1QJ*pRhMd7U_MSGA(JWm+y@zF3IR-ty<o;6^OEZr5XzV;FL%4~@Vm+C`Nh<#F
zzy{m|H2gVBVG01!y#qrA3uP*mRhO{8NM7x=Bl#RaShaPW+NNS3vbcdYQRFTGvz{LT
z|2BJsz@v{ziHe<xYjAG0_26@4aMD!pt<nhIbd87U+Xe`hr$U7S2YCn>I26`gZwyQB
zTS1bm8F@W+hq};|JER2t8v2Iuf09XiXOU3lFk-);G&v?cC8xud)2+hV301C7QCnT_
z51Rry!St>5VNJ=Eq(&_n8J6$?{08r*pKIs?8+xB1GxjYYmhYm7*R_|VQeSs+VxWrn
zwA)L3FSb`(o-;fP`HPnAvu}%<TAEw^>PN53y;GVKT1Sk~v{an;8|Sv@U4C&(oA<J{
z$L*x$RYRmLJ6iMVDbKV$@?BQ^amAPKFGfkPj=72tdv}nf<S#FGTeeUUQ%@sKYS2Em
zcO_BUzo)Jue)}5Dxvg8d@acyXe#3jkR#$E1&nr^2r|P$IEz2c}Hy4Fzn+7<@Li>LZ
zm!9vyxd&|EmL`SE^7!u&Pv$Bi&vBxF)^28m=98j3ck*JISS{|JX#dQQYt<{sFmHb=
z;Dzp-Zx5`EI=~gnQl<eH){aUd9pGYCfXct}0aIBqN_gK|ij_l7)3%g!fQxc_O8?Eb
zx`R3heAvkQe5h4Jm@}syEI71^{v%!BlkG%U(O^3SI2R^)SH_bO56_b-vySmk%EZCs
zlV~dq0eV#2PKvA<1}_hdfRXcUh?!dhmPzt=$pMY8tOwuo4`FvdIg|e=XM>d)VEW%%
z-I*-AXPACy^K^iSatBKPKfcwi*O34ER=1IcMBwt(YfE|!$zEGxUmDIX4QU$CFnxhK
z!-^7e1RgA4938<-j%h@($TNZ&M7&rI11tX}^(Bou29HDfslcu*6M*H%G^{D0Lf`6M
zuv}g8-bqs9R1LLFtrJ2bDGUjZw}Ss)8`Omc4-o2xnv<!6y@aUNVXCVwgH#p;eMt48
z#f4lSwIruZg4ew!La66UVT-oDD!J26GVw{6z&&41-|Bt=t1qpBU1oELO<pgu|BZ}9
zw0R=Th-{#`G@=L@eYyv!<>3I!8h;e3U5|s{nb!r*dZ{u|PS=~_^23Z)k4fVN4T+*l
zZ8GWTV^}O+5h~n@B*!iU8hYs0c!;v^t!_?pdr3cTko&NhofYgv<(g>7k#|6BzCWDg
zvBR2h9hP;FmJU(K%hkWm`?M<}jVv=kYqk9vANsVrRA^HzP2Bhm;7~D7%+*tE#kZC_
z#p5-*LXDx$F(sy562p>9$(K$eP`KeUu-U7Y7T<5Eb^H8Sv8(QB?r%+~EdJpn#etP$
zr4Jwa?yWd1N$%EgtLRy(8t1>(h1-z#sx(!-QL`}Z9yGqxLMB?&k>?z7Jm%_=0Bz3s
z&7<4aj}gPRRn#0lcanq0mfAvhPIF=YaoQYfY@<9H4U+}uIV8rK50_W^+f_FHrjM+|
z@TOu!!%>D&`mF#A_Y>DHYq1W_#IclVID_XxRgw<Q&~!Q&qlYUx-;qA9gEO?80m3lb
zLS^=pbWn!!N|ZA773u3S=`W(k>0T?M+{LJF!)rxM_C1_+he^K@#|Ir<39q_!fV=TN
zFl+cGC@T-(KXkhfI~L!8q&n|m>@Xc{A=NII<;Qo^(tl?L?OgYhV&O{u<5PFVsS?4^
z#Qzn_F+l8|IB<UIri)MA`4^0<=*rL5=7fDI!{NY@BvSv(dR;;KLp)9n0*ey)S=yLG
zm3lfkl<m2k$)VrqKo<WI&Uzy=_{2@6{c2PxP7!8t(7NDsLBiW;B)nxt%J?b|uIwP;
zpGU%J#imvP8b^zUR7g+g&q1=*6IwzfM9>UH<J7~4(~!_YBB6T#38y0xLK~!VdMZyj
z5<U~ao+3otS_6r7L>5cCc$r|kv8~uf)+Q?&$Nz8eL(#a-2Zhs;#_>Pm|HA*0&i6#q
z4wQ6|i*oj#s?&H)O0_9{^@%vFGh?9Tbg%1B?#l9L-0->%lYI|o{gI`Aic_9HaZ-71
zr=zkwg<EInXW3|9fcF<tp83MjjwlJur+H{clvioF#x#BK%j+#z-e5;)Tu7m5YDZA6
zY-Lp6zAvxcFgv2lKkIFlnH^Emzpt|+v<_xRuzYsd5z{b_Gy4a6u?qz`yFhUA;01yK
z<wzJ%&dTFN!O6`6##uR>WEf|4u*t~E;siulW`WgVYm|xS`r*JPhzWRzeet7#Rc#6^
za_Uk+SJZ{i<W*WeA?iX-f0G2uu_V5YwQ$#0R9j64q2}hU6!ayKwHI=b>Dz)yu14lU
z<*JK?1tUkOEqCQ0EfnEGo*t!1G3UGx`yzx4-Yz2w*;xo~ypn8xJ(eu%97UW56&5D=
zcTv6nJX6_4^^_FY{h7Y$-jKxIcPF-+uEVn~rQm+9F7W)~Jeakr2qc8{CKH!)u)fw1
z(tG7zIC9My!d^WV)T^CHo7KxyZ{Zr*_OO_6Z2Jk}QDPz3ad0A8=u#PiPOpGSKYLQ3
z(;K)vBY+gq)P@yDiwZ@~>?10-6Rb0SmA5O~p2@7Exi#XZRPpvF*}N-};^tm{vH5!}
z;4O1q7e|#SAx(c}$wzfuDxQ1NOLL>$M}A^_*Vr5(f5h513v)}oaa~GW7r{B)sV2|Y
z?yk6TY!$wq`5Nv@!`Ygo8Slk-%PE@om7j}m3a{k-tldS=gHEy5g*WeA(eVnu@aalv
zaMf6_IP^q((&C!5vwJGnzdc=kly%Ugtc#ZgP8iKas%nS{vAbkiw@2KkxI?ao26fPM
zI29!(UmL-#TGc<Qe8=2|UjMB?W1a83;#eznKye>SnFfkjKPr-c1&U~CXt{q~Xw1wa
z(c{o!+f(`qK<ev7i(M<TW3!U6=9vV3b@;iTAArLHIe*mm3G@oPE9WnJ!%6G@aNt%7
z6n*}Z<lYlb&#Vjl15Hux*l9C`pRz94Y4Y(?E2~)^a_CchopGAQiG8vs>?(at9yC@b
z0<%H)K^a>KCWrS#0SqgV1j`Q(&}Dwd4{Kd!K<-C3WJZvKlt)hpc#s%?v!Zb%1aX-G
zIUIf@QveO!o=6CakQh+Ip+|B+VhzgznBlZUyZ5iaOh0{e;Ea|x05juhL*-?S(=1Nq
z<tgER`U<e=>#a%iYP0g+%31re1X^{z=_6u#T`D{``}!kdM!Hm>I3Y7#iU7&55J+_?
zemD$egf<IxDOt@H0DnxEng&j60C5nJ%=H`rim{9)bpi7kVLnbU<A8aY1)LzPKFr5B
z>M~XyIm*5(umLmygnm>fn*u*{L*}{tg)$ab)Fn!HB(Eagk-YJfgjE~nt8L0ylEvm}
zMA0xO%<4uxXSJFLffrhn;^Ah*<<kPSbw4XIxVshjHa!Yyehx4_=N)0XgE?$+wt)b5
z3kd)85tiJ31&Jl=k=Gt))rH1SAjQ|5f(@f52+g+HlJ0GmlGCf3L&&<KLY0x8YOBjT
zVPjMjOb@zG(h?4m)j@y4rtP~4b+Qq!OHrhf=Ph!gbqbjt^oYzX&{=Jnu*A?;zsO_e
z!cO?JFPOM!?&g>(FFNsQj8mSw(xL$?<OBEL(KdZPR%>~?x7MQFZSiev9sXj>KDphB
z12KK9a`4y7CW@Q7@8cI7oCtMX7i)4|5v8NU3(LI}H^hyt6Qu`z>cgm;s}(Qp0yHy(
z65N5aPMlSl)^Z!G6|u!`ZI``l;0IPKn#kqLpT!h9{YajlcZh8;;E81Qq>$WW#9K}=
zdo+|@FfZ1uUN5oIl@a3GWe??+yRJmFT$1W`wL|jW%e7ox_ebv(*ZDou7N6Twvw@7@
zdMKxeDJ^VeH-fgytHj*Y7H!#+v!3)9>!jans~wl`x=Q~k%v!4hJ^NY8H0Z(epknw6
z^yszzS6`u^WsB+a@a|2w;72*$d8J$EqiNk&SdA?Ol~vIni@S*!fDVnLA~EcZNaK!_
z(rvn9T+g@0S@TVTA{RdBeFt!l>PMO_41l@*3t-T_outGE!~te7r&}W(ck6K$f;#RX
zg`4e$bE9~jtW4`Be8t|ux_Gw(5in+emQ-4t0z>4ke9VP3QtdsqFkMi*{<|&;pitqG
zpuQhNa`rf{OV=4QiI^8pV}-#fUjx{BIEkfyl(W`n2AW)^(mph*7^eWU56o`hlwdda
zcvFtVz*0UMN6P5+vZ691yqQNTq$lR>!j}V(7<fXkg2cRExK4zG(}_)~e+5yrY$ZKa
zro1w1cov`vr#-gwD^P_~i^>b?IRz8{yxXgn>423!Zt!~1at@R#Qqp~$74uo3vZ@%T
z+~EDvr*T3U_EMyACraryr(tz`4`=Pq5_GvB_z_l850{!wNsNa%Ix1;@pw1^|=(UQi
zBT%jbO-rb^ijEWNe8X2TsLmI>zknvC)|-9_<DU&>GU|Ln%jtAJ<#;aTVoy)h`4~qs
z=zM)TyL7&3P=*r#2M;F!PJ9N&Fpj~PvocJEX(S9NV`=0#`E}ZZa^t{`#fu6j6+0d;
zD%$CWfO*DgL&o<+*aR>E+OX|E5?HmSz?+M@RA6=0%h*4ZZ~GP?j|VDLe;3%SOf^p=
zLmHkWk#x(IeC<3*aB_Lo(_^5#HuRNXM?Fht{3jF7=!>NCj>+&k&rGs+(R9_LTMv|n
zhj$cQUOpg-vVr9C*6WZeJcQ&r`(StTXRxG1elol2Q`ozs1u3>Chw5SUWaa*;5-Ib-
zne5&^l4#s|LCm>W&<^ZG#ttk+_?K%*@loaAbIfE|AfAQA+v}?qo_eRMLA`7{m!^@Y
z&3cfL@|y6{V<>48luXLsyhkd1PJ`8FRghBU9jw^biZ%XMd8)E;lk1x=*0{YW{zhtx
z+o??R<}CtFigDHc)HbudE?e2DmbCP-B<<@G!1wTb&;PZ#iFCNIm9|^&&x)4gEqKpH
zH>H>AD&m73Q5@gJRW6&{Q*m>_dQC~YMcnSI6~)N#U798}?Zt^i8QU{4Sc=;}T5(|f
zJ<VCSR4%OQK!tx?-`Hv+rc0~)<>BFokE`9OYvPSPBeYHC?2?7LZ4g68pWxJS<GIjj
zcCuWNA>xUut>xxX+qJfD+iN~t?<yu9f65g<P@PMuzRPXfGs726e=jhHVCH)Rn{PTG
zcYvi#135egDw%XZPH$z<rGYLCw8m(O(fYErCcL|}rKAII##V;POn%9g=2f9ojg_Zy
z9hjp$9gt)B-^*EZO#(MZey&$>K6ywl{_i^zAmCL+SniMi$P7AHUc+A;bq<y_m<IFw
za+4e%8}iHL?-Z-5-6un1>_~;z9RHxpR`7~ijpbPYF0=uQGfu2eO@vgR&M<6_D}3-c
zYLMrhv<Dg$-3))UbAzqVnfQk}Yi(vg?SGqGQ;><%hxV=&B?OgdBN0R*a73`E17wsN
zz?kuLqw?QzlWVG<bwKG`H@P;_&$^9QGU(^8o)**VXZEz1?p(OZbvEf|)4+@ADb!Us
za121vsBTaZ7~!BYISx4LCzRuWBhTm&V_=GA83G=Ufz|UR^(Bort_Zv`JC2q6CeE&0
z6F}={^u8&OMK`(jqg%05^EUr^grC@aKm4x;b#E6J=#Uv;70fkNGiQ;5fi2SVhO
zKS`l3SBS-nTB@tct}2UM6G-*I?n16<p2Wg+H3W{BM?X)tSy+))6}&?hz)JhdFn!QF
z@b&7UN^TxXCiYq^aN-E%(*-kNwNHN7wP+`?KGBZsw_8IhG)xm_1$n40dEOzTI(H&9
zwP#_OM}Sam&0YwO(F&Xeea6hu8dgR)!i<;WNTV`gL}42NQH7g8(B!qGWy)ruM`ce#
z|NR<|S@vym?XJ1KXmw2gF_zr<ep6(huXmCDv}?ley1099`wMrqA2z+<UM;)I7YXet
zZFNh5!pk^mVZDM<kx&=8<t!h$%dKM4<B_MO8GqPt?>i<)YPXNEMXDa=KJ<I4Ie4T5
zH@Cx6ZSFU(W4iZL#n$e)g70|lzSwBoRPFhY^8C}!ma%2(yK2goJ|G^qj^fJJ-Kfw`
zeixg+B`<!M^g^>att{{8tB{73YoyIJvz}(%g$;aM{RdJ`|8>%7^P$|r`@J<+w&are
z9M@{9KYGn2m+T^@ZlAAte|sR;?P8o*=fzG<h*>)^VPdeTxiXqNHsq|#W#}g{d5kL;
zexrpZ#P5!5oo}kRV_Hcu-rrt!w?b{%d%-MvKy0F6G=HmQMfY#I(*LaxYr77v9b_rf
za1GCjswo{@qiF+F)7!i(;TkQUZi5wLyQe>12h(V|bnuL()4jn+)6SIAJ%vWox=pS1
z^(bf>C<&BQ8PAhlY1VBfVV^rc*QzXZ+%gGPzWxIa2ET;1wI4!!-&au0M*)HP`qO`B
z22tCV@;BC`K!jIEICf<q?Cv-d7Oe}0(ZQwoh0jYun{J17<rW;s!N>nq9^=LV=2srT
zcWAr>;#c;B=tq-aY~5;LW*eaxjUKOm0yH>YkT<Jygh|L8&q$K{d>@vE1rtudtR5oF
zaoq$x7qw#Y?B=Z3GJ}uqQ|Z_koe-xSvxsQ@aQY#k%K-_kB2vc1(SP&znOY=8sD{M+
ze|YDCgq9r1)Z!^ZIV8L*$;|&(fy$98>ItVgQdK?SbVsVGr&^RF)kb0+mW6*1FHh_r
z>=Wz@bm^e4(~6P~g5s2?@ho8|%}=+{2_9n{Xg>a5gHMpg>r$#u$tgoQyf;br^czio
zwE+s1DJiLqkIl|F>$fcZithiqAvLv(-?Sk$wTuW$aYO2imNCl>sf{e7VMA)YWyJcB
zm}SIxx{av+!<NxBEM^mqU7U>L1jC8Qo@T>1UKltL@xo>0Xw+~4V;nDHESoW)43EJ&
zFphOF8I2kO%8*#Va<(i%IbPJ5&;FlLR`x~NgfjuJvCn=!u#=bq-0td9K3kM4le(#M
ztq)WFdGMOBC~=QqQ|+AEqQ^Vs5QRUSei%!<)~^<Z#H-1*Q(?q1Zyw=6ac5Op?O<i+
z!wF>emW!m$@{81KxsYyAQkN{Wt4cQ2s0<179@B4aNwDbTAHpe@ze$VKib8^Fqv}zU
zcFN`l>XB9+$4R{pz2KO%7&Q4l!P+`oN!*ZO#MeBP)LhyF-f%YsXTG2?u--XRupRwU
zjoW=8Ao;qG`&0;dQ=)+C-q5!~T*op(a&33|R;wkkEanb}2YbTuIbDe7J!ewt?{yF~
zU<XmQ3?M#p?vT4rT?FfcDP-%VyF&L?O-Q#Dr^v3sjY<9fM@ZC#zVI>k8eva4Kh+g0
zbJl6U$Q#-q+n(EV)ZAN9+%0*<P^qm$vKVnTmd~-emlzvSQroInqAY|oltS-zl;T3K
z^4)F^;<tC)ARX%eMB8;sTSfDjYkc2FE>h}iQG8I|lan7$l)D~nsz}*jt||V+huhU5
zL5y@7uJOosO`Me1BDTkTKPfhEfMQ=%d(9d1W8A8js}%l$^4O|dYfGy(mE(EW>aL|~
zZ4y)NJkWXs64{dBWyB>;7de%0PHsuLd9s}2XN$)d6qcJEIj^;yTADr+s1PqKcj8J%
z*>TqjoO0Vb+tn}%zZKyAnY&^gypCt>HVv=w9H{0{ZJ{d6L+QJ=nWp8-8QV^p)<NwI
zvI<mQi4tOu|E4!|&ftoClHURT*$EE(FId6S#mneFGJ_6cDgIo$X%ISLIs{i~M9g#Z
zeCVbvij`~gl0hq)lkyKc@ptXCFrlqKmS+Lns@!F9#!2B)58>JK88EobeR!iiZjk56
zT>#u)-iB6QPhr#b4@~}}oDFVfaQ1)R(Epp>P^zDGQ0<$&q5tS-oi{Xte*VfEs@Kn7
zc|)^FKbwYqOi!V%`fqwe5!xBUy&t-G*_CSouKkSOHwDh9H*{)#b;<H0$+l*a+NShJ
zA#Q7b2>IkpX3eRqF4X0;Q0I78(pV}jM24&(h5YS^#e8?w)du-h78W%~_07$NT;)AT
zj^2AAaL+*q9qA^l_#6!06W7AZMe||W{t)o(^+J`b97HCZb`rQ?2j$a+tzk9a40e}p
zNvyXoBl`xZiNj52Vb&Vz4ej2a{Au2i)T}idmbteTsttF7d3i<%vQLGTiB7?=;_5B%
z^=U)gpLi4bt-PSgI~Qh)$)r`U0YZ=3|CsaN%^O-n^T27=-XeD8q`;*XVnnY>iZflO
zx`j67#LZ#zWgk-<CBK3)X%l^9iX>^pg3Yh+oi~?_(ORc!Eo+Sx@6Yj(B{vx@cUrqa
zv3LAc&SB(IDQ%CPbhNe&|IyuFl2%14c1CpI&zLvTo^5?JI<Rwp+5U37#pJ=xGU@Ls
zu3ICDh*z4&aMy0yYvPwj%A!lgi$^-w;(9t%5mzQH;Ev7o6|1~_DB8D;=32<S4YTyO
z0!`@5_}0K$r~^xfSjse5!n!jBO9*yoo+YJBmyeCXkiKlX<z#xCJ*7-RQpRJyHO-o1
z(nnZ>58VHfU#{)QFMjR|GjBA5xh>byf1wNfr$H4!oL>oMP9I8g%s32TTil6-OAOQr
z+|9}`4xKuk20pADxV${V-<Rm4#rO7uEU^Vdg=t~h<3+GzlQ%2-qnx!SGq6)*D(w@a
zigAdL*sVEYTO{VYLyU`rzAB_|_1WPqJW>%oG2dLqXYz2>3<>QNQaaxqYe*J8HJoPn
z-_!Zj*sxQ%6{Sp<cUc+6X*qO<pbJCy#wq0vl+YK5&;RLsYOL&!a@L+KeO)z_!PI{=
z<BLy8IiAMpH#3;tQ)c*PhHgU+`kxWVWYl{)aFbAKsj{!Wu3ODcqD&`G^7K?*_BP8d
zy=NMXFg<{i3<rZvHX79hHu0Do(-=ozP{x1*$?`D|<G8HL{6(1lslW!v1lYi~d~0A;
znF1L#)TJhVQkOiPmsEc}P;FCUppaPP2qX;30e;iZs0&VCEcA0)N+zXfg{X1c)mHhQ
z2xY4W2{2_jDV~@{%!5+lb=X2!K1mX`Y`d+_|6&fAUFRtMme>e#rDlKPZ~ch8e$<>q
zgt!Vb0@|x{{5@G|R{lL{yL1xx1k`}j$sVxn@M5xIYZW;9)(m294JGyJmnS>#xRKme
z)yU*|2Vk*tSE0fjfgCUR&m!Ef0TE8w_Sr8^^U%SH>(g#U%wOs*qI<F&%+B<W%{%Ub
ze1Ds|T$_6>q@_a-%gfeT$xquKE)7qbsI@%g#V=WEFBQ0%SF=BI8I%uAib)Ad5Z|QT
z5|0hEg=&ebVoEL$#nlPz<!kLqL&1LSz`9r^Da6xWd(<*bQ8ZNGo{b8Z9eBS&A=z6?
zAIg^9TidC%+$FH6*iRP8`JI2ytzYRYO?IfLS)BJYG@O?v+Y@<8ZqYa>=5kbPt%c+h
zRdH05=9RU1wAax7oTAxLZK08GxK$zRwK-~=M@^sKQZ|QwCB_Vv<Q0YKvXSi~WhFQG
zh-=!NWK-_<dXA0z)+;KLa;(KVP;!{1OoI|U7b+LDa0U+!ji&=6sNJayEmyji5@_0%
zQo3i_Xxg6AS8rWX87d209je2u1&!CElx~sKDDS_qZAYMI3OrBQ2e(V*g;}*HKpB1*
zpXT8TTmK#k=lRv}XUWm@ADfXXVP^d3%C|8NEnIpN8?QqA+dI7#$74=IBd4n<#{k+h
z)xpV@+AkWP>@)>NTdw10Uz9^^rMa+ibRe;Ai?&o3NW%+<z&sJx@V*LAVX_Q`VE1Mh
z%Y@#q?z8xha5gzI14Z0aIu1sa;uJwbdxDe^6yelC!bLo!j36oF3k-;Jk<fl2u@@N7
z#v!qV%#0u@OK?Pw!|8~GparR%p2|~>gq@9q-~|b%<o~wqVAq_Uvx$)<DEqc;JE$E|
z5(?O?5R4u2V%v6rH=W9QGT0HC7E<WT57drep0d?HWt8P<nr`*M?1(P^EZw#v6FZ`$
ze_v-uXdTRsVEOE@Bc?$eXZFv<!7dc!IrW4W4PGD^P>zHF<*Xc{ZJgjNV4Ri1iv;7w
zb>Oiq;6-DcW^&}L4qGE3Tj(?reS4Hm5EGyf`{G9ftJ)Muq}z5(XrV3~vr=iPd95yF
z?@JP_;z@kTO~Tze`_=!Cz4w5NV(0#c5yeJTY={LE?4YQq?Cj3T?5@3GzxIw@v0+!l
z2KIv30V^tES72uu>>cb~QL$t1*x#IGvv*OJN4;F%$N%p+pU>GOCz+B=a?W>7GFdBM
z3!zfy4-h_Z8d>|IGzkc%+jiuxA(Sa~U06_}h1zmuC~4x;LC96@HYu>RJ;ZO?LHg7E
zKNOV<!JOCm$<{SWvTWrj;<<jXF!IcFRn$a<s>Nh8VtsBGOf21m?Ae)@IQAL|&r|{M
z;9OgHt~G<8Rc??ts3jR~cLmlrE<(B&>j_7##=$DJkD#s{MVeO|s#^5+qOwwpN~#(;
z=LwJKQkQK<oJg?J9OiUt2NAv@#CmubT(03q3OH<nP>Z30ePkR__A+dy@SCRpJhO26
z??Ik=UgxjAlUl5e6ju)(&1dVJM~ts3YMX0wbCX*~N=?g@lB5w&`SzAo_$_&kNCy*M
z#-u)-!k_MHFWuWeTQM{FhIs$sbB?Q$EH6`QqvBBDGEEV_3%8@zHE~_Q6HUW$wdG&K
zRoc}0A2lxu(A_{6?-TD%Byl$Ft@*`+ZQ^ru87|!$w3Fw~o|fhCYpZ#(wok1V13GD*
zsM~WTh(cb<rVe+fjJ-Ixk{P#Xi6{<yTvnT_#9P_ZLNi1$TCJIwXvSUb@zHCe-7D55
z|11#sPu##d@OXsP+cbE@YoKyT2OiOgP+2+vNz*#;NJCU=>AY9Q#)syaoc`0F_q#7!
z=`p|SV~ClvX7T4*ROg>sQ7=_s7YGsB(yP;b+d8g>!C|N2=H<08+wl>6*ffh@Jg1*x
z$(J6G^ZW+bIV=UX`ozHNPdf03#~{I!MxWARfB(W<3O@HvS%nh5^5mNs!i||9VHMr-
zHeh{6#ga8$V7>Qql>ZZA4>u$5_uoGK$G{zWrI5b`dCpXZTnd?0G!u^*c4M@iXsdHl
z&Q1AW`xrvsjlcU+m0q(7Wy4ph#>3)g;;g=zg12hv{)M)Gnnw-wGXf=L?=;}0oJr&B
z9G0TYn3ejpv3^eb7$UuXR;tsE)9Gh=4C-fP^gSOup6%<Vq#r|Mm3}r2&X}G;U6s-F
zAIcpmV~8CA!4{@buOYBP`L~4Sz9lS&o;M^s775F-^P()H<FMQh6MMiWz!%o_XNjHC
z6zHPUf5Z2wixl2VwwQHR=g<F2*t29Ogml<Tg8EceTc*4f4t(80>ek#PL~M^EwshzI
z>_sl9^GZq*()PGe&#s6dJgY;@)^CPcC9L7nx!S@~*HPd<Z83yC8V&xt<@95SL8?Hv
z$EsOP7L#n&eMrT1Zsc)CJF<GevyiW7ZK7&P|2iu4fe^H9xoUK~U}0<C5~`j%3o2Wz
z=?5F{18nM96jlz^5Wf>W$#eVsaAe9&_*yF(rVVNZ(;T{jzl$&NeitHic5Tio`@2Au
z2fJVvY#-9Dk34_rs5p<4S}C~26S+@hthWBz>sm{nXWCqWyqKzS;?Minlsnv57}xbs
z9Dn`oesSZJ>HPd*4Zz)fn8sq*7U_t~dHIOAed6X>Bc%uV_rnmIIK^vAb4|d~+1%c7
zjXBF%E9ChKdBhhiZ6kYma5`9C9xV6j+AGdh{aK!;(V2M9*twEr>{of+i?cX+&hy}~
zdZF~y;;85%+byQvTrJOg*djV_xmU7P?d_sJpMF|P+LujSt1{CTst~DJ@3f5TRPBs-
z!)KW6R?~*^GW8p4?RV_p?A#Qrk^U@@Rr6;@n!Y@%tqy1%Whv7@3$KGp1QiIr0it^a
z=bbF|*5v>7?L%g|Zv|!N0i=HQFqkQpgx-C7kV2Dm@4_%+%6QrmW>B-~BA8Vsf!LIt
z38$>q>0}NOO?c;G>vi$=zA_l{stGBbXC(CP--8#MT_R<_p29q1QhYq3lY!N(WKg!-
zPRu)?$uI-=_D=A16Sa+L1XZf8f=#z@Rrx<6_V6<TV*lGdBm-bZTiZ(C?f*}2AL8?j
z(5670FVHaE_90Z~|Gj<4uq}c=&EG>om)1Z1_95Tsd_v3VbUqCUq2+P=5UTST_%rBy
znvb%q()p%=8|pno`wT>(*NVky)BwyFz`_t23CkfPv3w@8qB2DJ-x50(^(;FE%b=#g
zw*y893XRiD{!<|v`6hteKea8Uz#QE^#CNpnb#Mvg`)aMpqnjmF&+mjPUpx#XeY{SQ
zh*N7x?h>!a+{gP>Ps1N6le{ko#SYGe(+)nQSAj*O%#}Ov=5rkq>(WN`NZVF<xR<X`
zv!OdtY<x+s?23RF*A#HA(F^)982#$CV+}HWy%)qjA4v)x*{DjHdqlZ!Of)GzA|Khg
zJR6Dq&>o}<+d(^_D)GBGlkf}nlR}ku!53jH1n24ki-KM$y+eztPK~or?g+j@o({M{
z26=aaS10Sy&2YyMr<NRX{S*i*cjtl|#a}{bo?t_p{+?-B&n(+Mq`u~M!RB#2dwt~2
z)K|+sc(#{(JwNh00^Y>-biS|sc&Qop>goc%fO{b+s>T4Y9ez++V7*$(KXQURud5{Y
z*q<n+gq4#5-Ue~0`+OypMcMfL6X$_yK?BWx`T@hNDYdjYYk!REIAB%0TmPs0DD551
z_73N@=dJ7UPuyO|7jt>8DfZAoJjOTRiXZ8t&>S5apC@Xl_%X#&v(YY<KOcHaUi3&k
zzN*(PssHXPS_{i$&B|A5KDx|UX@lc^sT%#Nb-{ZF&D9A+77!4saj&G{E~oYqU$ow#
zN!?tTYd>zE=)OHx6FmB*n6M!x*8ctox!K6sV(gZ1?nvT7G2C_qSI(gZw`shOXm#CA
zyx^eldfRTDm}s-lD|FZ}+53UhVtP3?H9XxvYE4=FpVA7M6=wC<!Ny}OWg0f(l~Ij-
z2OFsjXWwk~b`)pZO#0_&p3Wyn!_t&pDeHW2%qc<B<tZB`cWGQVsY}CjJIm2Dsx-s@
zF3`B{%U2pID1*`Y1e#V+u1&cvlmA;GYethR-Rko*dJKe?R~y0dNq(@8?qAeAp%CoL
z-5<(mmOzl8o9u<1_HX$cE$rw@w>xmezdCH6H5cZ`_XFSkA^iNEcc7V{n%2e)=B0Mx
z4|R9q1}?{>fnYAzhi|vL2<)nLm;WeBgdx#+`LFd_Dn@vR8w$|~R2v+j_<F_wTcPws
zoI5omGaBb77S@MYS-91BB>%b6dx$eT1|3^nWb%J2WUZJHjIBR`K0BieW0z#s6)iG$
zPh_;H$Y^bmbLyE*CgU3q^0$-8R#b-kqm#<m)serQTu!&rj^?8a2$}gCah(J5w|++)
z7RWAoE=xmX92Us<j)3f@XLlMRquUy}3NmZJO#GDfX*p~!Y$I$NL@?MESa)<;+2IhO
zA-bTjZnzK(-(3(jVIA<kohYaKT9&4DzDPV4iKg*hD^bRK#CxksxjN-^JLb`JEy{-f
zhoEuYm$EeEDU-Cb>CUI5X*K0Kl<P71zZJ4}%+&u`|37{`ORa5&U(c%l-hB@tFj`v-
z@#|R(jje5_U(Xs@Tf^70dTWd4L2HX4GPAZUP0T1XZ&$6_@3OY0;W_J&Y%sHstv+Ov
z%-CtM17b(TfzHa&sA0fk90xs?#m;O@D8plrFplRimZ2O8Wyp*i^${$O*Jp$S2=k2Z
zgXLv;$U3A6n2&9kHN-At3i#JoJM?{^4Bc5sZ4um4Ib_3RVd1!DLVgQpb@oQhl>Lj<
zh0_sh$e8Y&(BJtSN!t9J<lVhecyM{AD%CQVvYp0{%&?h8+!Lq4lJb3oQe*0o1$4SQ
zve-pPtk)C#>+ObxF0+J_71ol*BZmti=X<K2uGp$<tPLhjlZuimi4)-1isBH{`W39L
z<4E?5xlbmK-asn0xeRY7M-j#8C!|QPeS&9=K0==ow}^G4RPb;8LGbVCLaGJOuWw({
zFKwGR347qGaMi0ZO!uop@~(OZ2X|kGW%ry(ufEa5VO9~CQ=|?N`c#4Y`4&U)e1S}A
z`<&d*e_JRLQjx68*H@_9z6j~5)xzxOPH@To6B$!?f>6=Pjec>PqPqInnKj~X@($O`
zvUQyvnme*~UN>@>OU?Hb5LYJCJu_D26{RQ}t#_Yf+1zd+(jr-IDXvEyzU}Z;eAJuD
z;#lP&?O#V5De7-4$af!fMS6Deh<IPH<75_g^6L3lD6R&%Y6`8d&277$D*E0Z9N$S9
zCuwh9Qb?m8XioZU;zH*yQOw!k5nr}Sv=ln63NIVmqn6{B1o6h0UfO!|cgYqHYb=JG
z?8B)e&AE{KT3I%WQsS{@i{)m{ytZiMOU;{iTg3}glDI;H!nw<xPI_&KN;b6q9|iCc
z?*1IHdg_4uah5U-<naoqtWc4ml0-z5>36nhU1^!Zlns;Z#uk^#OR_YLJ5w%A*_E;Z
z+|xLs7Xz?o<$pC~)iepTJ@^@Jt@zVt4)KrM&4o!rheNR0c6tY9(4tI1{&<B$5MnLD
z%&V>8oyU4U#8KzhCB1@nlVX~Ce6r^e7~zLF#XwNK#axyk*3}!rlSCirYkdk{AKhk<
zTR;P-ZSw${Y#t43z4tTuuZFCa83AFB3AF8uPK=L~*&t@u@DZbZVjvHJ9s|G#_>lAH
z8NnYiuC-w6Ef55w{Y1t$17tfrGr)`80vW*}^0&a(6wq~|Wt~_BGXbjDU9mo_4mzNU
z-G<7nDC521JsE(iJ}(_uMHwSn*2ySdil$vCm!WI`uQZ+xxU%xU8nSw33M4(!O{9;d
zz>I#Hf?5~B+PD8Ti!#)@I0>%H-;p-CZmf0FzN1aky5D_2tJk{UeLtH;TGuqtWBLa>
zD?TLFX=&8(sR_PqFgXKo*a@)HVThf~m{7(Dk3(X|r=`-;*ijiUWb$7M*#k8J#ITM(
zN9=^A0GEf_!RLdzNS@_n^X5(J{5j}0A;EsIaA|K6R4>2Uwtkr4exVDg({qFnarg+a
zy|spzZ}wMRFZxAg{(K^-5I050QRXXr?b8otb)5vuJM9xfvt0%ME@vRD+X&Uwa%0IT
zvP<CjXywyU6(Q`#71*`RgXAkTh{W$ZL`vlyB?Rr6sk&UhBN;TumsDJFg?=p?EtGdv
zz}({}1=;;E%8SJ~SPqw9%9C6~HK8?;=d1xc?+$}GmB*82gWZMBE`NVQ@q0X~)w663
zqL=3G#NG0I;Vy9=HJeHclpEwd`@PgQymd`$X;V>~H{42m7aPr=lkJc@<ZK_;b>U|I
z+U$YihBX2|uS`yG^B@|FHIt-64}#==6^n_QCU2yB&klocwY`d$F=1R%y{&OM4xi^N
z9X84BT#v;U=x|f^+$9O}eod9va$Xr{d;Xd{cfgW(&w_iUywuxSr%V(lyO#}$_*zJx
zV>XG>Cp&IsKohal^Z+r{`LI0Cwf50Dsn_#LPIc_1G3#pWSnDmWK373o@Q|p9m{Ec2
zFt?SM)UT)PX5ATbmz7_%_7x{_wti8p3;tQt=3YNH&WuX4`s#p_;cx9s11G!^DwTA=
ziKeq`;+&o<9biIhLuKhe6HTLXF?{Ai<LUMR{8bCZj$@5t5?FchGb&jFsLGH!hu^`B
z94DaXzJ{d0>rM1d=mO>qI&}@6GYi0s@<WJKxmZZB57p&4Sm)-8FV=x5_-jEG@GZZN
zIKAhf_o%si^u|EqdZMSUT!eWG43T)Vfle5LrDba%ievCKIYgIs%efOit=)-nB&gJx
zK;$q3KueSU`Y&sRjDVNdgtW)P&W>Gz*&4J%*gcGa7up+S2E0rGE-P9F85<Cp0j_*B
zj*I{Y*_6i-Z6@>5p<P9%1hOdr=1lXDOX=B_hR6tne&qi+a5!Ln(*ZM@&aw%0daiVU
z47(_mRif-pS@%!0G^|S5u=gH~*Pv|JcMp&GC&W5Jrohb$0a(WW%VATI(Az=lAkZ+~
z#5%POI$79~rDz=lJjWgi^tArzCf3n9p!bkj2SUr~tOE^ozz-+Zsdd0OvcWp&(^+jD
zOanXY5a=1hPLYlB&rGmmc{~n@#W9VHg91@M5-WpoEQf@H4c`D*9u79_l#DRXIL+k0
z6tWIs0{H!NYh(%ldZ`_{Jy5-#SV{Rl|4j0zb9>eEvs;ueE;l5-%DIt<+dd@cyN6_+
z`9#&zIct?kUMGZNA3wsWwce!HFc(tREEl}Z^Nz&C^QuRi)+-Np6NMTvfrM|mms~kj
z2xg9aM4W4GhFx8)U~!l^neOrtG<|GH!IT546#p~IeWO>B;@REFj*ZPp>>&x_ANhlJ
zXErjT*JZ-jY5^h3dO+ma_q6;+_!RdVg4_7RqVaiD!8;;V6_++q?wHq)JYCR>3|RaZ
zyc)Tfv^ZozN**3T%H&OfRk2Bs#QQ*KRbpt}-vbamv+VEK+%(CpSH)b6O_pYC9wDx*
zAE`KLYv#4AZUHg!c^%n|Ze~(Q(FM}_F3Wkv&@tLJ12-t@CeP)&L1pRbkO=YKqJFYV
z{cg&ul=w@r>r0~OYgI44quFvvEYn({-8M~=Xg`-*G2pOb&hDD=Wx9Xn6CNwI=MEgH
z<?w2;m=qSSts6E}wpdn4TsUVCry8l|7B1}P^>qvpkH#i(U&f5r7OhfJ^J-5Y?r{A(
zqU)<yqSKy}T%%S2hSvV0JY+cY_2b0qr~`S17ZB4R56_N@B^}6P7KF-~YXq$`T4l7x
zxa)?_JI2akNM(+c(fXF8>`Ynr9kV_UEp1uKI<J`ValaC0l{5+3-1zC^3iC_y%;rNj
zhR{tXZ6UD#5PEeT@rSj8Ah=~CnB;i^K3E<iJtlW04srJUjods8&wqlI!w^~=A5APr
zOo2z?r@)8qhxB~PbCyrCpFa)i$}?e1Di2$08RRVgXG2!2j6j&%1lmqUC&WjF%xuQD
zAdG>p|K#<uqUS(H&zG_H>qo(t13eBIZ67jr0c5m`#aM+h@pfVN!#bn`Rjf-;Io=zB
zL$qmlPv{U~psy$^har{YH4W3WG_L!XSbd((+eKwMFPHIgzY=Hl$`mBIrQ3K#@7-b=
z@>}oLcU~<c4T&J<J8za=Lo#ocZsV3K{$^RFAx(oGrZ2Gb;lp8_kVbWc4-+2{lVjSH
z7YiROmP2CY(^6?^)G@4sGx;xt?17m8F<7S`Cw4MZz{O4N(5arf$WA9xp<EMnzR&H2
z3ztG6;k_+PZ8J-4tC}Ua4_!e<yNnW|gKbsU^Z%tXe>jO$xZosYmkPq?=}+OUlpVra
zcNL;SH>j>Uy(S~K*Auw>xs^|S4?x(wE3mt$53zfzAo1C($eN=sg~|OZsV=KmlY!;>
zl8UxHsHf_vQ100xm}fs#kX>4)yjXA>Ec06cQ-|Lt%7!Bew>zASuQL%smL3*LbC=2S
zT3=YDe$&)l^(<TaS6p*@WpA&`T@Fjl!t!aBko{axo>)<;7_6;Z-cB~gwu^Mwr!Bwf
zP!n<V%QD)kPqHh#hrALm(alpvL|4!hnHR@xecwbZx2w1`L$U$a72D<Kz30Y!@)*hG
zEO<bSOd(w5i%#-t7LvGp9TAm>$H}a;yA7@NM*#^m&8CUfNe3JfS;{nUz_a0?H2?>u
zNvRB9`3=B9uYq;oft6t)EoT4|H15dcrb2dGCJldaKB(6-K5^c1{!!7*U^Z_!J*$qu
zyUSfZri7ONN<Q!lrv#u7f^v0$EAjYposM8o;oHRO@LJ*-Hxeef-A$L7L4w^?Muxli
z1X>rPW3b7Xu0!3%3^z_yA)7MX*qq2#dd}2K!fq%N!;6m(uWvBCtjVbir^WC(I>U={
z8rK<LR)&RCZZO6)UX002h3vjEHJrtD(?So@{`y>b*I_9e(K<sIPrrejn)c?8BU&j@
z<G5!>wQol>P6c6k-7$3Yiys})rVStK@7QSQZo-feHV&ro!D6E!VcNKiPG}^<av9~b
za=MT;m<hx6V<Xy>p(?I+Xt!8h_=^qMtbVI5ym1Sxi`xLf*N>AR>q+Xug(66S+zp6b
zo*KkF-znAW{^gbTbIgOV3FZ(uZvps^m<VA@AFG~pj25~ks!6W{*_AgA4OZPAepUz_
zUq>kFH=fMiGK-Y;?gsw%sq1IoLFLKK4u%^2o;TjASvDm?-+1jl#-uc!BF(Uf6T^L6
z6$ztqdoA1hN{sAxQ5HCbmll?6B}FV4!*fqwYFm6hrcj5z<GXxXAU&zEPrR4iR(7#t
zU%C7AbBdj%UyDAcmGSNOCQ7jlC50x}drgA*Om2A_bH$tj-Qry%RQ&Oz)7o?Hb!!zL
z>M347US3;gO{8qm*pp&#^?96ddJnf?dk?RVqtA&)%b0VYrWMpW#4XdjxHXJB*!-gC
zs$MIWoW7l_|LO0Y*8V6%^=o)cXShzX{$<*5F$8NcTy&)A)`OtdqH%-aqVYfJjW;ma
zoe!ZOu`XQIAI7gZ4^x9sE$N8gtKJXur9lwj{ubW)_9k5yA0vgD4B)R-8vsK>V^}#1
zq3K&W$#ZJ~JghJqx|d%CDXaft`NX_^QBc+QhLPEh!ltCm)ek!;laM{Ej11@h-gy5X
zdE-sfkpKCO_iqiE;Tx}BLw@(hn?)MZwBcv^0*$*BWrp5ZzeXeefBud4ul?#GTZ)qM
z>+RI}QhNv&E?k6!gy}FPAVh5o4+QrTx5=nBxrFG*cdF~w@hbB>rAdVkvxMwj06sox
z25<MoLHJ+pLe#ops;k8(laa-{39>84lu!FVhOjoJVfTu6#O_88B6)u%Yx9^3lY3NC
zT~-|@{jcpO6~>N)Wx`pZT;wL0H}aJrJM}<$G5<+ex-9{wS#d-tClPKGN5&^vLP)Py
zLaDEn$np8ZnC|)G-gr69?d~PG?oMUnwoH5?3Q1r2FAwX+=dL_hel)fh*E;l`w6xFx
zdGR6>_z9<ZX|Tfyt)*oYzu01yWR=@n6XRSCO6G4KcdO!f@m=;Q;?XG^p`3Y#xKb4d
zi{UNK%eP<d1lFZafbGkT(!v6_v`1QcD+=87;+_;smF=5O!OHwW(uZSCvGu!dk$c|E
zDfT>_jhlMNi;Fn%RvMl2peAJCR!|?EB-`=$j@-O|gSbmo4rsGmdPe)!?4o(T>`+YS
z<;OT#(sHfMCl@X>Z$)jk$mrcK!lucl-%k<6$s^^ZPVA5kbSfw-vOZ2+)y~fFl>R6H
z!!h0P3n8nq4$honDbsKUuZ1cp9h{-*bTCE_ZFJ6ieO%|jr{x?eqaiPeawHmeru?UF
zLK-yQ6&~$90Jk;cA+W<IDAuPa|6+X?*wpGeoT{G>2I>BQ&WyNPm*5BP_&{rF2K6F4
z5WC`|`S+6}6^GXE0oDEGC`STKawn+z_?<33%40Y97V5&!7~llj73*PjHjY@E<CKPu
zh`Q1{$X0X|OB;t!a>N%*L(zyzOb(rsJFxh#gsgL91fRGGX^)bf7rO{Ddo5*t2YmlW
z#z|ykQ+^2a2_Q2+gf)#L<7+H3TfKpfdSvFGK;JJix_OwZ2fH4=LL+B7fk5+1>e-2g
z$Yu0gj)uq;ky%4z;_tv=f^|3eJ7_$epM$3J(<a02ubX7h$MGI<V#6@GfN~@%D@9p1
z$v{KAFT9@$l<@((Q`W86(3h=B(}q<Wx)bPss9g7L7!3`pIB4APZJ2S{AC0s2$kfmB
zW1EmtJEA1i$6|$>kXlA%ya}n^j`-6R9XILf4{Aq%#+BZ*yVFn?ccN+Bgj8=wbh0ya
z6VeRqh?3sE&W_MynH|CMSz$*^!#vLH@4>+a3WjWeVCTUBf`oEpB$Tsq*io=^Gr~A4
zhl2#;#^=Ce8R4KYPBS@%>>Q3pLcG>56YC%*{7Tpsze?=Xro2vc6Vg@%)pjd-C@sfW
zsBN>gA&EJ6kpoXk3U@X8)mF{w3zf15L)h0QWL?f%Bw$h;$#Ld@;F_ut=1V?m%K(Wq
znUPP(nYxM;sCWe8TX!P;y9E=4!)};!bt>8FUWzQ+-<)`!Z6b`!^+6TYPExgKHJVsI
zUkVeeKP7tx%p;Dudc!mMI(Qg35uUHIfuMPvA+c5%83nIly&K(x)VDAkEio8Y1y&GL
zH=Yyk@Up5!$$6C(4~D5cFLw|g-FyaHwZ%v<KOJUYd<+paZWHT30v8AMA_cl0htOh+
z1^Y=0i7>c7YmDCnGP7<IQV-3oK5M+LB_v4RcixL(3*8l;qm^Qu7_C*iTFNF%1*KrS
zA(F<f5#LJPgpZuyCXTvIwBBR0D}+iz`Ob@`OOKNM#JgQ?aW(I*kvqNN6nlCu);OG-
z!)>`aO6*u;SA4smbyD=SX^Lp?mzv{it8mK-l~T;nK8|;Ja8tTd{}^A>X>KiNv$o>3
zJD%Fwo9oL$wtw`hF@T8MOWfz?_X+ZPTisSX(t0}gq5m$eLoJo&MXl+Y$>B+&rhNf!
z_rW_cK2117>;F;U(c`B_9;>GgGM;8B(~uFbfGQ;&WJKFSW$9oeO`C*_#<qx-E6LI{
z?o7EfWmn4S7WmRM+G~8HHtb{1j{Dh=Rnz2DkOv>gpX86f8pA&n<6!iNXE1Al4%R{A
z<NbKek{K}1JQ#v*rNWc;bNS#w!{}X^kxqLX5qpbf{H4oR!FORgB?}WB&te%QlDpzr
zxF?o_9=UDcK8My{N5pJ}3WU1;ig{<fVRcs*CjZrt)iNW9_rEWqjHan*1M8-!Xjlll
z5)IQqH{<R_^ZukSqNvtI_><0qrr%l=weELoM~t+t?u#hB)@5r*gy-~Jag7p~)-`z4
zw$MNKIYrlyWRcc24Yip5K^=q-2}1^b*i@RaM-8D95|%-1jv>A`7!x}lWq3X$<MXmK
zLNY9CTpsg&n%KxR0ik|fi<<&Y^oyuw^VNml>>yFk?A7^RqzZdR^n+lyPXcc^sBJkr
z!A+B$sPlRV5pP|IomT~tZAxy{^<0iB^Q63_VzHBg`O8!Aq4Fk}b!Qh`i=!KfR%izP
zbX%6Nr#Dnri&&BoflUQjL<i;5UgaRndM-p)vLSYxijlZE^N9KKk3!IeZK}&cNz!ll
zUQ+%c{r^BkAep@H0C_&+wIDk@S$WZ>CM=2S2GcfPAaJl5;o6>oiSO>hBxODl=J`-i
z=O1Wjwcj)Smvvu6(NDw|%#+)`Jsnrs_oy_#`)+x6XKQW!kEOMFH@wtZENUpe%QK2U
zTdIw`ux&o=mptv|rB1tv>rb5G=k|UHl^phIvfq9!9o$<*K6J`~xY!PL`7vj1a@UTg
z#AQF1%;i;0l-t(yjJMZhlRb+s2zeV+kbB1EkF%IONQ&cjL;itFx#Zg$MQP|jF1*)h
z(Rp+`@!fzn^4woq@9wo|jx2m$L`=4?oiytr&dNsbY9YqI@Z?%9-^w+r&_&)Z^`TfN
zW*|4G;Z;NH|6c+`XIQO&5)e_1VDd{RW=&`rol`?^aZoAYJDS0tM&pJ(*=hWTd}{36
zKO3@YW(J5<WkEit5K))&fuPsLp!<|Oq`>mO=$)BCpu3+gtoniec@MvYn5{({sv{_D
z)rfao*aZ{N`r}9#a61Pi^jiZLvyauu*0$P-Arhah>Lm;zk9iRAiZw9l!gf-nVF>JK
zQVZVIGpxtKGQUEsmRSLa@Kqd{t+~NvOUU2)y3qb0Gapwz8b?N3g^U;(8Eq3X+Ad_~
z+rln^j6Nh}>>kLtSQWXXo}Fm;%b$qTV@-aE#JUnKgZEWL-(A1+YtcO2{zm%zAM$On
zbN_6}9%QCIDi83_;7cPp^#xI_OX%&Q))i=oUm9Uqrge2P{L+YOU4hDlJrwlJpd4}{
z0ky8~3nRVOB{W~Bb!kXQn!gIqrJUtYzfL-lkX2eYb3lY013?Lb7JM))PNUxe8ti0@
zj6n{I<FUv{EW|kGBjJl5#u<n*E|2-YMC^h7PC(SyLG`-hOl9iJ1tjJCK-Kf@HI*+;
z3?@AeR3;H8N|BuT7n6CG(W<8db1R=UECJyyFTtr=!%45Pc}UqR_25lnBNEd(K=o+m
zX62!R&cd3DuVCgajyPNPgI#{@U~vllljfL#pc&bM6f*NvrF4l>uD!EP@ZbAbFgJfH
z)ZO$B7M^j0O=>MEcsv<C)_)1X;U{2G=P;#r@0zMpE!HXdFAJ4c$D)Ng%9dn6&V1zd
zbX%DC%!52xRD!JBXLwuxO&+4G14M3`>q%o{q&9xi^yVeRP>Ugo<1Jjgmb;7-H(vLV
zO|C<v1v#roYuDf6y}D)7Homq+!Kc*ZJN2@bQWk6z?}+BI^Fs#8D{hQbY;!v<wrSEe
zzO5=$+Fi1}V%J}BntL&4x#0Q1ia9;_co!FmKiaaN_CjQ<TBTGk#cLJ~wCddsvXItK
z=-=cv<Wx-~xp|Ixyj~SKFCISN#igz+p)Im^jpkX2j@-VrtHjc?-ialW8gq3&-7)mh
zKMDY$zvRb>)lugSI?Ga~!4IAtmBDx3AiWjH&?7|4<C~O&vDT+)v~oJ|LqliE|9^e~
zG_B?se!)<Q4-WVWeiJT3z*d7dhu>YcD$MD21^f#(f@cTvllDjZ6T7aq{KeHfVW8Va
zdglg$hV!bBoc^J3XY@$uT67KEuG^kv!k3Yofecy<gO?@1#->A={8vNvurdNS|631b
z<l&(Wtn==C)BVtfBA{}jT#E94;}<}B4VliHv$9$>=EXtafo!ZHG0nU;_y;pO?~PtV
z8oW39zhKTP4QU#zFnxhK!-_J7#vlXZh%%WR(+F6wECU=gsv|Zjh6z?aEhjDgySz2O
zreRHaYUme0^%|**gt?LOB|fS1Jsc!lh&~7j;ay<ziY02>YF`Dn4o+l5M5GYC@1*M5
zC%PW$!Z=c~`ZU3O_7_O)UJTwo=3rG78zCwzQFYbk2Jw6LUXV4LsC?S(7|e`&07oOs
z61#atiT3;;vQ{xbnCv}Nby>EH^eym$ly6=RmT{|ua+Q|Byt0)AnfOL|(XtUNeqslK
zo}~%DVj$tHeaVE$bU&TPhlEmbMal8QOPKEYT|gwuz5wDhH(IUdx~;wux4HHp5&CW8
zKigJ~&$Z^Y{DkFsuFd)wX-Vukd9m6T_;K@MB;PxtHg6k_Ut~R8%DW{&v(0Y<6qoMD
zC986XZ!UKdkId-`Wmd+<xkfsPVO!tDjjmdpf8%%+Y%VR77JTWdJ=9X8us>9edsM!(
zY)?ul#qMp1()+Odv5ju|%B!or#hyjJa8vfx=9Yy{*XAhYt#Hq!0p<IHvTdKM$g_<r
z8h0VmTx;IJCbsITMdGHot1+z{T5`2!bmVSsd@1hma@S@n`*QbAE`oay>n>{Y5xFz}
zPS)?)E?MF1b;XsP%Nw539|d4IHl}|eWHr{onR6^<8qVOgP?e;EGc=tJ#^|99zO)zA
z$8~UqrX498{5SeMXDa(4-wiE?j$gxWHOBTye=bj&Uz5pc+>6D3C1lNE(&xkR)5h0=
z2i{E~xp*a*7I*|4|2o7!3G{~zTa)0#!-deVo^Fzgl)7%t_p5w_-jNy9eo>!Te=fqm
zQCv{$PkIjIB(|Q8Ao@iDRC$9fXGZdu=?J~O^YYV+UIR^mt#oUxLL^To`kI|aL|IM%
zGaLH4o-vW^^A<tjvzu5hbnxHF;=dBI*2oAxaT93!8l4oo2(vh7p|HCkv*jMlH<Xjg
zkeQDtH;p5I>m#zJGURW4MYya3nfZ*+5+bA9Q0F?NA$C24Gsw(mgjf|ByCX6}8{~Ap
zBAPC%=W;Yeu87PU;!j);g~Nc>p$6su#`RFtjwlI*U{>gZYQy0gCuP0AeMaC<p&PR!
zG_G3@MePX6aqSd_y7<XP3A*)AdOM<%ouTWYOxO{29J3>s&I&tX8s>3kX|N6l2OB6D
zvH^l}93)6=Fd4_O9Cl#r+>9`eWsz{O8J`2=$c)%TAWMH6;y`mW5*l9ajATC?Wdp{9
z?+V-ESBah46j-F|q15};c5^(HmVc$FZC+I-iRN#}fiua%-Eqa#R_ew=#hCdJwtP5Q
z=Xj9>Oq58DRrLkeH+O~k0TtAi!<UmLTVD$~6Fw39jjbWxY!K-mJ%T8lPs5!3Es5{Y
z_T=pL;-p5lD#D1#xm8j1?x<R**AbgM^<ZMtzsMfBB`F$z4W1Pn11Zgi!Sk&RAZWo~
z#G&gk*j(C~s3v)l?zghR(dtuSRl*fP70HpN-91#1?Z*<ooh4PChZ+fwUY;bXYZHll
z*+Q7zMGFxnKEu}7Q*fctN>bq12MDcXE7*^FNyx6UtTBEQ$jrL+P?a^;TY7ul_s=VN
zJ3bbdU$<3!IPgY{Yj#e{YYNL!3J#Pe=G-I2m|5}71xtQo1Fbmn&@-{XwL5&9n1Hwq
zt|hg3obQWw%AVqCxJ{OqD1S>4SI1FP^nyLN`Q%8h@Y(s&o159B13R|ysVl}yv5s>U
zd$en$+aCS+>W99>Op|uYVp9i*m&aC=?cpAI+0TC>ULG@tyHYhqv*+$h@xaP(+1`1Z
zxo#Dfh|3ciX#$Gh5o1?v;dU<JW5(^58(RI30*#e_a>TJ(>VV>TmNE?#@%*Ta(g8)i
z^+^X7X_*XxB9=8KTCO-t(>PjcXUe51yHZ9=jZ4MRLc6hYzZ$aYnFM~7`Dr=6@P`X_
z;~y+I07Dy$f}k<2=#|Z&p*$D=ZvPO7Zqyv6ow9>_E&TZfjnull6=M?N<MLNfA>{?8
zjS0r*pT*MP{$K&r$QHmqSo#4bG#d}KN(REt$+;8@=2U_3{9&xzuZFC483DP<6KI<m
zofsb>GP57}IFXs1G6mpFP4<}ratyek4f`3umTt0-RV))=hTRhDg7=U2t^=FcO=#ST
zGTJ=^lxQFEp1xb{gk_D1mMOu~H10&X6lE96Whf(PG%Q+Y<$g6}^~-cpuX4J5pGQ()
zg!?{IU5cPadDX{9dD-90_z#p(m+E%7p#T`me5*@!tDN+@RGCOuG4;@ctlNzeusma2
z-IP_j)HHBndIdWrB6`+2X;k;nSVv`Ye4t1uM;SicZwd1lv2vKkIGcsW&S6{*^M9Jy
z12h4IepM%%0zZ}24$A%N!uOYvs0ESge0RnOdwOJp1sf`nzztp0Htq8Z-P(B)<?I*2
z`uwGdT@OoQ_H>upGWmc|g6?gjh<Zr!Z*zmUr>DZ~MjavP%xYn&3;pYhz}XNELF&8-
z?a1_9G6JW|kZb%XGPP7A^2Tc#F)uYz2)emJZJsb+`1(E<X|e4vOd8x4PW@#ATN?0W
zW0AFRWKk31p5h9co%hL(RuLro;XN?1)-sr6)ry48NfK1=dl=g4H?3vL!p-|`44V`4
z)Fns?+H_o8-gB<vNafsK%e~Kw8`}iQCgy1*&70X@T2rzHUt^q^w!UXug>0dM?;sKB
z!GRm%?T|OJGszb6a^eL=)S_x){Q_&_|FZlj?Hu+=vEB2g=2-11+>#uh>0<6W@ugjM
z@`t8n(_Z;Js#duRWyGsakF=_NcCv+Gy}UYv3=y}w#&L6!)_Fai>Lece+>v`bB3fId
zbW6?Smm9eF8{5TF<sHQmZ7OoLul~J5(H{k3+<s~VvL2;_Fc(<LG=#ykqssUW!l3@9
z@(f`Nm81RoZ=SlFvd*5L{mzPCFsMEF-Yf;<2S22DtRwpGE9GETg;W@8eVuMmaEG+b
zX-TZzpYrE&%!Pg}>8tqP1a&^QCONJTq`t2d=oTP@o87LkT=<yF9{A%kq2FQwA`;On
z_m7A@tc)Pb|EBJY;0kSJw2FV?=6!k%X=>_D$^MeUNJHu%P5(3qVpw>s*O1>$-DQ!6
zG!0FdzCfK}MVUbm8r2cPhm5A~Q2u{r>W<t}7g;Qja$$0HzT{Nl!iJiV;CBor9gb4l
zR^BF5I(?G(@$N$Ots$yw?>eZ=PtnEIJvIp0QrE(pdaK}FH4UsO7$ii6JE*Sa-9-HU
zswT+FDwI##SAx)8k08dLZr<1P3=yR+WbHT)VKPZjUG{27dT*^o%4q?X)qF@MADlv-
z1=2;;I~pi2=GYI59<GGIWOE`v-ImBAdlP>LcUU;rMkqC*138gn4AVWo$*Yo;oA=$?
z*wpLfAUmmP%}C9n#5>$ndpbXNHdrfLc0e{>4$|QhPx%ct8^jT7N@>e$Z4`A&w-7Jh
z&nfF2+(uLEj+TqMvrNo;;hGebR0UjnM9KG^9O0FGAUgI@p9bQ_yq`Gtm}q%b=lSB&
zqZ>32JG_%sU2bn^tv?D#;A^C5Vs+912g9yUrhx;VEgf)RFML#vFUAJopa&8-dtuMY
zu#n2w3<fHPtk}G7N^p1nkgGd?zsPzpOSGkD)e+R&)RvDJ)`WkzqZ>azPB)<hQ&w(<
ztA!BCq$B9RcRk5l=m4quS11G=#5>QFSkq->xQkDqbu~H~n~dp9)QQa3@Sl7P*qq2#
zdS;VB?9~n3OUODO1G}M2d<6LT@cITHfzczui7C8}&QE}H8rS&>SQ!>lIqG_yF{a_a
zwRxX@MC%Np@#cMWL>o5m`({M5_jMNj=!iCL_*j3(M#BnY$Osz;)A(SG-^Go~u(J5T
zk+9si22qz`{KFokiFfHA8_}lToayF$^0n&1$yG^|*I;$w*?|zzVgby56+{BZ&QTZo
z@SfPuv8HQ83KO&5IaRM~mr&l@?+u}<VGwvF0{qwRg7C4URZqNJg{~9w5uc0J${RBm
zt9(eHYM949p=hN&WcHesq|BKQ;Ges!uzY`KWlZ}$h8q2zH{Pt<ypPk|th0yf9C<7*
z$|JAHkGsZySkyc|=h_eQqbEmjZ9?8kOJ;19J5DIikGk?o8W`%K%`<u|zp!s-DNn!m
znoZ45L9r&6;%?I~dR|{WEFMm|1}={-#W^cxilJLp$N2}1<zH2Z1M6~ArTII@X%DoY
zsmQ;mBKIJ*sw}?eDaH1C!=%*XZDaqMwn|=gSSPW2mu}n?;T5-JTYGKxm3I`?R|Esu
z>?Mm5=v;YAA@1yTNt-R|b8M9%S~2o-wV3+m7M$njV_F;7#w}}`tTod{@BT2l8+U(Q
zq8M{4NM3S6q^!rQQ?kOE5n_0szu~|iW#BmDq4Se*)-QGD?-EOyHh*}nbmoty)0sV*
z&ZpO%8M^*yJ`UfKM!M9QrvKD6B2yMC;r6v7kmNrVrdd=5$9XyVM?TA8U4f@?RNeu4
zoeiP2Gb2trg7`k|bnOf3<y}eMPyYP#dzTdPem8-yp~5mqu*<F?R5pK&abo-N0d$cP
z`RPMiLiFdIu;S|*V$rWJ<{=SyI-dXhmOZmHq0ukN_WBhRvNA}ZZ3<4L{4%i%Wn}KT
z3G{gyof*3bGFk#;X717KBL8oV2!$3n1ZZ1iI2A$Vy5+c728pIiQU0OtifFm2lr!8j
zM}MvwH2=SGjR>_PN<ybHXs<;(lHnQ=W=H(>Yec9WLAaCQ8WFu6(dD0^YeY=g5zI$s
zb_C;DVMk2ED$eZh!NCR!hHQY~p!qk~h~QKSUc(e2Omj5K{Daqs$b8jy)54UNZjNf3
zNB$(ywgWk^WTSAm+6lFlLJ}(aE`%_*@noIq6A9>3g5>C0L~wmLOPCKi)s_QONt1)&
zLeAA2h<&xKARRqM29&lZiX!!3&d__rw?$5JcEci4qo#%6_q>5BO4z7sQEL{lDP9>S
zdfy^@^4O4~V*}w?VK;c>{sEqE%mzVI=MsmRZV)wV8&Q6aAw638!O^yTVReCULDe-M
zX(GR?ifp-%_)Q<E@{A4@9_JbkTYQ2@aAo?3oUfZgM2@|%b(<W{H}E6{E0u@P=F0^8
z9t{Y*GW=`EZ}Mhj-5Qa`nj6D+DOyw>rY%`~th}pT9)5m_ol>#E!!`38^-v6zXOnKG
z+*F({k;J_#)lt#WGfLW&9L}#S(ojq|I!}Dlvl)Nw?Rlw#?{V?kP9^_&qg~wExT0~X
z+i&xCmp+QmYd<RP5%v3Ie^Nt}+VZvdtd5gdV5v;uG|nx)cy1r4KK5pur&~2Kyii3&
zyM+T~ON$=i5+kQ_?Oex52`3}PbFT;SW|IcX3v$!My16H7i>klGh4kvquTi_io9C%5
zLZPRiT4<|iU#zZn>I{(e^7Ix@tm~(_zi^^9Tgj&Kl78J}sn!d`*%upfD<k`HN4xuo
zA^T2>aeMO1rhJ&j_1M}{JUFl>*J12T@u>GeZf`&V(V<)++1Gx3wdRYg<Q1Eq)dbZ(
z8WVKrBbRSLgy^uTXRWPE4SzK7XZ;ChV<V;V&!Y^J=-}&RmNE@r@#?5%5s#pH#kHy5
z!B;BNd2DEy&PzknI_OG6-KXg^EKT{l6)IF_*rSKWJt$YBj1wg_DeIOk(~#2{cKr`c
zEA+M*zL5(w4*_CreSTdUuTQz5ak+mp&YIQaikZgz)J997`p2$NuGRpEQ#wG`*25uW
zMh|GwV<jX`Bz(hOc2KP<I?>Hwmf|y%*RFy7wxuEF!)-`#t_JHnJ>d8Cx{vvah@b~B
z-7y{xo$m*qR;Pd%_Yy8ennA4N2h2y}k6Lzw<l|3xxA#Y&%5!g6`0)nHA<Pn=rh)jB
zin?Rqgke81T^_9YvJ5&}B*9{<mneYsVOj`SdWGa!)6Q`4zZ_w$nh~6CJb^w>qw8ar
zMMjH_{IhTx8-;aqV{e)@l_R6IM@F|HGNJ=y=50&oWutN&7RcxYLq=C3GCGKm*-~t_
z^csf^a)zJnQ+X*p<Ek3AvIbYzRMInc9AtMrSD_&?4lQJayH#0(X5#&8Ov_>W8N7cq
zp3dt>)9BPHfWwJ~SU0Q>q93e_;R`u^z6+JH`!%ctqO$L{ucWdXlxtDeZBI!<Ii7<N
zP4gJ1Az?CoT1jPU%60T<oTqI-xsh?Xe>2Y7HPe+zjS0OaW$=jv+)h9_%R#qXTL`OG
zO*ll;olY256QKncLMe1#l?J(mqx1{Dzm_aj&PZG0jTT%PPR|v-WGSJcK>H!NNyF7N
z?N7J2)LU?+PujKx2-T65GyUoInT0B1+}MIEcl!9C1xLBD1sC+k;W^QQ3#aHgnoyo`
z&*yhraMP~|*kO$aK6YLt3>jmZc~qGUZ5xYY_-#H@DD2!AGQ#q?DLYa|MT2Q19010|
z<loLC;JNVn?40Zxti16#{*^fEuqM36*rr)W>|&<8&5hL#wT3H0_l;6pba7QqA3aPc
zMcjpy`a!Bsj@y;v_bbV^SrrBIhy(CxzqimW=%_FxPknOd;0RS};0k5?dVK}!N1e&A
z1}ETpm_5l}cQe@^xm|GaYe7afzD({3^U3E^U&-p?Q6ziQg>WP1b=A8KA<CxqmPFMm
zg=`$Qk#svy79>@6Qm}jjm|X7;1k@Qt%D*f_I`-sA6@Ddop3s`)>%9;Xjs=mH1?!WM
z1FjOkp8ZHbXafiy_kfJ~)KhtQn1$-#iD0GLt{SQ076`HKogrb|a3XvBia31gM)Fp9
z2;0hxhk&v65OHB5DRwdxCRPM;;OjcrQbS7|9R`7B{Y6sheScVY@iVOPZAz-;=ufH-
zdku4Jl9j=O)(9u^O;MKUxk<I{>kZbZzv)G$W|plF^VHm$+Dj^VdzfsRGMDB;dB^zN
z4`=gvJ9>#D>UEd=*Wc%3Z10O_`nA<uwa&r&1-6vFrY?<lRxj~7<vdn8f54w}-8Y*%
zdFh}gKKiI4==>%A(AWx^6GJV;eGv|tuiK`JZ<~ekfe-qL13gpX?J7TsU68#we?y~@
zrug|w#jl-&A|?7jj@)C#N6O~XmZfdD7QUCn%N6cuk{q?Qf=-u}+t<D>1{I&e72H^j
zoBj2ocrMD7>y<=zoS#&i`?Tw<SM}uwHT9d*V{RYkmU%ynRys!*p2i>L6-T)J^Tg_^
zd!e|(Ql?)h@G7X_P*I}N%SD+XEo&M_G^O*0>#euWCr)LkG*Kz1oBE~cbiQ$B)v4T>
za%sx0`ty{f@$!@_Qg)-Pd*Ps=?q!1=_p2eRwn@P6$xqo>4V;n-@P~uEpwr@p@(H#4
zVSmA6u)of8DA<?>7yFg;Zgj-oo#G<zKigk1V4)c}4O+>MPdvx+Fod-iYr_%;W}*yP
zq-3iu5Lw7mzSx)O%8lM#7V=)+0}+>JDVC|6V6c59oxK0_N)UYEhT*_pjIdf~1js!n
z(6%%>FFtZ)v}wpc3&;_K{|FHO7I<SLAtN9~MjMU%p8z&?A7t!8$Ov3rScNkI%-FrL
zemN-PR6XK??*KFFW;9Rd%ch|LG_yPmsXU!eo8?h?Dav?HW%T9B(fD_On#vI9oAhh5
z^Zlog)jLx_>nSX!pmP}ou;D&FBpl;u096R5Aa|*ck3cAJ)N67Cmk3g+hyvR*U}~(%
zg%wMdB7dvN@i+v`!jdIRQInHBX<!!5qdO-JQIqSgPxG=$lbZ&d?1AG$M`oQIJDahL
zCUt}zAIq?E-;QE-Oj_x`f3ZUu=i%{qEQT3@M=JhxVh`K|ApB>R!W8iHR6A6!B@}a5
zqb{`nG<iMi4awDDy%6TJMxF1-auU+E6Os3EgK6V(z_cQbgqcrT5&L69NzINi>U{Zl
z(zoAjm^^C-+$cz3Nt~l#`Kqm8eZM&b&hdpXi{Y>&e-fNuzks|c`Ce^X<_jr!x-4w)
z97)Disz8=_uOQB)hmqs*6ms&-S_t0YEtJVKS#34@5^U(%0|KbrW&J?dmTM##c&02&
z3w4Dh=gPtQA$!P_f|rO@lhS0&)sDo)_Axm=7Kney5i+%154wYVX+ul?o@ET4)z}5?
zhV~iVvvdERU41(H_3S=u(2y1^C!5E(afXR|t8QI~_Ut^OXP;iZhYfA-(!+4Wl{L4n
z+Dawso|H{#@j!F$H2vG3A>;WxeQia*lCLCx+Y$WkmBYo;NAhc~<Xy=ROPV5mb-fes
zwARn-L`AK1?x7Foa<&?mXgypbB^2N*6%OYvnbpx8pI|2Lb6%$T(saA{W&zzXU_-dr
zzwDHF+wHkx=eu9#=cV3|`giCJ=ARmhDYKN)=J{K=W;gnam!_Q1TrbpD7PP)OxBB8T
zG0{6h7G1dx_aP?5t6Iamn!4*Qi<e6;<Ca|aizXf`SXKWlPjBU)9I&jGI_PECaMd*Q
z!t<lLKoyiF&?_UmLC;;1vNPrHmMG|Ll@5YsbZllaR#}q}t1>@%=42>2{xpB!+#zUx
z@Q~bpoD=NL(;W7;ZUy!a_kr^gbkFICzx|?-e9#<!#h@zwP~0~sKQ8+NmWLs9R#KPC
z_e6>hZwc#nd&-yi=`#7ZGfx0S@-Uzgb%)U7`mTBa^99xSM`kWzwaW-f{p?qW_-K(4
zejp>lMn))t{IgK%XCV|mdgM~btYVo!ChV4I*|H2WWz>!6`JE`^J$<(%K;JDZ(LDEz
zj?GNQ>X#`rs{BLHNUuwA>Hc@n$Viu>e=j3lnhqLKT`Gj8!74(lg}Ri4Q|PpZ#(z<l
znub8^0Wx@!jb0JsrXUdJGsbe?LLkh`h`xnDcr1fcSe{)sqhn3V*aI{Hb+B$fL+o^>
zKo0#1(PNe1_&Ho%XzwQSI-ohp`QnNY*2`6$@6b>ZQf4ZVM=yn`Pw&Fi*C&OUpY4df
z_c~JJq=P!2?P}8Jl?0QwFNYh+5-gcHTnMNz0HP|Cg}?zTAe2tGFR^_I=VlY~`t@YB
zt*eF<Y<C1UcsvpsC0LM7C0mn|uX8|fwy%Qg%3W%!In`l(h#Ue+wj`;Co09M|B5b^Q
zhUDJ-gp4_}fw&axLXP*kO(sO=BU9%FQZV!Pa`xW?W~yhIm#MDij@8PzF2SF<<NIA@
zk6QPY`bF{l_8s$L6CT8CKY7pRUMAe-i<m`8kp(Y+&BkTYyiZ}0-J92Pi<Q&lPNx@1
z_il`mCX8Rpy{W%avauX0eRZqOrEc@o?0No<n;E}KYZ00d*THvDe5I0=_?BCCip};m
z(q2>S<sTQW9A7kN5sky#CgPC=Yq%1-lEqh3>+pU0TvTW)l6ZCa0KUo&TdAMBrPged
zzb0wdAU>{ViexeAu5{u_8E(dP7tNK(VX_IXgESRKuHh~vZqOvpe<wcPR$87dVxeg7
zTa}wqDonIETu57}Uu8|L9!<oUY16pF_RF>QcbsEGy+gS0@fS3~Yu#ikCtek|HE${I
z_h>1*=hs!1>iay#H?}A1vVRs>s{1peGLy2b_Bs%CjipS3D7-Ez8j~POZ%q(teCNBO
zGM&GQhUq56zqK$lzbxf+{wkWz&{sv}_&!#XvKM8JvTkBre;+{80%e3Gx(V@bua%W)
z)_f*GT3vqf^G?uk$4gk|_zd=FhC;J@WgxyocPO>K08Hu~PVdqTqFxu|uix7Pq0i-T
zs6lnuyx=s<Eu0JkpQZ4#C+vYH$*EY5WWS#SHU|V?+?Zgt%|XREe+vFyu7d4%ykJ1p
zHT*}9WX1G@-p1uH4%Zt6^NHOwkZXGv5>!@6vOmL?)Dg@n@)u0aQwOFeT!IePTbcad
z3R&xA1On?$pwG$Z!q^3wy<>I|yCm93WK$pzU9HIIlS2McFi1g1rW4$zK;nOz&~~Bc
zMRwJ585$yE_eVy*7BapwAXm~ex^R(o6WpxfG69)5Y_XlNZ4eYA5KiZp!(l*Wy2)%B
z{?J4=9%D@OIK0<%emI)W&<985h6!#Oms8eFXyf^4oKRL$R#VnZWE)>6tK+QwG6k`9
zg%{K(NAF8%O~WcwtLOoyvbx@XM{OwXb&o)lv64PpWt}uXAd{gD)%oz~1ogKzR9Tr$
zZdXe?URgga)cFtT#Q3*16er4sKze@Kc6e@O6(1jFLv?9B?Y@-l=&`@ahMES+tOK$^
z%R=mM*f9|-BVil|vXwq$<!I6{urZG1kiR7+$AQPr#bg<k#q%TMHI2`Q10K`t{%G{y
zBh~>;fN*TPtRQw7Q{cR=+M)6|WoXT}YKz|El|$S#Lh$77LcZ$-)Y+Z$D*J`G!|Buh
zWONxzq3;A0Nt(Kh<n2{Vcrb39>YYZeY}aQW35xU~mF|p!rISjN7sXP@?OQ8IWP!tw
zaJVV>Hw=d0fHlI&{Mkvv_NRn|&#tPJD}9uWN7N-v%Wfj>q!k>i^b~fcc7-*k=9A*W
zO0sIK11VPSHd&ZZN${*PN$CA5faG305vELCAxz(TRmizGn7kdjRCV8MnGpYcyl~}<
z9Za{)L-IP6g}Eu=a6BXryvtFQ)c11$|K|4~`pZqy^VKn!(b$npav4nS%NG*o;g$jk
zAws8uDWqfNYGh}<8N}nXj6{3-!Kc)D!fxwjs;gmpS>ye#DP|9L!GG$>bky7nn(wvy
zK~Aa3?Bkl{wVHF255E+({hw)T_NpWs+BiizTzeeXW}Bxtg8Qf~%Z*T|f@R{x_B~}j
z+Qp(p<RB?<SqpG!9x9J3;Nq1WCd8%;58^89-XU&GEGEyH=v#AtSbNO_r+c!>37^?b
z|5;$#F_Y27YNP|m*ICLmK*n=1g@Py~7qeD0j>rQMhqaN+mZnWk__A`QLUubQ0jDEB
zc~~&NZ_)t%?)A<5*ORE`bOd$%x9}_1Y4|t$ju>Q<s%(Kvol6_i{U(nhd1Y%L*WsJs
zAA-0cQ(||M5rA`?K<i+1G}F6GH{*>V<3*5j=^23v^0z<@n+^F}V21iSKf94k01-YW
zytV-lu_mT6128g@;dOK$;Gm4g(@k8ma;8FdKbZmyN8Mgs5A;U+uESC`PIbmy|2;1o
zr+<IXn>J3dj4}V{I5lmsv4QX*VI$$}EQXA%Xav)k&j{1TW$<C*gTsdV*26_b>4`Ov
z2?L1tVv5+Iri_}S+Mz-lb>UNU$)?-W)rH3%hluF~V1D;kB(T9Ob)ko|iM>3D*e%t-
z*Vp@0ugi>9-rGI{Rz!#pc*b1y#BsdPwR0fx89G6EWBfCfPpLwxVFm7z`F=ZvA};R4
z^)FWlsIgO69(7z9(_$>Uncrk2s%Dvoh|}Cjt;Mx>h>qJ-;i*W*$MdOI`o>$_XeK{$
z^9I+_<)pNvOecBKYu@~bDWTE;&n4R2QY0VjeniUMx};`{cXe>A;uLo${Dt^RyHY%C
z76qkedBm02V?+P0=6T#in^67*xdK+M^Q3uFW9|OgN=3fNQ0_i=P$msruGq47r1b7Y
zpV+n|ugj}kuPk;=QF4>FrgDo1*VATqvQ$(r>HvJIuPk!n9PZ2GoN;H0t<+|7ZX4aH
z>KM)AY<vvyf5la|oyA?Bwng0TF-&V#fA{XU>ke}FiWe4Ra!YcLCKh6WX+g3=U#^N_
zv&tBr(jT=xi8D0<en8G@tTSRsEM?k=;k9sZ;~>@<F&Y|-7mXW?7LDt?JbJBYSfxbe
z=~gDuv@_-Jro^ZWUuz93lJw`v(9^@TD=n|{_!y;ipGdIu&xWiyOd3&+pLA?G+)V5S
zS1&(-sl``-W3?pyLCOJG-KHrV8khrmj7X+;WkyP@ddT<AhpV>DKv`r5$x~<y|Fp(r
zh1fnExXoozjs)9X+kso<B#aXq<s;~@WHTRBItF&vI0?(AS0Lu2Ut=B;Q9K>Nf3oP7
zmiqpem<<I;N}?-~(+JwA!&&@SLe?4?8F6j`ZCj(0Vi!SXx}O<wG^)s^yfDnDqoGA+
z#@(96k!|#B%E+VfMJ}jk>~_d#r;z`XH>M;lgY2Ydd@#u6^o(8de>=N>Gmcot$P~nI
z%5x_YlxKHTQ#w(P#A&)r-|BB*qCA}zM?0b<G@s_79Z`DIc)h>Nfj^z5V|Ikbg_|@@
z?Fh=#eYNXE(+7Nfm>tpOpP^svny@3f{6M<gUvEb+ofUS(G>GEN{vI4`pkT-b2o4+^
zBuFSnMq+U+hn^Aa+>9{J%He?f_8gdI^q;&JIMCR+@EGQWVaNYe$U2A#5QlB?tHe%i
z3gpq9-OJrq+l?5bv@CQ`ZF5yg5{m_r17oubcWr{yR_=a6#i|b=G%<y&>zzmfd`6KR
z6$=Qi&zlPK3w2Xlb`B>^E_etzCq5<l_dft>=20?WMopq9`2gm$D@=R~J|Sn%N01tA
zCBZMGr7EgYgsO#WHDXioI81DLg2X5HB}J9@>CW!0;L(R7@ciIg2pV;nIIQx8P4_+!
z<(;9V$DylmwEG8G-E^X$0#DMo!zk6F19z1bc^j4Is@B5eLidSk%~~RNa)(*do4~q{
z6JYCy8*nZ$7jap42mIlgVBhN_fesH@WBewNnRQ?7dT5fj7V+8>nJhJqy(g~7cS!NB
z^K?;szC-Id>moOJzywLHxh(C9Y0NiCI>kqfx-I&-9*q6GyAgl-TwUpA^H++6b-#+q
z*9vphUp|tT-?mqg7!#%`T45j;c`Hf&w)|b~n}WABk7Cb2-DOL}<mBzzg@vQ|#hWX{
zoBtInEf+iT9uIQXJZTdkdp2TmtrjmEYEt&s<($l_$eq^q<L-_>Aof}~O|&0(oLk@G
ziPob1McKVRoy7B{lemI6k8`JA=kc1Kvx=eh|0wW?fa>Rn)l&x<4IfyThKzUxR3+&k
zBbpE@L;H?)T?ZR!Xc96Sn;crMBumq{Gi3vOL^(~P%`Q**I|#{+``M6H+9VY8;3q*8
zzxQ-?{!Xh$FkrnWO#X^<F!Yann)||#b@kw4qZpWSB?N9dpX29b_r*N^>w~_qH9i@3
z#GHVq9dt63BSD4Fz0zVdzQATT#MQcrY2K;NTnypz;^Gjtv^<PXUIh)O7KP<n5#|4c
zSS>SxcpekdnwFg(A1Sgah-b=QgKrDSKMU~~wEGs)p=Cn;PZMfRw2Tw0U?%<_?5<cR
zw6ItQgrs?~yU@^zGFnDE%4k9Hp1#}royrV*z3Y#2!Vrn(m7;7|X{DDTysSXE5@qZ(
zhOa(#2mQhit7oQ=%p=_%@ck)d!ad-r)&+kW?@hZHhBGPC|3<_(YF!L<a(!s5b<_5M
zPt&@roKEZFu~h4_|5s#iPkCfVwXD**rlA(oKiFCE9e{OO8r3~SOgkFM@c|>DzQPBM
z`QMT;l)}!3odF4tLBf1I4~7WijLXyH&l7u~CLq+WYjIP+$wTenYOOAOJdtb)+pNxa
zbdRt{*bMV_z94~Bho~)gJrnkgE>B4E4q?4(8)COJ6~1=9sLmU7pM+%JEU4>)KqB+Q
zEA>d2?f(o`J+CjUc-sQ}J8y)QdF!gCeQBqfRd6^lYx#~;+}@MiUzke5KTQ?vrp_T`
zz7=s=d{PLy?WOAFwN6>u%1hO=Q=qbi$28dZJ`pzc{RH8D`^n(AjihYCB9c(11-!qq
z8>ZFo2HR)LVD{>sr1`xNp|jNqL#zF!by;5Qg8y`C#!Zv-x|~#E{0!ODCRL=3>ao1N
zTP{9#E>Rq^v95FvUdlq=*>bxsT$f4|UC0j^Q(XFzTZ%9FJlX4V{>kyh&g9qFSA0~f
zSE9XGZgd&GLcNpR`9pS^W6hJry}gHMJ{KD(zTQIksq3GJz5AXO^IWzQA0FDv&pm!p
z>OY|{m|N_k>0#2Q=O;LC+bgobh;iJiekH|(4a;TQ4@GdPv3<O1x=+-o4&@Rr*`MJS
zkD3+@1wOIL|5;N!=wbSCVs+GkpPMXY8vNkdQGuibKQwIsK1{h&Sw70&t&C#%7}9*h
zpWA#RFG=%sE2s43O4GC}<+A#;4h$I|lUbZq%Ou!w<0rXZgc7B0@O$nS;V<@B2j$l-
z14*_B;)^}vH|0j#sUyYUx7+!fg^I`r4<?F%W1OJq<CAiJ_W#G;dw?~uMD62<iVYPI
z1VvQDE{Fw1vdNy=BzCd)-h1y|KoqeTY$(_jJ9fy11q=4x#fAlY$6o()mP~Ho60Ul^
zem}qeH_!9tOxrd)bIv<uCw_)xSwOo%yG_H)Pn`Yh!y1by7Uo~UVNfos2R%P-$2jOY
zn11prjbZ8kB-vA?M{a&}cX)H-S7}L&HN7bWa$E%31Oywu!q<&RJ1%AJD?C@47f}qs
z9w-AcgVhghPbxA)!+1}4A2zHSP`{DTP(Rv9nN+cKlr%0Cv0-U6z9>a8lW=hwE=f_^
zaGXqTSo%Ln_FNf~7Y|%IjwA!Ws*@%C@+~EtvPA^bkU}W^%I<|ls-@$E-kPa~l$VaD
zqao$<(XZ;5hGZ*y@OadaWI4Tl9340MK@Dl1tgsh`6#`$Jvq9p^U@ww-WrtzZEetH2
zlA7|1Y3Vtv5SX7i^rMbq`B9ptvwZ1F_QK4N6MUxcckE>5hzb2;XV-Ya`J$CJ|Mq@l
zZ|*{*pDIyUHe`<0cK2zr=w2c$U-SwV+b^a&WrhedT)q;!O`)V}fe%_+i`@hYmVu-m
z<zaKycnIm#SqSja!xpVQOwlGnn0*uaHJl@ybG=GlZ|tqj>(~*N932L?dtDdmC0mj9
znU0WCx39pwVl{-~Ungj-Cw3?AFHI&Z@&v*9M7rgVZCf(tFh|_Jj3CFn%8+q$Hj>FZ
z^U(hX{A=~YZz3YU?2nym>k@nRi|Np>4R=fts@PuWqSR|>OMY9MYSFrRar&>Pc<!bB
zao%y>d};lOC6IgiMQQf?4N~44&6Qb;Pf_N#v6PY)H<ZT3L~^gr?UYn|AII7(bp*0^
zt1dQtCO7S6vOdcP@0ivnhsT!d7{d>%wpw>!n!7%+L00~;$J^KfEd-t8zzFfstFN5P
z07(_M^>u9aO7Y@HudTY3-p%>5UZF~-(Q&+Izfn@JDVg*ZKJ|3hvmD`fhUJmg>jy~{
zEvIqQEAG)HIF(b3ndPo4dDexyv}djOZ2ElN!*Y{F{~DV)&+LtLQ<~X{$6<1`>SP%A
zE%QEcPY)L^e)0{4PjaMqd14^9p-X<zI;gpLJ~GlLA!&8BkNG(9y4`BU+b$tdeZQ4u
zRrb#!KDEEUP5whp_WUv_y2V1~NfBNd6-<Vth^D7Yh-iGeOT}rtOm>)cp<$WyP>Bl2
zlLC85l_{#QJSb_{o5DCzNd5ADYE-HyfaRrrfkH!3ouVd-|F0w~MzbWWHa{^?fEs(k
zV9{zfkXEdK2DL0fU-K{&Eprk4YcHdBX#pEPo#C$*SOiPEe}n_hjbPKnr7&YsVd$rw
z!_S!57wW~}0EY$4+FO-Bw7DziUjc(g2h+2?R-K<b5O%mP<6jLZ1-))g;NR{qteQ6k
z`^H8Gl^kvO9Nm#O$PV19%cg_`RVqg^A3kP`zn<5Uf8E~&bma;{%buNC{C_1`DW*sI
zYEPi=&g8;)!w9r{%pPJDMO%q5NBVNmG{ldRKP*55R&!R>kqoktE;fmomK-7{K>X8)
zmmAH4Kr)8FK~Xj^icJGa83LOJqPzjvR1jDbjHB8akj&aNAC?!Ek#WR~`mHI9B$N8n
zC73i`-pYYWnLtvB_i7}Mta;HmnM6{F_lfsbiNcGbD$9eChO1G?d!re`^8RQvj;Ap0
ziAMcu3N1wqidv@U_%HmdB4$WxYyaa?a%yeUT}rM^vy_}#TbaD>Pl-3Rw&s?SBbha|
zwt^qkcx&j0puyVW`Ow;;L@;a1!s=RdiMqU`{P$Q}^CX&8NY<E{#0rQN70EO@^kXB!
zii!=L<)dD?GGiJ#Z1|WLE3>J?I0QPBcn*|!9#dy}UW|7(Bw~K%$0%$-7&bjG#{Vad
zRY)_W9n0|7ICdd(gub@6K#|VsaO*MJtnJRK2j{9HggE;Pwo)H$=KNRGeMS_5vlB~@
z(IplNy*7uD8@;=coW*Yo4}33Z-bI{Ow{AF{1ba;&?rlfHlDWL#%H=1slk$>{S$n~W
zdC$SGl?LX$2oO$X+d=A7bPyIqRM0%*8>xM}S0?q>EG8a<JmARlm9V4#F<4Wl1c@Ep
zk_3D@PfAUz2(QOoAu1skaXNBHs8TUd=z0AX$u|8ZOsZ8&@Y6bx%0;7vULjh|y_Z{s
z*fVd1gpUIt_<<wIv26zID>4ff?K=ixJui_(MT^07KAOPgx^VAxNtid|ISKgKi`?(I
zOt1|PCR@fw3N=d(Bi$xHhnXV|!=)n|g{rPii0`p|!tTP&HCJaHVTJgcrgpu5*>)K|
zy4!D7D|1Ioh;e`aRhs?elCs0jhx!`TwECRxCG|x{W)<HEEBJG3Zz=OF-5S$jvy#7h
zbGH~#Ad#Qh{xg(4{Vn?8mjP1T&g06ydUr8qLa3BfVgU>&T~d|Yd_8wn*DS_1*L}`v
z$xvmUH_Kz~G7sb|-5-LL%_C)n>6>HnY-**<R`hYKSDTko_WbXa)$7=BK6bajarF}E
zbBD}gjOGHjB*afFvcgt;{Y<6Idb5AjtVU{|OIA+N3EZP<Tb`d1SL|7)cW5(Tx8{O9
z*KX!#@%qARid%_-ve=y*db=_HT<*@xjc@0Vn)>zm>GsW@S0?<oS;#!$$19-{M1_aS
zG#f<@id+T@EiZegVH_4?Ovu5IhVy*|41QFOM)FVnZWP9S%$U`tab*noQ%(QUc)0^$
zk}uV2K^FhBk`;ql!tTQddIo{_gLZ^Ga)ims;m|eLe3I|beR^jWFgcSv3JT>SqrmS_
zA(EqE9yq!MyCxRkxMU??^6nJb-)4VP=-6jAaq+kgJsxQJJrOp<?e$SPZQ0gfl;~6+
z&dU<ARX7Cv;kodkwQRni+~uC|DPpIbNPnQ@;_eXfI*^6`tz@N;9^v+xK+D$T0$3%O
zZDjTns|eab1XdMRU09XDYLn9d97IQ08-Ndpz-q**5>_X)`v^ALnwDVar)dc6y&$lf
zv8smE4GAiuhykutB8nMMf=UFER^uAt3<xte2Yg<9##DqEs~(NZW02T6!28DgO*PGI
zNJoBRB+t}eoWi*88RkJp<H{POJN1{Rkf)catVChl1C9EtQW*csLq7Ol{IH6UA>s7_
zKT0yg>B>ND3aJ$6RI{3v3t9(4ZwIY|K&AX$<RZ%1X<49kkmHuoz0Rn05bzvvG)?bE
zH{Jb<2%~jCvdpXlq4{L%KqX#Ry|8<Cv<~P;7_EaL{Hv{ldBTbn0$(OpicA!2v={y8
zOeM>cHjd@PbOvk~a`)a4hk4MkW3jPeCByvau(8p?H#$r+4I2}F#=|Ov8N&JRt&ur`
z>7y;+JW})8=9K#VqKV|;ng^N}y}i{hr%ooFVi%Ehhm|C=*pkfdxJC1<^e*-FryYbs
z4|zBheT4Mb5kgA7cY)-&eq>j?sCnEdTz$x^u~6l3FT$60Ckaw_n31hJarL|fyJqf(
zMV*F|DTSh8_v&mU|Aj`HM{ddLeT{FELLLvv_ImS4v{ngmir1ib=t@S!3?Qo5_7LKj
z3|nfRA`XS}!dt~*m><0e7QW1>2?^e<Dd#m>y`y^!dA6?^>C>_fyz<{inheyEB2HeU
z#Kk4B>O=%wdr=R<XAU%$?(Z34uJX%1F!9jcyw)~4@AGETlwM)t(q0=?hg6Gv!iKwu
z>+9xJ^nFlBnsq-+T4@`@dj-$eS6{VPRn@IJ-*)s~>E7eI;_Xts6lcaAQkF;-R2%nr
zi+t?V*yblbO54K5s<w0+ue-gi9XGd0Vb#Lv9<jyRC-4VK7tvq-RI^&y_nE{iQ!VxC
zQ%e-{OK$fW*Ls7vrFtE1=86wKcV2!K<EMCWZ!Dhc9jB^vPqXLYVycc2i#&=HT`KJ7
zG)a!e(*C0e-_K3N$RzI$dt&n>56_N@B^AkI2870=rOr*kEHheT9O5z(Jd?c6G(Hv4
zGf6{BTZ*C#ML8D#vywfQS<>dg2h1$W&lnlb&uM%adQS_3;ZG%cW!dp-tsla)-ia_`
z<}J7#SdTRK%1*Ku=*gcBJ_LPYjQKD#s2jPGOlQ?_^WF{U7}^uA-$^+MroD4@2JY?y
z=(=e?tlpboO!!F;d#dzE*pE(iBk@9@9YG)g%ZP;GD@HIf_Pyk*06hkQwhw_-0D*SV
z_<uwhkSeTxXvffA8A%nZ7BtS90`DmmsiI*de1GB}p&K-$xj#ZjLW3~XkQi3?O^G-D
z5xPM`{_T&@f02eXPkQi$p}s)i%R$MA2=&T-WaTU#(~t>cUaTml4qq(hL&x%`gi^w&
zWAJ#>^Rx6HlJyL^&5#&;rtf#`Wafwqo$Aj2MC&x5FDd0$RcouiE?jJM7mnYGg@D5J
zkI=0v3+`p>k)e4t!k$x~HP_;tHI|W!NVz&Cg-k8>!^?K_;ceVYSaW-luzAoqO~Uzw
zWZ2%zg3mk~^|SIPVA{iHaCAdEl2`YV=+5RLYv#BMfw`w>u4JD;x?8s*rHe<w5(OcF
zJMxleLu>^_*j@F-tG2MfWi$l0>_NDq=ZIorE#lXFF@!v-D-_G^PmVhqm)QQMk*Z(!
zN9gn;1o|bbwQ5I9x$!D#c3E3xyFKOgTI~mYjw{LfLQhAFuS3K6v%N1X?XraHKQ^>g
zx^fl7bu}CCGp00wGP;-14;ti?VmB{W_72Jyv!`i6epHLbT!N~9jLqW?T-E~>lzFlz
z#M*Xu;4*ca30c+sl;zjC#bj+VK+;w50$a=8+_AwR>i7C^p#u`d!r|89YksUUtHr#i
z8MDHC&Tny#zI6AE&bdx!E?Da!#?)QJHMzxewa?otTk5ZgJKJ>RT;~0?;_;6nCO9th
zV~#Z)nVj5ZA@k$}uYign6*-|{vm;O@mO~~f7^eAA@t{?b$%!E@)w(-FTq=@6^P^%g
z{*@Qz`5DI^(=1u3$orrB3{@6?ApE1TFsaHh=rnm8v2#utMG6dfNbkY|%8dI4<6AU_
z&ldPZvIB>>f_(8Cei(pO(G{TGqlR$Mvlg5i^jMAy&;1A`I@PB#i6|lKPyrOHdqZH~
zK;pi~2_k2Wg_kQ@VA{WN>?zYDFF*Pb0(NK-jKr8DFN~~w@5m7wF=C_zs{}$OD^z0j
zNN?n*D2+F2$PCB~R#&uDsmKfsTVu7M@^2$VtUA#&c_hn_4~dj<l*ka5YMq`T4o9v^
zQ>2<=W#{}^$zEiJBS00Al>BW3NJ&S4sMaO)mQd>oRN@E_=4Dz}j>8cks&xe#FT_!D
zGmT=w@e`<Z<&htQ)+IDu*1A;UIn={aMv2rj{4CTPj-U8dTGu?;!54}z0$(cXA$&2+
zPrY&+lNgUghdIoTap;&I!z_+TmX0#*$c|}#O#dmzUZ@%JgU|S5j-AjP0iquv*j?1T
z&RR+R-v0r4=zdc3qT>Yh%K#u9-V`9~c26RfPv(-@gL-M671pVreF=aSp3UJ@{ez@O
z{5n#q<P%69ah&WLkX`e*))#gBk<7yCGaq3_e;sknQwMgfItz<7SdpNe!La+`SCaoj
zR?Q>lT<SGTuLypT8wJa19zxANhhbiucCclyH?jXZ8eU&04-2f?!NSLzG$BECH04T7
zREJx3B17tb5o%P}Nc!&EO73hN0Tc60Cyh5X7wqD;vxod$gy@%jgy5;WnzYmBY|=@o
zUgzfG5+PpocFbc@9F$F8a*mav=bB8?%!^uSM~_B)y+_-)W}PF&VL8X@>CPxBufA9L
zdO2T959@XnZ~3+2DtGWw7J$8~J#k}1rNyDxX1gRQvT9b<CVeBZSN(=cn@^XeEF*`;
zYCLjFx9lJB6@qeBE9=`pyu8g*FFbsvn0IryICJzvuGaI_+>9!-d~QA2!ZisxC%*h<
zq1#<Rq{C@NbtC8B7Nc|Y=OS;<h+5<|*jVa+6cO_LvG!xZo>HbkNi1ZZ2I2Wpg`}cE
z1{?6V@foJ~X@2844fUt{M?*B;mBNieo{%$~vlI=Np(sb;!Or)yl0BYT`s2y_*Lldt
zRk+OG8NLa+uMGizuT%8O7NDuRh+p}35KIjj2ov`tLxKxhI@ysXtAa_^jn(1q^uti6
zB3e(QgW)Y76ARTOxIXYObhO_9SGqJ~iI5oT$In{yLbWt0JA{V)SkI50#6+^EOON*a
z=uY=I{()e$$K2RWZkh*?mj2)v2?DJU0$)FZ(H`thBXH~lfz$_)F8yH-mI2+tYKayq
z72PpZA!{0s_h%fpVbzDm$yA3*ndY!~!*S_Oj2Y5WQ61Cce#Xz9FGHH+nd)21v6O<y
z-&zjJCesle-40{Vz3%e2mTT$$UItxi{9ZC3g|?XLQvBAEjpg9Cn(CN(Czvi(UrPC2
zQ@yo7sQR>@#jnz(=IIU7E2vwrLNJ;_z4CYsqaUX6n1=CK!7v_mlBvTqj7OK=amc;d
zdF4z$`@>$K8CrwS_9Kp+&K#+sJKg8qq;=fWfov){h<>!tP>6HA4YR-ACqei2X!B;v
zB9uG(mH;<hh)@h7Hs^A~7rOu0wdfWa%k`azx0eI?oa;6`U*Q5XFMNjEexHO;yH1*f
zQ<h{{*&%|D>W2DRxoq%cSS|2>b(_pCpO3T<!%3#H8X@>;0nL@HGe}q6Y*K1AfhAr&
zgi>T9%zC(3P=xrYFJ2x&svbHE=Sr`GiKRu7zmx!en^fQ*QHv}uI7rYO|G*yZcafQ2
zIn6|3qMd>pN<s6wiA%D-RK@2h>l51cpcpZsnxezYrP9pIcctYc2Jw|VkLuOScvYpC
z&V1drzS0AJr<nL+q2lD~`bsxXFV*_0%S5hla%|HXQ>85{U#m9e4;Fj!>y>#=&5^QX
z8Xv3fZ^!RF9;v@_W=yrxp;qFhJ5BV0#YV+EJ71sKt8R*$nmy&FJ$>kNbBl^=v^7Y4
zsV<}2r75PjzdMN2-MAqZmU4)N!kTgF;RlSR{YR0QA2WsQ8D$D{kA=)r7(6>u7p!Za
zgXwLW_BR?s<Ir}Yy^_}vndC*A_5aE=li#{verl%(epc&&&}H3c7`Svcy*t_Q%bj~b
zaJN_(LdwFm(xIeb@&}T+oITu{^c-q=U1RxB0$;5ud<p6VSIfMB_U~%Ih0zaLI@~DT
zg`YXCG<4WC1y(*7&*FbpvX_+}W%<8pCX=;0w1EHAX(oe)#AzlYMZq;Xl&;9sCBQ&U
zOf;k%-!~<mO*1hKX{08X>7RKgP-^mvG^BZI!t@2|3~P$?s05=Lj82%NB*;VYcy#HV
z=XX((pVP4B2nn5LvQ}%Iy458m-`&vK?r;+>YTv=}ufE{-a)35(ma9U!Ip4_ORVRc!
zFUD!E?JljcT<1)@d69eyTmjEYeu8&Jm%+NodBWylLp2HXFLj2_xgq%E*HR+V4<5&L
zf`AwYGTZJ6X?~|SS#xN$5SV!yB_eN0mmq&q@<Spl@%&5zcb*|nN9++4({HLTUO7X&
zoxR|!LoJw?vjcHx&k?^>t082zh2VN)7dhT=AJaX*i-`QPFDjjNw+j^T*?IQ5RCntm
z-QuIKxPWP~qV6@XFICY;F?3o9>0py{{F+Nk#i1o{i59~=_$s!G#EZQ;Dmoo0qbqV_
zB)73lJ8t4P52?r8z2er8rTotGSNF_{?$5atoUY8CI8Yoc)l?j`%&W}9&oP$LA4MS0
zESq!eiDbHPpM}iR1w0ovRpW?<iTTe#<BfCy<7wEIA|K1cB#o0PgdtBV8o~0QWVd5>
zgu<EkD_fb@*NNnB#UJB8$6TjpmK_M)xA9>i<@lG6>hiPhpT$V1ccmrl+9agp`0E#H
zHzTCnp*V~In0D{4l+-?UH|d#Y=Lz(7O|oMVA(#fl;zIn>NCFlg!rA~VJ_K9!ftu8w
z-AD!_0Qj2l+Qtz8dV8{?ak$(U&o7SxU?lb9`R!A3{Pj!YQcZsRm6F=W?kB?@``>rn
zHndaOyj`c}aI(Sl(RPYvO-)BA(za9F@DlT5J4N|V?bN&(!vbP22)P6n7IRn_7{+ug
zBy=pC68h^G<8e4BL&plpOph4v#hhb@nlm<Z*X`_0wT_Vs$;KPKwT^9<!n$|UVYcr+
z5_I%~Hvf?)#BOUn+Ure*FM$?X`-QUv>xG?RX|pa6oTCc(ZJP$m-?q`(ymJwH7HS0>
z+Z`j%S~S+?-WMwP7EOkb15Jfy6Hk)EcdEhs(>>YE{3avu>vr9y`~O7GjxKy|rZoAj
zg&5jAlWPCX@jjuej*IKQc_~_s?J7<Gct%<#N_>USd-Qo1d#ieEug=%m+CjRPTu)5w
zxJPkfei@}}%x2ZPcX`C--cHhvSvLH_tS|J<dkA8W^81u|)~=E)pNX-;!m@l^;g$MJ
zH%L@`9$#+i#oLOBbBl`Kiqz*O28<CK9eyT4&P0XQa~RiPPG|9jS6|%@>73raZ6_`|
zQ-9H=x>9tmwTB}$jm`Ye`V9W(xRh*u9<cgl-uy83X*55y-TZIpt&Shsou3lDji1?0
zf(|c(q2Ge`Oe64Nj@w{LmcB5kMLb--(jNLW4TT+ZZQ(|6f2h%K1IvdJxE!rvWsQk&
zq}(BhY#Ik=3$|nFaMj{CKjTwNXyefomTfP};(u1MmzAD5{J-An|B~KniiT9j)7~W;
zP{-ctUi!~mr|BShfWc&&Xh<~6YWgP{vcx^ADP>_AGHq}5S7}J|W}fK_H09P5%;d95
zkLH`1c2hs*Lmgx4kP2WP<W%e!mX6^+wzrzCq}Hk9T2j)lmezL5Ug4s0JsdxO6a30;
z)8@@23grZUGU#DjVb8a5n%7+ltJnIsA>Orak&id#z>_V{;ho!2h*<4Ud#hD6FSD#7
zm%`5pvt#<I0~%Yv<6Jjk;-oud7TwRM*{6PF&D$Kp#CJP1&m0|y*kuyw6~BvAAMr{U
zGqnhD+;>+P)U>#|R{eLxd(?V3J=+Na68(w&G!NqU$PGd~7YMG)>yYE&#!>9wL_~h&
zqR1PY7W(MhkCy6OxFjx~-AwiJ=sHn1;+ftpELPDpAVQk%eou;AujOm`4dhp^Stt(4
z*+g`;`^1+XZpYXDJVi=+6ffR9GnlLJ&Qs~ot%z!eM+2SfnJ3%^Z4<7O?QrSVoLiD~
zt1W-ZJwfd5$|-YCxGq_a`4CGI>Pk0{5Z*)CG-~VOAjPoF_S~CM{q<Jf_k6mQi4ren
z%ETQVeqMCkH;VJ!Z!JC_wMn=A(Pw?W8<li}zldT~zqZ`g5|5+e^Zqqy@kjN7e||ZQ
zOiqluftx2Mcm<|7QVpfkcw@hq`msYNf31PtDC(Do(y7FLK&lN1X}AdMYEi!{g&Rc)
z3gg~9)Nfo7K>fdCQRKK&Yx!u~NItP~S7?{N35>Y;m0p<+m46(~hk1m-<b+D#_ng4#
z!&~@S%@gG`otqAhAKL*}7nTI=Xq+%MIvAurzyjcuc{Uk;Vj%yJPlOfyb{gX^FW<^f
ze-)uxUSJ?BF8G$k|E$c2y!_~*$bah7V}BdL`u4f0AA$A+k=Fp6kw?gVd@9qf3Sf&P
zadsYoGcAb11{9$ZQ53-*FoQ7ytgg(S;WJ=2_LuL>OwU=8Lf*L0P~FSYuscP0ivNk7
znb~Rqs&!?Oa@B;~(A5GMhgw%2gP<!gj3mcI>&iPb8?>(aU<wJ6&vl2c8Zc;GBiS*m
z8u(RO*F4!_`UiDT+EoK=OoI^@lvw%Du{fr?QesnnF^xI&V+BQ*HvV^!AAH6ibF3wp
z8$qFqBD3VuI&S(*HU{<5+HO28#Fgj|v%>C?pk*(#dA=PN%4MoZRE?5^h%pt3&DT@#
zIlxtGJ;*|E+kTFCH#tH+wj2kK73W}9&-akjzo8IXydL-+UjQpA=FsLmJDr?TXbCh5
zC-?Q2;Zdux5LiDynH7JTG%HbuSgfogOts0ZdGlPO9=ByRtiSC|R`1;dr|unqE&7pU
zi!d6Jo(?76$Nb=wUk3=-H;d#ukQw}HO#;8qHe`AGvx4SD7<<UyMTmacqDWue&APc%
zzE!U4ohKJp)^-fy=ZwrHIehM=+vGW1)u*CXx>5I`>h${&+}nnBs#cfVO6$7r=9k<$
zC!Sh*LGLuIJAZXkA*p4VQ{q+oNdEJ-cQLDm42XGia~OZCgKup1_Dy0=c=ZGeFDu=<
zw^rh_+|xwoHrZ58Hh!^%YPN>T^S{MZoEs;GSFf$=5_m+h_-K3X#O;M#tHr~l<7M2%
zbFTw<i~jAEc0v2a8gs|$3$zH2nbPkSzrnSq^wsx^2#a$7zxSr9`LnJ1NdZBMj!kNd
zM<=uwZ9G-_?571~;d@OLZ!0emXN<YUt;o8AJG^7O7}D;BD2@$N1av&Yb(xY)Jh0Q3
zYnQlAJT%pT+kZMlw7Ywfvn=*epQ+hOW$CQpy4l0Mqe424;quNuCOVaCTWxbxKI7Z|
zqX?MqkG0!>$j!<?CTEXW$UHg2t1|^>Bxf}4Z^X=CrHpGFXdaoEQHj=7{yK$9BN3zi
zbO{)ZM`cx+q6&pKg^%If@`i{e#7<?12Nq`t3-lNbMRh~CCiT~*sB4<<zx1<WH9G<0
z%a1#F0jlI24+XNVg{TS(q5V}Wn0`A7Y9#f66Vtl#^>wGAV&P`=t}S57%EnM(aRum7
z&=Gbmr~g8nXFse}@qFA~J*KPH)FCisRY^F|Hz&L;+8xAp8{ncp-Aw8zmV)f~eN8^Y
zwKLCo&%1Hp`N|1GvfaT1Sjvq_$&vEQ-`<7%!UB%mh%k+Zm0{bVrAKpEprSm0rmsDl
z2mCVkB37H2IW*1wpZHm+rZ;ltJAuAWldEEtMWDS!WHtZ?ArM%V5&uL&8TquPc@h6a
zLTzat1ol%9jFe)tK$u&)%1A0DPV(~A3`r`@Q_KJ)i84{75_<>k26#}3z?X@rU;s8P
zL?r|(&<w~fHh(NXEHf-Cne0-DWq~gqd5v)rjQUe8g{5I6*+nV-wy7eGOPA2nc)T|+
zimDXVDCA8PsgyTRWX+a_dGu3h+)U9BR?|2wMGZr^7WLPmsE6U-;aIt5II-tT=q;&3
z=&s=Oiz4-m6ap<Qt6W()NW<+@b`M8#j22u7r(YJWq|J_og(Gw%u_c}OGwd;g7F@lY
zo@@EyP(mf{B2E&iTt&k)KeOQK?kQg`soSQUTRq*6{%c+J+IUV=3$ETtcN(V_9OF$b
zxIn`ghv!5KE{|l^r`Mf!ulw(|;O5CZR#?-9kChi4N(KyLgG0ySP#G{k%CzZBp|EqK
zWDfIV!$66O1|>Rd%%+aTV-MBT;koeo?40ZxEWc^q|HRKKteJ^cEYn}-*u~6sEPS;E
zEN#`{b6mAqJ)f$lHk>aM%hE-75ZFxf=~9S#e3v_9+oMW?<;r95$vRf(>=r2WPbx{0
zmN{$Q3y$j6AAE$|8`hDbYlgv%b~lOT3m3BgM3CTiVLBP*eVg1#h$0`J&m*f|eIuD$
zR)cHxoi*>e9#Pld`-*6Wjv?!>TqT{~-UsRYH{zgp3xVE=bm4JpQfB`*((Y1T;%PmM
zyeNL1*exjmCwxYeM&eR3?85~zH0KyH;rvDj3A#hZt<0@HRCAvue(n{uX72~$`E4pZ
z*7k-atEUs66M>|_y~-r#l5Y^X>lFCk_lAg>yNF9*3GiEUjvR=Z1Dm&bl7chy!R||e
zq?mO+SoQe~tUA(&c)YMARr))@>>iKQA=Qou$GO|;!i5qw+fJ!iq5h_hjJI(p`QQG<
zOikUbiDP0~zgx(~H{7mx>9AYse)$w1S<6yqd9kAYLu3^9yv1|AV2zbhM0f~Thb@<8
zXYVfMdA3WLX-|kUf0iie_UF;k$ctyW7q%KH=e32>XZ3pS^{0J0$?g<4t@?I-mY$Vj
zTF3gwmK~|*8-{||WWqxI^_c$r!wy$s9ru^gIo56^9=vjpD{^w7_^R|wzDLD5s)N-X
zV>N!yd5<lnq@JaRir;+m>aLFM#Op#FB&#~!(vdwwxXJOob(gDEP>h<=R##4WpSu{*
zKzHflS@BWtd)(LBZlaBT8#hUrPqZBSS?_SsQ&;xED{;3^LvH^DAH7}D+vxfG>T%(Y
zYjtxaJ4IOLc4DOaJ~8h4E5!q!N{Zx|olyhJ#Tnn~AJt(&y8SC0dwRL6@|cCpcUADZ
zs5(&vqdLt-VRmg5O+!AGY7Ci%|JGGW%NJ;#QWUAWE;Njss&YDctI&A43qvJGA$M6Y
zAN2!;K%t?KyDDjq|CM1@d}g~OHTf}n3xRskKv;141n9GWh6dFdLi8e6a0#seV*+Jk
z1Z$fg;jipH4~ySdfPGan!}?9RVCqsE=;iT-58hw{^;%*_%YtO8+8ef1UX6ZJ2f>M}
zRA(a_f>iN5Y`Uy~Zb$m^Z@cwZg|;-!Ci~%n>jnO3g+$1{T1x^yE+Ce}x3Ekw^`svJ
zeER}ZuIzxO#pP?VwEse~(o3)FQFB7d>txr(DrjoKzqjjwRTY6_-iTk-^<Z5KHva8Q
z&yDz}u10a12T{TR*44o3k0@<GIVutE24J@Xf!&Vstl%=}V$`JhuySRgNVkiD&48xK
z-3%(ftBZlhm^ykK-fyZd2Mx<z4byz+r}4(F2lXo{<gSJxjnJ@~LQ5fcG14CYE5oe(
zGVDs!{Kx&;sSQnczxEm_8xSC^N1zRrx45KThqN}-+<xuYWl3v8u?r(ip~XbY4$rHu
zK)VzM8!Cr+Lsta%Y5z?&)O?qLRY2BgnZyc*6%!i{I`m^>wl+wXj|Pon3h2jth_sHy
zW5Z+TVsYu^#q%TZnx^N&J~xKh{Za3K=U4?a(>1`d`xTB|#$2bMrq=1pRdrZ=k~VAg
zBI-f=-w5+&Z5C{o$7(IVE>-s_y8zCWOCY1_^cH#^k0m!6jUYJ^^9m2_PH5hZ&82Q#
zYy+7Btx4GznPKV9Q{?%v*5ua7;$&l{>2Lxz)Bl5<4D&iJ5>9^Al3J^^!if`;HIJ56
zQu{)6Qom{kQf|Q^ICAPLYzxf|tE;~!1s5vG$_aYn>`{k=cux?jcv=WOPfQ_JZf#*w
zrqjaI1#<+eeh<l;Bjq*s4(AqP7fC`w(lH3Wb&lkyJ`85LxxnF^gW&y>0;E=OU+`0U
z!tTP|NEiR@5S*}x1nf^B_d`n(S9?!^Oc^J%d)Jh-z2rl7R@_A@Hmyc>FRB2a_rDc(
zmmjUU+ReDv@9!f271`VRx8&bLch{<Abdx%prODmw#l;`ysP-1DC$9C&;<GNXm!ihS
zqSCaM6Q%IRu6+5{HN;}Y>+&TB73OPiC@9^%S4+HEse$6?PG4maiw&yP55{wC8)uPj
zMh%o=5_<9{N_`T$-q9+p+m4Vd^X`fzMO^uqHJ|kfiG`xJ9I{djDQC|mUsmd~c75p6
zC8Vo({*FI)c;sL)e^M>3?whgVv$)>6?S%^H^L4W4cJC-478>Rx7Cd{O<HKvPhyVZ0
z`qC%tiOo}QwD(L^8L2n3gES4fOl}ICvuDGjM*7Y2p`_`~6gd1@gu<0V{!?v38gdcj
z9%U$g$EKTO)<5GXWj@c(=vN3@JFSEsqmV(!j$gd+7EHQa5&Grm2xpHrf!#;k;K=S?
za5-oYsDtOSd?>-&u@E@ev>;=`2k`fFk05;AL6!~|YnI`sJ+1)FFLr^jV_1^^%CVP~
z9##Fn^`+_1$TZatt+R2|n)>BG$u?9!q`*cRX?onx_}PofklJ~uXH)tVXrNJJsUJ6N
zFlb1%=@JZFUy7f9(EI;u>BV0fQl?$B(xH_7xa7j1A&pBe3|~Y3Dh+9#axr~@Is@A~
zN>hr%Xc3FYF!~WlhfEz#Ltr}6B6MlbgZ&?NJ~_kB{;(Hjh6?>y%Vj4sM|eE6PVe_>
zof^lJ5})pAZC4Z)E_x+EK<5>3WPUkqp0{O%vN3tdz@Alws8Z*();%%_Zbv<ccfHQ!
z!?`E$FeDb<ahqYo(96PRzscI1M{1Fi*G3Ug&L;QY=7WcUbzqYH7&2>Pf6}z!7qZr?
zzA!O)h~~|;mg;fa;$cJSDr9xzzH~W7d)P8}AK4Oo9+DzIkZLaV;pC8l5U{2RvHRMT
z_<I+Ed9RNOt|QBl<JX6>hx$!K<kzh)b=KWkR^De-`NdKlkKVea{uMZX&vIh)YhQhF
z?IT6sRt2Q^194oViFL%mLmTT|>uymglZJ^GIwUJv&gi2{ax5$b`Amdj`@)plI+yXe
zv$SpWgFd3T?*0ePv-nkIR-fk8YP>A3d$4keqTJLG#!~vDM)k0nnse-l<dM3kEM%T8
zuqKa9S*8n2f6_1xfyi{hBu=IcCSiFMD9tC2-m!RdlHHEkkuPU{%-pMd)RtxZ4Zp1X
z$5o;9%(4TO;x@lvRA2r{tG>oKznJrIe%mc$xOasTBzwNLU^(*@jQ488;>}5RH|d#Y
z=Lz%~Ob%okk7+L~E(DH}AhH>dok|228^YQEEH(scMg%f11a=(l*o|Z`GJ~%PuWcNe
zVMR>iaD)o4BX0qT@zjskurtYnli$YC8WwL(vir%<9RB@lNJBdXKWg^q=M(rfBx|Q?
ziN?k4sLa|a<}t<hwo~(F3=0Tf5*AY0uOYE;FdoyHV=t10nJL49V-t=n?QfD5kQwuX
z_hQbmL(Lf*XRXuQms-c=5oBZW1zN{?!yuyDF_@W1NKoI&+WfkP#IE=TV(UoY)5OJ^
z<l7$Vd$mtM=)30-+^C!8$>r)oC*=du?Mi9&P3J6{ZizKDLr!ai0!eOU=GI_RB2!=R
z-#SuQI=HHO&)2`y-|zX0h+p?LWCPu8hY_lJt=;v`U1}(6xmfYDUoVsFC+ybkxjRwS
z>#S0`HubaWO!ocUn-z^!&DY(P);tO47e9O<o{p@mceJ?2CycEnHJ?#Hyi&9=|LH*O
zm=(F^#k}din!mYZQEaxb<uQlH$Maw8m+Rgfvk{-XdL|ZaG*RW~w=34U-Cn44z(1zE
ze<3lf;s#Zh<gtoH-$rvMs%ZK3)^^g7{S(ErZxU6X4+JS~OB5BW?;5Ljx=<`;(zT=f
zde<D%=b2kX{@{F2cB`and_F=S=v`aU{$O?S@Pc^V?RBH{7TE?W3%8!8c#~5Sr&nsn
zEpJ(uJM2<JoYy#!8~NtFV(Nl+V)V4RiitfBaviT<6%SM^&b7@qPCU51KDU?tIk9cG
z6I`apS@jn8&nrtd_14X6W*Ze=d^DFkzLJ=K@7!t|cYbA6@XzWsH!#<telnhwf@~<C
zv5<K~iPuL3Vl<T0Z#0n9kJ?@CPoq|)eq*1S`cWYm`_YDUHyW3!4^6|!TaBMTP=7^=
z3|HULbQJ{{&MBZ|j>c;!s#C~+O-yBNin<iOEYI(fta!~D{s#P*Q`@2P^4H)nD<ABd
z^99<*<cHu-l|Ws^9ggKV&(}HC5Imi4(YvSrjFvnJJkQpHb_Y+w_I;z_&?PTe-FhA`
zEnSJ}s@48e=)bAa{YA&Vg;!pmL1+00&NW{Pk==7+IyzoF=>nIxl;SH?X$j@SoM5i&
zUW|v(ZAgP;r^tT8f=?`Q7z1#q;@OnglwVlhb}uxEzXkK1J>~Q@1MFZ-_Ut4}7JSpc
z)v?k|kH|EbK;N;+-Cz|)F#Ctq8G*zCfe()`M{KalvubZjaIjzz*abvjb3mjeJilu-
zUI}__L`eg1tN`I|05&y*JT*pT1p~0jAu1tQ!Dc|r8qj=LmPTSm{YFAY{W1}wQr?<^
zN+SuQ{#4@|*c548aSFU=yw_AyWSEYQ#^b$ZxGImP^Az%GJSx>GN2dJJu$H0*h5Q%C
zRMw%uN3Cy~?|1lF`DREo8xVSH-?ciA+WHJv=TTd)UQW+tZgrl)*0a@ljG)S^^Qf)I
zFthdQMSd3Y>O5-eG2YbH3p9*zgaU1Ss?~Y_L$=;LamEU4st~X;qhkt!g&8Sk@u(!2
zA7$EfrfAr?Q8I`5vr{-zpz^^mI&2Wkv2$bi|G8Cq>?T<SHq#Nnvi+5gUCvzRp@G)v
zO>TAgxP98JC7P+Hsv`y0%fZ3}mm``_hfk=-lLBOWS+!ufdIo%0c1P%3?xxT`?@p3*
zX`beN#R2Npch(BI2OTFvw@-wd+APE};v?Drda2-cXg3)(do{Uzy%zbPE=pEwa+Azu
ztRcZZLG!LfYjyn%^@wKvT(Z9Y4AP~n6T~{NCl1B8Kw!bI;9vDEDbwW^X+Nn2DPO-f
zdC{{b$)~6U$2Z+24O<9gSeN=_XopN>d<g;}y$+D^jjE{+2@f>!lM~gNO%cR1p$<gX
z+zBV{3?$WJw~zwY`;c6j^Fd_&oZ#Pc1Vkj>gX0Gzn4CEaDO`+xv~<vc#8*85o8ljl
zf|pLiuKZs}u^shcRg3Ph>VgAtSL`BHu4RGQk9w&?ioF(&k2$4wd8F5DJ2Hh8?r$0~
z^ZsQYAbINU=(0-At-B}&AM5J#s!^U;s}J>ft07;-VF~x8u~j<oyB_uxPuq3Uou6jK
z_kXrb`ZV}MY~h!7J`vs(rE?7@bEWbJbH}pH(nZzS$Cpx%<j(aSt2;QfnizXGkM7&r
zXX2~PulXtYcyZv=kFk05_R(`K=khamO_%yAe8AGdN_>#BowR;&b51#Gq<E=jOI<?J
zY{e9dS=_P_<;4@$trU?ZIqvP0H$MJ$nRJRe&%}$_thtbtx%PDG9%U@`KWYTd^9Nfs
zdrG;p@tlRscQ)|+s4!7EqN2s&CC0jtW#y%?Wfq$HQ;ovW@ZWZ1XL(H}%~yoNl|r7_
zqY@dDJgJBIsJ|S=5AV{>9?vY<_vA;P@PI<|RlI(tJG2<~LAl^<97Js?58~3yV4pJ(
z3eL5rSC$=rz1CP|;LAi+{i7YhWo;vV<h_9`4JEXigG+?|=12jj!VuOZi*o6*I85a4
z`#%ANvK_Rmc^kvfHK{xV%hQ(_{BFmdE<LjSqr0->t3{Y2+eom#hh#HSjW!sOc6}N4
zNDw%ghQQa(UOm44VhHwN8IWD9mS~qVB)hDN(R`^!9cj1_OG8P+g-yfEPveVH;62F`
zepDI>vEev(8dsj>|6a+SFGI5FDJ-QcL6^`^KbCjzPL`uTWnGrAoPHh>O4m{mO6m-{
z6t^-Zi4+zz-^!GARHnKVKmSNimm)co*LE$Ye^x_vsSuuWES?8-seIiy>i<byYM$(|
z7l<zrfjR~yRv6Pb8k8NTGhjL+c`2zWY0Pgbv4XJkVLbX#m*Kh4vFoOUzVny8Kr>_u
zpY2B+JDoW)<*9Xg@mz5B9Hh-3Sdk<zeMYiQyeBMcJWy*J98TsBuSJx;zA(w<K1_O;
zB+MwEjo7-?BwjnFYHiLxB0cYQgFx%%ka)2<EIgnU0(=U>*80aGX#E}tU3v)?yDQ<e
z;xb7N{G!eCG?Cc1QNa5A%>`e(bEMt4N#qoS!yJdPg4?ESTI&uKVD0^j;D0ilypP{Y
zR&+>$h^yC0j=T%WnAjzxSnLXNbVVW=)wc}^%8^r>t5IS0aKDMnc>S`E5L|Rg_w0P;
zZCEDNRyymJ)lTO8THX+&M?BUSNo=6#a=(xipLr|4D)(1$(BQfHqNRqY6dzZJ7fNqY
zv<&jrx$bGkMMON(CAA+cO|}~ft~-V)x4e$<xy5@$->X)gE3?E`jA$OC%+h6fHSKs#
zcW=dMMVZwHjivQRk&ukXnb<SQl;Z^pnWr3hHf)wg%E9z1jY~y63_932*2(f2;!}-#
znx>`aXSZdRD!A|?&p7eBhcx7`m*~L1uaA~ecEE-1;OEV6!9RYl;AdFLJx3V(+78a#
zsmby%3Ecu-5UbB?!Q%0F7}awEi#I3PU8QH@T_(`yFgegvJ2EYYMQF~Xn;SpF;zY<3
zf>bh-jwaN&k75R<8DAe>-)Ndyanra|<53t-<M29Ww@amIXc1DGYj!?U$qFh%lj<V>
z(a8hDGUFurXC{Ugjb@PTvxa_b(SJ=8rf$)gZi?@1(dJDdtM6E7X(tS^a4;SV0S7bD
zVHlCt;mgLc3>@f7YaY|)HU2x3858z>E!v#Ha?v_HyQp<sT$pUQdQa=9Jp&P;pI~Oi
zn<S_~e{KF9nTYLaJ7Sx=Bz$t~r%68FMSZWv7+Cz;4T3k(!d)xCilNq;C&z{hom`fY
zZsE7pHwy%6x?QND8M1c`nd^5^aJ=qCiXYU2e`GyjX`319D9aVB3j8KRQ|XuWnycvU
z=36Kg-1$|}KX#wb!Ip8cR{pv8tofUXL+)0VMn65n?;P1jJT=@#cdm79zVD%W(#Np9
zv4wqy_-uGIS329TGgq?ma_&g&UAjHv+o~q$>+`Xz3hLr#Y!+i%57B*j(?)#x<~l$5
z&Qh`8;fk?&sx^$Bqin!myL~_k>i0-0Oddi$<!;E7@3MHmNiiv6!C8(w8X;a>*-Uq3
z`52{rj!>WaKG(&mgYt0>0ZX|VeM^bwp7-F|tuM=c^L)d--dMnALee^2we3~J3pJG7
zJYnsgcD)7|-^L$h$neXoA9w6oWdrw;h0Gf`yh<tqN5iQM8x8+ZpPJ?`VyX?%PvcxE
z+$iLKJ)=_YPg5!PrKyxB_^8BLhQEEMmiB!A6lRZY)__*wM^35%&dQv8)Y)m!G|X4I
zI5ZA+kF<v9orS?}<8E-Oi|R{ue8Rr3%1P(^RE>u%hk~c-@guVAWN9d2O*0PWd^%|w
zhkoMNzzUYQj#Vx@>4#w$Jl`Iy-Il_d(Y`9FTTy8BCB;B@$=n+zFT?KKzjExU(=*Uj
zCZxOub^&t+8Vx1lSNFkXgH6x-qkZwB^cVzIA6A918Wl&d2hM;1VD(1(WF!F8pUUvl
zu-O$sG%b~}r(ql?D4MqV(YRt1cuyrUjmmT<s%X4CNtO2a9}TnT&X8bK`K~^@L6aki
z_*<XdM3W0)bYobGw3-}`Gxpi3CTC=X&_|WeNhNA>W8eK3X>#)fhP`k`Ot7M(-&|iF
zi3;Xn`O=aVb{?7~mBR{UnuaYIkHzy~<3Wjzoi`=)lfUeRn;}U5&Qh2oPF1u{PkjYv
zyAW-D|I8$Lc6O4rED@G<%%QcNoSDoQ<`Cu5XAn5AAxzp^L6}kJ5V6@{N4(0$Xl>41
zCO!MuKwyR9aBJCfSh)C!VC~US$kVet1O>l<#Yeqhap^5^%KbP=ZoOEW=dl~fck2qQ
zx9d;Foz6xU4~`*4ul6IyJFg|DRJ&mIkePy8%|}}6_L*UAft%pJ{yeN9_eeR<5Hg@<
zHwaReg;47bux`U>GU<GAlG`OK8M9qUiXACWj?P#?MrP?sf)rh~xf;wgmgMhQ+f}79
zyWqe563It*x6N{8_7$!%rCV&5X6<>YY_+MNUZr=@=V<X>ukN{CO!jZdpB=eWna6H^
zOxv)Fe1d;ZaqWtk{4|RYDDA6=KGnXMBzE^ub~##E-0u8Yx^w*_^h>U;deN{FcR6`&
zjH}N)E|XTT%$>X{Ht)T>T#gY1AXA^J$})XpVyvCcDy>vOv6UCNOW7JlD>X@XIiErw
zAb*of(x-77M7{DAx8UX?(dF_8@#W!GO3OT-qTV$as0gz!7nMIUf3@vTeZ*xa`s(f9
z1?g74o5r;{F+jXFqmANL{aMPQNx^#CHvwF(&Rtny{aI_Ue15W3rz|hPgJrVziaot~
zvW8beg@Q^8l}t7YnXDPCPHuygCqihNJON^eGcHA@@y-<3t13d_N|B0~F>6HQ%NUN$
zkfhOksDQlLasO7bVlYeIeE3l{mP6(EPlP+N4g$K~gid@<VtZf?y$cHnaK)0bfMRzl
zz`%KhNVWm=i-gw2<hcCfRlL`thO)n1mS)iC$p%tzh!1pg^y9bDp+eWBNpf0fyTd5a
zsh)hQfD$rW4g+t+CP+@)Er-hmW{3BRHRwkNu5$;%+6%8!LjV4kl|p)C&SwHGW0Ol@
zm0)%TZ4y=w1llMB76<~X3#&3%ZIB2d(oU#g=N^I8h*c%CqcAj&g8{gThpptn!2_&j
ztg2yk%W$HFrk5}PnXvJj(G18PHV1rOd`28uLdGtWJFJ4#FE9P35(gpVksT`Y8`ALp
z3L5-qyJccWC03N;6h<P4dC<|gvIgl+{pBg-O>U`7Me1l6XWpvG2mOK{RuM8Jdp=0E
zgmAhmzm`@-^yAl7v|P|S5PCak9Rw<6vbKnhFi}E|)<KS2MkidTbrA5lIGU!Xt9T51
zcj39vI^f6o%sLQ^L+d~#AvFKO?%mNkU>ISv4u<frwhrdWA65u_nOG^XK`_#Xesrdi
z<w+aI@?koIHTARZAjUDrj>X1?ewK!fjTXMqVFfe|8xwxU!zzRsGWhSUkvT%>qjh?;
zT9bUZu=>5%I`UvbY0Zn0#ndnB?Ivx%RwC;TIgm^POOsiT3Td9+8>PO!skGpdWiXt)
zyn^&}y+TSAJP$7iA0j(y-qt)W&{};cuZ7_CP(k?qxk<vA8!%(7HF2$f4tD2z2#Z`}
z$z)$=*zwqfI4(}oJbYAAy|3~P;@m5WY|9ivqE075Tyk3wA4p_mH4Rbq84Yvi+=9ql
z@x*>*ad`fsI4n3+1{U>Qp>A+;l;+fn7U~_<i;!mzIns-ahL@AtkS6tCk;08nkrFZa
zVD;M$aP`$B2*3N+SkZ4Hh`(%#sJ8BwtwT(!smr+inxTp*qY6u1I+WtKW}2e2a_02k
zYG3A_hWF*2cT|+tUJBqo4lltiX;DwgQz?tmBI*YB`O-2e(Z@>~8WqJowJ0oQKVDt>
zn6sF)eM)&{woTn*TJu+8%barJ2MT+1Cm&ksA6nJoA6$MQxlFt)-Wps<j1Ldtip+W}
zzPSFL?-Dpjb!>%uta`ROrqtJ+`pizJc=s_8Qjc7R#joS0=@QB}<+t64mo|jPO69%x
zaFbhD=q?W`K|gt)tSeq1D|cbaF7cecJy)}L9`3`;3u0c9z)jrNK=;*^(>t_msB;^y
z=A;iT#re?>#a-n(ar-K)7sDoabEUK2;v(Ghh}OM>#dCw2`bZH?#G}XG`|MnKL-8W4
zc2u9^0mioTM~wv5{uwoq?lJ87Wx|=vLgoo4UKte|Dmca<WWq_q@`@XSMMQQW{~I8c
z$OdGxNu@J|Of(JoTxr;i!t5v@O-pwKkjBd-lS))@@<zK<swjXNS?U)kG!)e-<mLS=
z?Z1?)7|jya+Wd$k5uk`_10j=pfzHYwd<!gqJwflm`Se;CJV!Pyu;R>c{-R||dgm4-
z_n~31PQM0%&c{H{q_KR^eH*BKwiTwq=XC+Fx!x40((H*Go>DzdbyhVSwpEGa9~IaF
zo#yZ1Uko`2fgg%ux~YSc!{71yEi*&*m=M@9@;#=JiNy*M%d-1fKDeB0!$1DI1EM2C
zq5di4MZd+dQcREV)}BD$pUGWdl|(T6jMWo?HWq<Z6_Iwj5vwkO5npTSM_^S(q$R#+
zw-H#q<tk1k_NmxtCL_LB-4RX(6rd7;`~!i_0D;^DflUHY%m6nk5ycHCK_#M;0i~%#
zU_T7uZh!}s2qdH5vy&AzXDl-;qf~^MhVj{Lu$fRPlVyXS5qf+MBT+V_;r-)18_6>D
zm!-h_lL<1FsmL)NhmOX}B$-MDh0+kmQ@?SuT<TX-Xenw?$jkEOga6~7dh}xGG9=u!
z|8YkvYHit$R%mUJ7^`VnskJF9r$}51Sw?HicC^AgXl>2yWJN3}X-{KqO?R>qDp0~t
ztu3Ah!K^I{<MC>FN2}j!ZOs#QRv}qqW)d4SR#dEX=+KXG=rE4u!!Y`>v7^I$2&};9
zSeW_QdGVOE4)bC>1Eynstn|!b!*Qm-JedEtI94Ie5PmGfU*p(?%yj^2Yn_tvsl$4?
zYqNSkRS)XbOqhE%yI?!kUTgXCi@Nu5OE|ZoHW|77o6uuKL(*QcjqFG`CEQQcXx?>u
zt8SHKO@h25Ng2@|!k%9y&th|sM9)QJsx%Z<59%+ReA0~6TsA;hFm9CQ>DR()-`tmo
z?~o>>{FiAU-Ps6Rs~v^as&>T5c?VgE8_-U#LFPUjM(R&31~ZbT2~|p66naLUCs`{;
zLExo<f?tV}q|&}{p_fyV=H9LrLTqPFNQfQ+!Hrjw>_;=fthUABWcW+?7;8;xSzZRe
z%WGgK+$WuC+<{=HyfAy)0%BFM1qqllj@*|#1*fWI$nrPMgc>hOk#0R_!A!dtxHNbI
z8PlnuP?pRVb~iq$x!SNSE5zS4_3!=5MwqMUZpG|WX76DcQ)=&gY3AaR%9g8>^ib)H
zK8Mvky*kcDd^L#hXB`hKb9-ltY3t$2U$Jf{uGt^M2fr>1rG~wTK4?)!(iLr|?Cjo4
z6bDU{ZtuFM^du|zO4B{KOS@*r6feA-%T&TunLAJU*t`w4aygge1&duF%F+e*##oQI
zqs%(Js6PLsSCU`BOHg)qme}l9Yl&j`U~Yb<1!AFjHsVX@tF(A?BI@d-F+QjJKaRfG
z)wx<k+udS#-4bHF*LlS}U!}6di5Af}@_OkVc7Nb<t}<@Q`e%(OBh~$J$7-HT?q9Qz
zd2)|eK}Cj24izXH8q8&|#y>ThY&h1qbe<V&dVcw@&8RFxA&)4Vq~S8vbcsL9^SzQi
zwplV>g&(naB~(~)gYI-~34S~CLdQnuiA{+Y^bV-i9Fs!Ei@YldeUG&wS*K2dLnHm<
zG>0zzdCv#P@hqTi#BFG>qbhOQydSz1tA=r;W0nhY+M?X`QKD15l=&mwp7Tp_s4`Ly
z&%WG9NulT1ym1&rCryU!0ZA<GXC-^;^vLtiPW@wbU{xXq^)u4^Z%2!fP%=`9g^BhQ
z!ALRoI1oh)C`Kj1%>X2v|7z+Vs}eoOPmK;6jx{d9XVsFPPyQ=3Dvbo#B#jcY^ocOb
z^SzS2=nTmz{r_*;6;5|F*y<jkw}P5npwc)RY)#{+CYR%IG?;2~0nZUf38UW6LWrcq
zlxlK3FKY6X(clzKPB0ENIh6=`G}xfYO-GS`l_ob&CQ+XuSz|;Fi6Zk;udM5sWbvr~
zOyf-bEDy%XT7gQ8V~!n*`qPHOG!6Yo77_o-u@`QJ{QWyiVUFn0ssF@-nq-kzzb{aQ
z+`n2z^TPRz`X#@gw5eZ{tcy88EEG{>*3n*?r`ICX*B5*eTzCQ}yN)6~Yj+@}Ds+Vx
zhp&?Drz>h6+xAc&%H=J1wJ!n>yL}ccZ2e)zyJX_(+YNSS?Es6~^dgg9Y=Rx*9f;$)
z0L{bOPIRQVGI6#DA~~B@6l{;=Ba5^iq(RJjn6s@rL_X|B>_<<7XD61zLZ2<L$f1QM
zq<0rh+2_60JJhYo^V}gMxV|L`)fOj;;pgFrTW(_E^$M2R_A{2`ZyMSCWyH)wmsnIE
ztxXc8Ngex(i!U8f?F|_qu32-@C!&O%!sk^pX=>%%($Z(gc@O=1(M?m4FCN!`ud}7U
zbSE-OywQH6;+Wf4rHg){YW222uEmwN(hb|EQp~qj{IQSE#V#INWv(7erA%(YvCzVa
z*EfvNU+A+vYSY~^iUF~cxmPwp`Yh}0eQG@M6wf_r!W~=@AlgR+a&=0-7N1@nq1)R1
zgWm30X>M1s5YgFTnpj|P3r<zkxO>x|MZ9n@<@+70Q8M9r!$Rf>7oHuJMk>O^G(U|;
z%bJ^l&AH0c_cUyrx;M$|OykjFqLp-|_@CT_bojS}{G>qOr|oGE%`?w|E<KLYJCYs0
zV8ncw<o*%*xZHtLoAbkt-TmP3lmxiYCkDuw!z>?4@N#qjo5#<{$UgP?TMOMGbk|mv
z4(C?p;HQtWfW`@#VM)n;EdFODds*obrvKZ7)MUDx7BG@Dd8*u``WZ(8X<9Lg{}(qQ
zHE76x+=SFbL&^l^U<#3u{kRFKK|}s+6VhL#A<YvSrY}%uV0%ZImSkX<#WO#KQOB4%
z9NxurBr53Ao(G4kG0rp|^Zl@6Ez1mH!Dsq@$4+LBsL)MFuMN;TdDkK(O6}0v29*^q
zX5I__HbvnGRM+OYen2SOY62OMzqJrm^sUyqfrH?-QBS<B+{g#dr*OY>eRzAcJ8Z0R
zPT1UciZ<u=dgNr+0fc|Mk=(!L1`isC!=&g4GHd)9(xh`WvX<`NKJm&k&6{oQ)Z-SP
zgAIeSl2wO2;M9c1u%&+%vSr^KxZAxBsWxCDoG7G%fEuC1j(<%2`*ekQV;u$83R}qu
ztJdtHe$xoiuiS+6=Aq6$s|UZ7YT3`zg%<6^O(=6(j7lD;cX+p4(Yu?ybRd@_*C6?z
zIB@Gjv8uiUpSh8zc;0uPqIp1BZuAZx>G_n3v6lPi^0OO7><NKmoYT5z+y$#6;^Pv7
z#W&C6qxWBIz%B2t73T~aWh|vXYN{5SsX51<NTv&KS;#zHU`^gg7fkdocF1MAU=k<O
z29vN^`oQv-N_IPD$4#91VN=TUJKHqpuO|29-;iDGF+q{<1wY4O9RIMv3S->;pvG|j
z(qDP_!L><6MJ+ylk%BmtNvoXLVMfXBCOz})Jb~V~F=vYQGu422a)gxuY#al-aEP?y
z7g%fv)Qku=*@troMjD&JDl~jes5P;xhu6%`ik13t%*2{P9&5mO>c?xC{p5fhYfiF)
z$*}+b_f1F*?G*fI|2)A@?x(YM%FG&Tr|NS%D$Dt<r%Y6RZ#y+_##lYZLP9QKYGSZ(
zFw7=;s8<f7xnd5}vCz`yW9g|RD<CuG2k*t4V~3hEHgprxgcVxHNr%aXzU#D(6}v*j
zq3bYXcvTXVw}3YP@?ykR_(E)5BH&}D{93yeYGFcD7Fcw<E(EXGN*Be`X@uK>q)hL;
zLbG;$+T2TR1>e?hVd9h0<lz0$u(i@)ShZr4Q08?#;<5T9yP4l)B!1l{qyuz`lea5v
zavX~(yuFd~e4Dm0GnRwo+*!k|?P{;g@vbjF;KMG_TANLp{o=J0{63KHQFXSe#qHtJ
znRZ8c_jpgeRqoo7U1%R(e`0Tp^r#v?xpRS7MWl7i&FJcqL-j$iRzr$PlfD*)Ixo&Z
zzRr?(@J+Im_o!X0>)fU>HG1XXcT|0)3_2JjRs1jyvSyEpb&~q>$&;E%c|vbW6?-;U
zeas&$&6sn6KVP~X{WQLmK6jjxbZ(8P8l&nWMT{uKuN!ikw;bOhR{f;~->rH-y+gsK
z3f_?@$@vB`XX@96QRPoaOYPezPvlXFPiE`+@<ZE-xvu2ZXHxTufweY?Gd<pOOZ*my
z6Xz9;&N6>F7o6uybd84R!~rvQDXSJ9sym}tFMf`57t2iFr~5GH5*Ky%66fh&QhXQW
zr*oPRB|i7G=4M_K#W}ne=NmRqZ&kM1o{Cw6xoggmihZ+sh);6v<Yokv6m32@iPIa0
zaQ?lEa+^KF#EQpqiuJ8FajUA;)#qBdUKiG9uDE2guQIP^Kdx^tEAhpmcU;f-<I1VM
zEV=Aen~1lnF6SIw+;nB?TX2U)T@r2X8+SYTvwH0V%(dwMD4w-V*^s|uA@hbD?~ifv
zR1+;U-fVxLrlGP*)yJpd5)`E<jFTwT?@1v~o=}Mcg5DH96dZ+$0w@Fu4MlZ|niRDu
z>QeYpG@xii(S)KIvpm$_f}#~g8;W)m9Vj|cbYXc=(r`D59u&PO`WWK+ndbSE{p|Ic
zB}N1Ip|zCYcDgr|`<MWGvUGs(0rqgScP;p|`Z0_+kOz)^b%rw~v%|hxN1?TKBB`p8
zi03;VtcHiemNMI6^X$@ub2tfWbGt*Agz|7;*)aaWk=fAt)lhivR~YtQ4k4K%4?t-B
zI;5B~5j4#Tz~UMccx8>#(9fb8ykA$EwA}mvR?fZy_dguqvz=WIVVT@vo5fw?u+@^3
z_t*{>?rA`J+K|2>*}<%S&tL`D2-fy*3B5yaL#3YC`9*^hNxst^4Ovq1#ocWVpK1?;
z^D`E}w#@+;2?KpbndbSE{p{_gM>Gdap!L?|;jjrKkcS``(PZQN*t8Mmh$nJ(gt>_{
zR0Rm+K8U;qAooF}BBnHq{2q~ZH5!{>!(l@NaxMgR@e#<i5U5@dIF^GzRf9-70auj9
zAzTe8MkT_{fZ|jlN*GX*N(8DYL}>%cP>H|^GK7Z#<*7uV8beet096_SSCAnp8-VH!
zQOy7!DiI0;lvFC&i_L(z51{$*JsOES^&1I0^<$Z1CjiTrO;}>N{cY@v#^LkgbK-Nk
zQ{eO9bKre@QB<YC`^9_2`{OAHg_=T3QG=ouMI8#f_4*VIDH>BWrD)DnDD}6bXid?U
zqCG`Nip~^WSss)$+?}E)MQ@6}hPeKwdH!TSd%qcWga&|L%2=NKUyrmL)g&d%;+a(I
z3xwhy7hzb4G92@g{)IiQ1M036XXy9O?^EK{Z47@;@0Ze1!efkaZRqibX*fHT^!>@_
zW5?0IwP$~nB*&jNq!*=m7g<;^E~-9U?*yhZs5kgosQ0JDnQ~EMI&FLE^>hN4a#6K4
zmH*4QsQHd1HemX|awBER86`GaY@}8c*mzMXTN;4zm<Jm@#<Am=pT*M`FQ+?G$&N=q
z%g2txH1xCl=tpJ2;_-YeFZId}&w=r%OfWBo5ojDt9X<y;9@Ej`x&Bu;)_~1))bZW^
zPRDM?T<4#TGGD2#c{a#SV-@g1vp;T<dc(eo>U@h=s`vZk(d@GAEj)U;TRm}3USa8h
zVBvQBVIh0Mdv)ZR_JV!bM0J*c)|%D+MabKV`Gn2g2C1uWsV4;7Uqj}V(F+4!dkHIi
zuLzdUZ;+*Q6uI}T1i@m)CiU`p5hNU1k*S|H3&Z_C3p4ib(aiF9QkS-<LbQr~BqZN<
zVb+%Bq+ir^wM}F#p~-t2(t3}x(7<&fOtc9iU5`~EOYLn0*GKL`UyJ=@bCv5PU#SH|
zU-u>X|JZvEuqcvfZ5UBO5fw~;h#-Oy6imqUOrPqR!Gwr8X9aUY3~NNitf-hX22fGV
z3QP|T<~3u^iaBG>ihrG9YIblLcHMQopZCA@Jnx)J-CbQ>Rp&j`HPsEymxrqbQsAPC
z1fMhBlEAIS$zoLixv;IEa<2U%ST$-p>66k19=*#TE+g9siX<P>t!Qy!c>PFX{ceD2
zl5d<aZ|Dv|if<&$sb30WyobOobs<u)jEp#1RD{pF>k4BJ+#>GQmtjupe8M}I4P^b-
zWrEeZX(V!00eBo(0**Mlkl2_Ex`&`8ym~p6@Kvsm@FPu0vXzC<BJeounjA;MJH^AA
z)=OZPn>{S7T#PI|G6=?7n8DeiqhZgY)5J2V9n88LN?JWA2fO4CiTY?H>Ahfzu=&&(
zWuxEgfcC)>Qm~;ld$>PmG9|aS_YeC3Dc!}Ge&(xt-56<Np4{RRmobWzZNtTAyHdWZ
z(>`!5XIGMBcW+9|T0P}GeqW~<7--L*K6GEYWHVE-uz#R<E#-^saHaS1QZ>6N*1S6>
zPhVF{`}){x&4YL5P&aB=a+UPezB}Hi`Gpa4lg*Bl;WaxZXirrO^gX@ji`b=TTJ3;q
zWi$`t`*W^SOUqpfRuHGoNzoQqwTQcUZkX8S&?C`yWg9MLMx-`(@<G{^dhfaIuj57g
z7S5u*Z5xjBbuv`@FExda6!d!>yGz|{z<U-lJsW`M$59;32h<Xl6!{qyqyB%i3P4Zq
z%FyGHmb+6R^+vi~nZlEu|KCb>dnT>ns{D`&(R{f78-D7YX3*@q19ZNFq*~`-h*?`W
z5>W?wE?o=9iap`q4M~74!{0&t?P~DA&x_?l30`|0V9v5Y(0rbOVZLZS!qr%021l=5
zfu$oV!9bq}(D1j8u&5#$13$#EyUWfR{N7!R@v$N(6Vw5fI|3^M@$GAfZ>>L6{)lg_
zJR}SVwCoV}dgN%`u^Y?58p39YBm)Tt5+^LT6>BckZ%t8%0*MZm3yBq$1Fvs#b%4HE
zy3#yu6y+!?P*kGups2#m|8FI`zZ|WBs#!i&+Ly9s{8XuaELHZ*WZcRbG@kx>-oUQI
zGUJWMQcP1)>kFlBEXD9}iuilMy0lZ&um4o(j~+`+vtc%_;Mn3wfs(OC>eYpf<8l1K
zhl%;Vb@-q$9v?J1%*)P)X?R`+>izeQJwOv|@Sl#!rq~?a#rSNX+P>;s;-+n&whfyr
zoJ*sRv-(artWHxG7~NP%>Di0)C(VQeySHj9x<GusWFwHX5dwVngS#oO;BE3w*wiGC
z5ZCmcYVx5Csu@?l!q<3PQaNf7x$RqktQcr3*eKf*{{9*g)AfolK~q%~?thzHe=%AW
zl<S(Z>BTV+`zbeUs^dYzo7)h@;Ww~qX8`G&_Y*01d>}bq+6>-YGl$79)npv~^hD&I
z&VtLSP;%Vwtf8)c&O*i?w~Mj2=H`i&zDqlpN%fq=#l_~l;^}!0F=2J0w)Ce*TnoFt
zlJB9S(x#d-dDXa%eAK=o;()&MH3O^d<WH?CAze69PBFh(xOlDFF|Nw2Xt_=IBZ|$5
z<u&fHeq78eH~ABf{@R!Qqc!*EzlJ(px+Yg4CuO1HMt*_$=w!3n@#4%gQ~8R^;(hw=
zIw5<qbZKq>)cl(Jks(}}$cJ+0{9VK;`_F3&_+8>|+<PXr9&nDEr)ePeag5jIZdE{b
z**=Mj%axe$Tx@Nq{a=dI;5^#*Id-2qTJwR0Ow$^?0uB*>qBS%wTS}wX4XDFVcj3_F
zWUL2h*qMc?zYK-pUnSK4CwfEU3}1<3$9=D4w`r2zc=JR2I`BIzdh(YWBterB67+o1
zm0p>CLA_W{2x-~_4h^jUBdQjH{h@XF>9=-b8vk;<2gE@b?4D^2cb?40IOd>twYmoX
z9NP;JKkNX8d0YE5E~cXy{QflsmJav`{p;%nV_0xZcRhB@KauP%v!glQV`-fkofID_
z8~Jg>$H$96n!u<6(uKcEcfO@Lh3T;f)I<oR6^L)?4bGJyu$drm9tZL5q_qo;b741_
z1Kq*qiuc3r!9aItoHfOts17zI8n2@}RN}R>e5iqj4I4vJzbl2|Un121C)z{fbo&S4
zdH<<n_n9N@@z(7$9iB;7lzk~RLE1w{T?nIoW7-qrumt09)J3UF*GuD3S1HnsAoZgz
z%cmQ4@qBt3q(ncZK{)CvQ^U-D)TnEk{;=@}8!J8})@Z3$M`JMTXcUhR7#%idQ#1%0
z2y@u@vZF)B*D=n|j{7dj9;gW#g!lM;j-AjH5%N~sr&d<mjl4o)E0k2*j#@4x-`@r^
z-X)Mpk37@`M*0aUmF<Zv?^9uY%qwDBr8<0QSYK@wc!JCqJq6OlOdxr^;7+?@Fl*~U
zcvyF}u%yUu5VkEER>kh2#OSJO#)TC4+V2*roZOS#;!??qU@yTYB$V(Cp264QTZL&Q
z(^bJ2J}X_Xzf=X8dn=pnQou$l8Egt&NG7~BBl77{uzJoU(r3a7@@!NT99ZQBujllF
zDS1Lk)U1huD!nAT$)7X5V_xHj?Y8ZxN$W7xcgfLeQeCh9nx%cFa-#=45fjQD(mLk3
zBkMM9w6yobb}pds46*;KSK87wPAh7Ex+k8AY%FUvVWQ@G%>`2U-Ra;Gd`7-$+-l!z
zpFI+9ZD}UP<R8UVJ=9okwbMf8J;h#x77E{wFOC^%>6aod*kw&Qc1Jpj@{xs1Qxw+y
z4HSiqyYvERn(JtaQ5@<elY3vYe5NETj!7!v$cMxX=eOIG;V<6z<X_yuIUAjWnjg3G
zvwb4?`}fBg;)XAXgA+j~4dITnY>CC_N{}n^BMh-dZIh#8rO8g^JC3FIV01K&Xlzu&
z5sj&QRP))X`fq14zE$bA^f&~Lp8s1GRO<UFsz3Iz2G&mvA8XL}Q_RDl+#ekLcl)Vn
zRma*fJ{(ka#%jk}A4YY>9HtxR!3T;CxsP$YF7n$S)^bd!BrJ<5#||~6eCUG8<K@+M
zzx5;=Zj4sjxjlmQpUcCHdY)v`@ep;1c?x0^7es8EOo#W8J5{gNcU0ap8w3kq9)+nr
zzN((ATqJa{-$sH0H!826d!-7B->4cqd7|JTRU;8QGl=z_iLmv2L&40gqVmM4{;V)R
zNlE;;1(kI**B@CWwQ9AP+v6$8CM2wpy3~8j$MxQ?u?XL;&6x0zdt%jxFV*_F6utX1
z_ukEno42N;RIp|b?kk+-UT<wAU4PzD8nkU6_o&l5sdl|W$%U+{N!y~*<re)XCAB$!
zJh{U26MVx%p<<&t$F&c<hVl1O10}~9N5r&UHO2j@v7GahMvA>FS|nR|OcmdEJEDm+
zFP&7;POUX><;zz()=vrw&m(?m|59@)cOE|e?GDMZLJjHQ%0b-3NlBUutBc7(Tw^sA
z29D#-wsjRx$L`_k%p5I_TW`))Z5W~%cKV5U#KMo090SGq4U)v2-8OS6n@4MHU$;t(
zxYdGNX6B=b+_h4+$jndNd{-+<b8pHXZu}%mKfN!Zx0%5%{k0Y>8Z16jJ?C%6vo@_$
zfS*{%v;xHI;>d1LfYfhLeAHhUl^K;dTK{L;xzTg$7AfMj(9y83UUJm0&_!m(0}Trl
zDhfXq|6fT~eI^xlT|Q*?6sYyA3(VOZ0r78>z<<RQ*lB$p9QsX!{^!5YQkuaE{uY16
z|0?=Pfyi`-HoFWHd)$QXv1R$mPhz0nto6El(`VJ;PY!Ai)kf6Ug(q3IQJf?;pg9o+
z>smB{PWuD+XCD(_!te>0&K!83_2+F1>&}63u<7+0lw@4r5MuTk&2XKA$p;$2*n0b5
z(!(p@pV*tl|5uXLUUmed?%2%7$*ygRV4yxi;9D`ow}b<mDgs}hAguNHt2qTmK)!vI
zQk))-_;#)#$5$ydKbvzXL;VO>J&?g6%IkqPKccc89#kT-EPP`Xm&05Ic3afbST|TF
z`6$@^>*gu2OVBtZSUG-CU7ruj>qhZi+qTjCwI~ex8dJYae?B?&^XNxM{e(hEp{A&l
z8T;S;vii$$4y5j1Zr4V2sA0P{szZ^m>9%XD^UZc`REJ`kurD(nb!d*;wHfJ90gsEO
zb1!-wDtOWD+NciIUCS#tnCVbmnAd+947Y3hNjlUt;baXEJ1#avCQ*-In2}BN<HQ&`
zjAQvQjDGCY=ul!_HlKoib}UMEUOdLw8J`d1Svt$l^5T3BJ3q?*)UgI=f*@nv{Rqb{
zV~R}IRofrEqg<}$)OpLcR}S*8EkuqODcA;ZYV+&mmA%)GfU~Xkli|J23Bi}gk&f0o
z$c}lXg!|KTtKO+rD%+e<kVzXJk_u@mSXtCfaDG^n%)E7#OzUJ1YtPyUCyuoves5&L
z@yMmBN4<wA1I#CofC8&XmGQ}twAvlwwk(3RHt9r)2_)kxUm#_NPlxAA+LA_<+QZE9
zu|my!$AzA=9+KQ!>>+%HT9`J}MzHX;BX63gtM1J&BP2JPE?nL{5~dD*OY${|fr#L`
zaAIX`SSp)97GBr_QybqUiY;=OJxC&XUyLT>n+B2l$+d{fy5<52E+%w1dXuyd`%HEg
z=|H^bhd*~$SO%ZBH57I?9-_M9^|NP)e16#ap8)#G?3kjS*K4i)Nv+&RS%{xKe3E3-
zFHUn{Oe;nAxKQazt1*gGt-QF`Pi`xkELkkAcHYa+Z&yP+`7}{mo=fB})!8exSlUIr
zu%<NsahhY&^2slfUSBxGU+q3J*&=X6(yqq4__sYDYF=OIAwG`yBDzAdT)H=1Yq_R6
zcxOyX@*G=LT;_XF(KUC1Y(Z=x?$|VQetpmL(jnyy@pPLQ#V0#^dEo-}ML)u8?d^&r
z4SzV5-_*Q;^nQh>2#tnAZQB^_YyVjJp$=0M-NyvUt>i`IPKoKVHx?P<^v0*Tl~49@
zhuV9JksX)ICc7qbLvM*<{HOp~xKA3_$@`VKZ^k^X{j&DrfzE5Wy$c1=`oTKRykA@K
zYes2#+40vkOOo7t&rhANi7DL1_u+#AV(z-X=(?kTA2CW8&cTKYooVoyg-n|Ucy%03
zaVW*%*^(lQX+Xn&X%^5tW%L}NEcLrnl&7djfgA{VkKq*^^?Ot3zV$|>!6cx5ojIUC
z4@bi~lYmMvW)U<jP^c($rU8{W)Yhl)H_rE8`dPJ_G#LW;L96OR^*JeEJ?cDc|L_Ld
z4vv8d#ht-t?prwAW)ff5{XKZJxkpQF1{2Z-K=qa~XfZPuwv?L<2bR+R^lUE5YfDYS
zbVba|#`NpS-jF<{7(6Y09un2zaLTn7Y!nA#IyzocuOi$mHV^&a;qV-09~_|bFSbPX
zt8>2Z&YJPpYT@D?GuS_4Xl88YFRbVs28}+nfw?tw${N-V)xt&RN-$TQZk+GG^s`#c
z&XfokOP{CF#j(jEP|GvsfK3>wG6HV`@vSL=6dHj|oHcWt$F$a?Ae9KD*9cQ{nx;$&
ztXzaC(*ju%f|(M|)Q@n{!<9+|b|FMLJ<yy$c<6y$3Q<K5N-1^!JHf7nsD@w_nuCcE
zK=Wb!VVz-JVcldgF=+TN%?p~x6}uaiZWLH%ENdkSEH9SP@XC|=v1~Q;`D;<X&a|LX
zXIALr4W<Q+H|z|pPgBx3HHFT^pt2rC1B!;2{xck_*Bnic078qToOkRvZnmeKnfZ!U
zSXsR~?%b^GnE784r2MGCg%xyETTQzq4GV|qCtUD9Bl=IVpaxe)(Q`#DUP7o8D9a^j
zRIZ_6nxAQKJQktT;8ZGSgqfiR$2g|Jl?&*9TXs^DgKBV$H`d?+4PzXh6E(PyO3yJr
zv)n&hgPS%<u)!L4d~CevP%>Z`ZFzJoF0YXv<GxL20}4AgO6IUrV5dfhgA5*zj+s2@
zXV*bLc79`r=fdl=bFym~A8(xhhx=KBHDRh?o&Gq-E@sML2~gV~8lYUE4pryLNK;NL
zTtz4o>n+?%%cJ@<D@8f_Y#Q0_e@ifrX%Fv9ZxXs(4HNp@o<i<L+N<8Z8Ln&_@j@tQ
zrzN4wPs5E@_lUW=CfQ$UxlopV)@4Mk+T^DBZ1Q&hI1-&_9m!qtHe4uMLiMh63uTKf
zCt>LwPqKcME9q7$7Lwa!kYdlzz=XqZAxsJ-6-$>QoqS3Y&jD4)vwMw5v5E>f=J1v@
z>g+%UM_ZD?1)a%=k+)!8=c8oo#Rsa;RdrRrE$yZZ+<gF&%QPlFlPVGits^N=e=2N=
zQ9{^$0vnuyVBAJ$NS$L(O7HW5u=^*;fdYqMWA9R=<k%Uoy}=ve+Cv7b{Extz-E~NX
zsAN(rb{RyrU#Kb=e@=P)^lep8Tw7t~z`Cqbf6`kFpC9&lnyQ+#z5a<E*AAD$Yleyo
zS3XoEEtA9!hY}JO^4+=S7iUVfZ@5THs|50u%35i9zmMWm`^HP>7oJf>o~k8YU2Z8m
zu%)2fVS%F}D)lfI>T+9Bv`*ICO}_+wmiLl9m!6YtSx}pw7aAsg9r=b&s995cHoRMc
z?}s8>L?268+{?q__!jdxm!9Y4P9H9aQ}X53T0M#6uIFtnwo>fn=2omM_S!K+YyM`d
z>|(<z+}7=-M7s?&M7voBIN$zuhFbrnUY%F{&c4j<QfD%JVIk8d1D+p;FdPbTShJ+~
z-}Fa@L8Bu0Fxvr&?!WDXMyK~dyYctw9qJqm7~Kr^HxGgCwKQ<B-)jEF@*WWTdkXCG
ztOGZXPh$B{g2%06@akCr3_pthtTy8dCzx@!`<ubR2JK+cHaYYy*B0u9?Sci)V=?_l
zIQH<eqtO5NM}}-x_t8q%t?V<VjWiB5Gd?uk%04PxDYB)u#>f2|KYMUFQcA-g8I*@9
zjq6M48LsHlkEK~w^x;<k+h@`_Wmu*(9!rttDVt};>&8+Hf3t#*{gL5EkEN!m9UE5|
zJz|p9z0P6Sk%Gmeq+HlQtEkuD(00Rgl<07*GCq#cHAdxhnf}cWdw?b=);}GSO_3=2
zM~3~i)%GqGiCdvnYTH56g>z@<h?Fl5#uuBXE)b#?k{{e9eQ)Lx5_}e`t?FDQ^LHE-
z;CL;8<e3Y%(r&@qn=Y`~rn3;&a<1Ca<)Bc1VhnsOI+j$vc7fdF9*`9s!v&iK2Z$n`
zBQcBn2otvYs`FfR5Ns<ukeC_k$dfVAu+ix`Y+5dn35(7Xu8u3L=@~)#<V&Fh$`1}W
z6@gccCc+fw7i8SqnGiXBgy0h8M~;X6v6TK-`y+#s=6ZvLzANsyOLdlUnnmd+xskQE
zi1ADEYn_W6lLg0Ak@n6V$**koNbFx>oVHY3TZNBsTRdYoU)CZtm!{m8u3U8DdCjHE
z-J}VN_JZ@^g7Vn<<9x4GoSt|yVg^?+>5&-YvsGSY&th?f%PP&Cn9Z_sm+cKL>z5)S
zIKg4sv3t@{jtmwuO*!yv*nJI@gN?N`j!okfr2aoGWMKJF(scILSNF#Q<FxGjtXL*z
z`JDKHPtWpOoLBMZ)2;dElW?L#=b%QTH~h>Xj=yIa#ZOzFIV(4KbtO2O-h$;}657wc
zO!8c{Ctli5FnDbmi#H`%sj^e?PGd7~lO2my#zs9H>9G0`IMahb=7vB67h!5v%$BAh
za3%<mW%i2|D2G`le0+HQJQR4{Y`03J@qhXbnek(x>1c%O)HRi*jMK97vvTFAQk`^*
z<R9o?y54nI!g{n$MJ8wduMhp$qyJdpm$gS@x-tH4k2b9eS$oGy!y7hMQ}_Tdj4xW5
zdc&}B9vaj+eAxJ4F&~@p&?RK|!z#>#3j2FK+LXd_QrqwCt+pE=CmR+LwOz@@u)%Kw
zOrKkyOxoUGU1FMw*t8f*Z0owhdv37m)q>i}yB|1M*vbN?HoFI5TQ9<@YkgEtBGw3<
zUv4HrE~Av!Q+-rH(SEAI!_7$KOn<>{Q$FHu?+jr!qOdIQa%KF9RKp$p97R*@hb<6S
zXs%ft<pPH$B&|(cC_?S0{PWu9l5^i$Ex$2S#x<SMURo5`S?*A}1>fVUm(;7aN^7yp
zn~xkfOET|sSF`c*0dT1OBI#y*Tk(~;jd*BqAt>E;Vp7SL&&8!0i=-Js1^)SkD`4fm
zQ=0kWw03{kY(<ehpSasevt`ou<%%t1+emN5Hcj01c&FTRr<d3<avC@OW^evZ+6HZ|
zu|(1T^*E5ZR+g<fGL-v#v|`f!tzP2Sb3Tb)4Ofes25e8TvK_;D<qg*stY3s%JZ`o4
z)o-28omX$T9lNT_uJs7v?&rTE?(htgJMNn;^G&WQE4OX6xO|ggXWU<FO`jsWuJpI#
zSPRuD!mli3S`p&avM53t&Y}QmShsYYN*tw&<H$%QPD$#N9+lXUo!N*<{beXj{=<%@
zW&7%m9gmXcsi~Jf)Su-wo^if^>SxtrQV}co0XsQ3m5>bQUyX!t$CXf~mNkE~&mveF
z@doy&VxZfD?X+ZOq-66Ke3zQx=m)=*HAwDfYx(D!zA85MwE>?DT^?Q94v#RXV5J-K
zh~?r5plnitpHb)m>>PCrR&3_stu!C=p(ETS5B_ugW0|2pez{IxbOHD<;Te=nd(Tp!
zrAKY%|2LA=N_Ip*F_zY~(aB8_0aVBcoW?<zA_n+M2*H;8BiBNpUO^Pr1I;l6BMil;
zAA!7!aW8C&sM8SGBoU~~5RQ7F{f%(e!-YzOyB_7KL{!j2x6+PPNDf2<yASF~0}-Kq
zyf14Cybmn9ZjWXvvD_uF$x?}B#qwpD7tp7<(s+~q_@imrzWTyrnWK4Xp`S`@7+GF}
zu{{4qvU<sp2q~0j=_@C?2ei_K&IQnI&u~jIMr!aMedtGxqa-w)rlH1BHm3f1f8@hF
z28~1gLK+QIjf3$@{l3yV|H+2O@h=ff<LKf}hnan=aWEb=4oU>mIOzY88pkvdV+{ry
z4R#_XS;xUJb{ur9lNtLlA2u9p^vt0j^P)q7W_%9xBbdVmX&h$pj(QI^TIR<nyw<;V
ztihNdf><a2+_96JB8m#NeM+L*rqoBJ6?a!%D6Abh5g1DL&7LjXp1V$6;QUgd(m*p<
ze)$cFxfoBz9eGD`Pp>ApyA>Da<XWySVEL6aTKY-I`^tvczS;v)>{HUe-8&+mG8-aF
zYRQ15?a1j7qew0PWFd55ebuJD>8hqn%8)|kBnW#nf+W{CMI5@WfM-_;Jh`$Np53Ku
z(<-keCCw6HV@*E-i5E!_M?W*sISJO(+A9cq(@BF}eN?gMr;wr5-BdN*Itq_B+d<rw
zK4fmvTbQxR3}W2mFlm}K#0?9EEoEaNwXp>$K4T`V>`-1P(!VxQG`++s<tM$~srAFw
zsRe4ToE)jBS1dzomv%=kv+?9-J&u+NM>N$Ou)M42?zdICG{3syRK*9}YuKs?wEIn3
z<uRY1=QK<_G3S7`3^?)^T~<oXUac3;?HbL0SglN2I(2N)tEa>G%L{fU=iOE-X-Bjr
z|GH5{&8tEE#YZ<fh-KUp6h#+TN-pV83B0|hB~_|-MqKJn*Qu>KESvvy9e4D`EPh?|
z4Cz3#E#j%*MT&Q~n#c>Tb`#YqTE<nClZLlX<zr7*m)?zZ6Zx9<P;0_V?Td+5<ojQD
zlC`}<cNK3Gsku>cg_zN_m)yzgrR>#%&*HTF9^6Xha_->osp6dG3%OwhV`Niav=(>G
zcb84*)|+d8KStbF@C(;=pQE_{+6pdZU7BcJ#(~SV?S=TYeL1;n!QPt1pSt*->vBu8
zHu{e5eeZT+u6u^{8NU|c4gBYQKieZ&+eZqV+l+-wQ((M44xc!5;?Ro|7=NO`G%m+K
zve5MJUa>}xsY&5Op`*A|a!fB%KMsq4VJZa{uMeweoF7G9eYigL`%?rM=ldCcR=p;v
zbRa+Q#yarc+ZL?WrNY*Tv(WmtXc$-HGt^i-4-Rg>%d1A1L8VDIY3a>ie9`jYoe~92
ztIdMAuyL^8XE;Qi9l&cWZ)3V5rZ~;xJ`l9&N_gnl5aOeU!ilySu)$l4>FD@fPxHc=
zM)`Q}BCVm)vF;G@=p@F&!tmuN(a9R;G2<_lT!MbsTUv>dIas#+0Qip#fyh!VFb-Dj
zt^;TH&4t;8Ub8$uOS0O{j*<tCrO(%>AdD?AjgQS4!I%X$ZG<UGZfdUX?^5$Db9nSR
zjH2Tl8v<Dh;#;cDsJRnOL*Q#NgtHzlR3cpUaHkScP7g-eJ!lx=sYewm5ng(DQ;DdC
zU=^DKwZ~xr>oP}bPt$Y!qYO>|?v-rxm|7GD>Q4P~)|IKBr_ilnqf*J@QPQxQq7Fqp
zeOR}OjfNW;=ldCcR=+u#2!Vta?eDE<gROsB(bk%p6l_Hs)%D6KdM;Bd+Vr{}X}&RZ
zE83{8$2g|zm5aj6bSv7ZuE%&|T`%a5Csd-YH(t^9Kc(wUn;J~7u>k=kx^Kg59+$=A
zAi?}7zfETY4N6Q$$sEoNBOEDk@WFI+*vXk==f*G&2*wW2h1X~2WY;i0-Z=k%=4TDq
zgvo++`y(B@oGBxQ?lC8AQm*hFrOxwiv~pVhyF!^!@xr~evs9nLw<<^PZ9=wBKQ5R@
zUxl~3uL@mmb`$#a5XrqYFI4Xyl~J~xR$s7Ab0(o1S3%l^=OkCgIkLZDfKZm(LPjh&
zNzxisAaBP7lIY5b#QgaHICs-u^{yBw8wDOFs`VCRz1=&~t?^7qjtV8kuJnKjTj;EK
zqZy>askfxl!L`I=$0hRIX%H!P><Jv5dyoV;)ggn&T9Ls^%ah-F41;;Cj*_tAhg6}<
zI;wt~;i6PEPbF2i%%$tjW8p-BE~M5dAL6hho)p+R5VjB*gw;I-8~T5NqYrtQsM$=M
zJB2~mi3a4r7)yv9y@8axS`)VUZ6IYGyFk>}>9FRWM9PQS6Cc}-5Lu&>s$imx^7z5!
zs-RW2!phcTS>^sDW60-+&DwiwuD#phyDY!0R43n2asKCI#l!xq#rPWQw53-R=UT36
zF4Yd(A;nJZz{5Ky&cA4|*zaf$O~(nP`ICKGNarH*C?cMDi&w3Oa~=yC$V(0nP)HU0
zxS_3UN%Bj<nmbc{L3MXbvS;xjvIp+_q+t&A_*ZjUNJ|Pl<;z9ZPpH}C5jW%fE!jrd
zb#a{5m2;7Qke9lhBu<WKs<n!o!d-O>7F$|IaZSp4h_ic7(iCj^jJtjNwRom)ZLY+D
z-Q30kbrSQ}&2OmvU+Q%;GKKGR>^^m7M=lmJZFb-laCpOE5{EpU*`e3lI4z32t1yKv
zh0gTQr?F{I9F`r8bvX?qe?s2$w@ne_<Nt}D-KI(U@68X8JMx=?OYrAnH$uSayU^7h
z8K@aluMz_NN|uF`NA+N6*<m0(!MoKt{<*&;tWUTPJBx0n16DALM+v1TT!i!+6Cm^p
zG9)wJs;>)oWsDi@TaX*V5BUMNH6PU5&>H5=8jR^b!m+!|j)wnN``rB%?f!NqoYCxW
z=`~K^Ay6YDvZdSX26Ldp*j!O_XQ9LTCTUIM4YS?UucO5JG%OdE3Cob>6*~><R>V>H
zw<+>JX`;r*u=~uBmS(@t9UXO%4t~2Tj*Ys?_L<aDN%LSn<53s)xihSe!%-K{Gn|5L
z^P8goQetYD*^eG|P18d*{@@sd4~S7M>eaozz%Vu#<9JNNFwP>Q{Fc5kI*5${9gc16
zcx(um&gdoe{(HwBs0o^e_xOE|ozN5!qx;;6=hb$-+{uR4@oL-NN+J1bLzrG5noOF1
zLS3L=E+Kh+IZ}JyZ^HV0*NAPuOYm;wM75O=L*~a#79gOuKynv{n?skuY@3#_>9V=7
z{H<JVS;|AG-*F*i>>o@jzduXT{G!Q<=0{0d$|ADTZw@Kl|A8>ALML^e^8*Fj{vSw8
zTqt=`n9d+q_lHeV2Qon|BQo>zu$H_ay{DFj3kRE!*pqqSg8O9B^nEATGPV@V?6`wO
zojNF}?q6j$`I89IkK5<YQ*+sAgJgGZvMh93ekmr%nlF~HpU*R>i8wILL%P+Yr)){H
z+uW|QmXc#sBH!zAUFn^F!DJ`@1-@}5=O&lTXrQrlNv&<>enE5_+JJY>xX-0J%-1B3
z2^5p2UDAAw?kGMl(u$w_{*>7NYZEcgq{ZR`-vRuL(u<{jP5r^_)iv?%l15T=Y9!~~
zy}#`4qxalLDP24^sk&^VnHTp`T<p7a-(*d-o^)@$0nNBs%L~W%yj8<c+rJb6!fBMh
z@7O)+$d5S-nI=DYb{rV8kRKX05Fa*b(>NUgqB2L~!}1$TdW?Y#VLT0&rEsSxuMbzG
z{>sM3<m6|!Ws>Z8^8I&dz+s**zkBBt{>*#=<(>P&*5E#{yW1N+c77PWn$9UYIVkx{
zEziqWTsKqr2Bbl$J^AJ9*Ro`tgqDhwED`zuDV7!m^KA~WG{`q=FVy<f5E_44fN{{t
zy$FQ0!8`q1j@?yu<i>L>tq-HK;3H$>IgaJ{_z*}65ID9Ykl`Va(;~io-EU3f5T-~D
zn@dEFi(n+i)Er?Mng`*EU^kQlnZf3V<<CN9Xc)_+BQmTR&@e8K)4jT<(j<{#`Hdyb
z??Ry?HyBU-ZWQGxD(J(NsNci*n4J9VzH%flp2D(B0wP3Zu0a$QXKpYfL}mU%l#P(W
z68cZl=VrQpeiB*?VRdjYO5+g{{~4Oy2#Ev+|Aop%NRpO$O*|e)ND@WUQ|O%9caD&z
z$qIX5*ckA^Au&OT4TC*M>eV?6V<Tl?;mp*`Urfu+VS~W@%waxk;4D8%<8+oUTge`n
z337t>^!FV*nJHr8skTpiAe0PKs7nOiCz7@>={x0uu+puG+P38Zvfx5}SUI-@EG{vK
zIDc6w%xo~56gpu|s@?3bwpnwVaIY%B?V;x&&O8Vr-(M2OEBs;WStU%Gl>rN_OTuFC
zfnyWal9#~;)P<7idCne$>$cN`fT{}8!83@Q*t--WX2%GwUhUM@wVDeG`<4(E&%wI;
z#YukOD`ez)IVp4X6FE|=0ts#5NG8ubsV-37Fj4Zeh)7LVi#CIMjR@-0H>gW+r=daJ
zLI;F2V=1}3M~@!K0@hu-3=ZlvET~tHo}q)=xpgng68trn&ooJDVH3h7`-$48Ro6-P
z)K~b8*W5K0-8U-ACOnV=MvO~VY$(DNa@z^{o6nIVf?r4lixDp4$pg((izNPqPY`eR
z_@;Dc#S7oEZW^s(++^TJ1#42~tmP(O7^XE}JSM5#?|YLgbS%R+@Gc_yO<$}CZu?1E
z^rePk!|h_+E9>6UI4=wE3N=rfUu8pby-<li(#1<&Y~=vHLi>?Y_fb>C&ue#TE~Gx>
zcip`!SxBd({TITy$?J0^COh2aCe`*3x6Lict@DWEhAkQ<I)sObTcWOTAypIQ-d$s4
z_ionb0v0b7*Uk*ndUy=unt4Vi&TH_P`*{7XxT8xLCv6xnQ}kOUp6l<$EotqfiEKAq
zHvigoG47JTsLiM=yT8&#_GF2e&~0ORR%yT1YiWF)`lB4H0UbTc%|fQ>5nh`OJ*ZDn
zhyJ5i()2jpN=&`JaW~d4G_5>^jsj7M!%<ZVw3)JOrb5HM6dZ+N0~P8wyppDV6@?!~
zU5fg~*Z3KJR-GnknLpppDHMEKK8IQ6_o3(0moTQv9oU|KJvbD&4P#Otz(b!Xm@scA
zExj4c*FFNx&0tvlB^Qjl^8|v=$Mg4dttTbsAAy5a8)F`H@_sinJ^Ejmu=T#;M2ri>
zcP<5M)vX~hWCeU&HJjfjPsA*+({ciMH+%q_>{3XPjO$Q#3Ni~bGG^gTVy3N*esnOg
z>p>Vv|H&D?rZv>POttyXb*whCql5lq>GL!y4mMGy5m76mrbM6?MPSoKd`kz}TcUsa
z${8yV!Co~ZJ3uhHh%5n-?VJ~lch;i}l?Yco%2J7N)5D!g1a=n$d*xi2`Vk&_U>8E*
zYv(GgB6Faj*v+xtu&%I<uwMSOdX&cf<tt{IN4H`WyBqbFL&+QsV|jH{lS(X`7ezIS
zESsj#u#7@Zq1%IzN<v|H#Z3KbiaHeaC>pTy|18PsGe`RCuiKw7off-bChdi=OlqpE
zp{K)oTCCH{ER8;ACEcG<IHdn@?~2T040@U7GuF%B?$d}=Sa?LMD~gViR4?l`R3UVP
zJU};RIht7x)XS_aOfO?tX|zA%|CC-fO}kkG#YT$2&WylLhhcOmu>qsAroaKfcu>F&
zh<PxcIkd5i9i}6&qcT5AJP$gQ-<}iW@tk;m=BT}*JKnf_EbTv+tbv-K`&gGh%CSqC
zG6wwB_VG)U%Rco`=e74#F6eQVG!5w_*!tM3&CfJZwm$z=SofkiDLBy?rqVqeuiY9z
z^4o<A_q*Gv-g$LV)^EI%4DY^4D7s>fAXnSNY==mg_IwkG-Ow10-JxIQ7``6n?Cva_
z*ms@y<@#MXK5o70QR_O&%1$-Ni)DF8zRq_b&2kPAeGZb=R`F#2l{{oeTxG(YctIQ{
zY!zx2=q&Uc)t;DN;vu|AQDNGUO@f8pd-BG5kLq4{QKeOIMZx@PC9>y!bC6E&fv_#n
zFuRB=nXt4wTpu(U)|Qu(yzd-HYrYQg9=4avxw{M|msY^N_USN(ye8u-?jZM{S_`&=
z3zN-7me4&N&y)6J@{pbRXA-Z5hsdsrP2uw?t+2b_1JxBLgH7<0j1V8g1^=xP;-tCc
z{K_|W;1bEt-%~Sh+$Qd~JdefQnpIk-Ijd#;f~=*z1y=IQKUEO>-i{Wld(Y%^9S#*w
zx342>DIL_f4RqwzeD1;xolsPI;-gMB`;f#(IGe{uoE*m$FL;4F^YV!J;K@Dlb?#e<
zn{zMamVfjWXZLT(n%=KP=5gZ4v}5<Aqvv^8$TU62v*B=r!w(LJmP`jye-@gK@ib01
zgURwRN#jk<XtF%Uk`>D&&2{4YdEekSm43sY^(w-rUu{aSpmX58){LJyw-tY98J*k?
zK8TT!X6*xMVN)`5{P7DlM^__NmR{x$+La*12KfDvlD&_WDm%L9G?td%=&)}`ajZVX
z_tHbGP6Uqf2sT@&dnL*WlmqR;$A{X*K)YBq)3_}33*%`VUc>N8(<raWSDP%4v1H}S
zk-q%--^2PIt)mK;!_1VEGN}pnXyt`Wy7Fz0#y{QY^6UQ~^LKl+X&S)VJ60M_fudv%
zD~G9Srq(gc{45_zjAtquIeLzcRhS8N`uBRYDFsRYJ-mIN+OG3TvcWb*ZCBt4Z0OMd
zrUjQElZJEZ5+k3I!WkjNw*6&zSKdcmWb{d4?BqyT*tRiDSv?QJdVPk~feC7xt?S9X
zxqV25?mL7Q{e#p6NA?y10_Q?_?z7}T<WTwt4f@sbCR>F{z7L4UsaJ+O`qlnDTvc;v
zojTDsNG(msB@^fQx+^rtBE<HIzKPRL_TrjPJTKMKL`sYA&fv>0_^RnLa4~<PL2v2I
zwK<BJ!;gqp1{Id=vppa$@ocqX`T3sQ;2O~qH{!bH_8|vQo@$cp(QqC&WY}#!a^(l<
z>ygL&?#8XOm)=xJsGecNO)pnP7VGy+4EyN9IXCVvFO@$@oV3|fYgMKqce(XqvDu;a
zV$r9axz+0jYR#iN%2Ibv<2KjbFBVH)Czd#PfvdG)l%dvtsn>5f6Z1We-K9>2<z*q$
zDh$t`MTODu|E4{+`YJZ@!(~ksy*jps`jH9H;yKPu=^XT)yB3m$?1RpZuOVf-#6OuQ
zhjn=yz>Yc#;Ko}t=nW1k)pUc0YY#z)EggBOWt_iRXL;csW{~2)2No@?20hwN2jSpS
zh<tO{aL~W>u!onOO8vh*x4v0vMC;n1hK<!NjYnfrx55bHso#}?TKa$9PS*Iif8%El
zE=Lug{hnL;vGm*3MSogVWHgrQRDAPHI-na%!{}^+@v5RzG_3!4_>Ue-O;ZInt}ttz
zNm}nZhhenXSv*Rl1Sr3CNFgwuQ3>RV>^O`=I>A7_|K70&Xo7P5(=pi;388y#ZL6oY
zFXT+hR#>98?R-`^x1kg4e-r@Yg72#f1iJ{yEyt5SfvtoD2vu9j66u~>69qnIl|U@I
z!Ht)P;O)lyu;qNT5T~?KTNZyK)b}n08BvXhM~PeHM#Yz8McKxJ&F1w)(J`IGMAsE2
zEJ{%4Iq^oYP0k=O+I!@2bW_-<rgPE{u95LqT9DeyIf%AtOnOPbk#bMEkmL7D!%P1!
zFlA608DD)f%sJRia0whsj_<o`sH>ktW`5kq!xftIuby&^r&uMeIiMAN$rb)-IY`dk
z<gq->rXJU_{4r_a>>+adzyf^N-`%C2*N18IX1wJiZ6c&xS5IqJRelWi&E_Sg<w_G@
z`V|ll9xMo@s((!??Qu|C@-#kaMu*}2bJshNUmhvVY!<5B``lAeq{Be&=3^pDX?0Jr
zc@!tTcHEpOPMamK-202zVO?czTx<k?Yw&EX+5QWP5fgJk?ZxY5t8V?yeQLuc?Z0_j
z%sBKWvC6GfaiiPX`1dI_xGM6d+?C#E#H|-{i5Wo?Ygf)SkK6v6Qg$&_;_iM(5Vu97
z$~}g55bX~OGMC;j#AVGt7@pQIMS>Lns!Owb)=?r07BWqV@M<``7_55g&tlEf@c$pT
zLg{<i7LIj&2<P%0f$^J0gKPcm{I$VrVM(+6AU!M&T||6uVMgqZUFJJj??*qVLu(Q9
zPPh5=dI5@+@-(QqBMIZt!Ilm!z<qNq^pm`uQ-J##!cT8t2HQ*Qgk?1=!3&>Gn1+t{
ze!Rnfy4XE4^v5rEc32pO;7w9-xK!>5OM%9tH#7ggk*u*~N5TGYE0oYq-Fo)w+dU+x
ze>=Cnh9wc$eNY=4W>u&^%WMh_|KC<9rnf?&8b?VeWwWMRlu(V6?N%sE<Al+dOKEhi
z71cP#Gd(&#+X_XmaddH~=~gJ;XdH}3jiXDa(|}ClVE9LB9Me>hH5hC(jMkyV286(P
zoLxnS@d$Lxk9lww$#@Yu`dL04$BoZ{egt!D=8A=xbkuto{bccfIb+2#<|Nt3VuE5~
zo&0mhPHu{D(ydUo%vIYI+M={7q*fOi^oE>hznbi8RZqBGXP3Ib;b5Us*=w-8*GjU^
zTt>#l7b3aI5W(%OtuXs&oZ9N+HPUFxWg+kWyTo?nO^`-*C;boZCGt^sVCJp<WB{ni
z>4sxTt(GH%&|IQw(~f1Trr~l@sKPb~OKD1^56g*zOIvt$dKf$v3&OKYcVVjYEmE==
zKy1qb1o9ISG)scR-D|^|dRjqPahcSgK3NreXbl<i*-uro&}89p+y<ijT8qeD=Y|=+
zS0KjX5=>fn4B}>QgDu6cz=_XmiTm(a2&+<2C^BUuk+&9ErTnDVJ3nqK6o1XRGMvKi
zL~d>IX=d_j^_udtLXsrwSG?v>cPB;Xj9BS{6ih$aWzD@>FhkLB>jP;;Y88HtS2^)m
z!xU}BE}Quac{Nf~j}Y;U*oRxGut{1hubTAYejfh9g}2Fh#EVHAd~Wm4x);(sUol;L
zxP7PS+-!_oTvbME(Y`Hs^-N7Fcd@9r#Jq~4TlX7$%&QyHzV>;<)cSiAZ`O>J7dTK_
zR1IFCwKMZi3b7o+Z~WX%dSiD%<S)cR^^m>V^dV#9d;2FRmhW9vo<Fg?ywujNvX_(d
zi&G?bZpGp-QP%ek*YkO4S$KDEZU{JvJH*+t@$WBj?TU91_fC1rwfWsr++U_Xmr|;{
znD6B@E?2WSF{At?x%18d&9cZvzGs%FYgXT$<$Fg_L^Nyu$4bIqis1ei?}T-9*OIk*
z({vZFjYDOQbeE?8t!+>AQ!Hg^es>C7BvX+B=h8gclnV8u1?{cRiz}Y8?D9v$y6sP>
zG<>^PpBHGHK%vry@wF7r=l!&`W~@3*zI^lNdw*>W-uYWXUbzFrP1yr2`|gAhVMoC8
zXj9n#YAX+q8$$)nYg%eE7}K)?R6CRo4GtE8SWPY1lkpH%n)Tx2)0o1ee<Ev`2pZ4I
zaHm&$*lpti$GYc%nDQU-cy#<WztV91(|q(p#iK4T(>7Qaf3xL4*@;|c{JGzL*QF)j
z$ERX&u(a?bsPiEhW=}hUk+8DjW=IVw3Nr@PHe~vbJ*+mfqu2khtufQRRHXI6)|laJ
zBLbNQ0^f%r*xIvi*P1!gG=z&Du2drMp&;D!C`Totk{;M~5FUC|p%Q^z2!U(3yjVr%
z@Uj!TIkFyPOBNJptNn?V)40D}V`kKivCLT33KUpgEMpa;bSzsneOIkP{aJP+q+#85
zCR7@}^{dZIXq=Kltq<3s{(2NYZLJxr&m3oP{Ru77-`ci>>g7LeTVnhnF1=nhxowGF
zFC!&K==3s`x@}9SURFlX|CO>2a8bRCd5rb4pg)dKiF(<1yON)+mra`i*g#PaVIyUr
zUV|Uw&|wEd$MWDv$^0l;I?IFSWWaRvGl!i3J2AT46qt_A_<R^PHZ3rW=fLZ-bD_jz
zu+#q(#~P>!^8xGfM>%#WQ^o{cV;0w0xx$U8^E|kyocdvfP^Lve;qKQ8s!xNGl%p3n
zBim2<3FaFfz?(LnLKiyg+`DQ!a_<GG-kp1|Y}?;iu-<f*geDD!n|rI0T*;Nl{!p3V
zn&D4IDx=AbO7qB@8m=TdwmUJOxf{+Le5873?yYPw;|wgTIE1X5uO;0kUx4JtNu=1J
zd8ESZ4y1Eyds10DkUTHli4>2EgQFE+5dXeYNXUaIGPrVKGE7ke<_*|L!XiefLT6P`
z{WheAGH^*KNd9L@&GD6p!-hu0+I|^qzCH{hBI01F*+>}Y_XSQ~P9o0lx6;pg(a&v(
zTG%jcCUMNY3bq{nLdw?t9abKk1#5G;5qJ3-;*%mmWWqpI!R<Ab#}i+wf+Es|mDT?E
z59rUCE&p+A%=&50rhk<e^3F(d9KTJTy8ctrw4?Q<lFN5-do~V|=NmDK?;{IJJods#
znp5??G*x+u4=&n3(Ryz;>7>;fzCuw8@vHD$D)ey|pD<IMlyEAQpUAaI_I*Ak>5lJn
z`NT<OC9S8E6n-!S>RS$nBHc=eJGIG@b>YFuF7vM?)%REMTO4Hasr$N1Uh@c;@9mUq
zH>@z9KDUr$Gp3E?Da9#12NsZK5GVe$%T0~rmHpa+UEWBi3vN;b*}Rj+SKcMJ`BGhK
z_jO5fopMe2pq{z4#TxgK)o!nrLp32Ob?!(Q*0zhZRDMUED)SH@dl%-tE)5V1*w@pV
zEo&(2-B=W7j$O_z>a$p!5ZpB3OS+t!oD!VKZ;286S96kAU-L+F_WBI*<9Tzjd|*4x
z+l70$U6#4HN)zvjZygdewpE6SPk&3}BEk!cv&-9Y0b)6A-o*0NkG)^cU0Te`k`e}p
zk1E&Zrdr#HHvQj;JIaO0IxH+K&W(A@O)l9$V^eIp)@^JLamlMr@<P`?a=liR6`wiy
za6LQ+%BR+w&E=U<PP~zRkSkH{f~MS&>D<9#DPke}Kenm=rHr9|KWgOqTjycJo6cOy
z$3mvfB`h5d_oyyV1z1x2>FofG!^LP>*7eb_69sa>G8D-9+$pk{NHnZ7ji}U_MO6Aw
z_)>5bI4fi@fvDe)LTCO^i9>z>MIc2Jie?lojJQ}U8g4_;PS2@2P=6<iE-a5ez8j4T
zqUb@<OCQ(AIM1)>XOGpS+18KmeVu?)(+^NN17OQ<gCQ!cAY6TY9o{5HK(B?xVb9eV
zIP!HbB%N#kEv}o9YI`DxXMH7DG^zyarqqFr9p{o-w&!4V?qKNjD3C5F8NxrT?gdRN
z38ZlGCa`cz1~G3j78XT$5a+j7K&YDmi<+I~YhO==9?ufs<((O%xlL7ARiy>oIkS_`
z>*NIs)~tn1Q;U#d?sDSc9Rz3hT0r8{5c*_v4yJFP4NJ;y20sgA;AW)Co*vMlQ35Fv
zeLpit<}W0LFNJr+9!`!;gw30=6`DbxkObpAzoMT#)$Gj2eq(7nHM%M6vW%r6Q^W3y
zKywIzT^WI<5yDarWQYjt;s`XE5C!zGrV>$551cGU6xIXRG$3%DDgq~)5jZ>`zSpe8
z$!CP49^aaoxX=ZG!wkYj4;*q3u6p3`gFq7w;jRaobBOYKV8cRG)C0{tgr^?gnxoz{
z9#KsX9L5khj3IDt0f9prLZ*kDN;!L=Ihe6H{NnS&XNJ!SpA9|_d<IzWSl3v;Sg*+J
z(Im(E!g|sz0-_S@0Ph*^6YmZ0$AbdzMQ5^7sWVrp#Ij-;v3xuQp-@t&De6$vqi8^Z
zMQ=pWn4&2~bBdO1sHFbZ6m2QmV;q$oDLPYhWqI`R-DzAfMNf*}`nbNvd45Gdd#*W}
z)BVtFMF>-971R1tlFTrRXHuzkSVHt^LW2I77t{o%&t6IE4?i*>yw8kRw)^9I*oNcv
zamse|TEEl$`KYAN4bu(Bp?Mzu$Mw-<)}_19Jd5bx!1N4L`Fq3T7_X%26&WV_NlIp3
zV}^<Gx_oXl?*?jyQ-+Ce`2M#rOw(pPc366&x=x7$Favf{?35N1*jaJ#HK)LIj7OP=
zg2iE&`B^-D;5vtr9q&l}EFZfTrlBA6u{0bUSUjGO<)vPo!+h*I7=dNPJg5YW9o`2!
z9*;qX`F?4~I;@H51$?GI&#}Uont<r1wvR2ZO0P0QW#K<bwQp7@W$dV(%A%v*DED5B
zRPDTHE<BolNI4-yBP=U_Pq-EJP{_C4T)DMNL7}L&qB0NvT(!2N8+k1)6ykzim3{+j
z2;(1(Cy}}1g#iIC$cv+8g_tTXWa*1^()&(j!E9kJWmF?ivOK9fnW{+_h8(Xa%v{K+
zW_434%U>u${QNtUNc;Q3EX{M$ugxr_&1fPtJ9?6|tyf+MRDOi<Q;v|X`>e>)a>Il&
znqB1ZDiuVn8z+q0CL?oREg=m8hQSq&!*H=q75Fl~0tp=Yk}M9HO3tU3QAXbIhp45E
zNFUEK@Tk2dDP8xXp!jVT>C))FFx=XmSWm61np7%PnAgKekRpB;<~VnNbsrMo)^bZ?
zb+S4A0L4i7_(dj!6(~jA{mo#uQ)%ICdSkNQD@m~0<VPZ*I6Q7S3=aEVAhENqkymf+
z;MLr6L_VP%2|u4oq!mkvs`+XX`1FndM}o*?uTrq%p%1D5axt7))(=uL!ieR=N-)cD
z4r%o%9d@0rL;Sj3AU%io5jNi-%0`XeLXy)JV!fg|d#FF>ZES9DFT<O`fBSE{s+x=W
zH~4OvwpH>gby}R8FH&*ucOP;0fIC{}{`a{SFRx3r7PXPqAI--rx*y=`U8^ki^-a^X
zE-{clzIm&3di68K<lz;?%csM*N^7m;1tQif)@^j;hSqs5ai3OeZaUlrA@OK(<=7qE
z)b+vAa7ADK*;P@T;nj(E>o70Db3_kr%Ja^$=r!fUuthUCm&)n#lA3gJ;!7uO{$wxi
zlH*~q>76jHu|3_4HPJ#-sE-AgHtZaC@Z}}nmdW!B)&5J(2%t^;J&xU_&ZakPJZsvf
z$MfTujRpbg1SJ2uKS5B5M86;f5_%-?KWqzDJ-IWy7X7Ehj@_(D+qNp-x9dlKy`m$3
z#ySk@TWFx&4W#pCQ1#G9=#|?R64Je3P+AHkj(Caj==i5c>|pH#7ua@12G^=0wKh2D
z((oSK+R+L6g<E5!;>%exd6~gxAoYI$;i0#n)>lfY==o=_IEC`xICgj0*?8akCkUh(
zh`+M!@NpyXrV-!Ta!3Ub-@Xd8r*Q}eJ<#qzASFQ{twEq2QkvaZ4z><9OGZPm+*qkr
z`euU_k7YwjgA~N@zeMWKV)qy~E1G7of%NBbqjBXZDp2U`Abq^yHJ<VD-{WWZmm}w|
zs{2Z6xSkvLrQ8@lJWj__9arwDkDo!~W9S!D^<$~By*@rHQyPz@S+-ckv6SY?@@ELT
z#VU@a%HMZX|50P9Y3|F$6&zczVW4Cj5g#Civ0)g;)1WSl4;JI?Fv7^;@fgo~B#v3^
zczp2e{7llQf9BW&G{FJ!-oD4N)0tv%^iL3L>#FUV9wY0MHmhx0^cRvhiZC_fD4C@A
ztS-<&AtYOrCq9iY3+wkp(G6AKz}r%J)K=AO$ovKU1;wZ70<qZ-*V~qd*>z{Y(*jq8
z#m{f4Eel>3>Rb1Qj6#Kohx<8lE&Tvlk*_gHTNFiBPI&-d{0<4zN=;JdInYrk;$lr=
z-qk0M%S?lfjjF+>FT=_B#&Y7LC<4**3zJ@T?BT-cyCinaeK`NA8EH1J0%?BGM(AWY
zncdvaVKe4G?oSX-nzMcuzPmT9k<{%LYG&1(&J8*KN!;~Pt96ckCkuV#B<-oD;g`9T
z6#I0#FM1~JQhYt*A)bb=vexlyHSWEtajU_K3q4sxdg$<0`r7dfKf@t5ewtvx6}exX
zJFOip-jlq<mor-@Mg@1|mhR~$&KfezP+Pwg3DHfPnr!jxo^+JMiiJ#54m=xnTLa}_
zV=IkA6VpID^y6_B>S2^O%PR&JZ%VRanWPF%eDBT!`E{qK@TbCt^G~|UX-RYrs`#Ab
zr?!mc?-otqCpKP)k#MQWBDj3ETV{?we!;84d{X)CPX55Xj>I;1>>nxF`&g;6Q}O?|
zb%4>cWEGX8O8xWJ0s0=TQ-znqbkk7i#~%I1)&W_2^q;m4_?tc2v?^rn9n})5LSyxW
z`~}0vm6%$?F!NKd!C^d`#=-nKI#yvORM_9^(WVp@-8x`(6SZBFI%NIC7<GxyA+TXx
zKA74(m`w7TsV>p?JSn{N7O@>O72X_hRTml1MHt(`7Zx=2f+=_D)&UKM!RqZx)HZ9o
zkh@{UN%`1Bp+(3vb-@9%g@77;A>8#X**~lmY^uBt)>J$~zfEaPJo3Lc+|kcjKk(x|
zJRYbydugr0Z{9j>@peV!HQfsH5l3Sr>%e20qh${$I&XH6&gagnNImd^dwHq2qJF&q
zY5BXx{48mac=TEeZP@~4`EzM^#XI>gN`2<Wb1NnYNein!PkJ$E4S(+IkmNk&)+epE
z_U50~$ftSsNDv>qA1%7Lj!@Y4sFrL$X%SSN(k{uh{yp(a+9ST{B^e*X9g+5o_?TQK
z<EG-p#S3z)o>8K5afr6WwCzcQi>mq9PFJPZ`Kkli(nj-eubuX3mp<}6)$Yn#yYS+E
zu88JJnVaHgS4VlNa=B&CcfAuQhiSPLzQ1uX%|D4%k6q)2gyfe^s=rj+mVQMxzGs@4
zeqxbmQ74RRbHz&B6Fr7&^<k5^FG=7e*Jv>x1aoHdR*PR|#>iW42$Z>1b@xqe)>^Zw
z(`nyZ)dy?7Y`$-J>c5o249u}_et#mX1)Yj5z(S@~EM7m0ilyN!s+EQfYL)u4s8Sln
z;lUY)Un+C_kO~{3X+C7d-W2%Ct0sky{&;-V#Zf3IfWok8raoOo<NPS<Qs@>lQ>lBS
z&(8g`C97VOR3VV>-Kh*zd0`K^uT_JM+$m^2*aL=MDG!yx6JT$EFE4*E8_LbcyEcQ7
z7LMRux-ZndzZKSJBteRI7%aPp#-|x14(+OwqrQxV_=$}mEh!v!HW&_v*Y$$6Ws@-t
z9lxc8H=J1D#(OVIfeO!-!Ssn$FdnMNEoILOnenI2_LUtRPG=#+Ss2e8EM67_s>RP>
z*66yBx<3Nr;pn~NFty4|mgi?nR=e3zp1`s6SsN7yn=mu*Q2QZcMBqyY1Ws5X{%UsP
zd*4{2R@TidP?_Cq2O6e`Z)ZJlh691!2cetopwd|n7b+31dX%LSfsFy-t_RLaAaGU!
zQCSZUDiNM~V3$L9Ay~!cFsl+s^I<(=-C>>SW>u)Pra;D#Wk!XDv&^Q@ux<tgyCe1I
z_`w>?gO29IvQ?v~K~amMwmx1){m8L-3PNGnWK*B6rg3#B>QU$xKU0af_|w1Rh~+`Y
z>NiIU8c1jnb6Oa!oEfI0p{VQsv@lx#JxA2_NK;YQXSXmK)0nPDzcF+Rqp7aPIQAV!
zo!^XBw~?+F^v4msL|w0(@2~{({!i<A(^MK8u<?L^jTs$EW8gF-Iu?h61oNXrXPk!(
zH0<2iiJ8Mrf^ek3!G|4By@qq*x$szHhhe-fN<0=F9&3DVUF6UDVGY=XNq}|xBOSY(
zDI<b@&oSz}az(M7>O9v$IraH7p-ky=!rj!Zs!yE;D@TtRMs_&*2<EH(;MI-%LYM2a
zg<gA8$$iI*s(1VHDBE@o5UdAofcb-x$V};XlB=VV?4RFLaD6?Gj9mAOT%YJf-k41w
z(brsv`RD;~IwZg9?ej=wqjEMxwJ(*dvq~l1;>_XX+1jM~+`*(my$_`G&GV$Pr7d|L
z6h%rjEDA^BHKakM`6T4VS~7UAh79EcNc&Iw;o7M8s?c%ORKIn4sZ>?9AXNvhgT$sM
z;6#nnq{gtT#9{dXVm&GWHg}!}=RWj;Ii6$SsL&WDHeO9!X3m7L^>g9)jT11XN(*uz
zrW(Y4i6@R7LSRdtAmV0r5LQlj0BfrqAZ~7tVdvTR#C%RYRlztr<?;13RY742Va1nq
zta5+StlN+Ko})^0VPsljwM*&J_>PY9jxT()5B6J#?ahV6NvqV_`%|wgB!`Xi9#tJA
zw<$-G=9hKn%PybB`^Tu0_Ec!AeI(W8YXmP>1jK!iHt@^D?YGxTG0nE|i;{h%g>B#R
zc`um5n8}Z%$f4W$md~7%2Dr4~C*PdS?+xpk^!mkTew<kzX~V+x$sT*VC8gHR=er=_
zlGtc`88LhZpZKtIl%{{H!JK%0nbxdx2)C|$q%6PvAZ|%W8@d0Wf|>_kT*Mti57j;t
z_mX>cYh2>F4zm&ygI9}JzZT^lHawx}cY87SWlo0dbmazOQ_X(PX-NPVR>fa@I(e}e
z|2%|KeeI*!aebh+io83wNc~WZtXR?T6n`n>M)d<m33lf?gT|VLOdB+KO&myZ0LDSp
z@R|}eGYuQ&45?pd*if0RQA6X)P?V)`rzlT>F9eZcA*(_*mBomm;T#PZy#CL2th!7Z
zC@Q{J+c<u3{{4zx*GIwTuC6d!Wl&qh=6xqpbCwrO-qjawE_q7&-kC*OzHLAjZzxCV
zILl#bd^`ADupB%L%1819e}Tts*21{kGsyHIp9uXBDk(f~60up3KwNrGCDogl!NESS
zAbp!7?6+wT(>%KpyVN4Ed6$Odb*e;qv_M|@Kk8U*WoK}x#?ohJR61;82&^mwHa7$k
zX2f5;KK))p1Dh&>85~8aA7Sb>t0}_+rvnklGZ4rz5PxNeU{^r6B3MP`U_hv7KCBn4
z3xff{nm>)RrpRJQ&~Ua!1dYdQx>2B^Q-MPF3YN+$6n`=rXk3m411rPNl&rpTGze76
z*_i}gdH9dr_?f;_Zn_t&jQwMora<%JvP$K8Di6{$qd99OH8vsa4=7LG3ua-qloRK)
zm2}Hn<-ANHuiTxv<3Hw8(&GNVqVG%-d~9IY0kILWhKA!ka~Oxf#*UrDxU;e}Y@FB-
zF^zQ$B=DGyjS=H8?b~B%l;PZ%AJhLw9cy4F2s_r*zjf>qrbxO<ZNH+i+U}D?T<2(1
z$9{XFs`JSO_FHU#aixx`CVos*S!V>P>_DO9pGBzJI3H8`w_K*&asQLDVZ|ur^ED~L
zyWS6lO}A`>)GyX5kFtZ6)n9a1mU`Pw@D01GTzAQXq&&GRd`uZ9ERRf9UNu`MxYI4$
z=2ToSG#o!(2-<alJSa6sC^>YIFk#OgmE*N9!uZNtl~!{a2<~CMh4AvNgk1*)lKU&0
zk?CEBDW^5*EcE4r$nu1*FyrI`VO(%2A!O$fva3WNq4Sb@%JWX|iM+)%5*`>z4%{kD
zwx`t;>fNp><Z)g@W*?A*CWD8=>LTyRrX@CzZk3nJ{k;-d<(`-9EA&Ee|7=)I^^-_<
zEg$xD{_VOwU(LCrLQ;iGOSz0P^|Zg+5%Fe^XufBSUYc#&D<+kl_dB<zbQB-Arj8V6
z*-NVUk>jRTEUDc$vW)mZ(FM%Tc}nd!jSx?5jrE<>^;xoGY+Xgs@}+nm>!)JeumH_!
z?R4qH{CprE*g*0uT|vt5oyYYd*1ioqwrVR+sm5>EJ}}uTNyWdqyeHYRd|C0ph7`@V
znD&WN_gQl4F}1~gZo_2dHkrvwyzI<PDp^E)R5FaK9WYsIAFJjHEYGi*81P!2tJxuK
z-rUn==UYU}^UfbFd$KlE>nx8*Y@2VHZ%nc28p{ZdRo1VyD?gIUf9BZz>L_$U7BWqt
z@k%(PA)nDvXw;R|Z+I`D4;Q9!StztV9_Kh5(T|S$ky|)Zl%Xg~@h3W+nKSd3re~qn
z`g7>s5g6zDw|-U)CaJM6-}B1|i25`FM!lsU!&;-HC8PWCHJi;}KQ{}O=#+{X{D17d
z2Uru!7dMQ69T8L%3sO`Ru_FrEWY268v6pMP_TI4f-Vl+d*n3wj2sRW8*$_~%i@hK=
z?7jE?%~>+JflIg+{(i6T_nqfCnVB=QlbxN}bAEefcJ}O@F#f8YJ;eBY1=W>SFyg>g
zEJv){*MPn+&tM!0wpIT|^0hZ35ik=1JiMW4_#G%=yPY3aCKXod8bJ6WF|B0UFI>$b
zhhdMd!O^!{;6k^tQXR4&KjSjl5ocE+Gsx>biC$x)Kfxh^%&aF44>m+_m>|qUX3!Uh
z3vxa^n}WPJjF4^goL$fsha9q#o^kjgyXYAqWm$FsvVgL9J7Aj)P!@+CO=G*PC|m2(
zc>ZiIK!UP*Iid)|$J}XL@{Q9F&m&V<i^nmdWvWp&_{C99(~@tTmC25fU56|osyBWZ
zO6f}>qB`v(?Pwh&$XFj`)DKOq1B04`o~E)Lg_$0783nZt`1TOK6~wFqmcz7keEWak
zs+3lxeXYURI!JO_2ZqRK9WeY~SqIb5lMM)VGhoOF2MSB$fGMd@qZ}Ct^H~{8vobiC
zunZ0)_FRT(%r_=h9`!8VfJk^uwh|i<CLkqVgP$W-u_++wt+rn@QF(tuxawW*BFfuG
zLf~EC2w{ONPW2?*SDE^LH@vRdSD5s;E~!!WwBQ@!t-9N}wDRh%Q*dg`7r|%sSklwI
zCWMXe3m1}VlW}!(3U0ec3%kZWRi(V^tUOyLoNTO-Boy*pLz>;{OdNNQhtPY2iP?%A
z@TPel@?d!*(jvUB;4kzerydrBXYB{7Qu0_T6PGU__q!Y+-J36kYvsO>`3d1<rp;<t
z@~IWE=otf>%Y?z4hW$uD@^(@`q$Vk3Uje2RB_uhtv0$&*LSSl1(yghvYRW-7Ri!D{
z*hTnF0MRqs03v?f!d+)~X}GN4WsVyd(lg%j_HEvL!31%TV>R8dSr&Zsrd(oDL_tkb
z`+j`y;m*3Z*Ph0gJZ9m&yj8gF<dnHw#Uy|3Kr3%eOi+H_X?;cRB>!2ncV1;td-b*E
zOE)v|$+sDN@SdIGkf&ebt)foG2FI`CL;GFT^`Em2%%Yl$w~lVog$KUoT$6^1=ic_z
zoPBs%cB`WU_ja*|c)V;`S>y~$?)lvY-qDkLYpN7$D4srXiJLw&dH1LapA1+1kMg1-
z9QqMrt(4%NHA|U>dssiJBWBAbk10*3^OQ0hL*;0n(|Jr;9)>i}!8pz0RF1aTnX>ea
zRT>&#p#C_?v&zbUZ^)Ww62?{Kea&uz{VoSSdgEbeSbL3pN3<Di3F!pU_ta3hMSm#d
zLr*4+_)7=!$%AbD6gAg4LFqyT`C(PovOEl-`JM#hG>el$zQHidF-b0N@<SO|nm2-4
zxq3nUDOaR)`?kGcWUWpZ{}E!X%M70V=!+c)(K3T+=)gcW1<%mIg3MqVgJ)=ckeTBI
ztrD^+Pa<|bvI{b6SQfAghb3A+w4w+r@f;11i^kF7Nn0fAhYvb=(s>Y#hY-yxZJcIt
zDtDrc=Old-l!mU9D^RYeueTD7|L}_*tbJL+sj9*<3W1i=?_SdHY?4(NPxJiY=jVkb
z^gEe^!W_LW&G`9w@S||cNS6xqdSs?cv7GeHP5Nnj)TJaf4L;GT%}|$0|C>PLKdDPi
z!z9*$*onwF^dSxyV;N0Kg!zmy9|xB)VP0m01BBIw`B)Bh87q$==Km0}4m1IOux&p=
ztU6PmhrZY`x0z6)(g}6Zip$B%aeaw}wwtihF{j$L`Z_Ytr7e+fF9ZHN3PHeuXd$fm
z5n|o-CaLbfRBhwuLV9VeVTxT{xcRU&EEwx1_>&nBU1mE3p74bEZ)U<`=jm|dRwQ|`
zvWMDw*)3A2^<jueoGvtOq$3?pk02+y+=A&JEd^)cliI4-We7jG1N`n^6%;mKVDh!x
zu%TW}lDBeuGHz~9;#{RGIr6+Q8B)Fl33}zG&Y$}YYus-FGuiiIhqvZ(xsGuaN_FNw
zzE9L1n$S~Bz2M6CvhAnYKCxJw%gst$ycfrBf-1UA6^iQI^3LFb&UtG0rQ{Ot&9maa
z?Q_z#Zx|$=T5st+b<ySc600vMY`;wAJ%xN?l%}L+YhoQ;lG`=lT<hs7g-q9d{=Ap#
z6LZbG-cxIB#qPcMh@REr^Of7pznJPCpKHh$G4bF+%@#}B*bv!LPPz7`rr#lJ@#W!}
z@}hYLaZ~e);)AvYxmqs*we}VdxO~@VY68e}IkiYy%hg)h`Ra1HC0|qaaImws^sdFR
zZ8&@HwSLx`T-90{dgqS<J-_~ZA;F)5to5eh5B?KV8E7A+?^Dw7|7+f^UUletk_lsB
zboq)9*3yq&0W;WaIi9~#We6-<8X=`mU5e&Y&M$!IQ{#Y`SAe0p(V1aJto&@jcT^>e
zBf;h?A4#5B-O0N76TyGq5NK2&5$vBH=ZCf=u)=*2tjSw1tz_CST<U!Wh8A1|2ftN-
zb4xT*9ko)>nUbx<2190W>i_q4rCn;g9ne}DV3!^S8K9RwEx|8Z&H%gg^8cH?UDP@t
zoKiAx7qt$UMkZ!P-Y#k#4Bjrib&z1#e|fu%tb_DF&C=?|I9dk`|5w(*G>l^dg25;Z
z8R0--X&f*m^=XtNBVj%(gK1XAipH@F4kVPJ#|zUKHzroTI2Hb1>Ft_bS9yQBnd<Gg
zFy-x-iSQ<Mwy?nNpz6tr>dMsXb>K~t2EwFuUZh6xW`b{rYpT2L8z`@?$qgr)`UpN9
z^OK%VJ0Z-sAY3>)n~ZC4L~skOB<vb7O_lQMh4O5n`Xu60s!*s}Zqh8qhB!_*4%6zK
zA!f^$z?*iR$b+cAN%J$7f`2D3a;jrPc)E0iDkbON%EXX<<bK#q((Yk1cv>Qr%x^!E
z%(PqxOIqI~7Qv3NX=@7gcIimK@usA{t^l!>_lGI&)k$)yy<p#{C*g-oBHij2qu#DX
zs!9{aF}?en0AlueyDDq0FR!h$v#TU)f73xbFaITR@3jtm4)KjRr0ZMV?CB-Jj0e8w
zwLsmQ51#QQ-Ew=6zqvAQZJkTv#UfkeIkwqoLUQ@@j#DOcNps|ygn;p)w()Y!r?WT2
zCn`TaXpx6FY(}7NAXy_jlk+hj(nrws8=&OB^`9r+Dtc14ruTEsx%WzO{1+dYW7Tr9
z8{-dgub;dZkA;1fZ4CXyJu4pKz3pW=O(ol+;;Ap5+%(m(-G0_93|IS)0(`ip?)!<g
zQ3823EM*$xVeP1d3_dQswK9M_nuiXKbkmtMT^!3XqG`jlCX-=E<%TIveYy;lm7`o<
zpLU~hcZ~lCv1Xa{ZB^!b){g>v%L4q?z*Dd*yaD|eGuSj|G;GUroPVsd2agd=`3q~4
z<-ymT6tz31Ldikz_z_*YU^zz6^kW+qHx7wS>;(u*tjGHdnvZfYU)=y|1{DFHo?cSA
z?I;QWyB{(>=6m9-RhfaX%9H5zF{*^w4rWiV`&btuR!6@OGMjQl9}zNkD>8x>WK+H^
zwyMt5YB{t$%r>EYV!kbOWg<Hvvj%11%fjJ@Z7>O{Xdc?Zbkm14UBY;{(6nJ1F@xMN
zrHFD`t}JEAkEKsnr0Gh=$9zwmwJS>>R%OYD)r|U>^gb-qkl=^u<4J`6t>njgZf1sl
zCn>##`n9NU%UDB7zN<_$q*TxPw3TV7A=CS=ik>8^X#EKk9Q~w*G!1%Khv5Lkj>8a%
z`L2xR7-wlLYfS7oV;RPAAYfSpHAq+v2R19u>chP6Ce~pld{#fFVNH3gDy!|MtA!Hz
zAF7L%Eh1RzZbPK6r?9eYjM}#1GZI^18F5PeTL|-=Lkip|NUFX2sJ0pNj?7xq7*=mq
zfbQG_@PD*V@UJ%#w&yqwff1)+e(@%-xO62reEKkXG5D3*dZ8Vu(I5n_zIG8B54}t}
zj8>8p?IK}%TW7)P!VI-lVG&NQz6$eR)e;otTZ4ZGXIS4on&kEAL&i-$OPoFY$&rg^
z$)L!&B-mk)I=_XV;R^kpH^XasvOoOQby-z4sXI%@2F?7eo9tR!T)1<$LVTN7Y*)uF
zc1oW;oH}u+u4et^x`m58c-Q1rni)9?@<{_e>rUMqtqA%UFJ3yYl<l)n%8RrpqF6Ed
z7T3M$N1g0rwB}mPTtE^R$5*`ZiaX0q<7a7)#G4fj;djJw+M}IU?(uxvgbRFEQ?`27
zMsboyC(d!%QhD*Gb;W>}YqWXWgm4$fz89NK8O7<^6wpiv8KyPw@K$!je;OB6bD3z{
z&rK|HKAfvn%J6~pKWn|!&$@UeNMg%6-ZUh^`q^zS`JHH5+D}cdv(rt#(Y$oiZpQkX
z=An&}Ac+20XPPcUS%M%ml;8&qe|aA@_P?xoCZS1HzDLz>{5bb*ir$<bs0xKZ)5xXt
z3?u^IB?++0$rajfe@H*u6v;mvwH4MB?E%qc&%rhG1FRf|Q09XzT=|j!y<g74wBp0N
zRC!BxGZ4M3VbKPE=(e>qc%LZ-vjX2@es&ORU1kvFN2lF>7MieWH-rSpY}$=2_{XU(
zWK+-uEfq2j4P=BbrC7tVfGRjF(J~pJ3XMzqsp*H76;0#0eHUDz<s@jLKh}k&4bX(f
zC0IhkAD&)g!!TpW+Lt9{$^4`8dR>aEo4}9ya;8&WO;;~<(5I;k<;J>HD%UbiF6mM{
zZZzfHbV2@cKf1><jkAx+XR|If4PBUCVGx3aW_rRj4hSa45IYmYjD#JHatx6eM8N@)
zk);B^`olWV1cdonooouk&}p}jx9Vc|3lQfA7HV7mqHx|d0rp*P2!3xxb^Zn(f^J?A
z@%?mF*ppkW&gZBg^T(AJ6x=ESo(zP`ms-Nx(!C)%be*v2=@NCWPs4<IFN5Gqy&R-c
z^Ty;#Oe$Hvud86QyCab&*CFfoga}i}XtibZ5TTG?YqFuC8F{$G8lpz%U~`o#Wb%=G
z#PebltS3Nxd#oXgrlpeLn<?<Zp$-JkRTKY-Ct=pzdxGPZ=_G0GA;Y!$O<*P)*AQI|
zE#W=6vz1PGctBj>wo-AgM>BC}OJ01lGDMbV?iSsYmq&H$9^L2V<uCEeyLJ=%j@hc^
zE5s?>3RL1dZhD}*G@!e9sonvuViEeiOuF~nhOZZ7Q<j(IMz5PFR-2-TZ(en(F0$KN
zMfe%H=88=pZq`w);>gWU@ufB&5~p<w=F2=c^C}Y%DV~jes)Zi*vbkrsi=j7{a7~UU
za?`2=dLOU4N=(T6l6zb6skZQ|{F*B{R&X26ImPC3Uu(GPf0TFSXKx${%oJj6{s}Nc
z6+)&!MsE?&df_t=Dx`GlhG^Q6X?GfTrfdK-MskB+h35Y>xM9u90?c%umdtN-E6bk_
zq=<Rac4)b12K`66txD^7e%8f9;P<x=4E$>(>}cXDubkfr^GL&)8{zFiTmG;-7YrDN
zZU_TGr%+%Ccyj0-B-``Q*(Vh)oVjR_KeG_Qvr#gpVWu5>Qe@fR9kSMC2blR$e@g*+
zmdI#7kPGS=?F}*mGyer*nBN7#1oL%#kKYA{eWqZB%B?8lIi&+K`eA8L<p`b-G^JZN
zMAJ@2!!I46F_IhnEwubkgB#Xy{{d#`Kx7|bP>!c@+#HtbQVE=B($*76V1{lEtK50F
z7wS?3D45UKSeN4FuuPXK`=^zWmVC!GN@BWH>7OP?U8+3g_shEU`@jr#3W5>rP$Wdf
z7)KP$<SY+E99-DR8SflchGt2}u`r_?2PKlRJWcYQzpMj)AD9VlsxIagO*Wh?qPA7E
z72^9@LU3>hnY!tv+Io3up@Q{J;yJRn5TUJ2Y#w>S>#LnrSBeIz%<J|e6-(HWPd1$)
zB`6wZ^>l!zn$^PMQ(>_9=>-V7H&2yP^$r=<Y`Wm(WT$)*dKN-X--e^z>JqCSO-al(
zFZk@eQ3$nqrAi*vn{<Gtq+C=2EUmvtaBUI+Gp6+sWU6+`3rb&@Nx#q=(pgDrEK4M{
z9izzV%KHS>lz)5#e;SxkXs%D%99LdlfqVD5w)T+X6aB{AU|#ikrYPU>InD(xa@rG<
z`DouWx?Fo#=n{6$<O0JxY4^3gCf<GM#XnlPJnoLo4aF_<YVo;xwT!o|H%Rti*+kxB
zZ!R&i?I4Y4b5D2dVScDEcQoJc(mdS?Su$6~J1OqLLT7&O>j~O?V?TJG+T)>{V!uOc
z8STbD>v%Ih=dPLJ{@YJ9QR1Q4;Ba@2oG!1~xz|#g=h!K(+Mp_O`<L4__x6OyEt^l^
za@h3~Q=7zc{cax@pH@G_U8x~xb{FU(CXMOF&6;~cZvM2c?EZlr+S1i3#<ub_^ImgQ
zrLjC=P`!VaM@R9U_ig6I*xf8aqQWd?8WQ2Zp<2RcCdt2}w=Fm?AweR28f{{_X(zqh
z0E=io&NXDYyB^K2sz0tejeB4miN@1?He4^`q|E=p54$WTp_GE}-fk8wFY*qC^(_gZ
zL+Rr(wI$nTpMhoXbHTz|-KDgjZ$20{F#-H@g@XJ@3Jg3GC&_bp*5nU=w&HKLeh;4S
z{rH6?>!F;i`8pCNx10m@rbd9hzYg-3a3Z;9DL}QonsnU$Yc^0c^ghOs=+1eYq;TIk
zC7el-pc#1N3z0Ja2S4npWCp<$lV~>>{U;6?V{3-PhYcYdMj0U(4ku)61hT2Au8h!&
zO?_qbFX765<RA4fInZN}8ANlYapW?3M!yg9{kXCVl7$}%Zy&V020s*zR+`2(T2Z#v
zr_;eVD!13m4e*W1oG53x3mwg`ra!I*jn~9D5{;+(9JgL3eUe)$kj+2rx?~CY6o$9(
zeDrVOQHvwNz4{dXsp&FsYH_4ApEh-7cngnO9FjoGRHC<xUmAqNsW-GZQu+32GK>>5
zI<-bap$n~#S{zK{vCQIN8Z8c%MMjH*;s4s=n1+gMz_6PKLnOrTIFMKx2Mneee8e~s
z<}*g!%gW<m!!mdr4n|gn<+C)+l8DK%4!m)Z@Yw$eu>oTOV&XOVd195D@}4Qw_5pj9
z_Xm_#y?x3lZ?CEjueiU2<6oz$9+qyQOg-=yyxsjy2(?!VIgbaC*N$<jyN%B&uTI|&
zC(29|I`Uqm{gEnU$Kg+;>Z)>NXAT?qJa(tBt5<(j%Dn-~Gv7*)h?KD;DX0Z`{KkP4
zDSR4c_SKNq<HCqd(LS(y=|tGD_84iCGnCkVUMTpF7)?&@KLt-xWU5Oa<|-41jUe|m
zeMrFHyJ1d2Ytm_%J&_NcK^A@*K-^w+fklM{m{p`J$<y;QU6bkpD^ojxU!!5fwx$z=
ztvO3BRX;D-H@75;#_LHp?@y{J`^%{+^}oz6%5PfBRI57s!(W|3bl2R7x~41QnIvmb
zbriRt?811<dPjM)+tK2Xb3`||Z7+W7vHRljJMA^c#`fTQG`XXDV^=7?MDQ^0j^6uq
zN#QfNiZ%9d`<froM7Q+dOLu?F9edGL6F*{xDC)*(KGy9iJ`Uly&6903w};h@&%dN#
z?9_zmd~l!6y1w-xZrg*l+)nLu@oaK8&B+U|W!Kkq<6ilc5s$tnvWU>V-ZQ_h5yxq3
za&1zY?|N}Gjy3wv0+{YUaIdizN^r6WOPPj~SU0K`h6Qk53GKcFC21(ZNM?>`I^A?3
zO{ZJAMAPZKZR|J<X`UnHOyQ<+xvb)>IVNGCJKs%3pxBHEeshO{;Nxp8kF|4x$hGdU
zrB)KyHfsX~hEAtvArXHze3d+OdxAn%!VHQJx8?`MUtxI|LSvt$#%bd?zbpEf{B#K?
zltB(v74XO(0*C+dfoTOJjLT&eXRXN$zPV3IyJYNmW)09{AY*qSqvb$G2$va*%R}YJ
zrr=vf4;q^e%s9=55Db~YFziZXCuG);EMON7GdyoRSA?2)P6o(D<7ml#`K>z~I<y`q
z%9+A4%>N!@?a2}@xqsJNc6z;+?kzhy{fCgoSno+Il}zY8fqq_9z_;wE-eW73@OWi`
z#Y=uv@0o@<tb^D9!vTkJ90<lTnv{qQNLDVRHw@*bh}DPrSdQr)lz$ho4l)5xur1$9
ztSVDr#9eJaX`fL1lC!#~eJAp=bP-}vp`Ea@Vs5pqqcxekems#ss|u6vR)&DS!9v)C
zi=;r;Nu=7K`)ZqkD@ae>QJ7My6Wo@C!u;@af`2mwY`?S)0;hz)JQx9sONemjKv9@=
zqqW+`wKB2wy$%sk7lg)(7LpE*p-PW|AJmr5cv#c9KKKnCAt)3*!T(Yitn=GI@^-GJ
zv>eb;kmnjA*g9NNn@1jGjrmO=qNd?XlD`TfJTy1v1n3HHZ6a&7rjB;T=c?jf*Di{0
zLwIq}?YFvFdEWD1ENAoG2KCpyZg?%e_={TJJ#uV`Te-QUc%j-x?%PwM2~oQ!dgt}w
z_nfJ#(amltihMcE`zLPVqw^*CK%YV4(5WwV{ah-^PM^xnCr35ag}8swl}?=q)<X*L
zU+lVwHy!KhR_Cze9IihT$M$_Gb1cZoZ7#m?uGg);IBn5Y&TdcwH*H(Ec(#fI*Rpt5
z?*037+!Kd|-kY|z*Hn0NOgxpl6BpX((Qg06YYe^cM@{8<eD57&RF1V&0vmQLWg2YY
ze;D8J|9U5m=KsrYMP>h5E=^_s0vc2%0Sp@cYbyXML!}^1<<YPz<?7#K39>4~nrjk_
zc<@~&&xfKL!uZI#A7OhVf&Qx*L}(STX=)MvvAZQyy*+|I<9t{??Y^0UyPp8|ZC~?4
zI@H2)j3B(h4wxoKNS2O>^^zF6!^jq1`3hYwX5gE+1qui`V9m=Bii?L*LA9RF;81z%
zfD14PqA>m|#9EsfSn-%duai;b*u}_9&oi*{Umyh=iTqzar;I)(Q`3AUX<f+psE%w3
z#5mJDWEW)C&@8|V4r6Sa0nFeqq3M4C8Y;utBJ_DlQ-4^F5tZRNrJDxCJSuadjOX&N
ztplj65@l)XkA~GK*I@PiY{=T1CD`%!_i}94E(k)5mt$iZ0SYmra<&}XNIwh9DUhL@
zQ9n!du;tiPKVw>|i`K(J)X!uUtv7-CgtAFLn+8LygV`X)5Q%{yCdYw|ahAqGVN96L
zD8qalI4EbJ2?ql64dG3~{*Tp5ML$ohgH3>?U(x%fK$C~seqw2%xGqs$v{)Iza@kkd
zXkANKS=&r)>(Gzv8Q+UIk8>Bo7DW=Pms?2HN21zhfFGIFHXK$>D*y>rHNpR(i(u9I
zmSBBp2n6;h19K;P!Qx^Y;9&d-@<L^=whsM3s*4<4eO{PMtRGAkPqQFSGrp3fe%;B5
zPBNG_cZ}fFVvO1<?<P3mKLF;v&IjvftR?Q|waB382M~Bz21|TmVEx6qByjjCQs7BB
zGOpJF;@oNrITC%A40s46SVq@oeK0If`c0t9Guu2f-kKXB)#F@O+Hr60M`#Z|a}=-p
z4C1>DT&daq%puNs?`lqTEyqWC^ww<}yhc~PRV!}lf+yO2b^+quMql|a4li}>$`ue#
zZm#RyZ$>%!)E<lD%R5@|)xTa4BRap(913WwJDPMJyjRTDRdyes`?SKB>s{(lyj^W)
zKK$M$uh*ppX-nkp%|EgG7@yOkvAEx&t7b#Vt+7Gh_Hg|EyPB9r<F$Djc*%=An8i)G
zeO<hN+MM(JYpS-`-{ZJ^>W12CSC`7JwXx>*Svrf$oKxgER$iCgUA|E35Va<@MVF@D
ztLr_}SPV%pjP5@QY<d6m?abOML9U`KWg2qfKcO07&shJ0TzZ@HFW9A*qgpcfcxW7L
zr~zitcsa`DDZ5cN39)D%su{zS;m_JCQ^&E(U=oUX^Icu5!O{*I7;F~^!9(xUvoV7x
zw`BfegSjyO%5Ev0<nF|u-!>bz?yC*nww0mZ^8l2Se3u_U&zz?*jzmhfwuh!Ij*?aV
z4#K2MZlGSg6pAeg;|H~Nf@Q}~!>UosupB(~t4OTm6)=tj@p)gv>5|i>cvb%gk}w;8
z*j303qW$UH5M+dI&h)w=yXd(r4gZhbbd#Q2I;cj|H7OgW08I_+pOv$LkR_!1_okcF
zIw0Iq*4Iz>QR{$dNmh?8S!bJWQtM#YhCpu}SUIU|`?O=2OvyIgq}G8D3gH&feMa@x
zft5k)fbsv8bubO}P(LCRV^9l2Mof-rglr`#ql__)O2-)=gZdKLiZYf%$0i<&5D(K>
z2NE8W@i^4cNO(-P5*rXEARu0YpCeYWDIiEU-5jS<-iI!#w|6%yZ;!Qs7cIUD^HTy<
zPeO7kQ<nz8yEV0hNrDxrekzC1`(|m?-TJSUS9>3a<4>0fbv|?<JxfPJSlMxKVO)?<
z^RWeKm^?_>)wzW#<<>XlnJaxs#ICY}?J*nDELKSzE4PGcH$~D}97sNVYyzvwT!wdH
z7J~n5ft>WJ2Tw}1R$Y2~Q<>O!B)R`gO?P3h2(y>oC-b%?kQsM6!;-3=#A0;>Y;w2{
zbL0u|*g7Aa^*uup#$JUxUk;E<0d)lXE}e;7zJPS|_(-Sj)~G7=n#?Z3?*fPhMEa{<
zx2BqVH}+`PKUylE;cCg{^a+lyQSk|1Y{*G%(99Ov{jN_HFME9B7hdwx!uX4P2Zt8A
zjZ??#E(CoQ-^L}#My2kF&ttnr=e49dA1R#Ic(pvw-QF+|%J=T0`1bsO*8Q|K@6zXR
z{P0V@TvUgnyfS8#HlnPR!s@Rpx<+<wWe4S(<EvJTiSr+LC_d-)b&z+XokFu~Ca4Q9
z^EO*(qgYaI3I9GRTApuKye`_oR})?Pi?;sRR=QJPYJq(3sJN%`jpYHYpT*8B<RJUH
z@`I*ESs!i5uZddQVh1!0E=<(y9dw(EiodNjFQ?SRlx@#dF5E?4=JQ2y@QqZttK3{(
z^!Rhx@>RaFJ(v8&p2Hi;%Y6Le?Nqd%HqXpcT-X6YTe=6YDYA3EILZByyb4(=vwS{M
zq<f)pdrnOCauG@zdi{?Ao=t!5J~w$3y9yE<Eyhx&;VAw;syzc7rEzrm<fn`)x(zTC
zZ68gi+Ypqd)4@+>AE{h|q55MaD5{U+%gI$KSEnqkUZbHW<=T`{?QxV9ltEu!pmCKx
zUI#-YDyvJG+Qt9lzYE*xfi+nmw1X)174V%thOAoFi&#cFL8n!RiO<U(q({UmD6_Qz
zZHXDlHL)*&<?l&@%4eZeo1t*@)qYqX`x1P2_JxCcB<~@X16TQ4X!6BZI>yG~0JslF
zG-F1>|EdS|Yo8@%`!AB_z47XpL0HaU@T2va?Qw#)T@%Tjs1T?aG+4@8ak3U{tkqSD
zKmB6xJ3uT~p0sxIfe)=~!8C;gow3aCCN_98gU?MTr40jiPB?^-84|$ZjEt5Z8J#%D
z8CTWev?nqSd1M^+$X0s(uNNCKdOkC*szWa$GD9JVHjoj0AZLWpPE>~MtY;S*BA3x~
zSsEha?Iqn}G{mPpe5OIJsAs&*kgMn!Z#iTfD8KEyu=Kz1+$FE6{<d|c=?eNdo~yK3
z1r6~$@!Sln@@O30?p~B-l;xCp%0z#xlE&5gxDSR%R925N-b^@lnxsj8|1TT3S;GCM
z(zjR_&<$W|yM_0(X$fgCT_7}libDR@X=$|e%2hNSo;FRbT)9J<u2#~qtgJ&<2GZjV
zw%(5(>qJ-VQCqLvo_0LidZ2P-!6q$4TaRh>D8TYDL|c#Llu?b6(AF#W(-%VYwqCeT
z>lm!Bs~LSf_<z~fn|_RFYW9yZV9EhQys=r@oW@Z}AYmLCl?8^@`Viw-o)OAf8uQrk
zC21U|7BDXlWh7KMSO)Wu(Ob<3%V8c83o(vzWZD6S|Dn;}OKbp}cs#*to1Mh|&eTH-
z{Vwdto~k8*-l_$?=BO6rj}Zzso2DG0j!+F6_enL<y^gZ=w&{dySVMG;>nPh6i6b{A
zwIac`L8^Y-AXUGp5TX31eL~FkTEfRIH;9?XRq(qPDwuD~qx9-Kjudb7k<3d@CY9C~
zfP){+g?77|t2)lgr)rQmSZT4W7rePSUdRhWg|K_Y$kIv^1^+7H!Vt3w<dSDFY#ZvL
zbZygx%$ju$E)Jw?2tRIxz_ml*%!UYZ?%Xw!y6~WK=;UWAC;BO@!g)_AJ3X8z+?#fs
zOz8cA>@TvBls-37nB2cT9E#Er>xS{9LIGaz7;%)WKJi{CKP;HcE&h<Kt+y7=?wGAC
z)O`S1xnUWcY_x)Sk82CJi*AL5*S5k-#S5~iPB%z&ok6zFa8c&i)=Ib$?nzwkMyX17
zf5k5DZ+aNYzVE_T)!aSQ*W1yjmX4U;78ftdt+=;6T8z=G7ZV?bd+TyN(D|Rbs9W3X
z4$t+s;2N}_DfUT<(hB`=Dk|J9!guuSq)RS-PfYF{%egHsFE3*5tk8V?OB6mw$N!b1
zwk{%vonp<}hMMHr>$#c3-4sU}PmeEo>t$Th$+C3D_o0{Fcw6yI)G94Mx}R*$IZy9H
zo2QBqBl~b6N8-JY`L__`2M*(2H$I>(JZ7mT#WIfT6m?Q;IGPvd6zs}PcJ(n_^*`!i
z1QEiI5NoCMuwl<qrXM!2epGI#G*LO`rYvoRLc>fSIP_LM-9v}5J*UT|djO&7ax9<5
z5gEBrcBlN)Zw<5hSo2K!w5#%+YHi^+9*pKs-K_v}`oe#+g@{M!+r!l!@UypUfQgkv
z==bt2Y-^%LITES2=`cJe1^NBG%%ShIeQDCPU$DRX6&~Cu0_XSSflfzC!<kAcEFT{8
z05yBJfr+J0LtN@BCjZ%xwJtNT{i9o<{1?d1M^6&@zrZ!xQ{;@GI^*&JW?wS})vRGz
zEFZvOi8dH*Kb||<Z)qzO8d_0Cn~(Mw-y|r)h69ZomJ!f+x*gkSn!Ua3LgNV7U5$>b
zK+_WVrQuJ%HO%T`?aLBuR#ncRfG!{nxEbCarn(gTsNDGNVY(KQ>C%6_J#3^)rQ`bR
zf#7pm2fj6|*QM;OVddc+9?HaCy|PP}ng)AJub^(hr!5SzLy@opF^-*OET>6HjspzK
z;1ilLp^n1xNEwgAG!8<nm;Dco{v5FmGy%4LRwtVRQ*<koLDA}B&UMHJ&+BU2@_B^#
zx?3SA#*Iv^cTQ~`+(;<D<twRKXOR%0`%G-6K7rT8MyW2p$fGic(xjqGaq_XzGf1uz
z53}kFh3EpUgymbxt5Wh`AVU{h2(^<vl~1O4LWs*OIOe>DST(3eV#*&A@=mWLR6pgc
zO8z^DwA(P4lzn>*mZ}?&fZi*}qk6{#S=ABB3yQihW9?1|d3KppA7n>rrA{VgZ@(uA
z>#jg*=o!II_vdbf;--0Ub+WF|Wq%pB)PswZuZ_2ezODFL{JA(R^_p%#^@IH8nWe?!
z<$7t3B-ZA;mi?%EHL7=f@kZ~xt#X{x9Xsm7xy^gP#aB3^*|PToUvm0I?r7IBnz$}=
zM9tnkns>4@;-ixNxu{QWn#Wt7i_w2O#QNWG=L5fd)%Ew95x2F?d@j10m+Z>I?c9rl
z;o{LXv9dL}L%hRsE)d7`dC&d*=;ZF)$2J;9;vWTC(7=BmvGz%Dr8rBOhAUVz-s<V#
z3QebjDohVkd11;~LKRjvV@Qv4WHK6erd)=y<ltd)Qz2`HNm$~>cMNcYqN*Nz#Fm;M
z2ubp|W=^mn_jHJiGKYdKT_8{LNcwLQ@n_D>lFyu!s(|56Q1tOJzJI%#EDu9y^!S5u
z+BnW{f4Y*T!EA9NRK45|_TQ}t!7;O$+*HU~ks17On?&1gbRc#KGSj};J;-Rjkr7!U
zn}Q+OeaKdNHU&elJCX6R9XX?~&XLNHosd}rvVa*loba6S91Spo#_>E15QB9ym7!(I
z5@N8j8AE#9e{Noq@fen7?Z^^NxP9NN7HQfn(^oBwv>E!EOldQG)q-g=l9~oLB<Mk3
zwfJ6bW*RoI4q*d{4JzzxV;N0K#0DNKmk~0c+!SGbjIbQjDaLY^pDtt_Vgergxb`yz
z4BXWA{q_jO!@|`?b515Nl2VBIk`!TOwMuGRD>E{;l0Q)>x4~qGYY<TEyb!i(DX|(K
zMymGeqqga=nDjVg4^zrqggeVEVBY<Xf`6|quw%sm2$Xrj9Ni6ATzDrOh;@M3MQW>U
ziWDR^6O<4!ceBtqdOhhd@T$^7woz@F+EY+8J_A!qFNd|SqDbC1d6br&wh7#zJA!Tb
z3u^PF2Mkx^H*Fu1ZEOELH4n<!$L_9gp_@1-P#eCtuYAp?>tY-8d9j0UyKr{lH{+{4
zcHxU!?$)*$U0A!%N~d_|UyWbr6|CjE7vkGF@6<*3oY$QX0Wt8NOxE*6N__4{FLbUO
zrtxd<-`CVGwU4`X?E|=WOjUfT&`?`3WghSRxk~)7fn~YK0fTsTWqa+k9iiUQNiD=2
zQOUBz);{9(!Zl(~pNJGAyPI=c8sCxCu3DM<;D65RTgMSHW!qBRilzzjyxPrTmzQHS
z+qzBD*4xaB0WB(V&;7hK^J2jJuk)=8z41o@2G4Z&*Y_q^TP5&Nf~8D@2mBY~8{OdR
zKut^Y(t!w?Hh>3xJ}MV{u>F^RgUZS?ZB65-0NnM*;EYeE+k>$3zZ$Y;n*<x4e20k>
z`O%ic6~6iAk-5*$!s@DY9wLokK>rV9MbtE6K7fZV7So8@y)&tA<_Rt>B{fJa?~Wmg
zLDNaysHR|l*cuKc+=sOrKf=UXW8v(JYKD5sDy~4|Y6R27x=Jo^8!%dmuL}DJ4d(b^
zJUfZCIx}$MIf-6Vqd&tgM`rdTBRIiffQ&u{<h*)jJ`q#kq#!MajD85@j1!LxtRQGW
z&ge72;e^b<Oh#YHkAfK--q^-;V1^AZDz~C+05vpj05e#Irtv)R9RB4ep)zTLP+v~+
zlj!4BXkMn<cVK>Y5bNkH!H=hM7WH>5@-tH&p_6a=2|T9Bvz*AInq0Yx9-Gxf9@FH0
z`iVTM$qf^ERFfn4LH=K9a?@am=`%L4F~ot+hz)$~coxSpcmp7@<8Z)W90v!J8P|hy
zmNq^fbs-L-Y$ev=CcqW8`NxS>Y6@t1s_pw)sEZwOAWnBuR7;ArP|Y8EANF=11Ae}o
zYW~WNg7q73<p`@yssY>AsYbd)C|eHQK*)FviQ80E+2;0La)Yl-f*zGn^%>S!)h}|1
zP~Pvnu<gq};oZG3Vy3tceiOn4^LEFTUQIlR{TDfz7e9+sS}+L?PVyDn-g~KPf9`~;
z!I4f%i-70wHfNZSC!wqm+AfkTnchY4AJawXd!-#oUYr2i26a)ol8I#2fJnGVH@a1v
z{{VqoufUlJF68XG$t1O6H|3BAjZ}{9e*33?vh7V*h2}v@CyslzDsIK1d16EJQT!w8
zk@4oM%E;fWJj2038{LAUz2(Jxb$pjHb9KJ{6|^}EpXO)3s~Pv{+Ct5-ZDXO>;KOlO
z_iPiN*Zd+LIPeKd97&0D$*UHZl-wRSy>eUrxy3uk(>6pG`gDNy@VBdq!Y3zjkIg-0
zAFqB=Y{`FA_p(``SWVGEa<^Td#rAD#bCYc2`0Kmsir+3(Q%se=g4#l~Z0(-n-1{zT
z;&hdr#LrtF$JQRbQQX)x=k9fPN^<UJh&KO+`rN|7F5;JgDz6aHor|uYDm#<fn!7!1
zx46~gg1q=Aovgy-5SdH6V&dXYE7=hJv$ow({P?|SbOdX&1mFy-1x*7u{5MoY>`6@m
za5S9`xS`ddG6}rt<LDSp2i}-vqH<@-Cf|jnc@lWj*HfLQ4g0$p)nRyPgXVi1$+Kmz
zH+GRs0z3uZK{*@_-&zOf)<wglyvM=WdKsUrm<0>2KL%~eI_SvNq-SPE?3Op-+awOg
zIH<0A!?z}h{M(53ittv|pvI@=C`W>*2P?t3=nIS!^DBRYr&$Mn%H2k=)vq-ya-9kH
z*AK!xBvR|ME&sW0wY1bfzj6<}=(MiqT@OOZhY}c+(hVl0NEyHQ!>&qZ0PuVFbwj&{
z{9oRwj6l$ocM3ruG6RBW8<83C%Q#7v5dfk+MP@)S9RQ?qbUq@N*E3F9A-f~93zCJm
z3vVB^-{}A%O<Pem07Lyy$MY_#kK_DJI&f$-#9e5f$#-yRo&*l{_0*tg!~SkYbr@dq
zp!qT*dA98J#;!}208*hmcRWdXmQId2Q80L#f=GHz5Y!>#w*)Xmi=!koP4m#=D4WrE
zy?@GK8H2^4aUqqasl}1%xSF;duoOSpC<!Own8lG~XZ*}ES{$i9YH=_`W)?@1XQRb2
z4KUe&!9jz1mxb)c!8G1HNSKd|#Nt>EDNPmp6KCa6j~my4ab!k#Ga09uyre#YgO<fn
zgoE^#i47PN02Hsu&l9WM6cDBRx^-`@E_h^-GVjvIYU|2`oN)h2_UH2wZjNZ6&L6l>
za9bGy%l7kR{iiBq@;nVOfB0D_yJ)d6tHM`xzCDddlaW?J&e1N!hJI&KS7jR+c-@l7
zJB@{~`LD>p<j3T6qL$R+U4^0hhN?Dox}a)aW-2`V<O|Wyw-Md^2gE*R7d)Fi37%F8
zfoBKli-2zjkP_9CVPlgDMDgwx={b8o9DaWT!l(2T$mMRN?lMqC4r@Y2?0>1M8S_MV
zG<+{?vN%fS&U*{fc8-E|JKjRz?%c3>(?-~G$Oe)s>?U@JDp<K>olwZL5Rok=?4tap
z^-$TjubZ3Ze&;w{A+=1#X$5Uan*w6Oh&zf;!+gZSADioDw5!U0Ai4R@r7d+YcP7Q#
zYiD|wZFe<pN#A+mdGCDOXR<~U5>=Ql{$At`udkxfu52o5l-`=R=3B&v{cCcOS3@-S
zn;+Emo*N`P9qzzSJvdj_uiu@x%?Gb?+sc;|M~xXQEB*1PEX5;%d!ENbJX(CIY}Ncd
z-qUnX#8Gn(ajkrg@6I_j-f(sQD39QeJJBT&Y52^JX%LAuqXII3NWFDJw@*4CNz(=o
zAdUZPgB50}GKRFQ17$~jz0NdVhO%V2GnO@#W}Rjd^ttivmt6$AKD+sKUJYRLl6UkU
z%wS#V!mzQhGyf=dAXKV3i9c1!N<K3tRYAhLfL-ZfeE-`^u^c04Kz6Zs#*p6{8_GjI
z50vv?_b!4e&1OPE%-;~WW_8B0rqZkxnSr$LokB$Wf^2H)@O!;=43r_5L1y3!?FTXg
zUD$QV(k^bS0a<`598PGX44_Ki?FbsJC>wwkjZ2`4h7zDM?s_Uqw^}Jfp5&3!*Xu&d
zmZj`U+2EBkE}vPPwIfRqls1J(L5<;il2n_4AEr%wPm-=olD;Qtq|KzMLlfEzrw*|`
z)Mh00AK)bI()NSe%rt0W9fJ2bb_|9{2o6}9g_y_6q0E@ramF$h$Fewpkgy!nB^m3G
z3S{=fI>ZFXz&3mzv5HIq3Oa?@)ki2kRHwH4G)}M_TMstu-zuzxwrblPeq{H}b;P9%
zojQyo#L6a#RJrp-ZPR=SnU${{tn69|_O?C^{?9H6{?w?)1U-g8#~7HC<1Q?=IR%L#
zeKWMv0kuuuN2I!AZMgdIgV6Ze8q&dilG3A04YlRPJ&;sCg>EY{Pf+x&0aL;QU~Rc(
zB%l37rDfMP0+-uYu&vTcZ9eBKYs7B?05!913bDH8-rcj_Id3@X_#OGh#f{G??%I?R
zW7PIy#H(T6Tdwmuf6Icpa59<qzWR<|{#7md-h8Q5T<)bP*ZD5rc>5<^N@6+jVsw4Z
z&8fV+&=r5ho}1fbK^_WjRJ|Nx?Kz?GO<#P_t^a$KV&#n;Vuvw;Ja>~GaW{Md<GB%6
zbqj+6c$YG{y^8NSD4veItX0fgEt_5Kn;6`n4fj_|PcC?P7w?1BA8-wquM+R=ZKSpR
zdRen|#%A$M#krjQ!VTQIJy&CM+IBKr{XYsIRR6yF!>AN%rvwxnSjsd|z<)5lxg~Ft
zUJGXm6!dxcw1dh4txCEb*l603X=fUDru;8pKxKII<0HLc>X04tGa+lHNgz?3Z<lz5
z-_SD$f6B`Tyk9SeMz7JqVFs0}1@qGmoPr7URzY9yZLr1uBX@5B!93#A@H0Fd;RA<7
z5y-Vflre&0tp^+8cQ?0&vlW{_NAHnv;wU>AGdOZ)DnF~pHmJM65~gkJ$;$t1$STeZ
zXjGp>ubWZD*rmv*tC3N6BclOlMjXKgb~iFk2_om!^N)Ii(C8!om-i<f@Sx?>d4E^~
zvj8GET(Lc@4S3EbmrT>VOuakCLyVUB&oxW5j5Hlc!zz>w-X7z6ek9J?nI%xEp83*g
zwLO9hTskd%1#&u#<5wi{!%I}_vZd2(DYUWHl|H<r*SZ-$yu`Gw@?zS%e$s!Oq90z$
zCar54$T0nbgB1}Y8?-c<ZU=oPXW#=v9B?Sdfo)8z49YMci5;JoN*hG@e~7w`%d`9+
z3R#Dm06IUf#Z3X8>T3JWUDd^GSCRFp!D`!LpN06E6CtQ%GcvV!jM{qac%gh3C*l!u
zREXHGCN}+@;MI(os>>;dROU6i63-V2<kg|haA9`}%xbTJ=>3tx@(uZ5QB+9?uIx&;
z#<)d>yf`b=9z9z5WXuk@HMBDX4{;&W&&(l>A1ooIk|TxC{I6BX>YAi&>lLJI%X+Ys
zD<+hq>#V{)rU<e!HIx@T8<X1VN|3nsCCU4t69lD>hRv#6FnwTCvf8h|plZFtaMga(
znksMhhrhaAhPUQnjh%62XBFU{wP~qM3|c2%E9K00=@YEkpJQ^IQ^T`d?8h&B#6vS(
zRCKDYT+$S7Qj3Aw_?M-`JF8RqPxTt<+ANzUo><b`yT?)Mc>9H+3VZifyvO+d;<mS5
znw>t)bVs6YfLDV9x=MpP>ppJs=6by^<?TD6g|<Rm5q^Dz_VIZp4(A^qZ4qy2s}}e5
zUZpv<Y({J#@#hpSrNwx^F0x9o-Q<PekK_DLM2PoZI&dDZKWmG|o#gUX%%|~tvzGhZ
zb-vbOO&3{m+*i5Trf}Iq)lIEK(J`@VhhpA)2PDT{$otP`CVv!Q^8TUw*0?Ym91?IU
z%~Ga;6aEuZKBz=;qXnQLT2Ki%>C?D)#+I_d%c7S{;0fbMG+*+j(9oH(0Wi_H0Vt)F
zO#7wss+3W&pzp#kHD_EVJL2pzm;_ede7oTvVNuXv=y%o$0v|l3XJZB%?fUU&wswMf
z6W>eeqt<`(XYMD$=GXop?^qxDG<t<{lILtBbbt6a#*rZEwhghY5kXeWJ_Hk1go04H
z5)|!ommfIW36@$8gcYZXrj<<lh0`wx461V<VhfqU$<^hhI^0|l&txmHtB@J+`qTGQ
zO9#N{Rm0(j?4swgH2gnyKQ%VQ={Z)TEKR-9&@k1;^0O;s10hS`_V4}FsCAG4RecK9
z)O67~wGNm@CiHX-`>9duVAxMhZym4<?vo}R-##tGxRhr5sTo-ZNlv|6tPENQjQ_8!
zgK1!g`VoN@>PQySs6@tTMDismvvQb+glS|(tc(>EU>O_A%$<p8%r_=h9`!5(h%7WN
z_e*g$AWQ&1yaqo<tYT9DknX3}!CZOY=C<nXj$_K(ZJNT<a)K~_V{O%wwqDBAQ7z#;
zA0bS<wV7^?YbNyeQ>gAb)KXrp_ZW^XDJj&6=t_D#sSeXWhr@+2oygcPHH8WZ&xKt@
zAFEQtL&`JpH%Y{-rGo8zEos(ZHYxpyZpd@%EinsS0k7}4lLw1NlBQ?Q3jUK5$cdKQ
z;PJE_s!Jz1Wnxv1JjgecbSw53Tq}H-%xjWNW?Wefi(7>fi<L<bwc|a^Q4S{o8yb@O
zH(L?wM+;!`iLvC;?&^Yl`Flim`V;ATv8SqoYbjOh(e2qq_)Q)&&urUIt+M7xN)Dav
z@JF&r9pbqC{vq)e<-00A#0QJRio5FinhoZorcM)&4LPGZta9Qz&Z((;aiMg)y<<zS
zbB(mRBiB}O6^;p<)?tPw>SPRWpM07-WVc8oF7ps$V-9Iv2ksLe#H{86;)BFd{U?fB
zuaelw17i7rBMo(Z|FYme)_W|b-geNfY*2(NJg1y2xnltLw0DqrB(St><<d*squfKi
z*PJ?`DO>T0c;Zzg7cy6|dq&_N`W7DgkG`MSh>}2_BTJbEd00CtAyga^$fKbF;L*4Q
z?wEC<X#>ck@pJ$W%TQT5PnpqiXoaN@BI(N+0H8iCfk0ONze3h5lc23K-{z19*m?Bj
z!z;`Jd5^mCgzgCtUgsigXl?@qsw9GCox}8uB;u1Ay_V0Gn<-QlW>Dl!QQo&IwMYLD
z)Lo0u;r}9HmA?c8b-T|p_|L`tq0%iY5cYpY8MI1h3H?8`V)_3SvQ}jV!YWUq*Tkp-
zW;@U>AY=C-qpd;4u0%F9-G=xb*-FpoDn!O<E@bR>WbAHa>}q73eL*(m<#MKZ$S%mN
zL0NdaaQNZ*<2mEGO5QFS;(6hDpbh-xk0sGMoG42lO2VN<<7Fuurru~=@_u37_YiAW
zmLRF}cfHA{*O2Mn<fGpc06z+%j5MS)9hZrQ#Bu`to&eL3BsC2f5i`1GiE2o)ismQK
zsk$H3kfuQo>o7L(a3ErwP0L{%WsES+81rxt8Iy5YV>u28EYAqb;Q(jlF*MF+<uVOf
zhnWB|*rx9%R+%Z_Qdw=^`l3)=n5edUd78W!U7wiS^%PdBpQ>%%N0K=^#t}uxGVtpR
zFy+`ZA?%Dm^3U%<s&w9}wrS9SbWeH?Q)*bj-B-n6o|CiSKYlUnY!?bsKNo@7Rd&GQ
z0<~fP_VVO~!z8t}Z$VNp%oQRg&l8$hJSOeW7bPc#1wrVBn}XvW3w8bnRRzVQj}YKE
z3&QJOCHbnCC*zcpi1XSR<jAOJq~G((B)HC4b-v`atWm!Sh}86CfB37Os>+(D8z#h_
zk8;<IZ{9*&vM)>#`}bP$@0lfIdtOQOo^oWPZnD=G-P}2JitWg0ZMUK875V3>_{K{^
zbeB#l#fxSaWeE*Z<puqEE0#=6mgjk4uM4pl##b)y6&H58s@T4EL3ys`i{ft7BJr}V
z=lN~N1ntR=;d|~k9K?0>;l%K*?q0|3%4!k<MsQH8hd6lnHknK9IIjMNh2lN?uUgwN
zHkvKtJh+GoRmFl%{$i2w)w!DPUs&V+tVQBKcbiB+#PAaL4+0UUjp^Mfd7Nk{0TLRf
z10t*(hBObKjM90VSU#1Pql|u(9|9cg_>3Xz$Si<J>!(xs;Y+J4de7|-wOeRF`9e+q
zT_S#3yGt-`Nf~I__zi4byouN@YeR}^$HGA?AK+&`XXP*i$9Zdsz2*_gm1h+3a%@Nj
zzZ}l;;m`stKeHGC4{tA+F?uzV|7^%wl^s9?T~)|v*pU%iB4?a_v!XKO0(xdZq!3Lb
zGa!OU44Ey)Mt2!<Mu37t09kr~W)1pLAi}zv)`RC}03<Yy=YaofPq_puhapYlf2Mo;
zj^$Ii1UhK=Lx6)FpD|?Z${L7BZ`B1*FATm_H=c&eJv^9(#JB2<r`e?KG3oY{|4gs_
zqahJ&;FgtA*qX+5bV^RIA=$K=GPzeTWs09!c4^40fe3;C1_W40MG~=eW+4IzW5SL_
zFu_2FF|fcmb~1*>a+>^cVjcFofJm$T>S8-b5~oH7)wTue3Fi(RgoN>pz|VoGt%n{H
z$~$_Jp4DQ6J&xN{M|wR~xqfLzJg+q*ubQgiy!B*w)BG;P>=+|#IyYJs8*xYYlsa8G
zi&HD(;@iW`74smZv;~>IH<>gpagnS~t{_Y)Jy5kZF;Q5dEGbOg{6y&AlNVOqeWq+?
zVI$ny*+?01CJ(8-^d{^-xt!!BJLuj>^@)GtHkj4;n&8;x0ZBS^-*AO~)0A1Z0TIwV
zZE}<Ia(ENB{Anezq2?O@z-D~BxtF>8t@%QZFJ(_xWgn5}c|DD<o#%?qcU%{(Wk7L$
zc9HRMA5tc1j&(l`MTgFeyY5gze5Tkcx30caSAJj1xN?tz#l?Yp;-)`4!av>j0dlvx
zste8Os6Di=g`&{$cHF}bp|THamMJ33P1L=p^I4lOCXo-hrWV_M3*jcT7|maOWhH+7
z5~>LC9S@!pXUoEKz2@Goxf7>dI#B$yY*1{ihA+j4u9tR)6gb1V`Ap=J`|#q{10Le%
zk?XyJH#QT8zbeGN3_HPXvq_bmTK0^)rCBF#{+v(lcHKiP9up*U4*4oBF8{>PYk$;K
z8vOVTobCwLY6;>vvy^Fwga3!>2-OchoTFVtTbK^oppK_93Et@A=~g1qJV%rx(YQ0^
zAAawR9wSYt>FcPi551|}@U9z;D^Q+Y#4e9Xs04i54}IXkv`=uh(F&MIC&OHtg!1Q7
zTf)4=dZ6hZ0qv|i(z7xH&5N9Ts{yG}T-nMTKE=N0U$yR~SUF-9RI5f%js!<N27%*-
zM;IqL20VhQE){wI`KMsBxE~hu34<GTu@@vFo_p5wA4|-^1Z-AxNR!f+h4@}l6rRku
z0_Ss_VsfZw=EUOJ5wfe38RUXVv=5B_1cwkZvq(6ckkNV}W22DKpMsnbf@OqW86g+*
z{h;p!8RvG9GeWQbS_zd7g3;q0_3T7LWEVY`qakv6Jy)P1vO6-nFj+u1pylvdVB4|1
z2s5#bR+J5p4TmvJOR!BJm!KP!8Q>bqk*EyM?T6ooqsK@SbNV{G^r4K(4e!9wIFIt|
zB6fYUgn*Foy*Pw$j1BL_QQL&?#7XbPQQMU1dvSW(q$Jd@luCU})HX?QFthjK^tMUL
zKjUYHwh80RHc4@6o22|;>Z8)zCQ1H3uuZ0+BpX0Dh}eyV1BcyED90NLiQRn0aV&>~
zHv}W&a(HtZ*MV_lM)-Wg(#Ca^)EB^W!TK1XuPxh%4ImSc6tB&%5Ubvlw+z(w&G)Jc
zin)||$L&&EmkuW<s{c*)-S-u4Dw?bFk7**fwQ2=V&AN~|(L9+PCMV{*S_@?ZHVQL8
z(l_NIlSz{iCxx8#h7cQ%nJ_uxCh0LFKascl2w@Yyl7Sm)kkdQ&kXk*43qw0xQ*CN^
zRMoujad?#D1VleLMRcvN68oX~VDjgYq|D4y@NBmo1b@9wO4J_%5#lhS7*LG#{Mr_d
z<adDZxMKp@)`9qJ&#Q{;vXYFLKSxzF{EhHvqJ}6_b`kIMIbj<42J6C$!2A(05WSHu
zv`-F%&6<9&W&091UVa`a_qjFrSy~8%s-7k?^GfXE{3fqkt!&%cp|a+2a~H4G^BU_E
z?LLW%1Kbt29-I(&#P1cun&<HjUJ#=5TRua#x;Dqxo;sXs;JQQfZP7-o)#5r|%5gN`
z=t6Vdr5t6&3&Y-V<sX-pTYd;tghy`RYITXwUCh-?7yIM`zyDDav0b%Z@|@%Y-Gg~X
zysTiP7;?Tg@6=4QXTAGZS;s|fxQ8D$X>;^{?LDQeLOk7W4yS8WK(sBto2y%Qw0PI+
zlh)RDg=VvZJr{oQKy0oLhYeTzj{>Q`;B|9hEjA5Fv367~=^!cECMrt@OKG|=vspBb
z?iT|rWpe#-={#?=+`sk>*O!y_)-pc!d*iHGCZS|yzI8b>er<CNfAa4X@a#1Nd~PhF
zXJQ7GhWYYAp$}lpMoZ{*l824$x}hA2eh|nT#IJ*4f4|Zo-+d)bn)VB=+q~l6Z)!pM
z*-zweoQQxKbDFb!NIa5@pRu7CrXl$FD<=QZkhLl^2>7GZf2N>cM(^8yLBEWUk9pfN
zLO--r$OxqvoHDF1%mTXM@I%X&4!Y@whZU6@;2Vu++y3DC`lS!#eD9DmF2_15OUP9@
z)5YynLn6FUUZ!5M-FJH_r_=cQ;!Bu@L@%0>UO$8P%}7Jy;&$ahBiMGUQ4-UT%=?BK
zQhADc-+oa;nubbDU!cxF{EQ)kF4$ohM>dwzq(R1X4ayj?WAIr6iPgvA_&+SJkN#M|
zI?M#b!8UzAvC2#V8an;gY=XKN-Ggua=woWze7A-8BG({rP$UVsazkxBsJY;JdpfC6
zy|fT<LL@fb&%w*6E9(3=>kDO+YU25@7kPR14xBxB3uY~C3ol-;7Zz_Ftj<?|H96k0
zFyURtkb6TK!i{&S5OU=)nZBVlY1GyMK62J{!Fs&v^~(mz3Ar^8<sM5`hm?a8jmE<k
zvr%NLY&@i1=1A?YF0gNPF_LFxGz1MzCaaGe6jU{qvPS(TAd-F4e-4_*=RbM{_8+5@
zuM5ybPr1hpDb-Khp*|tb`0}^RePL}~{IxRta-YFs?=^v<JTRByQ+rGCbTubgYlk_q
zpwHj95sn?Wzxippn+3Y*zSLgFhdi3FJ0g4(S8)3d?&R4%;*IS`#pnGC#jbU;<QBW$
z6lcgR4Oi=r0upGJO%rRA<jX3<Ql^0e*2ZpTd^VC6hwC+KI-izaCM^&*)}ng3Ng$E2
zET-9MnKb+ke5?A-{OX%^_@tAI_<JA6um*#BH5DK5%#OcVwlBA1AwfADmF0)?ik_?t
z3!%b?bEMqqC49mnC9&GIoykpw?5r{~+zylIX&W7gmyGE~)N{;t^IrxVu^6(Io|#Vu
zA03g?O^>k?%EIts_u>B=3@=_@Bq~eiJJHMVKMV#~DwtN*Fa<{QO}_fh%Cqyz(r`LR
zhVy>f8W`mrY8>@<v}8Ex)RGk9+hFvLHW<DPceIl30VI{v`z5~jjy7%h*m%c_h6c&l
zNa4l7G+P5hqf#2tOGd(SXy{n^jQQ!(?1GsvT;F#`n=(`mYWpUO)y2#Uk@c!6>Y|(N
zVdLv+F!h)(2{^S;U9_|pvA+J0zFB1tFZ&Kx7jl^^OnguY<~`Iv@cELkNIndLm+I&a
z)s4ulGV6%zJSU-*x~#fDg`q;DxBVcXQy|%AWdV^xY+wyt{919D1*y0y(9ojaGrdzI
z+un$x3tkJ@=xiEXl~sUI+}Y1z;)YrW6z_YM6o*Fl)A`Cj^O55c`3~|ay6126#upn`
z$!lwKOWon!7rF8uV>r!9YfWU^vx>H-&hRm#o@z8fL1L_1nC9iPGUEMr4Y`f89%!C>
zl@qsG?v9<*pbvk(+F4yl-D5iE4}~HB0X{BD{udWnccmA3(?g#B@O5$8vhJK+m62R%
z(M#f4??YTu+aT^ugW=xOdJh&ym_OuN9ICt9p>?d`YX4D&>gVv7WVj6PahNt-48a<n
zc=Z}CozbFqp=7XVXfRMri|Nakq<JP6yRx#hj5Fmjl$nRyjmCfY$(MDcNyAr}Z&m0q
z6me|DuO74?ysvJg|6&HKLt4VRz_E~jTMaNTI*dPd?5TWir!I;*2mPSX>p^_4GPkiD
zBUsh(EChdP&eFyqA8C$POd{yfy#N%*H3wEttfIJCu?uL2ErEdBUs?Y5hOAYY8P4y0
z;zjI%{9gt%<D`cbJqEdeo--O$)bYsJ&B*M@7IiK%uJ1s0)Uy)}4Xd28FuXYYQ1_=Z
zyfmH8=+d-gaA{~Tuxv=_hoAJ6Z7gGPdW^}}y=h)W%0K+%%Q`Ac!~L%Xuc#r>2;;sp
zxW9}*(w<&Ps+k#$nhEr^Zp=5<kizoCOOP|ukkThB^cs>R=<A~OU>(S~|IE*7NYjR&
zbr^OUGNLymX6%^^?+#;hmvNyhJ6<|C!w=>$!aDF+4B6l|&S&Ma3|WVn01nuu?<ZE7
zDIh_gcpJM5#fyAY+uctlFaCN)a%{^dtn^7y+dN%O=8Wh=6tPx9*sZ@v{!;Zw<+E4R
zHYAC37oNbBzmCJbm0w`)nG%B4$Yh~l)1xr;LMfQlZ5S-hTL<>77zVRP4^<a@Z%YbV
zzJrJ{kIBRf56EJFjyP#wkP|{FWsTIo)s{!|ld>Z<5R=e}42tXpfib0F$)pfi|FI1T
ze905*<yxg>z2kzcQw71+^N!klYE9OtKkkXQs^;Nt%h(g`PU^-M94#&y`&_ZxYLeK(
z_dx8_4ZXN3^>67aKbfGLQ_hNaTKPz$EjgD@TDDeq{L(%}*n&{;{GARm-Ow<30k;{7
zMXt5E#w{Fm+>Q2{%l(sqxVXo=P3b51Ti%wRwW*%&OWxP~mU%_Ar_9Ii;Rm{K0r}3!
zmQS(~C%*OMoIXC2+kYG`PFY)Co2Pqm?(Cz1V!gnnV&Si`+^UVmwPv3x%Jy%n!mSJI
zEm}3T7YoPL<!S_7GhFpQ3XoL&{(D6#$yzBvl5#9%8j@iBc)Ozt!CPKh7h<H(|K*6M
zWwL}NG~W@Ar=c_DGL*|v#tC)_e$eojKibL8k2TLEG^xtBm=eqn>_!wV#ANU|8w-4{
zFZ2u~f<B}&M3<Wgf7uL!$j$crqX-LFRiX)O9~%IdT<)@R7(&T6>)~9t*3e_b2uv&P
z)*|vc-^^fp0|%HNqlWgK@<F8oDKNd=Xw1(JVy(*zqWtK`JF#1laeV?ZB2MK0f+qMF
ziHwi{Io-29O`CGcqZL6$ONCrg&k~ej4a)+m;IKr?V}L3&F6~64A6iy4oz6i|(^<k5
znlC{U8oE#}OWBoj1<DdEq2Vuov@_$d%o4IxH7t!iNS*QhDTKhKv3gyq^wq<P=~Rw8
z&~(tJ{nA2XT`IwkmT7WHm(nsyItUHB)tshrwlp@Ib*X9S!t@I27VJnC(x^n3#zDd4
z7@}_i!;FL-jdBc;7~H{nQHCL78vS)*1JneB`B|N83dGQlcQ$yXE*4dXIBv01+vaL4
zoLg}pbZr18TRc+dFLg?YtGa`9|FD!Umffk&`?55d-{zjc)m92np)8!CUk!gV>I&>?
znp4=MIiSvU;+s(K&<^<AD}+><7(!C=Zy?LMT@h^hz9+KR+sOKdUcwZ!+G@)w3Zc;R
z(PYDz&*Y(9Ux-@K2{w0%A$~FCNR6#IVMFLD($mbBlzTmZBwdb$Cq5zsuUSi`SZ;=y
z3n~ka1*VduJEslT>i2k6YG&JO#0t&5ua;cxn>*u{wJa+7goN>TG)Lld{B>6TcK-xU
zs98-nzur~3-Q9<L>+q$zUi<E7E!Gv~XMQ;l_pWk;W^ac_U^jGa+%>n+;?t(h#KfBw
zp;-NXajwh8h>NQ0;$}wl{eRf|4zMVat!*$N3WAtL6p)}ODvE*WnLgDsV?Yd;bzO7L
zn6m@}MhpZ&K@kJyoS2>&)K!cq=Io+kPM9&Q{&m`^S#TZhy1L%$|9tg4@6@T#J>At+
zb>2EvUClq5tcC)ep6I7P9Hu?M#VCq~-QupEoGTOi^i-_QO44T*J)Cq>R!Z(RxtQ3Y
zW-vEy3eR7vJyZOnVKc@2u0c?%elJ<P>uc_1_YXQT(n);tqE}L_*}cWY7TR4S=2zw1
zD=V~xUE;aOPW8lhlUCJR02$oIhDT(Ftrv4Q3)+h73-^+j>QquzY|9;4`QQO!blz9S
zr}a~jAjLN|X?D*NC30gS)07DR4ZE8hl!%6NP$7dJ`d63AGJRtBFXKKm^jdsa8kLR9
zW?9@n@maB$q*4mLO^>RO{Ol~GHR%WA<BNl{dI5j(_eQY5<|OR8u7&pIXp}G`MYX$m
z|IN~jDhR<R;r0Ee{NtXd6mg!JP|aa5=0OLmoy$PEped64hwXfD+wqVOd6o~>YFa_W
zWIMPVfSOryq*n7VK5H~;?Ho=%V?{hhz`YCip`2$UmI&$s)0q4%J}Z?kQ7}ayE$3_}
z$0~zhnh2{80x1lF4X6uH8SyzK`<#kd(>w^&a0nX%uwW6)YV`R!iO<(Z<VwZpd2(2h
zXc*Z#W9-P<ks=|gAXtIqLfx?WU>V>&<9!ySz<aZz!27^!mtL!;K3@A5HxZ=qf3YNC
zwWjfI6nH&G+D2vLrh!zhN%1p(B7$lhC83m!mKSOqr9YJ$eWG_r^$<plLuDbIhN;Gp
zXyBKY!WuM=lzxhSBH}ZRBb|?G9P|-P<4Ez}QRA4Vimbw5rC|*Seb#U=9vcrj*2uEU
zm=DJo*_W@PjCs*vBg}pdlo8Bfh0Gpi@%9D*D=m{T3jgby9cxG?DCYOkc%}#^{X~SX
zN^P^lS!t;(rY=&NE_{XMWZ$gy!u9KNb>R_xg~~<t!{Ur3B(cGG65RDF$<roIaA~<n
zn7iwVy3op}^b-+(2>I>JiOmTs(EXlDhQ!$tIcQ)`zC2`b6CF7@=^S17+Cvz6?tp52
z18Y^w!fQwompTx%GK}b*UXaq2?BU7Q_3$Kg1U#AE1g5`sCuIlCgG7A?B47D|^lrBS
z4wt+O%eVY4kg=~w{oyjz+K%)S5nbX{-ix*f4?_3C+H1o|c>i`V^Pn77PJaiX=JjC1
z#e1-EOlLT9I*yd2AHj~dC@I)^MiC#cKx2vj7^3?9J`v%kxqUoY!Nt(smv0}C7rU2-
zpFL%@K7ZXen)?M`DcUs}r9X4+gW^!(Sng@o8HK{3gFfn_f}dOYs(8BjY;B`=SNJoB
ztLmGVcM;RB7USaFwYnviwRJBx73NPqh)p&>HB=W8_m00eVx#7kcNOu@j3r{tfKKwY
z9)a5Y+#aZQVV2IR>K<`n`74TFYuoY5cYf6Go#-W|78|3uagUQ*Oxh<3H5+J4lnK+d
zFSwQ8wz;hS(W$P$59KtEs@ZEFf2bhWcTPy+5|79&i`S9cFFr2I?9yDEHop}Yw{5Uk
z?@VE?cgrT+@QLMQ6U%%Mx5%2wCV4;MTJ>lq?i(|L>rkkMxc8b5x3`T_^A_rH=5a)P
zyHO!;HSeL!DJ<RR@VFJ4rHOt%zguWEZ{sH!pYl&daQ(iyKl$?ntOO*w>&`-^=`Q{^
zc9pr(U79W}!KJ>@`bTB#79A*%Lws?E9UA`^s~?TS5ww><pVy*t4r)uo5~Zbnj<>*Q
z7$^h^6-9l+@eQf$i}H_ftT;{5WIw+3wpgfAH;lg@5e=&g*+QFQ3D8-d0+l;=gnh+N
z@!aJa;JV>Gy=pTU*}gT@JNgV1R<5v8ein3pjDp2o68O#27hyU&7?ZjJHdTKQ7aO_3
z)>3=m@XIHVpzHD}mA=ulG5<Zd@?f--*X`*Qm{~LuW&TQP6K?N<AU<^`H4f49Xfh9=
z&m1f)90{@!i(&S%({R)$1modAv2!rBzZc8%Z~Lq?zeKP70_pS2b^%QDGwqGl6~R~n
zG6V!tPQ>T*npr$?6o;@f;Gfd$|77`;ES>Z}uz9d1g3ZLy0B7nWDjMKIeFV~51kzhX
z6$7eLAK_^LHX%d}1S`l~XgM}>EITYOET1pZavCqKw4%Pzno4E77aZF;QhaeIBN}g{
z<E$CdIJ~x+7^c2Ag>mahD$6LOH`Az}<E=CrCKO5vHAMr%@st9aHD>4jw|!Qgxms}j
z2)!g_1f5`}yC5m&l#xD6A}pmJG)bZ1&c~$93Xn#lUKW<no-2ViF&Y*QqeYi~EpFDQ
zkC`yNtc;IYMB-^WWuzpX`pZA1Grf$*A|$;`edX*RGt|q<FuFWDI>=19o$kg&^)lwk
zu9pSFam3)GURFkay51kHmrV}?u!3SE$4bgTMWc*y=x{uXj^)8d&t&vjI?Ka44t8#=
z%*<gUz>1CzI}`RF+0Tb**@qSw#&hBSqHj-u4v)!xZYlEL`e7B+#P9*j@_RY<SEdFN
ze(KT<ot1GLlGXX<_gBtXdO&a-a#Fat>!|AOop#Cz=eLn<{7xZHt<muG#&MzB;CP|8
z*-LWAY@F(~Ut48|w3>od`Fv!=)Aew(R3I^%TA1v2=`T1pZb>H0=g8$KN0K?<2wBx(
z6ftjB5Kc64QN5aAsciko7Git)kyX72>9K)+R%$_6QhfDN;@)u`>H4S=sT6jBWHzl!
zO6@ochj$(&4fd2L0Rt<N0I!cEU}Xg9v~w|B&03}!QGT{+%*9Y;^8zWLJ=~bo>R5r4
z8Pbhd9U2N7j>sYGdR15yU<XH5)_^H?Zp88YM+ow0Nm5FB!0Ib?NZI3+U>)~@I48A+
zMNiwp@|(Yq^4spf&J{~Yo}Nuq)}!_*Q=2bP^|Fi-mIO{`h53V~{_B3XEhfA)w+cJg
zdvSBFUT$YAMsAp*NN*A$Zar@;&f5-L&HH-2=V~kc(s{>u@41us*fBT7KBYZ0n|r$P
z$F{7}AH6eFG2>hz@$4_xIJa)Y<au-j6!E@MvgtG4al`F)b1n1E({t4iXfBmH4N!J+
za-|RR<iWo*;=|J0>fetqFU}}7gm*ZfvAbU0ja<lpeX_*`EyaoP)i|fTN%B&ey~W9{
zW3&aW&A3zLM~V%nxN%x5OU<O`9kgbv#>n<o9?2zFjPOw@f6`sozn+e<S|$wvDzT91
zAprgZc4gQFVz-9e$<m;A3sV_65}F^;<Y?03on0r>d=*%j%1#s}H;OR)kMSeP?6|M>
z*=?Gn=3acO>l^qbZ{P99hWSD*g)a!oQ}oKrpz`Ha(8op%8{Mp-$M7q#Vp?@>=I9_y
z<L|vV081J<!xo>naIX1KjAIU3^<QC>PmFp7T~np=DK5JQ$s4{fgH3nZLFD>M(Ej5e
zm=C7SNMQN@sn726OO)9wkd|4t6XPRAFl~m97l9NIfiw_diYgbPX$Y(WtQzEIk!F@?
z)RqXgju8!J2-K7a)RG8BjgeY1dii(OF=BPadt&z>QCX}mG|q~`Xl16dNeeUPXO8Ck
z+ty}0hUPa~oY^_P)@KhgSBjbQGc^M#<-<h+wAV$7mt&CteUnf6ObzXImA`(XiAtIW
z^JVXKrO(tDdR-+Q7h<~9>*Dzgiw2a(D3v@(kE6Y=^3b+g->cU(P5tnJvdW5;hE-ZB
zN~=yVj1`B)<HJXXVYJ?&|G8s%FdoyfQlP^Iko`O?AM>S5|Kx`~P!p64@A2y#JE1A!
zML$!c?xHT4RiCV~wp152a~G2H9)PJr7MY@*r7m2$ji7z&O}t8<5>}_LBevlu;pveX
zYRgA!No1P<L3W_N0M#qPNiG5Ay~+#EH=hw=RxW|)vTiWLdZN0((ON>IxTo;mC52Rt
zo=7fMK2Ku1ZWnB$suNj{6Y!>?i!ifj6?MKz^@U<wZ;}|@fZSWY7}jmn!iEr@1ob#T
zyk@(=>Q3!R&jlihPO40%53damD?NbeOSX}=Z5)Npb8Og6{vbl+{oP*5XsWr<uDn9F
z<*3$nONPAI62i|)->c6T5vsY>)>_flHCca}`=~hBJe_;mWQaoM8K;l3=);G39v4rN
za-v=Jr~Iq^hs5jC=jr>L*}}yRe6EYFds+AVeHT8hyf)dK@1zUf{fNJ_x`*aw#&+@c
zok?Q#gXj3R&DZNhUM;urXeCdUT@l|d_265U*~cfm2-YWW8JJul<dEX`Lr(Gn9_b?S
zkI@!i{j09MERx^y#!>$;B}U|_v8P%`Z|%bn7r8d(Xwuewr#XFTy=<vxhUg)CE>7*y
zojaHJ1Glo~L9yx_H8<?nVA=SWFU3tEiL!}ycf<#ihKYISz2RC^e=P2Oca&@Au}s|C
zZ4#H<W~Sy%{!*OTiSFWCyD+)^iMg6(PP=>#ZeFEX;?&ybO2%VNmU6K1Y5!E#*`{CD
zZvR7WRt6F|tIR^C$r=7Tc33&c84WXyY$Rp|&Gbe4tRYRZ(b8ipQn*sMQ<${R(zIHJ
z<NjiwrD+NZz;xzlSfEf*<gm@supi6wqkLAZCdpt^zGbK8P<g}x{;rS+EB9Q0Rvi~X
z$AY)P-Mc01iRs33>1I%INeg=QW-#>CKB)7tHOPKVfaS+dLD+y>uw09!Xa+k{?nwT~
zCIr@>c?oB=D%d=6JRGb(8sdilrlI54M)rbZYZ}46I?fn|q()d;X5cYY#_2u;@kbhZ
zaON3iusd-9#xn<z!-_!NMnN!ZZaT)nVy~UBw|f%^Is2OB`B6SA)i06Hrh)X?X1frq
zvIx|x2&}#cMm}+zf%s1(l#x#>niqitG&d4zN7E6EjAC;@e677U2Pvh;<3mH>Lr1t6
zfXxWuW&qkj5mgMRN_|8%1HRU7i_IU)F9+GBVJwRrL>HSDjr*eA){rLIZfPF8cD&w7
z6nL%D^<f@#G%VR|sV^;~p#ER%wlt2XAfJx-^h?7^3N=Lzn=K7D$)4{=$W7><qRW+B
zHzhQODf_KNu;&Cx1Q|8>=k{B)<)Zx-H8|!)4gMwjEum>lgJV9l52KG7T(aL%4KDpx
zG$q~Cev7h{o=t-bhB!PIYH(?zTxP%hFKKYoWS;3Oth5YNG|D&;gYnEx%kp4nz-08%
zWzWMp6xOMr&m4{b@fhr2(6Qs0jA1-iZgyPE%g&9X(;w<sg*7pFz%u=Qj{TXbfkjhw
zY2_qkT!ODUUs!GBj71LxN7)16=CsbLw;B1A6ZYRC+d?CSJRV~qb8@)QZB$*MSJV`8
zr?I)}b%QI)9_J5|gMFVvRI_Ge&I@y5R`Dj;uQC^$eKN>|r%lMEN4_Kz_K;QEUlDVU
zQgFOVHPx#zn}x}*Gn7u3&yu>Q)uio*1V~%;h}4RhMcj-1LAnjgN8E3;B$**gN$D1y
z;V@h!^{2lh0WG3PzzKUYWOFZwShbJ@&+=D|DECY?=FAYGQiXdYd8tmA`>2($?MPc<
zUC9c<H+aHXKQowrtrQ%oIu<6s3n5N@IzUi~c5rB3B!qg~kd!GSATetLvG=$OYnyf=
z6^FaQqFr}kMd^dYVTC#IspAacd)}+8$DUKBHt<pPvS=YJ>HFt4v_EEfN!{<Z4jME!
z+H~ORH7=oBTzrnGN=)T5WWLE}Q(nto7i`HXBU1Dcmy_id4T|yAySwXqxfIvtd0B;@
z%U967oa(62EDVI=J?87KjkXXU`Tr`nIx$yYRoPGH{JfdCa3Rsnt<LceeIg+L&^-F-
zPW!d{&ZQ}A-STmF7SYA%Eng~D)pylDz8R{ue3-~jIqN63>vfD9TQ`xvkhV#D-}$9t
zf%87_dY>*^^1K1}d{ekiQ`AFz<2W|St4xHr^5x@Q{Vv?$T$=@PXV>%M#$We|Z?~A&
zTi!cV92sAPd$f2ix52-<?4Zh?yB^Y8TvzCg+`Vjf(Y}$N%wb-bxUi~`e*auwLx6AW
z3s?sr4M99u$n+2d{|~!H>|U{(mh8jS&oKl+y-wpy+J|Xc1*ZF{>_lPGCQQ?e_FyWb
z?Ig!g#PDDLE1L(mG)n;;?M6~hHHNVd!oYdT4L+?(G|X!~4|XUoK%1rw=^aqYKdu4q
z?@rBZREB{;@Iut{_k4RP5+2upD$849JUZCFrV5k|?k34^N5w(KSu^?I`c|-}-)&f6
ztA}$_qoj=Vhj_)0<zKH`BIR8(Uh+|v&p8w%#og8<z)4j)%IH9te(IC-eSTTx`O=W!
z|27Y%Wt_{B3~W}&O!86SFbG);+S{!tjMUyx)lJ&5Y2LqWyQX=Kc55ovq{u<>4gdAC
zZ5~W@6Rwt)R!mdf^u-m^2Hm72l!B*I8clVRM7zJVV%ngar1VpC^I)o*P-ePGlBsTz
z(x=mvEC$^q#s3Ss$u!kw6$mR4qpnzSutFg)9{X!_n2tclWXyvuJ1u5u7?1sZ_H&?&
zU=GLGES&uu_J$02E$lxr3MYZSn`1qX3CfIR^DT~@-V{lun+HQ5waxnLO3O;!)kSOr
z$nko;$i8v6h3i`js|ydRDpWd|7an^(BMa8uBf$gPkUS1ff{Qvtm^=4~y3mpxq}k}5
zLcZ6fiA|sN5Nv&n^h|p|<UIz!?E8Uau=QhdGQ^tHnLI%lI%$V$y}Z7vWgcI+f1ih~
z`8|p5*;P{NRU!n3UnMRD{(vX?nJ}YZ6H+#?FC;ox(eqp<z2ob_;R^j>`JFieX(teM
zT$*Zai<e|%B|DY(ykz0QY(Jt*+)jM>{4lfcP*^$TDnyRH3R|NbAhc{SY{+OvHxC{T
zM@sk;x2QP~RIHs~S8X1tmvDd;&JVKMf4|Lxy)@}_PWu!a_e#%sml4D1H{GvwDj;s{
zJ3*XwE0U{yEmrSI^6HnI9l_VKYsxh$<s<gKHc+$LJ%vAd=9>P<%QA{-GiHltQeShf
zen;e14{j(nuY1I`@$=Tpwzt+?Saccq;w6$Rjan)XuI#NJ{v?EdFu+xJGI$f;@6hVq
zHRtW%f-cmQMPIKhPKYVOITh|NFL~#k7_!(~Yq9G!m)0gyY!DT~HSdur&b2wBDLrih
zch%p8>u|rO=vS=0IDd3JH$JtyvGji`EBZg50F!8{@zo>KG!_2=yPF&|)u7XIP*s}e
zt2Y!joTnl^)|DcM<(!6%bQSY`i(?Phq~+R+Z=tc^W6SIKqup9U%{EJbUll>GfG%Sg
zuorserBiSnA44~~{Zc~f7Z{I@zngpxV*4(KO*aO@nT5|j#eVvQVrL7%5lu<xbQ%q-
zW{R{HUFCG818j(nhTxZtp|)jd7`<HuyBp^?F8evYR%UnkCEECJEn~o&L!eed;KT_6
zXOI!5EXHgZ0~(MJe``4dyTM%OA68e?o;m0rRvj8=MS<6d*M(YET9s=^%VFWoUe#zm
zv|2k-<Z9`q=|&ou{rG<(v-`}|(rRKE1N|;g5T$K>Y1Ku4HU-`5fc3h6S;mm9*Ol_O
z{&bww>*Dc-<qJ~Uo^7>o>4I{9@7~|L*ELPYSpS24(C5n-@PT5yy}@U+i3X*3e9)Ml
zokn3A_GK84l>r?K<MCJ#&}X3Hw>$PgP0*@;-iw<eQgj)EqNKXy(+Ol{s-U)g^H|V7
z)xea^-N}??mDPod?GUsFy-1CPys-M(X<{2Y6rTF+Q(N9ELn50#7Gy2r1dtzq6R$4A
z{JIISWB(H&E@X<jz`>eAqp_>t-PuN@>J}ezLFqwayA>tBmyRJzyJiZO>fwUdo=A1R
zu{DKaK}AU7j!1G(u@lzm55R`y>q(GR2&plkIjpJfL3(=3hV$kd$eQ-m;N0o1q*ePG
z#3gGx*<&>ee)m2il(_ibSZY7U`u9DTF<h<nQXv}_qP00j$%y$Oepcf{`n)feYHpT#
zqG)q`vi{`W>57!od%4Vn<BB?I<@AwN&+@aM#fT?{`f5HdJj1`-JxM>H=?(E#^TXWY
z-3xS!+`V+q6MpB9cde0Zw(6iRXv19oLX{ZNKB9tnTXjtIjJ?aZ-qBc>RH&1@$iDOP
z-|Wxm?<G2Oo`Ws;1m0V(yVxVS{IfvCmCL8)`F>9jVc;Nb@!F?#?VTp@n_Df^KiCnf
zSb4LuyjZHJ{q5>X`Q2HQlQwf1oHnepEbeYTvC^<Kaf;_z?ri75n%KsT#D{|mb3=WH
z$i|xw6E_?<E}P)^M7*EUPt0>?1=qZonYef246aQ#D{;@wa8B3nf#&szx}2Ha5%JB)
zL@ublwHTUqtlsPwQ^eZ)O35;<t7|GR*k*j%KNSJ{cP0@ea%TLRh-q?$|BfA54su4r
zUnFKU{)@{PX#7{dW=4-O+779l!)8dsxh`X%=?x89*O$uwi^~{V4D1i?%lGlO9wfo?
zBgddcR5555uLYMbtwG<lJuiQ23r=%n^y<xE@a6GP+owO&`!x#^ex;v`xxWGu<fVYu
zuf}wAF!Wq;SbMfEoNBNSHr~Aq`$xTpDGe5WN~J_HvE~*yTy-_*Cm?q+gI%>w@ZlTJ
zq0A-KH{(<8Kj!R<n8D70XeBl}2)|huy!nwZbLtHUXg&@Th@JUyB2&LHX8J(_YrbD1
zpZ_b%7>d%eK$s$>$P*BslT)0zM0{~=Esb|F0LL*17XxrigZNL&7(8hnM0EpdQ2+0|
zeum8-c}fnlOT$(ae<8XwE(gh_;T*))&?NENziJr+&7Z@zNy9va$z=>Qt&!os8dLda
zUB(dc=`}Lc;A|O#vLLmC($~<~G6v=RW2sDoe`y(mK%X<y;P~BM<1z-S!EqS_l5W)C
z>@_qDBeH97!4OBNPxjC>s=?VefB#z=+%%bI`ihZj^wF`fsbvhP<5(W%O9vX_F`WU^
zQD%-Ei#ie=rZdOR^`Dk8u=BBVvEzS;&w5r9g9j|r@8{T`nHpHoWei+XW!%CTb-w8x
zlry5b2#%I#gqy9_sNP;4qnxl^L$>WHE97yR1y4L03*7?i3B4+nC3m{aRlQccrOOy@
zkd)iMkp&%Y!qn(X@NsrivcGp;!MVz9GO=kxa*6aJnKo%;x2ynYqg)}i&~nwQfG5J_
zr(=~)zq^t;Ne4;0V#%aQS-Qz&t(wH`WMR_n?OWpBNJcWZZ6c-b0USDHL)6W>l7O21
z$k5&^$l%@YNbvNYa498JwV>rhRU`Rrp;GB2k{mHYnETK|*mg=qtY<cWaJ#1@&yGW|
z;Ls5`oJ5x~++9MP-V}wPyr<ycl=={ARgI)Pz6^=QS`z!ozrvc%Wr>U1db%&|Q&{1v
zCFLR<i2L+bu*>$oD&*}r;bl-2W#oFf@@?u|R;WM7vitp(G5Bh(tUjqt2plM%RVs<I
znL0eV`gu3L#Ej<J(7vm+I>#-FN5wXB(D$`gQL!W6p=gGF)ihiEnW3Y_Hv=on<|xdQ
z^KW^lujS^=uee=PUMa8_?>4c5*2A(e?|d#Ld1&|h+!{M4UVgo{c4gKqMWF+y^o_19
zmL0Sym0UHkqi*;MpX9u++CzTWq1e`_BH!)GA^oU;5V@s&0sRK;AkD_M)3gok^5{=^
zl!SVxX6Z8Sww4DpPe_`xsH5y%<SI?ouA<i7sgu@bRkWt=KzohYIGkJii?7yvl2Wt!
zKsx7=a7yl2-&PC=?Iw3V@sMj&$5U+P^g>Kp)`#0$%uZY2_6=@MOp4Z_-A7IF#f8Pd
z3^#d|3K6oxA@4-xk?PzoZG*bUX8!rDou6vpg4Fx_I99u*L5n8~nI5#@KVwIl>!5|1
z&1gPp@dNddnPEqb)*fVH6)22ruMLbsvLYMg$}}Apj7rSP5QmnQS`@V@>QeYna1_#>
z7}N*MhmOhug^Hp+g*0IKl=5SKSuvWlSo`v=9$X~zm(GSnTQ}&mr6gH=)Q7GMy8<0T
zwS-?#jI{09oL;%)NZu_U2zM`(sM0;5SX?UXU(p5<=)k7O^UEN{NCO90RahE)5UYkk
z;9fo&4<vE#Hb9-4ZQ<SE-o)Q^AjZM$xb`r1&;ZDLX&OAcT#o#{sWmC`){_+N9VDec
zaDItCI@sxuN?MMb4bRRthM9StKgIsIUsj4=8kG13etOL8YOqQ&{f@i<t0w}<H6p(O
z1*ng}kr;xKJ_$JHMpzkOO??CsaRe4F0*#UgHW)!mv}BE@J`PNfq$Aj11gkv4l!Y8g
zJOY~o!qEUH>Lakw5fu$Uf{#FwkHBVvz%|PVY%++d2v&f(SlqEWV|ig2VYy&=d~v}A
zHXNG9?hyxBcuzR6$}te3;T&ITHXMi7hSyY$Lb9||zb1t@MIDNI6fz1qg|znt^^JoN
zDk~|}6b&e(0SKP=M>$rGxmxsnC88fi_r9P50~`>LJ)a1_KxjCP-a<RtTN$)1zO<-Z
z{%PH_a;f3#NVNQw_36G9^mx>^I9Nb!tK9nOJg99k4uSh&ppV)XeWmKtxmY^$QQIni
zYm&;et#Fqf8(=txznR&8OWT?rWUvZ}l@c2?gH<*e)0jgUffX2iY^*E}k41--6dlH6
zr-06$0xL7-!Ag$~I|<B#X$Y*~tbtQeN<$wVyDs`5Bw335Q9rCgniy1I8Gawf{>apT
z!dG3|r-f=!3v*SJQ@kqjYLZZ-pP6z*YFE_|o4cx!Cr2yWB|ai>!-{Cr-znQ~tU=P>
zOd+9BD^>kZ*HR4_&{1&fwoBMH<ALz*z+-rOw!6~*{8UnUBu66jw@KCD6gbeXpzzDi
zHL6bThgFT|_EF{?aspm@RT3=31;U*2tw_wq?!x5K*My<JI4bK^bs`5k+QWI(L!!8R
z4yJ9+f>SNS$(eD3Ncyu3<<LwkmE*b;mED>0%Fd76ggf0-Wc;(UWKTpIaoE3F2wIT|
z2cxPIt5_Lv+cQJ(-cX7xxAYa<i*_dw^Cu`B2RRen>$fD*{50(CRUR@d8o<KMeIRqf
zD-zwY2JElAl5Dy=UTHp4C!`-)LYzC_Rh4&c%nI>G4IsYTccq(Zu2o1=$lTv(ZL|sU
zvL{RPGaDb(=iL&g$w*f!+EyH)Pm>FZ{agLGC#MT2YBqDwM@;tNXQkB>k00owmCthH
zPfdR#{+_?PzDL3YZqdO;x|rVKy0>)C=))t!lFi(U>w^4V@EObZYBIvlh_{vv5Iwg=
z$v2+8qRrRV9Xxxb>B<B?6koq=z_%)#!Y>;huGfa0)GwsFV}#k%&?&dom)kut*B1ND
zQrB_k4u0dHO8WcTN&@HeLX+vH(B3~gL@rLtpX5Dgt-Rp5H}bMEXJn7+goq(8W4Og>
zkGT~Or-~ky2e<&sYqD{*hKYwex@demt&>%BXd&(zRbBiwV=PxcBY<lecTL>W?>Z;)
z37S`PAIm-@*A%nTr^)>-`pHT-7V!D)LQ_qw-v*yck*_r`Y>k$`pKJZ}zhj4x1{Kv<
z{Wm?Rz<<XM6+36_gprw9QXnHk7KY3V8JDy~h5BEd2|+eM(~N@(D!Wp+Q&grvR%HCl
z29>K*<htP=P5)a13z`o*-2cUy5dQ<4!DV6ypK)p}EX(W+&7TH9>%KfVoxT9t_?<kL
z5&#w2T&GuW1_P6Aq1NQ}P&e!Y#6PeG@nQljT!~3$ux)CX<PUx_1r|mhhp4JSu>Rpv
z*t=vtEIr;@%0z$o)vbSn%dx0J&A^3hhbgBMCAm_|`P}BwW_;MB+t7XIQ;g%EzOX_c
z9n63525Q`^2s36@f|Mu2q&Thn1DMzhRrC*atg?P-(DA=A6T&zN77hZN1LE_+2a<FI
z8-ySaLa>>T&j%gOG!60jU;~>GYf9LhzBt&R@ty`?(?Zlhuma6x5Q5DgD^0G05SpIr
zMtp|mpX)LoHekT(qR4e4KAQfw1|l?HV~U?}CImO+Q_cyJ1`?>janSIk4f#-mV;X93
zoCy(@eA>v5q|^LtLq3BB$9xD$gHvC6p_6KGjFSdPYYhKKH8>7pm<AUN#}R{%8r--c
z-+xJin;xWKg++aZm6m~uMw!K7!$XHY#^pEoES(0WH1t^<=3(b%0~bukK?*i-bf_mW
zKXdF@mLHF24rO*udqX7VXL(t^f8A#tfr&v2mg)C%?9WUMT<A<lO?zeB^xEot!6lS4
z7BmtnZ0auD^qQ`Ed!ndv!tzM6-Qu#4CyyUI>bq0u7M@S&nPyGyj4r5p?NwXZAvH)S
z+`bJg^vp}b<cr}$&%<Q@fS!V5@g*eW{ZVpp{Vww4c@MJcd^j=Z@4?Y~&sDE_`6*l9
zYY4HSE@Z`)aMI&LH8>gULu&1gA#T%^q<gbz<fG1tm|f^fJf^;Yop)43Rje!tXwaGr
zD|w0xI`N!zUe^z<S&UPSC>pIAv-^XxdHznIomh|5xbT3Kp2-pGNAqF569;FlJHmn<
z=i#v808Bo$2UZV{CPj*C$l&<}$@CG^L6`3gL|YUm<>)7YSC2>_F3$_YqK0!}#h50<
zK0Fn6p9>;+NM)6E$W>*k!w6N+%v!>d2CZ44{-}Y>cYC4JS99sHzjoQjI`WyPYH=3T
z#w1re*^V#1?0|Oa4qmJMrH11EiZz@f`iNGZ&z^6$x}$!jPa*wj*MZ`TS>t7s`X5Tp
zci&9!^}&~4?lE8PerO8s+NGklvRf+e96l#`$n}fd>c$6oj^CnPo)WCEY-O!)7^#vS
z*m5Sh%E7t1p<|Mh^A0Hic~gogwoI+YcP*#Z4;ynrUa+I1etnxgnhmvgYwKTcs!u(-
z2kLsJ@~cO_(mqTWlQe5<6Is^atC}in{IzBK*=lX9{WNtZXKIqJ>A5v!?X~7^oF*}A
zBj<ebqP%?PJmTQ@{pF5*1+Kxm?V{i7W#X<u6S+N2pKJ3!NayC*C27lT_R-kMuZolE
zrOPYF))5<@?kz8LpoT{E(!odHXuR?1{@+Z9Z{F&xG)xa#ko05cn(Lq?8{_!DnUF3$
z`gR-Kr`Pa~E<G!<^7Z9g9$ZD{20Fls9e+TF^%Y1=htlxASvhEXtPbH$wk0it;+S3_
zc{)5GKAAI!Fn&MSUiF5(NBtoFLucq-R1UkAO~HJS;M@;=QfQJ4T)kr@d2z=OsF~>p
zFL^m>I{zBR!K_B_VdU)@kk_g|Jc?USE@fm9tAK{Y#`Cz8eph)9eRQxr;t^?XxrbOZ
zKLzfUr2)#PlppiU3hPUQlK-0t`M;SE*310sKC6h|VJ5_&ZU5s;2-UXIfP!jU<4g$E
zwiqY)Q_w*K%BXG8H#rkRwXHN0V$im1CPcZFz7s)bpZ;6g*7P6)^$R2RsAm|gvdLc>
z1pJek5O(fwnF+yb!Sno3$10?WK?RoK_i^lxObsaLOh~m9)gs^Fs;J^+RFM~V2-dIn
zDMv)xsD|Y6RE^y4u570(L}279qV?XYY#(%yq$lkpp+i)v{wdp31A0voT<^~lwlz-`
z-g`8HH_3;U{#!4R(zXRi#Fnk3YX5bx|4x$dOXL|<Cx^ClCM1tCZ--2H*<qJp0lx@y
z%<GdFS$Sb{_YcC*un1bA%a8+6R&c&*EK#JEglXFRaH@<yIpe&TT(`6);ojk@_LH}$
z><)S<yHrpKcRI`?<4%Q;<b<KbVfR!aX!24xc&Rffd}s!7TenT{esY;CU#}9}w&x>}
zI~<jc+ztBCqMantuL10>QW7$1oQH+|+QO3|Y7*Vx2<*4%NjB&ACN{lJlTvwGEC2ZT
zUb)Sp4=cnUHGueTGa>exEBQM3)a>^`FFRaX6K{2d8)&T*x12p7#vHvXYgT-wK3Nyc
zH5gf0?CsS~tntD@k=1j9nD#VH)~0(cu7lfe`fDXy=-=)N;itQ&?TW1(%~?IG!5wd<
z6R+KxEj~WpCn+X$8n-atAL5)U#t+o|Tr&vvxwJF(+@<*dqeaj(wZ?N{S7M~rOtH~8
zOA2XTAX}U?Kaee)gKD#QQ$D*mlZ$oidH=XLezE)rf4J;c{?1gOS0FiXpVN>J?l17^
zm&Y07_W344TA@b9urndVdA5vC4zMMb!g>~O%4b*eC8}p1Nbe!rfvneNS^|p;K^GGI
ztwk<aYzV4C|GKD!T}Uo=TYOCT-$uJFD`FZ~h{B4ZNVYiqAL%=X7)NEaU86}0ZPaC1
zK2tuso?NMiy^>B;DDQsSG){S|%p%rKC2DXf=##C}&`y=-KP{SI?NoW%un@zr1IFKN
zr>0dntH)SKc$4TehlPV-Tx7r;hKsNO^)ZZv_IbW+S^gAR0hv&RcrB(JJJghNvsag{
z?5-|(EiYL)|Ae~a^mJI;pf^l@NMA^d+Nmz_wh<{3?MG}6K84I9S?Z!6rwWrcr$WT2
zDllC$KyAxCAlHxWC$2{>2yOUMYU_eGg(myVVM?GY*|Yu~tZ}Xe3ByAKk4qX-dCqWl
zF+WI2)ckH%rly)J2Qn2tTi$7Hc%{5TqjUTW?;ZL)&wVtvPgp40w(->;-*Hv3ub3<M
zB)^Bk>)8r@_~kzQ%)@oX<G*M%@n!}17exZ}y=!z5Z>}D~#atMni|LlA%Q`TNKX^f-
z|JeMPF7VD+{;aINXz$Teyk*v2tX97#-)i+P-A+r5yohZb`H6&U`db-SInO19`S^A5
zdNFpnKB`7rZub3now964dC{=e+G74|bY1wz{Q8;Y^!K**QzRVQBriJtjrQ*2e)6Pg
zC6m_G?9GYQ3drJ0braqC9}$C-M{s8vUe_!fR#d##YcMxBb){_Vz$|gy&26%YRd&!X
z&MCy535&&!zjff$r4Mk;??i~nneVuya!Hz(U7}@wboLjsniSzCrF9cSH`VajYqLqS
zXh&I}^IIosGRyt>n&?kub^3RV)slMjV)fs&dSufNM)gSBwNWinSyG48&vm+-rhoSr
z2Mzr?us)prhd`mCs88{~{^DTsh4jTh&oKV_`x^8!nLIR`(hpirNrMWj>wsoidtNwP
z4;(sY(mOGOe)Sx{>$n_h7uW?$124mjuqCjxogZ+cH)1+E7#O$!B4>_-@O_hD?W<m(
zPm6`16}XT=a{S6#?cl&xYtZQGU<7RYr8B=^-#L`I!~`>bzhh76>d_g){Nok#(MJb!
zKXw4mO(S6X{0T64c(N3?>q$8nDSt0z_<=vHvVMuK{I5)xV}T>Sb-Enaxgs15aH2k<
zq5&?{N4Oe*Q|14&)8+Kqq^WX4lf~<Hqo_oI)B9B^s%2}&HE6gdg>iE<D*xrhLBqLn
zUAIe*`$?zEB?`%29Hbf?!_v!w)M)aT7Y7X*{7cj2xIUO^aOoUu|6{7b|9o+9N#X1-
z4x$E^rppZ)T%iAr#}dRII*m>>xN*AtzofxU(_p5rkj64l(I}(t!uZdp%gwXp$$lJ-
zHXh5SwlN*^Gl!Nej6)rX4rS)px!4qV_Tx}y=VbAipXFue_}6{bvznmu{|*B&H2|Q~
z<?boUxKV@D`Nm`^XUz5!Dzqpe+%(s!-tIlCoG`C3*{*CSm|q?X57u85y3JfC^c-`H
z+|kNZubnfLJ&so;DYltpL2?*OD_jx&AcyFSgL{Pv_tuli!UuA(%qa5YLPfHB*+J0u
zI|fIN?^nHQUqYCCCrs&dsTc7+yqmOZ?@pRzxx*Ig`^1fOCEe#Zk&nuu#N6p5@tCcK
zT~7jtaM6hbbT~?erOYJ*@9iSN6E?w>h|a1J`9;;3wE;q<LL5n+u~(RT`>wDp^(HCe
z-xn6x1d_bgn<4znV>t9%SD38pN}NOALr@`KGI--S68fMPXcy*z=-_Fj+=2~|7^Wbu
zIwx3UM?Z?S%9E6hiYM-K9AW2$Nh<45t@7BrKU6($cM+C2PBlKkAF~6>_j_@$spg{U
zt#(<TSMr%dN69{R?wss-Yyn>^RimBKq=#1A>aVyv?LEgGU#ykgapv20xTRl_KSF;p
ztD2a(W3H_8;_}J)oQLXbBrN2YjsFE)>ReM~bsDR!)L<0vT>feD;0baracUjjXT=-s
zvTOSl7Ln)m^`A|b?Qc;(+2hVD-JsK_lJne&26dT8zSZ4OAX&HSb?<RU5q<;s7rO__
zE#iFi>zrz7?$0lvZBjE!e{9e}s2$c@cRk2PKGbY@(#&RuWH0>!G#<9awPn`YXp4*}
zuc;lrP_x_GhD*F)t~EREqe*n{Cnq(1#oD!daWR{xX=2+ImluEJFAM7?mu)|mDfZT^
zkvmV?Qt#^T!P@etrf}YKCTh!BhG}e0*@+Xvp35saY?E0veI=4><+vS}_`289yp2!$
z{{}K<(m<vrE0J#;$Yf(7IqZ702ezj$zD!7EWMZxc7J|&HvO$*C{?c%DiX3ZxY50pT
z64H3VaI7lZ|JSGS4JmM1;fJsHW!J%q)ug?$Dc_=VUoxlnSx8va657^OlBj1hA#3Rl
zXx(TM@hRy{noYe#??7_I++zo+dtXMN4i81RhoJZE4@<r4K-Y01>>5%QT*-Ry-I|V>
zNx?Kna63L-lA}|Gg4gIq@TAKy;#YDi#=(p%Zy4rq9P$WqQpficDZ67MR9%3o*bL%s
zbcDo9ze)1#jT_KM2ixq96Tc1J;fYNi`Zd5CpJIRfFDum_F_1y?HNwgOYw9D=^oPLl
zJHplgHh^L4ez6%K*nkFYsEB{-r9)SGZUhbx*dU=2m9beNsv6))eMB_`E6`l*$4zNI
z<W~783Q%B0G1`r(jQ4NSUQE-Fld%DrGnJ)5jG@`$^?4X%ygs}pO1yKf`K4hx_50Ts
z4{4mzaIBg&I~v!3q7lV^WdOsjgOzKpcJQWu>t#fP23N+@+cotvqT!?6f+JniOEtK0
z3Z80k9Dqmz82X&hM-7gC_9=LLnGxeqgW~{3xvohnYH+0{W)aiiY${$lmp`3~|1WFs
z+y^pPVG%euV6e(2V;XZTFII4rv2n9F7S2A%us0ltJ~nPl!$yHFKLs9xY3%=~C^^iB
zY3P`bGP^!n@RE#iKishj`@b@faT%yuBy?0oSxitxo^=<jr^P5o^ti1W{PLq}<gSy-
zc88x5C=@}&(0j`EZ6=WP;l3nPy;ap;yr>$`b-v&_BA>9$^0n}O#(lwjWMgIBEDus@
z&218~q%Eo1WH0O=s}_D4eq7b5c&w^%*h^*J1_AJL@>!w4Z!?717XnChN;$Hm#X{lC
z%PHi1zQeF-VP&Q3^WVul=eBUZcs`=ox(?z`1;MU^=H&F@v*fzNLFLfH>r{>jHC1++
z9m*~(%!NDclF8UL)<jP?4sclaMhI%x8xGm7BZXe>r~6WmB%NMX0^P6HLf^)B1R>su
zBpiGIY0pP1?JSy+r9EfD@p^fPPo;Gbad9l%o^=HtcUw%Ny#~W?FK&>{j&tb?j1fZm
zr0T?JSWi{?a(#_Y@MjyyIA|_=DSc``*r}JTJ)&7MEtu;+<dnFjy}P(MbB?UpUiyW|
zQnUD&47J#6Y=ky8prCw9r6XcmlX|jt_Z(%D%`CWprB+<U?!P2g-TH*Li}ulaeQc04
zc%Hv3wzR;>B6V7y^R8S$$1bA(g*@Wa4QadP-!v+|pKJOaX|!p_YJf!SjjJk56MH-x
zc0Oo*!H&y<X)h}0n5i&mS!6iI{in0#&GDiii#O%7i!@1$9eDrJrTLiJfqcrdYW%GP
z`a=FE2d;a=`M~BY`Sgl9?s}U&7)xda$sl6u?N2%W{H1G6?~sVcmEk4vhjwDfpDACK
z*j0UrSULpKd&zbf>#wm7M_}<GkQ^Z_3_zWLz@lWunVnGPN*LJ%<wDHx@!|g)i5V+$
z8kd8hVLXjPVrtxvIa^*NrPAa+^~<q%Q$D+{T#1dtUncksEgH##M0%!Cf5+|K*rJt&
z-55S^(Vy?m@ON9ZX=1?YI~LmK6a82?82`DF#_;EkRRAlR@TK$|`B{OPP^^EiMVqqt
zIjBoJ)KZr`HJ_~Xf2uAyu^p@(Q5hyTxIv}_`lw4hDNKqqDMf5`l_4`ETop6&u4+MF
zPly;30@EvOfQ9!gVa9x4RixD}!P?D3Il^m}s?Tp(s*&5Xlr838Ap8+uqPbH;+1_&$
zNq5{tLaQ}Z^_cmiEoL>p+ozAcG*=xCCB;W%=tt{2YU3uy%Hw)35L-qzPZ~U^6jw-{
zm0V@<T)wC`Xj?Q1)b0))uef(BnDgnJs;zf8m~Xk?T)%ARJpBn<S23jgAz7$vx#YZl
zR(i*Rr}@QPYq{H`B;N5-N3FX}dA?$xkUUUbiA(G_p64d?(@wqB#b-lacg;J;;j-VH
z#)=mgm?eoedNI)|o?9{bxXh)`3eKw9Zn5nC0dk89?Zx)9=4n=}jMA!>*ARm{4CU^O
z^ViI&)X_)1^0Ki${Ztk#uN-aS?*!O=O3KV=w==EG@E@=-8kHH9Em<!{W$bxz_->qb
zr*esG={PLMsSRZA*eEMdI8jujFj}iHKMhx=sA7<DDE%WpqR{M70lwE`d&Mu+)5(lR
z84xwN1HA&tLF;vQ$%3a*ka=SUw77ba)aj!n-fefXbYgZkh}8alB$3~54}}LggXr`I
z;`(c0<b`6e_gB<iX0U`qV}Tj5aLfcZv)z&$<-Hhc51fPY_i*gdeo5JW?MD<$DO*&4
z2z>0>mG0MCZ9ac%8}$ZLmbfSks|%|#SZ$=~XLf_RC~vH;Ig~dI7s^&0t!NkrqBtm&
z6gTxtW=m(+kgIjYP(?lHu~iMSWMN_F`BtCZXRc(xOF7S=^iyv4HY$5Vulu=@H*UdX
z=ym_&iwCsVMN)yi?w?kVj^i;7@x6Op)8vBnKlo4?vXcXp5%^%4jQN;j$9%~O!Op{`
zH!&~vbLg=0p%vo0IQBqIkd=Sli<=@a^dkyo2dYbrUqQ+rs-cRxut*hIeiP_AT!f%H
z(^Qee1`1XOwkbyxyrde$xvNHQ?V)Ua_%z{X{z5bje3b3;o+s&*N|MlqYE?h8N2&qc
z9|$h5rwW@ErwDIer$bhu$4Y-y5Gf^hAQ3YQlB&Npg8e-Mg$|4Bsyg=ZQ8iw;MVYti
zU3j@UT__;*6J`WgBGLUv2~&#L3Ik5ZE9=f%L=G(UgmWKH6Gem@gyy>dC%5e;rxxTP
z=_>{*hc-Q>s!;4le^u)HeMCW_`JHdZ)fxDQE~Y~hQE69&E~<K_|7hP*p5;B4Q^s%6
zNA#>OFTQLn-?CbuzWbJv+B~(6^I=nl=$_BqquFhq4~i{nue&zVLwu+zApSPN4~j=`
z)0G=^M2y;fLKk*oGXKEb0rJHL>O&iM*Y10sp|I_;fV=IwM)snlk7D_?&H6`?9!ckG
zKa*En>LRv|NZ>}3+5EZq%i`OoGZj&VZbFSN!Lm44d+u4s?Ybn}zT)c_Cw6V!7^%tF
zdu^BfNK3Bb<|5ic&iA-*ZiM*O%C+9{BWc`v^=a9@JNLNsbx*`K`z+)odi%-pM_!ec
ztrsIkz8PSw<3AOFQhZbUX7?<SsoE@LnoQxpVW*RWOwn)-5@paRIL9FoDeC`)L@^CR
z)0`;2`opR0c*B3yHu!bvxqMg}l{qGVi_eP1q-8?EH??U3Nz41gk%Pa&=!{X|bfqSL
z{G$tm4Q>V7S`cVCE1q7B87bm;lyAQLG|Hgp<Oxp~@%+6-7Zh<8wouu^8ROBx@|Mq`
zRIARC{A!>VlyBRZ4+<{_iGKDluSN+tIjWVEk^YeCZDRSXPWxDx`SO*U_n-_nZ`A<%
z!?7%${%-)2zr|;z@+GpS2&Cnm?c~|@8q-l&g;1v<(8z=^Whwcbv>{(dAQ3{CB5!Pp
zjgd91h6qO1kk=!Suw^H0s812d^%0H+xKbbCZa^jKBaj&zzvq?<xx?mz_iwb!P#N#d
ziURLLB6V0*sf^by5j*Pth16jlbTkbsO^!V~X;>n5)UQTi{4y4mYf?yS06!i5>6gaU
zF`TO&m1QiA%5o-ui_a=bu4GW5JVUp$p|5Z#9Vsb1N%zsDWx~js^5iEOHI9<dbee`5
zN9j-HMt|nR{6>vKWg(r0sm8&0W%duFI?^!xk`~iAQu?VNv(Gh-bUvza&_^(hBgKD5
zjboZTvI>Kh1{)FcS;N6FHXL-Uk!6=LA3Ch`%%O~V(P1O}{2Ul&4l88#FpIZ02v}*E
zj8WK#zS*$~V}fjcAB|^<cq-JTi*;4oOmSBhd>*5=zH^ftcRE1!)vY63@6bzKxPh%u
zX~bSwY%V8>-A0k%mivhLp*w<0@u$MvW)IbcM#qz80TqROJCjL~tb&xVdXa#Vt%<zZ
zWthF8B^k7OCpp<Bl+>AIAq0GAt6HCDyQ;;-GI0O;8`$!p3DHH{ky2|fz?1OJkQto?
zPnK$6`XBE}*|1nx<?T(ljGLr)iU%CFDhJD-JQYaURzx+=S`~G6ld^JO50&?T$-;wy
zn_*2#RTAzN3NuTTgOwx_LMtqX4Sz(!#_;`cxK3VDa?M7Fua_m*RasB!YT}F~{$r+y
z>KNaWupQoST(2$zdv)vGWmK;oBZdrX#V*C%YvM%XrY2V1yAAKvWpuB8efo~bvHwJM
z&DEy)lUDl6^`jz(hzqRuDz-ZFVvEGhNrUR_;%e6q)mJTAPd~3hIA1O_K$BQz4}WCU
zTm9kawu&huoWwJQ*UL0p+siF0?oovI&*WOBzSP%y`d)LP+67P)u}OAMejyJn_bWg9
zjZFXk+-`o|;1=5R`&;d<QFJFaarHr2OxM=pc$Xraqpq2}#QQigcuj)VqFq-mwbeCI
z-6??6w6fKNxVmV~+LVzcz1qtyyIfN&Sbn`|H>@95t?RGsR)4Okrs`kWzS&($6tfNs
znWmU{e(audP)w$OXnYQ;Ny8G&q&{|QWmrD+X&AdE2Z{=YuoIOlQZOAZ+3RT7xU(eY
z`xeJ;&m>i>&Nta}gYRb5TG77BK&T#H7wS~FPOm_6(0#NEtZw@j{OX^Agchgxo6o1g
z;yi6&V_*iH>AQ*LLmx^_D-Qd0rJ&<;snb;)PDqze+-(MH>Ze1*_*iJ&c@0#I^MlZs
z5!sLX7Mb1MmndKLKw56uPL7Wdf!YIsj}yT(*Vo$TKBs(W`$FL3M=+{~lU4|<4v4=+
z_1KN&Lfx=h;(g?xZmg=%cq<Acg`=`W->5H9H<k~58i&+UTKQxMJJYZWg&PIZNh5vB
ze%!an?EZ44VAUmi+!RWU&>lCC`gEIf)|Y<%QB&owpD2+s=#!tlFGYH!Z2c)->Ps;^
zhGG{z@3A0C@2GsCcW>pTAhYk?mzt(htY2Z3lKHf}C5K_`FIYVKNPp1(+~I@9c=XX>
z#b(E`3eS8g!?*sh2WWy4;k|v0W2ZAkf~u=a+r+9%4YecXXR6h<$1{X8^$&se?h^>A
zvPfO%K|et|q$BBeyt=U4Dv#Q752YC0^9Vj$MhoCc;CPc*c-j0n*nKQiSRW`;7l>~o
zG%8*K-ktAFs$TFX=N(IvSmk-acKbo%b3KEsx;|bANx7`f*TP>YwznopoHdx-jn%@s
z`;%ZpiZhw?z9XrwIs<D56e2zRE0Y+@Eo6F^tMH)ULYOYrAd^XR2%EB5C_mu_C2MQg
z&HbP^kiEa#8^~UoOTFs*cw}1YeaK~TUespA<r4P#3;jh!P>I4mmtM`)Pbl9}AFKD`
zYuHcGBqWp&H{AV0wDn8is<ii&Z*8E~u9|+3Z%{N-f7Y#<cse+Xb8$?Q7b?6#u_4-8
zL6lwe)oS|d>OUUGcfS)Rw!hg@Za$%|?%ZL^<hl<E=}v5H$M^OrS9e-K1<q{z1JS?2
zc3FJa+euox1=@n|i)$>y#&dHnFXq%o_lP&Ebk*8gh?@A}NnCq%4bk_KyExB3gd1a7
z-&p!Tl@;xu8?Yr>W2^$EX$}4Zb`jWB;D`<NA6xu^y3K~7D1}64KJV*kyhLxPFHxH8
z=`^kag%d?Z3W?gVbQ(5N94deFbR>JYCh3hA-z0oBzp!UD{-EVN@C<T=dhLoU?EBjC
zVOL%F;DL!SxOzwE>~<7l`)TME<#4d^!xnhoJd|!;tp^`1YDuF5n+yv$e|ZpST9qPB
zW3u4J$wZb2`uZ_^MB6kN(Z&h39ZzEM|I}x9`6Zh3wbPLJs1c?tTUZ4U%)*7$0D+nZ
zfmH&*=+57zH^_Ps(zGM>v5FuZ5$pzYp*vVz|3Y_YoE61iXb!7x%%^!I+CzPb>ack9
zX`CZP4$8yQX}pp8P}yj?V(DM&v-`}I_T>DQ`vgi&@arz(r%y~uR0e6wY#L9$<^FlE
zt5nl?M2LX~W$ShESRs?9r3FdWBRnVTb=l@6?3?c2tJgJ6fAE1~|AW9j1bs$Puuno@
zn8i~uhhxX0k9o5@4720#!Q*+DLz%^8k7wy$<+BHBf(GF|ew||{G)08yG^F)Qb;<qt
z$cikw6-sJ9L4Ue0vA%6h<b@8Yi_|G1xSqR4syCV^tiInCB1T(7Xd7#YTsIkR^e>{C
z?RiBtj|Wm`@l2B0<rSosYzOnl9fDnB9E7-GXH;W?wZexJ4^+V`stWg(c|&^2F_<0T
zOJ*%>M||fi1j|yF1h3TNDrmP+*>iPmVfC|Lges!5DyZUALRw7{{MVNjg8eF!x*20Y
zA2Em&I4#1|@%f0W*9MXtbrr7JDut4TQ`k-ZC_?nz)@3!-Tt3@CQSZ_&ZIRgP@=A9c
z`Drg&>+=-6uDQElucBT0WPNIpw~C}XQQYG?l@&F;0`=hz9r+oFRmIf3)>@BB^ZAqN
zminGO+lbc>C2`TNn{`Wldg)%R9m=P)E3W_0K&PAJn#x~40h(Klx{4Vce8g%4TF7@U
zT&&GIA`Pm}KC82f$s=9~ETU-9GY`My<Ym3qB1RvnZpO{JutP_}mdkBDcWLdemDP2-
z9>lM`T0(y}p_T~CtAIz!Mn!}5TeU&50ZEmPb(9yJ<t#6AwY%)$#Rp>0<oVp9?FpLH
zty8(CPI26zZpCDS?M8?PcQ@8FEgvkt(e~FUV(i3U=Dp*T)6`tkX3xarL7CjHvQ;$C
zFPX{Sm$@vy-f~;+>9fM;(U~*5PoC<}6{<Z_EF~{rPjlbb__Tj20@n2F+U<YH&B{O`
zXZ2XfG&#e6XB}Iv<P0?s&6{IkGYv~NChC9nmMn(z)uPAdn8KuCjw07Dm>7<2Nb~tp
z{O~s#S+SZVgH8FSQRkrS7+?Nc=sCK6Ob^Z59R>f$IB;;=3%hS$=lO?S!G2mbdi7?|
z>o*P55bDq^S-Qg#i&2pDv;ag_2?U=GvoIYU^!s=o!e^C-`OpW}l(hq`(=CXzVHZNb
zVA7a_i)kIDyiOI5LGa``DD&YTgXMXb?crxCf}r#C3sT&JpzY|RgRo-l!DHx5YAXwp
z!V8Nmfe{XcNdDo-M}DYdH}fU(`TyINEICLiEoEl|DpDVTHZcT_X%OxP;6p)3)2`I7
zY5-Ow1e!w-H4v;ob0NFf{E?gFqd=lwkfIQU6-5rRYiM#v!gCN@8g``k>MdCe=kun=
z=9q$|VL3&vUobHoOQ%2oJ8v|ya?O=oHzoA)lo9l^imRx-Z%&y-5-FxzrU)rCj9)Ne
zTe46ME~O>V<{0#8OBUs?G<_DG3Z4^W#x(eswqzkRKhxmK-k)|4lr%Vvm%d;^H8`GA
zdcj~#kQs@my(`t=(v~a+4KC1h%!B8WG&uE@%_wHw?)~4=;HJqu(^pt&8K`KKSsboy
zK!-lY<u~{&9ew6l9OhwU9)0F89V<RMB>e1H9O1EJS$^hYUX<B6G0d)o9glH8#IXu%
zV(@@v`u!aHGgAW#x+P2DSIW3wyQuSZ?XR3My}3|6eu{A8V1Cuxh@Q#`la`b1b5jNL
z-ZpUW^ai2Z*j_@<;w#CWGlf;JUKUq&ICM!Ubl!z5c(e$nO+NzfgnZ<;cUOf9yAPAe
z!F9=niG#?KbyrEE$6I3F(g_YP->rI8B|zEw=0u2H7f+VY?o4`8i)ysB1?g~RD{-B@
zigX`PjC@EoBj&wah(~By*!?PzkhowH(5V9%-mMoI@TxULY&uMWKNeJ`G>TE}k7=xI
zp0^}ut?rWQu1Zqs`8ZN!hd-=yup}0nD!>XqH#k&32|`Xsz?$-pi1p=I_}%UUNqH-P
z*7+qwKOn@Rcq>@7z>2s{C=W45=D>=ymZVHr6_U^EFno-js|<IUCmfsSqIB4|PPIAx
zB`ee)G?4jzTe5)W;xSLor$b9!%#isa7wyddek8yCkHvlD&%Ca1jrwHiBkDNFix;TN
zH(S+H->u7h`knO6{G9RIbkE0UXjV512fLX|biX&fEj|coFYa636zp#I*4g(B7b9PE
z)rBo7#oue)6Y}n?te^IBh&K806NOFHKHSBX(_}k0G*c`iH}wzCRFT)r>Z7Pypqbe6
zqYpQ7=tcg_o}=QM6Z`mbwsWAtNk7@*KC8LRdn#ShigMy>rALzIji%y?h*i5Rh4Gxz
ztrl9#=-S-;KitGOosQN^%RDHC@2Jj+y?1kKUp1HQ35t{#wjLnX=zUr?P+d-5x!`G8
ziB&FQq{mX@Q~Rj~B=C)W0lRBy2x1%&n;wGT|6x~&T`P8%78Gb0%rV_<(D_CiF-^~5
z7pCC~m<Jt|ohZI~WhFgE8j2XsQP<%6(0Jo&N-9f36HNOajun>4p#<<vyT-xJymR2-
z<s~rM<2E?=KE)r~RS9ONpN7qe%fVmeOs~p}6n<vQH;sIYGRQ8f=*A?$d`5>hibejJ
z;O_Vw<IzEal^K+%_?sj@x6cC(3)A?(>He@X!3yTCD+kB)So)G9o-SkgS8wiP02YwC
zpJFLRTYJ2#6nAxn49o+m>F|>Sp9e;n#eIv<O6N;M0tlq#pY7yWg%C_5V|79xwMAgn
zLYT5gBke_CwPRJ!n#xFn5onu6d~TmEPU8^YYo#SVOoXcejQZpBI6|WStYC7X_Smej
zEb!h<QhThzG##)1Ut4iW&n;1W!++)2eG%i((L566{}lT6UsgW3QgrxxD=!PwRT4^v
zt?0^2s+*MlRHj1@q|6LP-9+PrbV{SCZenT7SDt8+Dy_UU=q8L;o(eKU-GnmJO_EG?
zlazj?RxPHRr1*b9H<_l|tO8*rVhsy@)}SyR8x%U$__E8G4;ScQKh2yy6)-P4Y@C?J
z&VlDcFoz9|g+D(B=D|kE(lIP8214O`I97p7P-ZNfZ*lDOrbsfVOIw^#+l-Sb3to&@
zTVJJXF{^AP`^t6{u2)^7E-b$zRN~WM(Q=U_hWti?Th}J$vzrJN-$e*>tNpGnG&q<v
z>)l$&7yg12SvM4P6$+7nQRYP6XFbdgo<s(<n@djmb*0w%(L%t^bk(|-#Z@g%TqQ-y
zuZEzx?TBuGnv@#b5H{5cAf>PP!jnVCVMc)&r0j|qSlR0#nS7-sDSOQx4p)2*E9~A0
z#G(LECJ#`pEnJd}_^?am-7Qsk5D*A!>?@FPmx(arU{P3EWdf{jVFfe#OoLFmE^}kS
zB@kuSgUELehmf;+*m`@6U?*%MbxU+$h4X{RZXM&k5Z}5cvzF$(#R?zgq$T=#e{2)O
z7Ti}{^gAtXK5<W+mgvdVn|@dCarcFO@%;?G+FG8EIcX#I3>~J4ef5ez+`WbVP`mYt
zkW{^R>iKi7Vwd*vg6UC;b$ge|rrM6?hE!U{we6+V*K=yCIcHWKxX7Z(?)6s6!#DlG
z&sy+C|87MOedKX9UnU`Lx5sL4Zrm|mwy?=XaqQvlT!qJj<;AxZ6oW|~ZGjgl+)?WY
zQCaweSTZJvi(Oe+{J8nKY<HJQV%o=sTxtDAZt1vuNuEv58=t~YMPAXK{I!nVsYF<1
zEM%In;(uT#h8-AoUJ_w7XfehdkSXBowMoL7UB}UU6<C<cP87M4SDG&E2FQ;27N6a&
zNdj7n_q%tIk2q0{PZ^R0o)xA-?X{Qa70@qbua1H)gT}$ib@SlYpeR`6y_k#r1Cz}7
z>sMnT+V4JWcrzbP)@dU}8h*gW?jj4ro{86>{S2hoW{Q2K<K+VznZe4{6=A^zJ+!p)
zfco9sVDg*yEdRIq>~6nAC~F1Ma?JJzOs6ru^f{q4MI@0uBfgeUG9rn(4uN)7W@|;=
zhPo4hW+wzry&(SSLI<qIcyBofB330DXGMYf6?HH!z%WS=F+X!OpJO)JnTB(HJ%^@C
zU$SP$e2dQ>Y_5c_mb3}WluyLXxXzRI&q%KRvd$AXW1;=?U)FnO>z{F91M8oS>pro6
z#`BG#pbID@`J~}L)9AX-@7zC|CUC5u!itO)34KPG@S$QDD-?@oX&A-_kN)S5<-vGN
z$4Y_@8wWcNBWBn)X3vlL{;^{Z*aRWNd;MC+PHBpS)l!$v&#Oy{^T>*G>(sUf<_P*d
z-63SLicG0~NnI%8u%Im+N~-BBgw=QV65DN4;7R-LYD<lRL^dcT_>^idK$)Fz^mI3v
zziI>QR!0hPJ;%Vp*)?FsrSs|ni|z^y&k}goeiy0w`)P8nTsVofa}aFP?hv1f9I>C&
zT$u4<qdK2o0ijsdD3Z9~8o6640oL8E0UOSb{D16y2V4}p_CF#v1O-J<PyqoI8(5K@
z-8q@vwIKH1d)I5b_KMOGD>fADhy{B=c6JwgLlG5w!;ZaoulJubZuTLvKCjp7@A>{O
zpU-!boMf^ynIz|%lgtd6*d&!yzS|bo4Ju2z|5lE8+_xdA3H9La%&ic%eIKloxxmyt
zlgM)aS%PwJ6ua1;M5=23um@clX-<1jSJZCYM{C{ePkDuUc6>;K^ZHzcFKBKp(JI<B
z4$`MABZ{4>bKJw}&lOc)h3aSfx$t2jr^TZd6_O6t>Bc|nAFS`b(?iTq^W6NAZo1g}
zqjitcp7MtV`s)91E}$FlR)s$q?<zXoUo76(F;}eAwm#o{>vY|gBW2{)owv&`)!3)M
z{_-PNId^}4vGXClW_Fe2QvFXT&YzemH}CHy3OkBvi~RPduA9CBzouc3{?42<#gdyV
z<b?xV6?NKg)J~jUB`NMw1up4qiYx}~M0eSGapLxL?o^HOny9z8#oPDZa06S6lKocM
zQan(!gvP&Vb1^eGM$EOY3D+pKwz#YDBF;b7Thu?9%5AS7rFph2m+al@bn$hu$=vw2
zGsVyW?{*$tQ<Tep@v>O##I)Lp5BeML_Af=={+WdciPmwfMoiN>{C6C}KBILs{spB&
zJw@d|Y%2sUtGc1gnl${G-I2x>6oBc>(YQdNqNqbr59QSNqxetU3gLgZ5ENhDp1)`{
z9b(!pfkwxIp>gBi!0}*Z*l}$yugI4lN*q{A&)y8WUsXYs=?$Rz;JgsCLJgtbjUZ-R
z5Y*;TAxRGUln#bfEmPolzpfC!paUdD`M@~-BTMI3nO}!J^%ug91I<we8y7U;XGKfp
z%X8)K%7@9_Wx?+B+sNDRvty)uk&9$dZiyd+%%fkxQDG}EgTY?ciTQ3WYrdZmW{ou`
zn)=_i6@t-M7h16hR|DLrk8n4@gZhZF22`LvLb8Wazmfr!sgLk7z?=I2(OV(t`F-{4
zG&J4#Wg0_QS5ldpqAo>!gRB7!H^lJIbgZF%m3B8G^wdmkg^=hm+X_K7xUiUxZp&%@
z{GYZ$NMYOxG3)3tronM51X)Vc>7YO|sJ|k5p+N65)8M!jLSSE~p&I;OU#H34pKXPZ
z{+FItRt+u$&@N9w5W8p^)!@p;^jvT&#Q%{7H%;%EzCw!4K!e6G&OuR*+YZpNJh`%j
znM}%HkYhRnrel~nmR}kjsSxALu{8X@tjAzF#`73_md5g9`cHGL!J3#xV4eOr$NtRJ
z1cPpc$lXR6+q9?JqMg4oe99%E^gxwxeR^lryYP+5@dG)sE#;1ot3xPc245Ar4G$A~
ztgcQn%ZI66-L+Qs*tdo3m)9jxwk06sz7M>MY)<wSeJ8jk`jUw+d2%*AFL^w^8`=3G
z6ttTx;8566)hm}EA@H)T()COQQth%0X|rfNX_PP)Hr*daJp7lF?w48+53j4_$(bp{
z(e4Hu-jzt8e*-c^v6uY*Y!4Zb*NjXa_7<*`<&+1S6<6(x<b`tY7LepgcEXHnWrVFM
zRY_qx70fC$jO1?B6y|Jb2?tL%gekk<z?$^a#QN!7*k`*BLK?j#2M)i4)zzw#QvDiH
zlg~X;&hsfm&sq*~X01u_;M1hsJi6|=c#Sg3wWe@1IYL=#R%g|w3q@I_{-lY_kJ}1C
zCo;uqD11DhXss3m%RL)f@xilw^k(zpH8)m0RkZdlr$5p}R3zp(#XY#iE2`9s)z1pn
z@}cAJi$_K+(0bTb<Bw0?CSEB0Oy8klUvA#6`ns6sF1lB5XY%{juGfFaov0hD+sj{h
zI9YS+)=lw7vFl=mwY)rW)n%>u@-k4d%MG3N$GhT-f!Fvpb6@kZUEAxEY7WrP=~9pj
zFY2KaN+in*ou8vEVs=*7?NM7kKEYFed(KGk$)BQm8edSM>hGf+?{YQCW64%|{tDsp
z5~b(L?pd}J#|M|<q6fC%;v)8o9y9K61ANZO1{Ufe?wc@5<9GI<%)POnxV?E>vE8YU
zoRGH{=XdU{sQ*2L+d8PN=IOY-vbRMz@zwYwx&QD}vb;WPb{>h_#O3SzShNf3RC|Yg
zBjerv-$drq*J<ReM*iW646+D15=#5JsgFzy*%z)xdr~0lGQK;2hLLT3_Jtb5@jg_J
z)?K8~U)|G9)Bn>aGJbud!TwB1{(P%qurRDTG;D7R{_YV_e0(@;cOJrXhgL)JViW0=
zm_d(<O`y`r_E4?AKP*z0g2a=>VfL8aQreb$lGO})`lZ5**by*;enDnciTRLdc^ej0
z$;3S9_~mIjI9Fy9hQWDn5R4z2A%)9Y`f?xJ1n?m>BcM~%Bb4!(fBK`34yKlR0`8|~
zK=AZyu)FtcN!GvRcw*LJq?F+&{;<aSpFEL4Qz(Mj-*H}#z%8GM?Dlx%H;C+ZcxNg@
zxEN4|`Uq1K8Md+GKXM{t=)TgvZh8$k3B!q3c?vw=N)%swX47y?4Vw0s_jJ=^e({Nn
zw5NMofHZ+X4UQ8DoV-Z>VftXDVNW+|aFn42&uLFLrZEj}+|!L3oXVv=-Bg21;ROL^
z$~A`nqZ(Y=({0e;Stl}5c~pZNCo=y>8vOewGHjxNoemxPD8mT_OG6(W%fsYs(t&a8
zu*_i`J2yI<%&_Az&W>gI*@OktFwDwyLIHIw|EJhb`eh^Qf5=3};ZHYZtooMPqIIY;
zeBvOXboE5xde<|mccEs=@f||QcFPSyu11b<r^Y>@+r%D150xLu6ueZgZoOBw+qX)v
z>@XP?WcZNjCzrw76XVG~kJEy4Of3?)uRS?iRZSkZYE0s%Un9ACE`o!D@2Xyvo~mql
zMFlZOhm+-Frjwpy@4(6ReMybR(}+i&aMGi$3;9^15i!rNAQh%PfuxtAga<z|#0|*s
zh=QcQ%WTrMLI_;GJz9C7lecPLC{Z>sw*oQb1gZSnaN-agPYMsJ1Zzu-hSLoRL^Ztt
z2fI{(DeG>++Mr-kDEAdIsK-bWYCapp)cp|M$cdEN(+^heUQfzhTnW(~Qz5QqLt4&#
z5RZ2x=E`%*D3?;g(HH*8QoYL3iOeG79sD`39{X_<87Iw&^<KW+l3VI)7wn~(H`t5o
zy{o&psa=dX%Dt4VOCN<kxl<UYo;h9Y>0C$jblstN5nEeKb9o|ba_=<PZsc$J3me+$
z-%M%2hse?sXX?|r0<AN+qXSEdmwH)<58byX&DjXtob<6`WaBx;TKc6X0BmT;X)s_{
zB&|y*Sj;q?$FgwP!C?xAo_wfh(a|v4cnVTjf09TtY3oUrxU>a@=0P6w*=xdBo~%AQ
z9h2KZoOr)w3H+QfmH7Rw0{Po{1X`-(!0p3$er$LR{?dz`MwvJ+8d97RjPVlbd5ClM
zG+t-7oaD{@p2<!5>}+zPk4}^5d1pBgs|dkHW2`PjUITEK4uaYhC1AB7tPH?vLr|Nd
z1l+xYkmw;hk+1Bx#oL7cZ9#$mnV(fF4O>#+{}jq1!~Ze)kwBKul+VuRt9DnXFTOcr
z=%)}ssl){Xbujc(_Fe|oPw|bUQa;1mL%+43npX2zLF@+Mb_A>}=CE=wo^=l=#-)jp
zArr>2(z53>B!BL)3NoP{@mx$fcBm<<os-((-D<V{<|$<5?89pNj@4mpY&)3zu?-0-
zT3uZ%)rVMrC`)X#zVIl$z1lXtlrS-56+{hR0AYdK)HX#+k&FN<;$dA{Xr=0`w#ry6
zG+eS8g4SzEa?4nVzw8dn6(xj<WqOkGftl=Nev-ATn(=);e|Ik=Xii4Dax$m)x&?WD
z6Kict<S*Bk>pyI<k-t1qhx5PmLLYUoj@;tyLEgQ*M&E5{fYvNMhM!igl<w*HwwhSI
zC)mzvsk<6HK)e?kEVsPANnbs0iq6&ho;bI1ylzG{Pd@Y23^2dwpbv3)sMQTEqp<$i
zkGs)gwCu6RaK+-af%^N2DcbxOQ~9y?ti<L$oVZ~}I`SubcNE`D2<A&UPl7rp2Fjwx
z&*mO43e@d<LByA@?<Iy>T+m$CkR6#7&v7pK;<*z;Ld1lLxx_c4X4F1=+)5l#W*2vB
zT^nxAswy&VpE7dG`AtPHtHH7X>I8ZDGGk=6yTiq($M21I?UzzoV5&!aqnur}q}X^C
zGp*S0|8PJsDmEH6Dl{54Dl!_Dlo*bNG%P7H>SHIy4RFqEl%!!-im&dS%#yb%&1+nE
z&m#Y90X~cTXFvGk7qJR9XV!uPODDjH;5OhUo5CMj+!Llo>tRFPBhY9o>M}D(oPM0I
z{~p)>=z~8UuEYKN$M~!3Hz*cg83OLd*?lkrZCWN2d5vqMX7ISeHgN0{#7_(=4=aSh
zFkQ754rbugU2>%2ay|dDcML{g`I_aQq;y40=PL!_;+W%LmMfCUq2?ysrtrfYJL#Mh
z|NkERq1F5qB7)rtb)=Dq(6Et!(6Ets&@kG({`cUI^lUzo9fa|f>r^-4LqF1kKU6m<
zo6>OoPkC5grkj+6+IlkZ!Jo?UERFd}7kV7Na^0Ytr2jY>V1~L0!%R0xVXB*?bbRo~
zpqnK5KcJgT6E)U=un{rBhC~b-6awWq5kZIP2y`rrdC=iF%^XX^IF9$2mbDBllR0GE
zES|LtCqo827nY8qtfbM9<@-H0@|YlwST}#ivEogUOHez!t*0(LXpb`g>LzOIlOsuL
zStqjlvR=qI@1-tSZGceTJPsbYuO_o&o|4J@K$44JDY)%BDNKKLKyBGGH)-5ARj?Rx
zm=vlv7y=5}kY3f!6M4IQ5Ls^p8Te-=IZ<E}skQWtFr-c+)w<g^RL%C(fqN+{VN0I3
zM5hMgAd7>5hf3nEtqqSi#X@+lp~P|LRaiOQmITfpKpbyQg~OgNVWq<d0WNnX!jeSQ
zyghf6p3WJn8qNO{?vJfPlvV1G+U<QIywz2Ra~=qDNA8Dhxz<5w>k+WQ$q(kfu_y9s
zM_|f6J#4jTD-`j6L~7MJ#46_}k=-Bn;E$6gb^ScwVYkoeeM0>-Q60><UV+ucjgO9q
zlPvPcdiW;k^~dXQ%I6!!9yNVLkMu{1XI>Y?<6#YC%@@q(+Dy5xKj+WsUzgv`2j??S
zoHlPdmoKakcjWCT@xqL{;)CKDNwaVE<f1xt7pD$RGuF~CMJ`$A&8hRSE0TyKu$XD$
zh-Kk`VkC}PNScvAW|0|*B+BS<KiVQvzx7Lg_SKdA-nVb~n@!)dO9a>FN`6FlIe)29
zoKdzT(+v)lIB$#>+ckugJaB~<d)t%T(Y2V|l+P+BCt~C@>C@%0W7(LCV<iHs3-LdT
z$ft)gZk1Tb`Y8lZB~2|N$`HCRW9X+wi-@70eqj;$#(rvA(Xw`oH^-Dk1aBg9nD0N-
zBJ$E%ZJ*GEtnBiq+P+O;Si9scOde5^1exzt7dt$NST74Awz)>ZqkPZQw#QS1iG3GA
z)QCF}ddyXAW5biH2X+zng~fzcN_(}{<tIYJsPPbVA%y5>mWKEO{a|^8-9knG$)wzc
zR;&m7Bqj0VEFxZ-<Fk{Jh7CTZ|9$ggF|w$=Vnc;U5f1m(luByM$?RY0JumV4X(yla
z#UBmR%wK$fKQ#Wn{y;!^#kkDI;>o6Z+0KX;@;u376f<lWa&2yD^gg2oYEHKf0oji2
z$z{if$k)>sT@SC>hQHnG48Nv?mG;`WCOgZDcj?QihsfsnmK8_enanwtYb>|Rb5jf$
z`%as8QXB5@2KwH{(p|ZR*Br#@si~UM?LxWpvOl=RQ$C93hvta3kIlG>&C3{T{g+ZY
zUaaSQqtC8VQbdHsOe-QR|1(8I<Nx*xyEKnv!Jvb+(NP%=21aWJ4ZBjfQFu_~xa-Dv
z@OK8-<(V|~d-3&DE&0|Xi^&6jTL2Xf2~cJ1QhGL$gHAol!ZLFUsJqey7DYAWGn^e@
z-iv~;{z_{|J^PX6Lm%woCWCh9LufrI0ON{Xx4X*6g;UGI^okJR69?WWGr%#|D+rnr
zis?VXv8&5TQF=|HRhH#XOesn>;mN*qfE)vXvuZ^4r37m#L*Q7AU^`5ZcOckK6I_5s
zU~@pA4nUMJ04FwIJo(8k>?;-kY?i1i@cgBv2<rdaFX_@e_}`9MTN91rB6w*E>B&y&
zm!WW{C`*y!Zjh|Ue@~cQ-&dD5vV5_FD(!((dE*y53}fjRPjYrN%<Ka``B}$ON%6P*
zB$vign&-18H+Rtwv#~FB{NS<FG%;Y~3N}o<k<6z-$zePzdB8ZDb<oc`W2RB50iv7{
z2V{U4$8xdpq0c~rf8VhiXkrHay<@Ve8MBw#;ki!j(7HS+HMfG=W=9?2)Q66+`K$op
zEsClw&-D~UtuyIz@wl+l?7F(Z`YU9v@{mxw-7o=4AB7{Gj>5}!CqOLcAtW>&qRu;`
zwNP)l7rgh3BbA=$Ncy{5WYJDDa%IgDvLxy)S+(bsFeO%0TksnMJI@Cse!e5Qv%U_j
zd+rPCA1TR%zUN7$$S06cs1fPb_X3=CI!0DsPk=MGdy*F0c9Fo5FJYS3D4}%886;Ja
zYOJfDvj^bEeX#>HDU)(@+}k6%`LaHu_kKVA!i}N&_Zu3?U+#axHNLh_Kl^-nd68*N
z__~h-eK&5N)~viGAGsq{_oR12&78oOV6!{F?s7~O@ot~d;_izdpz!IfI*&R2;+$@a
zbTjH-=QF)mf_Xt-eei^xTCwR?g|%6POgDBZcYf79#p0J&^!KKfmwOKytSIX6T5PuY
zEjJ{r8hs_o5%G0}LVPLtcu*gGE}O6E!#!&EM3+>TZhTHHnN&Wqzqo>5vE!I`C|7!c
zy*B^$GTh9eY2xcSeQMu4HbRUl8P6q}RpwStHk0j~@K|2p=@hZ@+efng;zxP8sxdOF
zaaG0H$BmD+{#u_e`%$JVi5v;6<(ei(_<uOi;DCdsKGdSd**Ogtrm#f~LH++9mv`z7
ziKSmAd<*+-sbE;8N>Ju~X@1}3NQmgu2@>i*1OHXhk_ySctUj+kjaw1Sz_;{kxa(ud
zUrbr7SYh)7+}gfDIXYPCGYoA0*dvAS_g)MRZy)dzx~9R>tEXYwpd{E=&B%F(=bQ8V
zi}ItTywmO8qmNF0d_xBMaNc7c|6!gBhS5RQPU}8}e#|dxJUNlG|1Iy(I{pf|!)}H8
z`ZIDz<5qYW#s8LfzU{qkR5vLJC402qP&Z{=-ceFwi^R~Vn`l_bpmD03P@Wa+y>3i5
zVVd+_H>#VYG7P#&3RB%ArQ`CBK{rYAe?T{xCYP)MVIyKh5Pde=L3!4t8B9ZmKFf!G
zR-)--NTZ%K-eVdo1It4&hYgg)vzLK+uo1I#jQ^J{?>zmeF5JJSGXMAmYU|Y8B(?Z%
zvU|~3A!BxPbwMvTp<Ln%h}I^M_%-v$WVdU?>~RgjEh<HrerTZDva6mn?wKZ7sEZTp
z<G+FS(m^uh<{=^%CPAcCFc}#88%aBNmDE~kE)2eNPPOjZ0#&o*6o}~UO$t;^BDw-M
ziT#I#uyJEyQo>q*#|y(DEOR(<+-D9ewwxh>eY+CJj6dOU<x#NGahd?TTM@FbkZR4F
zYGnA9!>Srhl7;&L9bvVNFNw-?8p0muf;h|Su-f$+guht|p&h2fhDsypd)+P)F0DCC
zS^pZg+T|6BblXm9PMpL>{hwsH`*F)V{+dINDl2NG=hs@Uc_6Pi_76Vjadq9t2j?`G
z28Jqp0&VrLcKRxIRJzYSfJlW`XSsgn`geTD(tP5<d*+H2XY=XxuitC^KkipNz59@x
zXJ?^XH0zP>#i|Yb-rjZf?=Cv&Mh6Y$(}p^UCEL4+*N1Ks%Vr+dI*u#C$4}@Z%YQCC
z+49&KF6inB(S3M#K4xn}ed4Zq`lxPgxv<>Lbo{bIa_f0xwYIaG=(<fS&ad+BsJ|5~
zC}K0t$*tGDP$(bG*N%;H_kHlZn7DDkWw}+<N?GcjZQ@1WJetX=!@2(6KC%J6oVe$*
zlcwJLVd9(Og2uPaZn3R6mxE_>xcW6;in`}M+~(~EHBTC}l)c^<D89Tpj2q{=N(^~m
zv2*vcOI%)cd9i4LJ+-%tsbIXzzm%oWA4i%W<X8<zL|MsVrin8CHx8&@CCW6tsDUiw
z!$~-BqL~N>-p{OthCFUmZqjl{({L7Ua{m)e^QGVnWf}K9Q5h-^fkH)5$B<r+hW#-7
zGaRc<lU7TAzTTOmP%K|x{`8RM5WOZ08l=X8A3q7~<3~XN-=5fd><0Uem*`oWLD&4p
zp<<OFsCu;(MBj9Qja8@cCu>U9Oa58FSSe4pG3#L3qLmQ2j=tNSzVLY4oEb1;P-{#>
z$1mG1!ul!xu<p~oKi=t{_oozEg>SB!@j>-^LI<yrQr_F)eOMZVC+vhWRi;AFjGfSL
zCaOjHEtvhu@ZP;Q%kxkBtTuBZ;{KE9{mgO#*hCRbpJQ`HFy4Ur9)T7|gej}(zq6L&
zybysEf?(EDW;OlZ=kw5tDOob9??QoH1cBB}1a=qJWy;ZT1p_KlA5qBw+(3uGE`-3F
z{VgvT!ETOqhxLW^gPZrh*q23RcG!)mkH$I4B1`=*tgwbWc;00xa<s%!Ii6cJ3gZh#
z@Hli-R+~abAveU0FJPuJLZPHkQ`9x2*QenI82%ZKHO#MCf&B?RrGLFx<kP$M@Wmha
zjTI!;45*heob|;bN<VsR-ROm=moW|Xa!$|V3A7HGUdHF~lsrWnT6I(}OUD`XGJCNI
zSxU>IdRclN&!CqD!?_UZlU=mRsa{q#rvFc0Eb_DUvgwHdHqfjc92+Y-^buARY-xf9
zr7+5KItJ6xv19YlFw2KNb1WTwbWWc<>6fLk{LIHh46`zsoaL7e{-=Lf12tjg#=87b
zj{TJ>3%I}9;qfSCZ0$2@i~1dv;iI<;rE^&c*Gnx`y&H5zIi+S_(zjonkV~}?ZrzU(
zy7e9^bWcA{GJ}#;ua2fDf3MJ<MC4u%Gjp#aE`8GAt;<HT5AqAn{U(vXw>QX{kQ?N2
z84XFQ*9o*QL*YP+zN%MwM=NV~jT1(dJpns9+LGGmo5OnLK!}=FgSa1<M0zC7B7dxJ
zNX-3vkqQ$#facz5q9|034E}Qo8DY1B^z%+8ld0wX>MFJJKo?Q9Z&0|h+>$M%V_}|n
zd*2iM9p}RXO(zI?Qx6V29ZKK17zyiqyOTnW8E~md6gd#x2gIIH5WT>Sl(x%&6{jbV
z@{_kibXjwV>k&xoC;maoE!qP+=vhUTa1@R?1}jT>D^!~fO=gw(lO`cPHQ68j-3Kb1
zG)HnZ_6<8}t@kOgU(8>uJl|;Kb^Vz*H^s!%BI55&3UITW)clbhn{)@C9n~xi>?$U#
zwiIpZT;wXe9HyDjypnh|dJ}i+^asuR*}KF;o4Rv@6S~Vn6rJ^v!7Fw;{vO6z&tAtJ
z^o!Q!E|Jbo`q#2>XB|AUcRqGS5-C@)m}yduW#Pbr3<n1qWHX;xuTcw98QNtfVxCni
zQdzOAaTca>iMX>k^V#W`B(+X_J%=EE=JRR%Uhk9q)#)|)8%r`3j?PW_=`ByfbZ_a(
z;kU|nAiO<tmCqa>_s;n<fgu7V#xx_PAB@YM#?B@uQs^{^o^zH1u!<0D?8WLrSQvm+
zhd{!EV5AVM62X?x8R`3s+_4k+iZv839RC~t56l08RACiUIg&_;SYezwDw8(9vpDmq
zTq0g9&U|)0UnM1<p1O<tL_U<6pNI(is<IOIoY8&?0iV*d_fusAB^x>PQ{}}^<(TTH
zrj<HY5W7jNvhaprrQwZ2A01vWBD=$5b8@WGKTBg3WI`$8|C@5`P*X~dK6Q6*gW7)i
z0J73`hPs%0Z<1_Yk60~G5N>UT+U~3lqMH{d?Q0$(ZmIhqYRg;*o^T81`ZtE_mcOg*
zCgy^zqbHJlBRWG|z&Qv_*a*o_E~tyHT}E1TS*W(rcM&+7Sun53PLkh8&raqiDTyDq
z#|$)w6}36}(Ym_%uJoI}ydQu5WkdbDc~j-j)bF^a7HRs~Bm2m0pK*L$u8Y2FFMILN
z8pHUh1NP`1J-Vrx9?=2{Zw=R7S+HBo<Wt058F5g!#A2PtF*7kr?4p}-^-un`iaz-B
z$VVTPP+OZcqNt+aOC6Vy@<w*AVPQo~%j^2Pmj}w}$FUT}iu#L96Pt2_6{Gmn!-3+f
z-uHQ@-#dfK?~ZJ)>n`rWy34wqN(b@zhNU~xl}E&y^(yX27*dKWmFo<5yn=<e&OT9m
z^=eJ+TYZAW*$sMdJBpX);sY<sc0{De^Pd<jRvxOB^}Tsb?vbgKEo<!~w(3^ac-MX@
z%M+OD5#K0hS1l<vHH(>6Z1{iJsZA<2n)d(ovaDkbNa#Hd_MBY?L*lN3Yo`o;&&m1_
zR`3k0xf}uYdq{VT<g2)ZSL)L7E<vsJUE$WMcl<f~JBnqOpMdK;<FE;_$@8Fa&~z!^
z-9pJ=?_|f1?`Z*xKjeX_ccNie<sF!Yj+D3e<DcE=iD8JG9*I6WdAg6}!x`R-e{)eT
zMd%My&ApX{e}vB(Pfm*ef6KD8hQC5Yuu(9bm?IIP>C)r=)JIF!|DL*Ah)b`G2pONc
zqq<2+sAYtvp>E2$EX(p5byI+0S(fT1md1SLA;agk47v&B(y}boO&DgnNeWZlB&FlB
ztU)&^Y51SeO{R$&Ye3kDaP(k4W6~H$;)V{>*$BhJm=7IJFqm_q0hSNPdrV_xV0j4U
zkRh{p_A)R}_GMX?mmUANd^Yl!Adb?A`#1i86>o}M(x>k3&Q}-i5u?oCWv$x!;0AK+
zwHMhvKDUt3wS~H%r$#6@{tt-mP?f|l?Lj7&?m%b*65K*p3)5pJsVzHHB8{ir5-iFN
zC)VvfK)av-8S-K`kt?HN>I*p;*kdb6yF8NAI_M${4y~zLcfP2qnI;16ee42TN)061
zYfFj!nOU&$&ts(ci;MKByUGxD+JZP9`v5B{4kCeFUJ=LlW^h=28dm!C7hq9S0vqS3
zR@NCS4Ew#Lsz&`C!u{znM0k6a_#EyBVQcIm&cYhv(-%QRF((M^T@5zWJOK0R?I&D}
zB}_?r23zHY$O&~Xvi_Ozg_1vs?EbiA*{Yg-ODp*<(yiCmT4E)J)jy{={VZMFIAWRD
zvtB2Tzj{tz{;7vPdY6u`xUB-epw2U~`-$3`i1(rV!B#`{`*(j-jMFR<Pi!p2l}TU9
zy?(1#%qzG@7P$B(H!#M7>+Jle-lxwTO?reHe3$acWlN5guh&=R!_&{`-`^c5hL#E9
z?XNf8={$QPH^MD8(R}NCaoxwQT<L%=@}kA7iveEww0Ua~?vSG(@-;)bM1OxxNZ#|}
zpEWznw$8oA#eC?H<TKQPHO*hk(t=Bef6cM$lxS)l7Bfv#@gH#L`i!RHM4ZYBQsDl2
zG#W_u7wSv)7V6{Bg+^)|`bx2hyWu!z7N=>h6eeF3VaV^r@_(<-F4Lr4rz&69xjsK*
z)kc2L#WW~?%Nx8JHlb%`2Cf5?(0<2jSRy7tyE)xqo<{|4fdj!bKBG_pnA;!}5;Awd
z@h;U-#vJ%L%rk~}RxJuGCmhANLR)R7yx%*zOE9=P%+6a08f&|t90F!GNB{3Qc9l8N
z#;TKO-DN49X)C6E@b)5@mdkD@LVFG(yS)gT0BZ)=6i_=Mm>mfh4iRk85Ss;pnK^J%
z5dxbD0vFg2xR#FiY_X7C;8*A$HdnkRybdG%!)8O{Rup({cs`OHiuyUyKg`b@&GXG4
z)52qDes6Z{_xkKQziQvAn&U^b=%@<;lw$S$MCp`~G`y<BLM47gi;lX=js`i+gZZ+K
zy3$9q45O~H<)?IM)Wz~fQ_zoSDUSw7FJ{0|SD8jXqV<DDUDI@ojX&66vC*K<C=cF5
zjAO%La+Zd1ywT`qcPtOeF&)c6haDhmIV>OZrA*)R!)~YvT7}p6*BmR*6p^Z`cDVgq
zZNK;(S@B_j+9sitpzp950?rm9fd^KrEz`OQ;-~;pxgHT#Z#hhC(ze3GF}2kN;xfrx
z`5?jPK}!M56X4L(yf7<vEWA0sU5NHL2J`E;f{1oD>b#+^g?i(w!n>D*RQkw~bdQN-
z(bkHB&BcbKc5DE=dKxE$@7SugsMTMv>)|UD^45}Gl~2=+8JV!bY&sdgw>_yCx*QUY
zgph8zije4;2T7R63CLXi0m5cmkmWIMg3|eCKVe$K_>J_xyF^r3v$t`K-g2M0tozYq
zZT{LRV)Bb=if6s+iJk1`=tGw0<)6;!!?$~QS^w<SqU2&F5Bn~C|5_LEbeov^b{O|^
zNOMhOtCPIl9|7Efo9#4v<I9Rk4N^oin*!qXN!R$`R`bPvA@2GvBl^kCkdJ&2e^LK?
z(Q5qLTK?kI(yjChZ|>!aiZ8^WVpExWU~}2|;GJA%pLXJrkwLOqcg(rl!9KoMUl-Om
z`o0s7+WB%*jtou=`13hyQoj}f!VMtb?$|X-<fkr+nI=D2It~a%@?#j`KU;vJ=|=KH
z!xHhyI`UJQQ`R^OQ@ONbjQU@^-QDm%o;0l@%m1xDyDXDrr!swvp%xT>p3X0LQ52Ti
zx269=p8;Ln2o~p?z+WBx8<g!6#iu<gE-#%cK)&!D0lO1j`98}|V?O4famGXz&gzr=
zD^J6Oh!(u8OeD(rdpll0`Il3nO8RPyLz5$`piOi#hX0CVSCtdFsXU3+O_sv&mSr8s
z8M(nJH{!378!LJY0tpTRZ#N=4nPHnUP#+<(lNo0!L%1N=1$~9gVDm%WV<a=!1ZX_R
z-AYt$+^K~5n4|KNES%M+a<&WWi?@qoKAK*EqEgmlz9r1A>#O9YvJgXUMolS}_U=uV
zQX)b}NF*e}(xb-+{aaxn{dCY1GwHKJQhYg$Q(4v#5_k6GG(t+{topQ2ha)7(_(W!~
z92_C>|AbvM{GB7DX|lp@7;Aj!qeF&^H!`an!z`YiV6fw8md_kE1k8&K4ISoVq=m(^
zmxc1LI(EZMkQ2P7Z+EOPQ^cgQ+TrFKp}4B0x>(?SA@`tOuqu9xu*89=ZKhTw+hrES
zt<E%I+N$NGV9;Yy!DWZK@HHDU!%u+ud#zw^w{j5Z`CORN#viu590Va}D#6U^n<2WK
zKZuU5<k8)9b)nn};&mw$E)RGmH0tg^I#vBZj@h_V>&q^oRAwV}!KsVj$X#!kbNq@R
zk1GhlnVn%}!^xyzK`j|OQbU~AOecpfl_$M2uaof6J=K<@*RhNGNtT%!KWwi`Db2pa
z6Mg4Ao~f_7yr3qcM?tRp#u?&9vzDU&_TjQ2v6u9^_iOq216zvSj_{(h*EGeWTd87d
z$%(QC>wC)r6>qr#RuNnqk3{|Hs)zM2on83APPr398xt<ig!9~CNEgqkPKx(d<V~8U
z7{JY1-bajhU~jCgUuyXeRk3Nuu1O*e^;pa_alq18=R}Q@<GZ4%ys%-Ul?X)k(Uqp-
zHVlbSP(Mc!k@XmMS|$~LDPE-+&(9FH^Se*)=dU%y3BBaNd7B46NH&f?<Fk^BEVB!R
zu<6l4*sBe|a8?Jl`Qk{4{q6arm{lYfcO`3DPGNRdIVtW^lj!+pIS8u^fnykgDeix#
zu$dLYiXMYt3K}PN2z;y+Az2~V34KNJ;_bu#|4i{>Ra4n#%GV&n|HyGy3zg%f703S^
zl`tO996PVCD$Y`0yi3~9qfzOxHz!H6ecGdqZ%)eAqrZ5A(l_>K(~6I^cdRtLVDy>8
z%E36hu_(tlnqsm$l;f-&eXO*vI#yvO6xX-)Xj6)+l-l9?eziUQ$n=U`Z`Jm79>Us$
zV-Ns`N#N#u>S9Svh*j(gVr!lb5A?sQZFgk~6HA<gSt+9+bntPQ?_U=pG~LxUxwn!l
z3o8@1yB~yB&MnkdCnpIF8x?|Jvo=K6-T~q+Hh^Vs)(aIowISv5JuzO<&v^|&wI4R)
z_0;VD?S|g6hECR@|7>jmC$*S7Qcyhc@)kRW)zya-Q1XutjN#js8>@fj6`X80HNkhG
zELj)fA{SFT59FTzc1tsLojG50(>ZRxGpE@jjuv+w9i{oGi4w1!{>ZJld|i{?{e-@=
z(p{E*Duoa9?4loLJ5skQ@fo+Sf}=QOUbxI{g&;dScrADP@Hp}C9i?pMISbzjo1?|w
zmfCU6d!;4Xby#k!-Cs&E;T-VW9J@YAN!4dD(@F|U{z6Gn*$<iB;;2T;!cORH2)oj-
z8-)i&Ih1{iW0zr4sd@6sKMI0_?hQXrbq5xgzDrA|=Jm^KAtvAvfBD57aC=^xKXynj
zckN8%OC8LhNc0T8=S70~n1hB@_ONhvpI>I1%-2@lK{=n<#|+9%n@HcD*$@I9af0+s
zj$K7gO3-r>t%oe7;4NWeC60qk2_la`{5xfc3JQ^3DdNl(!IUG8(};gJYn4p!>;k@`
zG_g71`F^G}Y5X&VN#l~Tr2b!;tzuK5$4E0)L%0l$yHk{<D37vlaqK$2s$@OCoSlvo
zzB)TyMxS+&W~cue&7|3>iP21W8ZEu+7)LWUJCzi;b@al&I+~eQ%It=)#)Lk)A2l1r
zvhapypN(Q8Mfo>5c0)`kalD3abF3g!3f)ufaILLSy!cCXv49ss?rx3{r%xA_lsTrh
z3B5wLy?II8W=|5PB}b8hB@PqMxE1QcS89_PHH*Xi!XsdxU4IC)i4vxCbA#=7@<7P;
zYcONN7KnE54Vto7VWw?Ab>Vs5#A}5aT%O)VXcYdQbi7tsS*=hHwZ(`AaAb%d%sIVN
zkn1`?NG~&3G18F~EbF4QC~-vaIoU(7^%|iz_l{&2@v~-{##iY4U6Z#;v%hU}Qq3}V
z^h3@UlQ%ADragPRw#Zj%sVUy@rS_h`yCSJ%KKa<>v3loqb#!xw5WbAxL*9R2Yu&Mn
zYqdA}hw`-^zg6@vxmF+l&PRN{>$-kLEen2uOs0>{)0)rQwJVG}dO|<@z(d~8>xiy<
z)Chj`lPG?db3@(LcKP_AXVvxbizX*mcvVGrBF_=u&?{3!|HdW7DR<W=?QR{X>8@|V
zX<GV;AARz2%cc=oq2JGP^Ao-0em%}=?xqzHw>nzaj$Gx;JxZ|CSiB#ev^lD~m=>m&
z=h`$T>1fF{+?$1^Woa>gh>gnnavmGKxGBZkiT7HViQCh*a`G;>H3>bpX)C=s!p)h{
zUz}BCqwy~OQba@bZT;-4x!9FU6vU6kOj8j2PaKv|$KkM%kK&tO+(`2}QAiYn`mPji
z6dn}iC~)YgNPz|{FN&%ZxJF--!iU0_f}>DS0EO@^`s1I>!>Y?9)lu<Et5JND$cgfB
z`_&Mi90K7R*r0Ak3O%<X^6_>M_Fy;MdcK%+i7iRm1h|vA-FFeL(k1Bk<|EuYI|J_f
z1QW9oli=$0CJ<QmC<&EWk`=Sxll)WNNuesWNU3x4h}Y~0Snr!3ZhF51jcyZ6EjF4I
z^V<ROZI%)Xy91<4rxvuv{!bmNt(+*8Y7)IqS<VhC34vM(fz1tpR0V;}4uJ*{L;(Z-
z9hEY*+ksImq&kSt><=`KW*r1lAcU!f1k}_BZ03mU3kni7qjF~hT&Rz5HJ}Xj%dm?2
z3UyP_d{{3=>PExg{Gv*l7tc$gX4J?3G}1B}u0T<Vq6&pKMKy{V6tyU7Q^+Xf6g&l?
zQ2vu$>|4ra_4QSXs8Y`Sw5Xsw5MbOq%k-Txf$o%8dz6|BKIIW;UTGsNT>(=bplKKW
zb&QfyaF!2!<?-9bN2Y~CG)~(i+Hr6rta45Xi8d;Cd|KR)^3&7(PtkX#sVFuu?10!|
zSVP0{o;j2uu(6|&E^B9HY1lZe3~8)mU}wd2>_jNT<FX%1MaHr*Kc@emI@Z8UP+qL7
zzw6jvm?Fa}wZqjgwS!VaN~W$+r7Sw2s&lG6Y<j7Hu+_y>!R^ddR>5H^`%Zb3iu27?
zZEfO}4T482x7H_0|KKIc#|<5Ymx;TD1ltnA@nsRJioG{0tHqyJmK^LvU+6hp84u^l
zu8^_9yKWvr%-Ryl3vqseN3C#SW@t^JLAT;U&y!B%_EImQMDM4<lt)EWPCik><k9z(
z1?G$t+#5v-fu}UWcFS?(cHm_a;bo}|Pw)^1#x5nXeNIE<*g3*v#}&e`X%=Lw?Rue0
zN(W{7ohig;=Xv7m$&rWWhLf#*MhW%WZxqZ^$CDWzwS}fvUci!QU$Qpl06ei?PG;|!
zK$aHlMfTP_D7XuRRn|`;-L-z$x83MIlX0E(1r8mPb^P<3*7|{?sJ~xO@u=8PvEAXe
z`rweM{KI42`PTAT`llAhlkLpYeB)9_>B1Kk5sw`$!98u0TQgPNhc8lYJGVEsfo9jt
zvf@s!Q<^`*3yIgf1wJtI6#W>2ufCJtY1yfXx%kO<m+6P*9n8PF5i4F%Hq=MQuHcH6
z3J?cRYa=VuV7V;)nLBsOp}Tmv<#5@Iw0Q33lmOpLBahU6;#Nr9c<dxM`R3WgNz0Oq
zwf#$x<L_Gqm1uAScEzS?FqV$PQf>-~2BV&$VdNofcO~wqL|%bh!niDyRi9CLj!Q&T
zZluVDa^0v*qREE1M3u9a^(|p`StjXfWnNfm3-<LieAIFs#FWA-FoVU@`oW^2Q}|20
zBfvGPDW9@%wY<jO0Qm|b0Bpl&^4$k-#(d0yUrkpQ&gzrA;uaV!j^=AMZ;x{NK;%s*
z>v9Py71@VzX!O1cwA5e4@LzH4s&b;0|J!HsNjsyqMa$tA?<miy+0cAOYG`O~MtW$7
zOB6AuW4|V2H|nc2?aO^8bc96O^l$f>WEmkPOI{8mq*M;uXF^9vlJSYk5qiluLQ3ho
zX!tuvNYiu*#|xxAjOs8-gA^#c9Mf1nOv~!naam;;MyiE*vs?C9ejKN=mqkTickG6l
zpgrF=!kQvDbf3xjQ-Z_e5$a-NiwU{gB*9AEZDC3IP_<3K39?O`MBMJ&6sDa$NGwCl
zh-bwhb>XvdWQOY#nAckY`%<4mpxHTL%D^?SWAhaV>Hh|%FUt?nu2&(crYCun)KP8y
zt~&7=5(k%8jSw0o4kH~yCy`?XZbOLftWavmO?APb!El6rm3+>XBtd?mBZOpbh2`_}
zk%HWNGPb!Bao)X|%*{WD#GP+P!XwM7Er+%-*3i#c{`+zJOnf!_)^yT2R;$I`J~~Ca
z)ln{9oDsx#Z4so&?E6&b(0)0$Gf~U0o>fS{*1fCV)qEV+-DaM4<G|m<n?;WD?~>N)
z+w9pO9t|7g+lIH0FAB3vcGKVBYxp!4_cUMS`$zLt`U5Ef_=H;PD}0R5zjNNp^*;0{
z*)GJ1kF%`dTQ_~3)*+!Ie}CB6Wb<9e#l5o}#5^HalSUm6<mAhyX%dRH*5>oBDKF}u
z!cFO$B;HPJ%T;^dPHS(siOc(Jz1FMp7Fqhxa@?*{kHqM`Wx0<}TgdJu_t2IMznN5Q
zg35Q{4811zmf6O;^GgvIv~qo)W7jK@7=IQsO=9q$aDXsLVhp4G7evM&$HB%(U})G#
zT4>lvSZLU2*E1X^+4h*Gpy`s0&yXg4LYAfd2%lAhNz&uXlhy7p`+idx@U9;OwJSr<
z$PD5O&*Jy@3x`?fM@#WTx*Pnl_*1ZEQY!F!G|)5dH<Xinxfer^(kcw2BaZuPK_iC@
zvS?v`2nfCciiOjmIBezndv%2c85)S`uf%+Cd%`>Vz6@L$lpJjH-2=zZHO2^dE|ZAY
zr<5P_%W5GflH@yy)^nD>!6tz~eSyH{!I}ti-R#Sm-)eiqi$dUb5yX$Ov0<}AAZbCk
z8h|$vf#k)VRlrwlYS<m{dQq3+HA>&1r@nDH6q_TB<GFvfBx;bOE;sHOqG2P6qG2O}
zqG6+b&2XGIl~uzqIvSR2ZH91dN%#YQSUr4|g!w9K&{y^KrFJZJ^g?{H2(^P`yYfRB
zwZc>FfN@DypW3<FQ_yaV+CkbRynu!c+JWVh@^<)i43jBU)vIF|wF4oP<k91pc3^o>
zJ7D;q(hjCc8*31(Goa5LHWU`e2IEA5G6ouy(pesi<9La%qQHFEknmVE#$p`HK!?X<
zKMp$}Iy~lwI@TaekUXq|?{lnRQ-se~?Qr&#^7a!O)ywD0l{Z>-hT92Cgt_A%svay#
zS6=<y5#G!^E=-(}MyjrM7kWRxt-95-hVoML!f;4=QmE6T9_hKIEJV&Z4`;-|LXG|b
zq=Cl*VS8qf>O!6b<%yIPWOZ-7U^~N{G-+0hls<44rk;r<ou5RIw;eUGc*Qb!89!5)
z5|u`dHBW<wo0qH3JG@u!<)cYv+Da0{1;WgP$7GI>mrTF(5f+qNKyoYmU|roBFuUGZ
zxOa3WoU#idyY|h7>s^<T3w7g!;uejF?|_M<o2-l~u-jNw#ox?XCHy2yRm~q}sq)gK
z)E=fUP;iyZucwu^;HFxlzRyd=gW-k6PS*bVpbHiF2d?3K%UzT7Ps(*pE;_)@H=ybj
zUD%LJ@mQt1+~YyrG!diK3Ssv|epA~<n&jYAF>&Q+&HF!_h#6CQajR!u*PM6jrtk1P
zMRu}YfBs~LcztAr1^QCg%Rzp(ak{v=p<Miys^Xw_2W77MZgQ*2cYGC_(!|I=BDunW
zmAUZ3HsXoVE4ljDJ93YwT=N|pqZ9{d>u^o0j8Am>)A%l*U+c*zufN#OSlg25UPBf$
zP4}>T99Ebvm$o?5IO^}eWV53AKYKu&sV6FTrugF7C@TAm0<!#n#b=jilE!)Q;JF@(
zm0icrN}B--tE=e0nnBFb(hxni4u3K4B5?LP$sZ{kCa;~mOTK0X0h>WQ-$jdz#OPq@
zq`WXW_PkM$CBVnt8pGF!c#R@x|DiNkj!T8b6KX1MnD2tM56mH85Uxmmmt$9#6FvLZ
zZ|)&A%ZZ-h3JT&|X<GKBP_!E%nD#;~h4`kWO?F{lp<UQ4QTw4L%#n6c`4^On%D%8=
zQCaDnniQ40P<-*s6qS8O#d13K-^tkZeU(mmeX%=@j-?RrxlIe>XpbUhRL*v%Wf@C_
z*yx3boW@e)?ld}<VmVS-v>X;z;x4tnIhLBHN$dvV*n&5bQJ3ttEgW|+jpf6<Ssli+
z%UC+fu>qpPhKFG+hc$Xr$I&cbckBk5pg(wRf5oxlOpzY?&An50g2S$6>SDu-3c2fs
z!iv;p!jj4>)iz^Sk!>Swh<oJ^!nFGriDe-_QhtN2y6}lNWQOHXn7d&d>>o1-rd*#Y
zSdFM46z)D1Lh4S0X=m&py7W}oshAHl-Jhuohu<Pz)ve+3-Zf;B{WcQa`8{#ol}=J`
zu2)t)`={DsU@tfvsDU}xyTa;_#-zfjX=KpLZV)=FJS<!h3@fj=lh7Igq;S`EN(=M8
zf=}yqg01gnwRyRT?BaeBnfY<w+^eiP{MO62*I|vm`uI`e)FBRvGrJ@7>4zK?Q?AGR
z-cISI9|;Qm0xu<Bv4_1TCdge}x5`s2lzEn`*sO-UCn>MX-`bK_TjtfDn7CC;JLk=n
z*;0#pd10es-totB+Y$EMAMRfIHfK7^Zy#?ZwqCS|`<TmBm$Jt%xmGS0F(g3C+n<vs
zm40e13!b(|(`Rg=xVC^?HmAP3*!e>%u3lAF@p9-yZQ=6cG;>t3+)mi(>wLU}v9^CH
z>(%!eg(V8ph+VO13WKF%w>MH48a7E^vX9*~ukpz&8vcyJ(D)bBg&j}R%29Y?ocjO7
z<K6t^-}sp)`|`Uzr-1uZSE%H=R^jqu6F<#<HXn3+1N7dR0c|puLsT1IdIq04IB-7$
zZu(Y$?Kek&&*=|Y6QQ1JBJ>@Pi;rfozeF4vxfu7+Ne*^Cf6Xs!Sso)W0lG@UzwpCu
zR!)@VTbJEX<s;ZAp53x!in<_YLm(|cWTz~++=XDfv>0_kjfBW<F>;}@?|QtO9%r-;
z(eP(9g*6}M({!X!l9h=1pHUSWccJ)<qGUM^Z&C$}Q~w`&y!*3v(~PH99{O2e_U>h*
z5z@P4BB@W`O_P0uWKXRrr+lIuSw~1LLwG|iJamLq>Obv*Vk0D@CpbbX4{fdfy(6S)
zYQn|~95b9K&_}9(z%c}G7>1dg20wF{#;6A7&+6E5D8n$`Smw|?h&LM@ru`+ydX@=F
z@_i$$DMCV*-O>`(_7Szo3W!kKEI2CYD+iN;%{$W_s5{h!^1K$@w^t*TI`$A&FMA8K
zmz{(l^LsF7`wqCaV!JA(_)L}SZ7r#_#F{*EybK2mrNgW>PvPyfFd@2ti|U9_4$k&{
zp>($$tbDp}7hH8L4Ab2$NkmX#Qm=9hyeefTgvU2kEi2@rTzRyl@T_92Q1Q`Z<^K6&
zg-zRwks3z?*fmZhd0JM3z%8dqo6tC+)4)Vy4gG4%ZX+~DN=%e{wcV>dZ`MtFf8~3{
z`nO%>g3Bnq-AZ0Jw~!0(61bnQ6J11i=0#h@vVoR5O+r6Kr^h|@i$)(8|2XTUUtUSa
z&pYj*pMP{SpG#>Aqc45b&#CFatIChoJ-3PHTOKQ_KR38AceUI_K5)3GUp=f-vgc7J
z-TWcIwY~1DwfkVFPpRsyE1@l~+t^|Z*pRi!>g$d8H!Y_q8V)+i-;JyQi=K?sJS;Xl
z*)k$Un@1M}zEvmdx@}phzvMeuQMlb;I`Lhuxnesfx%sYCt$S{zyvE>hx>Gd{^M_rA
zh<8WyOSYbvoAc66)92}XEjgrhS^n16Uiy6<xBKoNFirGpb5opk@F^Eo#Ex6qCRU8R
z8X_L+aZ%<SP?x(=UM;#buBT}pu}@p;(F^W{zn94M_tdoSbBoKDZ-?BvqLQ;X(}dH#
zyeA*Ay&&g*c$c<N$`g4WUpH}HF(D~=@ou@x%jROwNfo%YK^??mH*B=FOV@Dw?_Adm
z3OOiNs#B1=a=M7<-zAE(Xj4n;qd%y*`g=`o5$qQ~Zi^LTUgk=AaHXm5PA|E<nt!bL
zJlRwBy#HG+;Ci~&y5UZ3$K5uvH5u(hhm<?q$BHGjrEcEVv~&4I_eYKROJmZH%FKGM
zMEDxBm}$a?XNiOJHxWLX?=yl&;}WT(z8i%Hg+%12|ILpX7__cHk5N(7p{PgUN8wM=
zh@uHaGef=>G~9}!4MjVO4iudzx=?hZ=t0rTkhc#F_cMeC82sO;Y%s-8ir-Q8-{{zF
zH)+co!SfL(AbQbb=(pINSj{O)xJ&gRbX6!Esuo5%mS0O+7HCDHdgLX(3n!Bj4o>i4
zK!3QG5=N}=C%`2k6ax0XAVJ%1k)>t&l6;-l5$o-*NKxB;#4GwS+}1s&FEqPFZ0{8z
z;^GmcXqncq<iI>)K1om1xnIG3xI$~+3=UP<N6KvV2mK6h;@Qjs9&28}%5XQ(9$F1a
zm(%#VDFpM86|T?8v5`Ar?ZQo@N<dE-y7(Ntcz2tW)7KzH6Rlxhoq?p;T;!-`Ff`!-
z=@i;p3J0d8p-)P0XieycFyUICg7Bf|9+dqzI(FA{nlOx*MB90mi^eXGK<<RV?vME1
z2?Lt95mp9RQy=l4_Be<uJtssN1Kg;Oa5n&lFhp4ca5zKY1Oee`01j`6N(NM>J^~-<
zKzJG8O?^aF1MpD~1n$T{;8L`-98LXN6gYcC;4Bou86c-VLSX<;eV*O$uh@QZc*pyT
z_f@j}Qs3l+il%)wfueC23al%vAFLB;qC|bXZoE#sHoP8o4Yg@lMuF#w=SXmPrM{9v
zO;MMkK1BlxJpINLO(~ii^3kPmGwi%=DcVzXr07i1m7+UEPm11#ynSi7zac!(;18m*
zAr!+XhNJAi(XspfRh#$-Hu*#U-#vbV+X9qJ43E;#HlSShuSafjdi+KzlRnOakKzb~
z=Fj%{4W=U#R<8ZD{eUd}G;tL&Y2I^m>qFO1z{h!z2@7Uaj%9@z^10ABZhOEl8q$fY
z^na707a|iDcG0wz4UZuc#z`|WVPVs!<CNR!yY+|DuJd2cgiTM#vBMXlzz&~>0y{qf
z<8~Ce3~?rBajPt8IMJpzLplzvJQ&A(2%N0ru`G^ZmLFvpMu&3Di?Xa`XZ>HAWGn~s
zp+leLK_4CSSz2}(mXCQ@8JPZG<yeO|VX(k^{_`C>DN}}z5o(9j*Q%5Y9;$kwvsA$i
z<5kv<f2bTHK?x7*s@l9BscaD1MY;7#q_W|LOUlG^-IRj@<U&IGcEYKE>Z*z@E-9-`
z@2f1?rMysk=|yGyi4|m5>NMelOH(0M(N}5P%Tw9eKU!!sri7AneJS*OK84(w(nTmy
z(n1J%R!vnwJ_)97uu&Em{D<H^X1x%Ywn*6aa2vTjupWsxJwzGd*-ZFNIg7;h6k%Gt
zpD>xmM?CyUwp?f-bhBP1)LOMbI5;Y=uxhVXX?a&9yL$B`7b1_7j!QZ!E4MWhnmNV7
z;^YcsZCNjPIV73PjvGUk%$`p6j&u?#dA3$L7R@b8_P?&oJ$e@CAI>7-1&)&ByVHq$
z)or2es0l($#(6?|UnDi2?I%;8-6YMN+d;TPVWqv}GU3CJTx7wAE`rOxZlq*Y4Jkce
zOJ-g<B>3Lo$;t->1-DUe;KboYWc=}SLW!ETWX5K?S~a&kDOpEHM$~C9tWNDf<UR5W
zGkiJ-?IQCFYpjQnzH@9y@mh&w+SGc)F}Dp_SmmA4v51RMtjZ`dc-wpu^0p#GZnGtF
zwHutYUQ9+!=m0aC1QCmOYe~SH14MQ^lDxaxo89!EvqF`-YSkaM-v%@(or-cb2R+u!
z@jfb68*!RHmv4jqZIhnz4+Y#gzX9F#v$W}QTl(%`Rs3Cj*8$DNKRRvTBOKo8GG|=T
zEC{rOLMhL58F~-#*2!h!t{v;4Q03k_PkR?Js`@V7+@gc|TSYhXe~Lc(DbqG<6VLQk
z6gZuqySj3X>`t<sV!p1fKJ!@<d6jaD6t?!EViPN#8(2%=k0g~AU%YOknCbokDlTs%
zn?KHzyBo~wHuuqq&n%86DxXi(Tz$}SN5+I;&dJ}CJGN}2xb}sG_^MN$+Hd+V5@%^j
zaobYfa&d==Z2giA-1(QI#8pRn$!$e<-zNnQ$d(Tl#pVUe8gJV#wbTWFb5LVfE!jev
zu$XCE2>u`HklYlgJM&R|vG|3AlFExx<oIC+DtBh2lZIU>On%IPrWrrvK*KmmsBS2~
zW|lIfE!#9rnh<1>D_HnP_^f(N+6;i_*VcwLeg$Foh%oqVV<fmNzryQkKY_rb1tETW
z8xXD@re|qJ^2!}}NJgs-{r=d4p^!1H7JqWwSjEabPoQ+hdz7Ptn6d$2)q#`3HxgW-
zm_Cvpw0|YU#-zbiZ!^$Z<5Wd*r0nk*{IiKT%`k(Ahd51;oFezg3=F{8OCs3c-YE$&
zUb)tJ7XA@FtDT(Y)-Z|If0jSNCWK%#2AdNCDHx+=*t~E)hQMZqK+1){i$<_H^|#KY
zk=`MS8Q?&D1m*J*kd7gcq9L3NC`o;UvjHyDN0c$ZgZhYa29&2hLYf1!iuuYM6uTAH
z1ztN|FS|x78b+#WL-D`wj~&BTP%2&M+~x$`5>D#|=RAmieSeG(QW6@cX{ei&bl$A2
z|F3+Q*QlFlSjeDps+*)TE`NHvmK1iO$L;Igo9QM=b~3;Wb(2(vK{rWZs+-V9Fx@15
zf9xO7O{V8GtN}5O&wSRQFpeDx9qW8q!<Y{pb_V90XaMt~!_Jw#42&~Zga%kVdl{Gq
z8!?v09Lvk%f6Heb%mnwxy7@bf6>o~g)9;V%4ObUd4N>OL6`{6{e?X4yzCd>8ZY^Bh
z!>bDx>?o9TuL=tyElB+0^CaN@6Jl27sNhy_xiG!-Z)!{V1JZbK4I%eyHL=>d9kerw
zks+_j5$^pvn3{Nu3^cz%(x#mxwe}<mgCZ-d)@`4nY8JKu?rG=47T1$RyVRH1$1H|T
zz8y*N^JCy~*lY+J+=Dn~*unBTONgv_I_Z7r1RQ$%1XfO+An;FQgdd!$nird(EU#au
zs^R=txL@ZZ5so(^K11ChtV3T|dHFQNFGz(5M-K=cNI$>P0$@W}DL7DSDzQJb7?zs#
zCTSVoWWCwHwmJWtWzZk@{jutrg9khM4u95JU!A^_EBxjl#p$|&{?z$2#YDetT(!<i
z^ks{d*Uxu*$yX?1t68|av$(E8oLK13<D6%>w`OIZ9sI#zgY<i2+AAiyfS6Wy5m%;f
zSGh&AD8;IUv$-bY=j&^Yd#pJ*Mg(84jAV~8F7o}2{rK>Cwe;`pkLjbHp5cq_FR|0(
zVmvo2*YAl{HY^v{)jh*Gcd9QhGIqE)L9<7jN86R#|29D6@^lp)5;$(*dvEb$MTKnR
zGH>zt;qzSaw?nvvkE<kAsi9;|^w-*Kj@I43>e!V^gtaM)nI^3GA2^8N0EPo#j)axU
zjbt?|QKWJl%#ab_;FaTUEh_&id8O%9vzGaH!t8QQ642^ApJyyTed8)#cX~0D8Q=+?
z&2}i<t3KhUZq5VkUu=e$#B0zxAroem52R=Ind2|#DgjYfi$j7%032I8F>4|eSaKe=
zK8%BAe`KOuv8nP9`NCEK5EEt&v%1-Xf2q<yUk3wYj#kQg+}{batIdf}R-Z)cF-zf0
zr=ea!;O#~*{fD<6f#eF2olxQ&2EmABVH!pt@j~Fr83Oej0&RW>Y#s<kAWad+?7O|3
z=`jcw1iR3$5JYUocwJv5h%_C^t@L%Wtj&zd@ci)Hki_P=>x;_W@fhltr9kppfdX%4
z6$)<(<MV-8%l@7)yWX!F=c|9V8*CsYWLb8DDf@mRT*^o)ryJF?kIzcFD1wAcNr8UW
z@fml6;q!zjm&RwzH=2SP%B5pY7>-S&Un={-<Fjc3$Hpma$W9dKXKl>c<uv&-hw0c*
z(a-L%9F$|jMTZ>&<0waBhCX%<^nZwBH`oLr!)yJkjumN&gjH8NBo9{GkMSofikPcy
z!rlma%a+9Ql#Xys>#HrdG!-=I&q>A9Uc%~`p)kAEB?xS`80N%xf@^Q9sSAYpkhxZ=
zLaldA1%Bf^*ncDdW}R#RqI#VWb4jkwJAl3$%Ih|~BRxr_xBbb<&GX43RRO^!`2q3K
zuO^PQ77F2W`>8ET6cOyA2MUGCJRm)*XF@`;I9Pw#i;U}6o_M~?1M64bCtbG25|4iQ
zNNP$;xczzpgay+lx_$qIsnu(e<yZFzg61i^*q>uUG_U!?Ug+9GbI`+0?$vOa_S}$Q
zZRWJOiiA<_`j#8(YL1P*qKoR|$UB!T&a3|Dt2@2>j>6UMwtmaZJK$6BqjurcKH~eE
z-SkUCZ27q}hU({CuFsp5xelZ9PSwwTWyX^`P4r{jUhrGHEmoY{VwIdf{~7UJ(jW5Q
zhs@DhJ#MOh-~KGuF3$|Do%1vOVZV*KVpB47>n{dE;WDd}Rg+foFEycx2JwUVJN_eJ
z;nAX+`<K=v7ij!kTcBS<@LA%g>z@7xulxOi);)NLyzJ#`VoGFQKGA1{7;wuwx#_rv
z;_C%x^f8&u<@qw!YfiLjBksFC$9Hd1S+QPZKXK;xsa$BYC*0z@KH}8lC&iTU>ttSy
zW4UWRTZp9}jMp?hGeukTVma=a`2$h5<DsT)%@<srq*!^u^Lx46J$G{2{bl99uUBvl
zn#E|XgYwC9-?9<sdc-H~c5EwmUUyRL(I|*poz}@$Y?Y7GI(uo_FI~)?4^PonzGN>O
zQsXrjH-Z-<?nH`fGpEZ$|JSmq`HE^f)LUe1MZc6qv&UZ@8NMSws~L$zHe)f<BofaF
z2TU9||1F86c|IeJG>)3ymBNj}g96P&o)l;v!YvWF6{0Ey4ve2!HEG<Jf-`7l+}Z#X
z0)>jA4n;i*KMH?}MuvQ7S8PVnf}#~go2*)z#@iY4b)ex+6kRB~WzF-S9A>x6Bnj@p
zE4IIbd9zkQ9~&SA(hm^dqV1slN1j-ZJxkj3;7HTW@5!u2ElJI5uVC=f$FMHmjp!~Y
zp>>KooIm>!Cd_Y2rYxFEV(YIY7MJRhf_uG*jn5uZDdh$s=kJlxk7q!m-Cf{R269Qs
zL8k%56(y%Nh1<`sq5$@{YfD_L96{{qM#_#n0}oDhgyjX)kYslocHBJ2E9M1YKC+Zw
zLylNXhSippNW~T1_%Y^`+x*KxiRPOy2ABG{!}6AsVN|;(puL#%uN?o`A$GTNBJn*Y
z(RP;Q^s$Q}kcS|!yCJ@p#53!#6)gkttyW@2@{7`A5J;*K%xY|k{Np?k!6pHwNIwn*
zh%yG?uz+wk0EY+!5^)3$7YHQf2pl@t@PR|f|6}hv;F?&v_CXMkq9_6i7MhA8HWVeB
z?3vxf-mv$Iy`tEz6;S~Z6uT&PMC@HLn*?lN@4aI8+IuhmIWfZ<xyH}?>Gl8me((H#
zPp0nd?#%2t&zaeslr;cF2?7Z_0>ugf#R{T|0fE#<R5hR)^{cUt`i2n_Ld#*le3ubI
z%Y9*V(6|Q$-ZS1O-WT4>UyKZzR+%D@i69!r>yuH)F^&5Ax2C8sQm80uP}HKRLxH!^
zz)&ujh8t5frD#sklGSO*Z*B0YvGA`qsEo_}JBL|+eba~vL4!tb)U=?@W!PYtWYI9)
zEG6d#!}@acD_y-mnU?vUH=O7jNbDSpj}gN;F&+8XcfH|6`Iulv&uR0oH=OY8CSyK^
z^&uZ)=Mz&tZ<hSK@iEgzAU<Gdkl_P{4;q8HA<TT1j=~1R=(9W&KC}__=_sf$j(G^Q
z{;@o!p+I8}^HAtvIy&Pz?P;9V&CZK)bm%i+9P^DG-UmA5L+qZ=Nc}Awd%#Q>vDjDt
zv}2cG%IFPIxoV@82QpSGYxc-gPEa^09h?G$?feR51@ctc;_5xIPRBdqrmIK9dK1eF
zwihjh?u#3c`c_({zx^4dU!z2^k{}n0)V(iMYw}cFev**%v!8@_pOS_71-6lyrOJ@-
z_{$`EabLkZcn-vB;)qqs5M`Nmb%@{fCdx8FuVK=0Gck|vAA(Ov9%0<2S;A(uKyKb9
zBqn{S7~>Tt^qt&|%<sP+;*yRFV_k!V!ADn-jq~aX9nb6|RokoJW|kLmi7XGNsum)`
zg5j{RRvOtmu^Sm#e!5^W=cdxjTLVjPYGG5>UHZOIS7B`BxuQjdr=WX$mQ3tCpQMEh
zCJNUKq2*vsNZd4xkia^mig^;5)U6+BWYrg<Uu+Ux>=K0c0~1I>^~-|Cy`iLtRSi<?
zTtgDSp}7!r>IGRAFk0{qybs5gPA4O~925$@sYIq|%fW7&TCj36f!*8QfNuOdl2CsK
zXdcdjQ&&ci{BWAAjd)Bdw%aVuH+L78*J#H&>lYdAK|k$p*h;B)4O*|Wv6IW1)-#iL
z&w3**E7V4D|NKU&_3Dqh=0RKdrBjRXO`Z1Z9)@2{EAXdtP)yxJy7WGExN;4Ta_e;y
z)Qc_7@{aC}xShws)l%#vY3uz?>UX)%NmnkVa?7_(R-am1Us_S_?)IilM)ToA+v-AN
zXK0tSFUTdupOzidz2UC!vz7L)oGFX_m=H9k%yy~gNHea%m44ew+K$L>)!)j9MYi@m
zj@_N!5N*t2rVUZ77X_{bMQ)1!_4YZYm<_EndzFKRi&J<~cvF-xbqq^qmv7QAE5*zC
z58(81AV00(5%Br2o7QRubN{FYbBc8Xn~!S#_GRD?oIEe@q70X>>~9A7?2hrRlTxr8
zb5Nt-Mi$QL^K$|YvNZnY!Uf=c>Q7kyU@wfChkW{*j$QrN43$!2=sg-8&2%2qhu9sg
zOR!t446vp?0`)N>j{$6z!IXiLpO!-)fkwC+fchKpg<-)i{2Rm_hYemU>R`OKzw9bV
z(@-xX2S8qcyg^UiS=XXZ)3SFKG)_0<Wv?pGavl_36h0IsbC%5+XV?EtB3nwoea$>d
zTG?NJQyGOs5VvI3|Lr%S;m2lQY+r-<#xhF3C9??`h1=IK8AY-_lV&^~x2^eJ8D*N-
zu?}DZ1_uy2BwWU6Y+#{}=}7F19XrlAjfJs1b6AcINaJ*t|Ao&wzy#63YyTd{sxd`Y
zN~v5o9S~f{DOJwRbmUR~p77~pn6S|1zRI!PP%`D}0m65X3vpM<kv#S96W>Y~Rr$84
zNc)$^VQj)gxEJ#QrUr}<BKq}!ZT78Uf@T54UXejUk*=_<b`yxNldQ_uw-~W=J`2lt
zJQwO8enQ$-9V=E`x=Ll)_=X_AHxr`VF2dp{7h)IoLbP~PR0upCB;@xlqso=H1-tlP
zq`U)un(_`)?_980UT$YK&FPO<HMbqtC{|7CEr&vTbxy6XXs3Dm^F;^7@nX~{?TPl4
z6pM;1)^49USkZp^2Ho7y-O~FNj=F`#2lF$EIOt{`|ET!b=s64yG}ld?<H<vEJ?-P;
z0es`@p1Ly?J96i?b><^hrs<Xko=hv#>76zqb1v5;qm0I>#u{DbvUF{MxgWHv*T}%(
z8l;JQRsPxbF^bw#JMuSkzlVfXMbvi}-%PV{PS;qDS3_X+h1!k*Lv`m1Y*yG;P6eAg
z-fDICf@zJG$~9%0+?NMzaL^t*`kc>v6e`_GE1hP)cRyEdO+H=ZbY4@T+#Fu34$+-%
zlNPjN+(4<irk6CO&3Y~}yfHU_V5}5#;gPg&L1~%)hF9E`p}D1^2OQK5W$QGRue9JE
z7m-Ur=Rc^MHE+UM_Dzu6_UppsDs0V3Gv>$#tS!yex>R3d50Ua*^K7IU<_or`oo^v8
zHmR%BX<T(~d3`g<=};R@esgzjSJzJJK4Jx_^!TgXg=dwe+5;+a78N^as(Q6oUp%y%
zOUPU%eRQrZ&C6J|{a);@AWg?L@(P)yrKfvO$)0$3(wKLjFYD!LE=6wWD7WH=OUKL1
z=Bz4b6M*0AHIA_Fkq$q(40~Sn#Hk63nI=wnjmARJn#NHZqXx!l!F&{`ah)h|n(v2Z
z@age5wH8FdQRrvw4O&v5aV14{ikcL)De6+xr_j&Z8_G4IasA9a^;=Q2p~#-8r{NHa
zZ+^pVsHZ<IHz23R{oUiNyG;_!FrJIv1~bm|fUZ?r5$nA3NtFy6n6P#|>^YsAG^xFl
z)Xx_|rc|y>Djh3AT<UL!*B7nec0gI;Q2#ib={FDlcy*M7cYZ_WKJy{DxRWH$=~={K
zTN_fwz6)HP(uEAQ89?%#O()xxAte9$P*{-L4Yn1$L1Z0T!?jV5XsesS&SZO1blf>e
ztwR4dVC{3bTP+k8?q3XBoZ?|qzqNej>*-jI%<naoWDHvc%U0zgzPbbm-E9L8U!Ngf
zyVHr|wGA*c!;Ca|ISR`{-^=4ks|IKF;fNOcxfDn`F%aXVQD`t6I)|h8KgzM*{u(h4
z8$-vk(cR)Bj$oV$IS>MgF9ON=&mibHNr%X10Cog|5qBig2oxs>B-IG)90U?<1d161
zBl^hq5XcJ=?go67_|rVJ&k&vlcu^nWZ2%H*L<s|M)*XSI4&iG6t|lP-3@A%|gsByU
z3N#N<(SS<SM+6v9nfi!815g|?k;ud%6OAYyaYp}pzSRz+<*;wDFZG5D_0gEJr@;Qe
zKEQUzw$3(UXc*hC7=;G~why)mwgcY3$rT8iSB*kOA*ax<I-uyJVUa>bQG=ouMfS=A
z4F^;Fv~RTy=L@BE4#e<(l4B3{Hx0iq2sbju{)fLv{NfvJP5Ae%V3_(w+whl)$Zx-E
z1%vWifp(Me3Wnf8<6rwmoAO&Bo#x>;+LYhwztN`rR*bmS4f(A|$FF!f-0VM<-<md*
z@d0NmASkHuVP_9KKGep-9n)DH1pq6Hf)i(3Fpfe1<5&)X!j&Dzjx{ciVRTpq%VHU<
zo0Vnfz&JYe8CaZ^K_4CSSslh{U(3@U^q=s<9&i&A3)t7c+ObPAHAxYsa^2{zJg~W|
zvSx>+$_eH3D;;c8l&-_ph%oQ8vc(}kv5xYJxarDDv0m@G;<j^##eU@r3#&cv3n!e@
zm45Xmh?R0Bh(#2^LN&K)^o#5zBt0u!cz0>Nkofwhn7>&)v3>i7LcK>LMA<V==yEAH
zxpion;Nl!3MBBbomZ_Wwlb%l$Z65R!e44Hj#@){+Y@R%g+#J%8#ONHw7#9zr@5KUS
z{;-h{w<y0bHupGT@cPzd<FLj;$1O{QKvjZ}8C_3U?)FHuJ$ja;B|awS#oVM#_wAy;
zJWXiidK4CvUQJfCxdksWK9CJr&&i+}K<*t%72L|ZDc$n#5XQP36LY=T47yj<$wX~l
zqPt&<C?Y2dEr*N{5+?-_;+8?G<XcB#9!?~UoV_6W&<D}^NqOP@5HFH2yT9P+*oL^D
zA4H0~j3@CEN((`I2a;vOuL@pI@4~TFx5!Ah4ML&aZ|H<iV<F$@c;a5jn+z`3LrA$c
zhH%<W!jz>-p;fhJ!iwCHq<j9?q)@3lBu;mS6t<F)xt`s`!mp<Z&K_+@|4S!HWQqC^
zdp-m%)m}sf7j-56@6E}KBiqQeC`Zb;Yp~A#HIq8@OYAD_jE-SFhj;DJr)#Hf9foub
z8PtDZwux$9anz{nMGgDTox-|y7}~XG_a1}7+W2(wX2<)fcL^W1ljbsA-;zb7i34XT
z)`+_#IpNffS6&5OySh*pCXCWe+%uDRY4Bd&`J|uLn!ekpJT^;rM5C0BOpB6j8}mwT
zUbc%O?pSrX<MCqL+uogY&05CDukP@an(jQuy{l-h-S@}gw8}f&_+`!WYfjEw7nJMK
zFlk40xH`o9hLmzHNjCM`HK{Fkm#a~(m2@%XpeAp474_tshq<|)b<}SkH<TPl+~xf0
zC9#YCy=E<t>VB_dcc`Cjpo?Umo$1*ItQ)00njWadtSRy^>PEwM6eedKSUL1*IWz(E
zOET2gQ+<|C<4E(7+9Q?MZw<`y{*KRX$D}pw$ID*l;+weZ<Wm<90}m^A@Trf4SMT_7
z)kFwcHVa5UADBAO7Ix}<;c}sau(5;{R6d=^%ApVT&uT-Lt#$R`omW?o{!_Csj1IP5
zsm~`mWI?`xk04_I`Om3;|Cim(*Q`aqF|=Kbs$`0rDQxU61X>pe>^20F2?S0UA<*JL
zU^gP{4Zto%FzXO45rmTgIjuh=7ziXCh%c-?b|c?d*72jq;I-qmW?Mt7>uDNZmr1LL
zl|!GF(_2V}um_Fnw*fZ9eP}$}TEevdjbr!oO}6ice~>PYr^pC56Gu{?e)PfQ9$Es~
zTL9CKKK`=huaVr-mpys#5X!ymEq@Ji5A*c-xXaRc%Cdh@?wMw@*g?jF%$NbvEWNpk
z9mvu#%vdK5L}P~?iTUWzXG|62ILL4c0n=F-8vJ{Xb&v_RhWGNlj#XufW%;RGll!S$
zZC?}j!3$K516v9w3KoWS#a2Sp!D%Xos~-g)moB93iax@&(f5@5AH7m~rr43d(5mGA
z^EI%$)+cz8=Pc-QFBDcSn5Nucs2!Y1=qGv~4HKVqzX+H1ErlsA`$>%315$m{7?RvC
zQi#a)Sh=sQC1_e+5}rJtDfqQqBJOFiL0C`Lkjl#@L7K-RVp**=M7-=n#*HwCNr#<<
zqBZ7_L!;x_&HNe`k*jh5JK>L#2zT{vpF=^zEtcyl_J1PTlwZo%?Os)P+--?s#Hnl2
zz=31ADWk0T%;hz-yX+^ZXC<7FR<?<g@?O_+zH?I5<J_l6mtsnA*SpVFe{g#vWd>-u
zzK_Sr!uz(@#R}b0-Crki4!u`#yQ)^#<QkH_2hHzA0^GkbqFFcSm3}i8Gp+QoE_{&j
z!Od3sG>jTTuk2B3(y)G+A*TeT>H4iwzLJjfgN1XZv&%85wB7lju(^EPTN_@TZxDZe
za~}S}P<MrY!=rr60=mm~l?t?0Gw8LjEJT@Iz_797lSbfd*IyhII+{k@PDwd4*wuVZ
z>AH`h*KTxxu{=asl~d_r(;-lyA(#@*seIYg>laFuUC1|-CUz5^_Y0*-<MtGKWr<Bq
z!}@7N3>!O|{+F*SF`uTR{QctZfH0k1&o`BxyZ%eZSc6i!^Lc-Iw(q@ov+!JeP9gkr
ze$MAqjG-^Ze&sn8FMO`Y)N^WDX<-AgPGXIP9l|<`DHyzAL{5jte$BB)|00hykO`%O
z=Qripp{A6KyUKNGNtH|cx@1Y;6ji~jMMQUM8Od|x3E}KIs0vQM3kiLik=Eg1#JkLC
znEJ;lh$xvCW)x}#S3h=D735aK`r)y}I+2HEdwW4-gHw=hbw=gXb0uk<%TMJvX0RZO
zD+{yE-y>Etwz7-)MM|Plw!HmOB?0PPp}t&|TRpYY`f8=}N4D{&&otM)dJ?TL^S0&c
z+E>s`jc6}-oN|K~mk!i*=$0wHd)}3g_8X_YcE&?Jb+I!zocW}^aXY_sUGq>%%WMG-
zJ)3JwpQt8HYcNDRD`qo)tx*d9sqq0__?u3eO;gnhtGhwm<*+Q-jWhcdQyUM_-Rb#6
z?qBYj!r@j~ss8fqT(6po_`P*6O3!wT;+<dL0CM)2Y)*|T+?|a5+EoLtN>BXax8;|L
zt1tCCvdv*>Fjr`2G47yiq_j%5U3#hd5aiHgvoy6xdv4RXIb2ew0NIMMW93$j*GvBX
zM`T@nmdU+$tdJF&_)?m3zGrr?{Z=m*f~hCsJJZ=+>lIsb7Bj8b@O<A?Y&1W=K?<U&
z^M7s6FPW7ZmRA@EX(^AP&xG+%?05vPo*oXPg&0`YW*czg3+x$UnQ@4h>keQT0v5Q!
zWuKG$zOuy>$rma>5w~nh8RpIp2HVPK_2sVI$qxl}j(l$)OPJr|0z@~y4_gaW!8~-N
zM5X-vv&*O_&0u2CMfA}r?E0)nAC4AV$3LwUjbU`)Z$15U=;!>h!Sgl6|KB~oXd8cn
zh~Q(zbRu>j&M@Gtf;~mH)oysK^y`_1u%2kpGJ1=h`W~2$j)uJ`zPXLV=aTxem1x<@
zhU32Y+RBh7qxt$Tt_*RW9s4tUHgLX4j6kFo{QtP;7u8K7p)&)t-B34)!8BZp4)ySV
zAzL@mG$D(Yqq@mBAH$*t1@8G}&`tWZ<8;q2s+%y(bdx?zb(22-Vn6`XP5ShIKsT8t
zYHR@EAVT@fd}Ou=j3aSF#|WKq7|WnT1A{qt8ejwtnK|Ye*MW61hYXp;bJl@njAtw`
zZaiaw@gH(*0GS|;*fu}nSoNmJCEfFDiIXZ{$)cilS`U@Oq-x~QK%S(Z*eP78ou#sU
zTwExbQ5|My`jF+}gGu<6WAN$7F2TEatPrPmQ`vf+Aq{HH5iAb9A$C_QfTr$55_+K|
z;T}ALNlV+3-ZSFJ(Lr?2uWhe|z8QhaRWmLs8?{>kcj<0Y8(jwzO^3(CWtau5@7tLa
zN*WB0=D9#LIZE8F#KGcT=470s8*$s$ANHQ814)U?1inicQAFiY&WhS4`u5nX40xv&
z?&TARFw>e;Epv`)mFbW)KMa<0vmnNyDMW=@z}ki`Fsp$(k-aGi5gjzJDZpFEKR<{B
z6#0`i&MzXnKX1=3e|4H~S)H}@Q&~%{g!C@vo}_JYQ*p27TB)VyJKea}m-s(BRpcAT
z1?nCI&q^!MEi7ne&v@;)<O<TkCRyD579-UY+c)O(o{ZskWRy^ESCy8w23J?Vd3R8{
zBFo?-qC=&wOWNpKevFnKKU$L?z0_XU-!FrI9*{0wJR7Q;-S`A&f5SoQoqAj5v7@H!
z$k2n_wW^WQUWdN2*wGSqt@8e$GoQlM4y3xY-`SNLdtlwRs0-Ol|M!|%@&8*-9~)76
zN}ByLwrNU=wSPfL4LS-Z39{!~X!tL$bQ<d}n(uBLXJMLNl%hDrU;akgaGugM@1OV&
z#-OGEPQDHJc(NR3ZO^1<F@rg6+rX?nQ~C31Yj6)e%<rG#D<AecUB0?tIOGj6=i911
zupD!sY`%wujeTP2ejY+=mE<dAw#Ib+`uvXI6+aP5>tB*EgZl5AK+_Op8h^{NuKOAV
z{NDdyL=A&L8iZhTK1hiWIp=<`ixKt);Pe`Ty?%$<2*IW(*g^|xHw02A1a>p)YV2+g
z1iPVcP&XWYsQI$zkPO4(FZ7L;(Nj0->uDPsVutcx{ho%F&3;wQP|k;@m89@B#LLj|
zKlC4rfBBneDj^~K^LI9co>u>@&118FeP^?zTQ^KImXP}IY`!8P_4Oowo|i%iNwPju
zG^`gTBw0l3Pp9GkrGzw1l~{+N%)pLg6bC5@i!&edSUF5HcI-IgGz>Gkg#!&8mP7i)
z%Cq_~@4Fovh$biw-qZIxR+%Y6L;r(u{wcw=<y4h387Np3QNrSD{e*>9VJgR3KsMcR
zCq9eL2yu@}5*u}2Qc8V5m2c5_GFf8=GuHQpjQCp+v3{=*F?cO(oBan&=-U)xt)n2p
z%@MY?nLr-)c2GI&T1(2UsSB58_7dv9E>GGV+)NIB91asU))$Iw->$L?&V;=KuEC5u
zn*>GfH}ub-H^HL0uZi85YGk-ac~bo19<sMwU(z|omQ3uQsj^kvW;gYVh)Ct1_I^iz
zI(@T4P}KI0x(bh7r0Al~ijzgI>yGt!q!<=+o-03gmCh&6S=|iDk@v0Pp`N)dU0QMX
zm6W$>H?CBrlIrCZ7VsJV=DHnA$0<fE-76iw{f6_rG*NE;!dkJcPBK@&>YutmyXoo^
za|c1SL0)M--b3Z5^DpG1S9<H-j!)4|x5>>HoKhjxXX#e1f2g@^`oaFvkn3`;c-#8&
z{F#z8!lAS#ckQj*t_QiLYJV)_whUFMC$woJeW<fUw(5jJI{cy!SI9D&+tTlGP~ouS
z*}d>v&7uW-|Fe@_lHIAErnF=+(=-Lo!9)S-H`Hq;DT=XfFvxk-VJK2iXJvnuYsk~n
z6Po_-wE1YY`h)q{V^8?h;`^bPwK;fi6czr7>-p$Ehd|5no{&(X2sBBf|Dqv_qF4Tf
z<1frjhUv}D!OHa|;J~t~#+hK<H6GU2Z32xJzs7XMie`@TU8ln#!NCQlRCo+EPYnX0
z=w2B77#YA%ajbK{Mr#7b&^|Ca3wAM+@Tf7qcS*|>y<tmRj<hZWqcv!7Bk-kGL{6H6
z+6;li1(B2HAgw^)(D^%b2Zu4<S2o?DVUtt`ho`ZlWxtrQ%8}<m^Svm(Icr7p|D87<
z%^{z~wx4N@82;Hemd{^oK8o_0mSLNZiU-59ce2NS^!nNI*)%<3ata4A4xF5WIcGX8
z@`b~E9H{8$bU1J@9cP2kF<OM_3@95h{8Joza!t^tACdc}$P?Xsblw`3OA8;eL`4Zx
z&u~GzIg;e*mP$A;f0gZQYeC)6m6YjKRY>U$Ftx4{#zy$V^m`lOTFVqwo<1+hOq)(Z
zV2Kt2KkN+bJRc8J-&_XG&T>NHydo;AMs<Z6ckja6HhD<d>k4wLV|6n3Zco86wHm3K
zYcwf5BVL%;BSvNMv4K!9&5tZ^@_^hLdka>VSPW|xohQSEy~KC)4p=*O0BJwNjU;Ff
zkf@DGaC6FJh#uS*mcPq_N&bYi*byMK&C1MfzhASX`_J2aw3J$R>xIs0OjB92Q={Yq
zKdq9IsytBqSv^x~-m#LdNsmSR;;c`6@VRTc`;+^n<v-grXwI=Too-zr&VNJ{x8_x<
zdVcpAyu&;nF5Nm&o!Y6LwB?kg`t{r_>GF&%TyjWL_0jsF(()svwm0c@j~_X6v#y_i
zF8SKw{WZJnC&><t3*)kuH;^*N%#%$DFDT1%<AZux>o~PbFNG{~a=z?V{jEq+sqcIu
z+1=@hQ7aZRO^mQ!6bdK|^u!3Y0u7raM>J1QhH_|+ug>2X>dGce^jOq(o)q2`KVu)0
zs%y-kz~~u#+`9VU=|SZ^mGrYV1;fndi^1Bw6n~|AA3n2p5BZ2=M83g^fc=r7eDjpe
zSdKX$C%Uk3PM@E7WD!f_uQs;@&!BFQ(x^RLdXUW0P5G?xzeZgCyN}7|VfNK|7sIgm
z)%%!G8HFU^f858!NJi=BS4_w#tc%Ggl4T$wDoQdkZgu-!8D*L%;B(8AHu_BAvw0Mj
zhUpBL#^yz6Q194rEN<+hOkfVn850JU{#Boid=rZQ@5(Y$%AW3HlJHb;E$^#xR#YJm
zQ{Ca?oRh-B{99CxsuVIMEQ9dTD}>3`fyAcCds0fJQRSN-LfSk30b`R&!Tp_GAilvv
zA!76jNR2)Q6B-1=q*f~+!R0P&88{i@+bvM#YgU=qaxSoZbB55Mm=$R=s-iNk+B4<U
z0fPlak;M>gSBic}t{`@E3MhMyixrjIdn*TBejrxM_b9s!evR_}dHa}zsC9Y!%l(_?
z)|}jRSaai+vtq^DFkR!c;_40gG}?IW8s7a)V_q<CraeBltioeMf^I|UW>969r)Ku+
zLmIPYi*)n*Eas<Ox6sY3a!2vLLM;dzQBfD)Q{olwV|7DZKJXicM=4H4Y)G?qS|Gg{
z7b_o7l<xjLpquW^jb2>M^D0e&koLMg$9iaO3yRuRE>2*-FDgwa8o@uQc2`lW;C%j?
zhQOSObJTY_<V~}>X`#teIuBHid!g;jSL3x1t?}M$Coj>Yue49QlHam5S_+T$O>5ZL
zL%MhNx^AAArQBwWlln-mk<xCn#2{V0R7p8HK$={1IX7W{T`qC#QEB3obSZQ9AF{G%
zTXL7w>!czb@~eYg+h_vrtmhu24w9<Ps;X|{+@7=WZ!gc2CzUhX9L%X3d&&E!hH*7p
zzSr30a*&%Vw@A|qm~Bsg;VCcb^+4)au@bket`M|yTRbPVi&wX<@`^j7anksgA0`X+
z<hi9sCP@?T4U$rBS<ALhpC^m)+Ny4qv?6;H{Z?cp<f~HQ=O(h2(G#84EM}VM;59KJ
z_CL-5(XwC6_|W(l#D&IDi0K!fsE-rC<tZvspjGqVox_dU;a9?}yG*_`9l}@DzJh7?
z(a`y%JF)EbfCRM93oSy;h~3!zq(Nn0Qir@FaeRGJ-ckv@Z0AGDluV-Dlmtzhu7#7A
zCd1IZ)yT-jBAL@85I!}xBi0M<5ZhPgq*U>x1iU_xLCvo~-HG%|$h?PXkLew>jBc(d
zw#yMN-ug@=)85=C?s*Hq7EVJvuCIh!FDpRe(H*d1bO@}kaEJF#A$TB}yXY|4m8Uc;
zxxSW^=vRv$RNY5kq2UKy-CAJ~&PU&Xg<ZPAfTV(;F4V@j%)fJ(_14#j?0<I-|2%8v
zO*;^Q9giqs04^3HP+TB<4M5Ss#D^aZmo)%I38I_<C{_?CR`jBU`uNgepaD2Ni>QWR
z9rcX`Qxt>911%}6C~)S}<P0Ls`(nnB#yu#!DDWQfzVLp^P~i3BHCLd}zt2YfFWzON
zaT$gFJvQp|6of*gP*K#Ns6|nS0&nBLJBPE*{IxrW8~7Lr|7@_J5rcf}yY}6nd`zHS
zXT0x*e&=u_KBhN{C?7)~k-c;HZ^p+=8)o=`;S4K2VECXhAosv9^I19?WEe)D<)IOW
z4<@GL@&d*&4}nVwn2u@2uZUnCE=gcII^#O+X`I!K=?ILYL!SZTm}l(pKF}c_V)ukI
z%)f<W&yWd26#MF*cI*;N8L@Qd@Y%fbz#LH4EIU#;!Ocl&|GtHgy8n){f>Uv2i?uVw
zIxf}4P3Mb<^%UNM?dGyVx2sD@{c@|7WiNMC`YG3o6<5s=i<CGdRNav!E<aeAq+gB|
z-ffE&5_d{u#*;QAe8>k9om4~cni39^-pnS}6|XAG1Y9R&7SSEV{U$)H^HkAhSvA3@
za6e((vv$JfmI`v?Ry2v3Urmg$ZZGsJxsJ>qod@C~?1b<q%Y?y`4wH@5<_R6?Uujis
zaS3iZZze9ys=}#?kwlOx!a}#LB(p|gGGfCK!6GI`>G@6uOO=#0eehGdIV1?-kGhJv
z)(imM>xX3GqfSJp98MH3>kBP=(!FI{Um|eNid3<mN@6+^68!u&L{BOpI-krdydT_#
zB>Z_m@T|CxxUUT*#p^F6@vT}2L0cD+Wm;#!YmE|)O*uwJtY{z<8oq{1x%d)xJ?#T4
zwe?~5<ldmW{ff+ScnzAYv2fadC2^elhOCWWLn_)F6cZm>ipy<6S!eyC*BE}@&f!DV
z>M0-OWxKm-PI#*{*XxBSQZC+<3vK%9@;?sKP8pb+cWV~GL)RMGqctovuU$Iv6~bC5
zI+8G5LN`y1nQyQz(LRWuI=HoNM#UkDH}{fZz~)xEDFyTJ+!ayVt^PH>%l2)&bZCqA
zhD$+y?DY`cGEL{S(lNuebINt(ROfGL@=tcw?Jnc1wHd!oyW&Y5u$!DO4XzdD9|@U?
z8s!G_Sy7`DLqZzEvbfi2xi>!1SdPnp0IrR;!>Wy1`@7}SyjLcG^7RI7GffLnBsJrU
zT?p1K_+ZWt8S|LWNLEX?uV$v%y*<eJe@xa*7*<_VKE;-oe6w^XL+yh!J^UphW49Fh
zb__TE?L}_xrE*eq@(^jylV&nMt`~RV6eqbWJF6Q+IB6<9HRtYKtSnX4Zc{fZT$wY!
zRY`8WVz=z$#ZBs3<8#Z-rZ3@!4=f=c7*T+$erK&F&mLZGW`0eY`n1mWH0@D&5t{?j
zyy?kYi(XHwO}ku9{dj3@O`-CaWLDbkT=N<c@)A#n$!_mnFRhFWlpXuDOx}L!WG>;2
zrTW9`!?Gt97p0ZS+obx_61Wx7HG|T^L*?ab9Fd-+MaUlA8LBZm{zBH{P!TDz)_S?6
z)L%Nf*on(s|6l7szttqb(0^L8ny8;W!}^JVHY{d(VgRob6`%#hKRz))&w*?`h=QZQ
z9rwU6-7V0tlA=0AO^VtSbt&poG^A)m(S)KIMGFcvDcexAqv$}<i2@Z`SBmZwJt=xq
z^flDq-{9*vA*JbI6oWDCKiRSFH#yNTl&?}^5yU$chfd{t5%Vn{N%{AUV0`CL*tJn4
zb()+eHMF5*QuQaKYylr=_^b`w+_4g_m(5M=bd}+FbXy49GK>sswt>tlISbw<ejvHC
zMiZMUR>bFzXxLbAA!N;d3mbPIgz@8Zk$kT$A+doiZ1wFz0*lUvvlr&mUN8e~a0OB*
zY%**tou3q|91J%?$HUy@XRy|>1+2ceSJ7?vN`9&nA+zr^Bxwt})3@<bh|gXt@T+SD
z&BG2Wb}7PPtkWuDJG=$#J-GlPM>#?G`;Vj<pP{dRtj#^WzvTQt^htxl1!4b+HyHj;
zcC7cmHgPd@3?27IH_tdQ<Hslt5XgBEC>juGG$X7HK%S1sV*nb{2s;DpsgH0l0Br+A
zJ_C?TBXYi4<V4dD$ng=*2AF!~2<-<1@_&T80cbBE@a<|u&R35-X&S=I0B`Ced<-Z-
zeMCtEa1sOIYXDASAaD`@;b%Zu>LW}|XjGti2%IxT;G_W}z<|osN8n_~*CsrIXgUJL
zC=;a$8per*@7cf<#Xj~m_AT}&_96Bg_7(OI_6gck*!I}wKQs|SkH-lb8HJoeKly=T
zmxe_O6-5n-S`>9C>QOYH2&QOE(UhV&MN5j-6m2QmQ*@;0Owom+8$}O_UKD*O`WfmE
zHTe2XOKJKbiXoWxpX{&!(S7ry#-R}Yc@hGB_LpodE$3gd;r2u<Pt=6}j~klemPjJ~
zC{dhI`19YmZT<YVz5ZNmLsQC`zh`0vSD6KRH^vhy+1EmMmk>ig=dm>XIdDT$%9-^W
zno`cJ-_VqD=Ijkk|BrBH(-So)0PsOa0f2%Xg#iMECqDG35Lg=Xu`CJ*7RRzEI53Vv
z!kq$-%XutK%C4K0$79jqu_(Cl7_2+zv8+C09~Bb{CsztQp5>v?!n*KUFdbb^pVj|4
z_doQP2>=rlKiK#GKODO(Q<FhMRjzS;lm{lNlr_CeD<?QySK7basdR1HQv}&ZWsCXq
z#oDiv#Z8x+iS>%L6Q2}#AiQibM_6@Xp>TX|JEflxFIEh#Bo=YGDpZXsATB>zmZV>s
zD!iLPgv6BL;>BWxgi^^#Li~=oLS4UiLYFiba`SNm!8u~O5OvN;S*COeh^;b3wCOdE
zZu`|n7;ip8*j%<2xiM%riAm@v#+XkL`VG2Aa*dim#?(v{!Y>~Y2KTx~HaZ;?I@Zi5
zp00YB$oDA;w>X46899q=Zu?xQ*;Fm$dTUAILmml@3bu#&^dDzZ2Iqqp_vxmme|#We
zF3rgO;!lObOZ=5?c`b$Tb9Q2`fytozIFH1%h$q@pr3l}-q0q8dh>%#R4gtDrOcl4z
zWa91Vq><Tqhz>a<I%n(_-VfVE<|@_-p3MtFxTZgh=jTB}>B6MaCPxzQA0-4OpC`%Y
zy#=pc{%~yeO){cQ5;@+|j64i1F0SzVAZ#vQ1MWUu4U-q1ho@uC!}y)|$hw$M#Nv86
z5)vOta+eMv2h!J&op&-wvD8~+>+G4Jp0bB1$GjJuozIc}Z=J{l{xQU!9R(K_4<m!U
z6~zC+2{N;^4Y@j~H}PJ0nRWiJnOvfqp#HSKwkfUNGW?P*cb&7c5OITaJ-3ad>3vUe
zXLV<(ah<NZu~&ESx2A658!pbRyZb&OEq~i{LF><U(T=t(CLI|5C--Od0Cn`}T)h3*
zS6o_mPQ7`#O4{PHO8sijYw6On3~pJ>6!pG_b9K$F`^rufD$5TKKBw!`I8?so#Bj}y
zn6XmN!qa5M&u7UF$R+NI?>i~uD1EPUZHmldWj^(~#3XgWS46g_TzYo%{#LUjNS(jW
zvHR1{YqVuC)AJfwGs=3@6{z3-k$<S8^%h4WNqtWWG#t=aDD}PMlHG<$`@A$?xs^5K
z9~8mIW;}-JD*XX4BX|?caO%gOZ`~AJFAw1}t?S6AUJIA6r)&FmeVzDL5%KgYvK=T|
zBJKXF<EOu_&-=Tf>0riRnIH#`LNy@Cxe}bs!daK^a_la?W@nZj^SOCgMNCzrT1H^^
zur9)GLR$p!zqK!!9f|e|0_gw(sR;sYLBtpKAiIHYEF9x-!s|r}gxB|v{Bs?xSHFo0
z^}Q&3C`wZ3zqb9JA;s?Fo4mjDU%srR(hNB>zWGV$>HhL%E#2Z&|7ER_G(%2qN}6F^
z2$W_d>vI@CBf&R6|E@GM&0krEFg}MqI^>nuQO4;x2OXAUjvdG1#y$>A96ac-9LBM3
z#CJK?Atrd(-<N)-m{Vz$Yk0cg^1g=3+2@Fm>-i{H#McrQ=Gv!nEW4d-YIlQ_aPb!=
z=Y39J1X@i>9xSiQH{k)9JfJ8{-{cON$<HBTLRTSTY%54Tw-&}9DhV;66(OPEd)PcK
z1mee9sPZXRlX9iX!=)iELW3G5N$aN-lyM$P<<vGVklEof%y<|sC<1Rn^l&>^u+y8^
zO)aME*O3>?kM&dz+OkKiW<D>wHGa)Ip_MDL6aMJlbbjhB6APwZc-BSNvpFY4uCJ+B
z(=AMr1)NpqsqG$gNBE%Y|FMNGs#PlQ9FR}m;fA9&_nuz7GG9sEAuT5zHWy^u8V%w;
zmMNi#>$OOpHzk#Om428X8`EDK_h_rsByb}4x=T~-j>!FK0oOQw>6SN|!{zd9FXm__
z8*icIPVQ|NWL8*IU!U43XsCNISEJ1)=|aFtjl-+$>evpGxY_Tb)XyuIlJZ_7T<HZ)
z?52OOZ8~t??0X%%Lp>G9{<~w-Q~>K{kFTBz(D?7X3wq^p>-omhbn=9E6~LWKgkqQb
zv8Ln4*sXyMmk)qK)&ycNKL(w~7cSgf2WwNJp^D{8Rt|m06DvSS)yn$t^{N$Mv*kFJ
z51S(r_<0Y5Ay29RV>13^>3`Q}UG+6;@ZVj~jiy$O)jMruq$v6iK&bCQ@$a+?x<T%t
ziqE+Vy4Z%MMSNEI#&QqK3a=?;pmI+Lre!4hC$|Q<hk5$C47;HJsN6G68JHYESzt^N
zXjJcT`p7sP!z_-f-`L^Q8P<c2)%Q8}d1?x|Cp(^{|1F<AIVPyX|3+S#A`f&I^f8et
zmz!0ITf=rL$KWx-@mcp_&DNR_d1sKyVdr+idq6m8V>MLR7Fbld|8OUzXFqQe*xH}m
z+j19n<a$hZLH`J89a;&iNGavMmviAvroRw3q^dGsT3fi7;tKKhN;0u)FQQs(Mv^O)
z62@*?pj>p!OH7)XMRqi~Ey%<XV&u#d;+#7-NaglDKy&sCvFO+UBF1(h;|6wum`{a-
zBAX77L*1@rx63ag5kGAgbWm^Ps&F#tt~S2YYsq)fBL39G&AL~eqZF3IZgRoPZFE!Z
zoaOmWjo^hI)pZ@tFOuG#ea}awJ=I=LmaE4dtqcz3?rLw>^pURa7Ns<gn_!=spe^4|
zDNWrUuAMdREq`@uS^i_qC%Q3hn`zco%Tib*?cgqrJuJIE)k`sHr%ZRdgi2o4LQptr
z{G@vOHC*@3x%rIo@1>{7iHh<2Gokdc7P8q3Zg97cOxG^&y<d9lUTS;c!;#X0dEz#=
zNoP3c{v)~l(?&_F+Lw@CG(H^Uyfs;xa#G?p`t9bHR(&i>elV0f>3LaN<~~pESawR#
z{e+FO746GN4L6O??zP`)b^`v^6Z_Y~?5_1hr9F$8CMtM76ecKavWW@}+fm>GDlVG-
zU*6!higRvAy7>aq`c#Ept6D<Q{Jr?Cdo1CPI}>2(k{eKEH%D8@j94s;;Dd^s#xPWh
z_JRu`4!mxHvm&`dI278l57W`X9EZYSoqk9kzIZ+koRh2ZJ*#OTvFkXPFeVVz);g>&
zNPmd;!7=>PRWbUqk&m;*uOjd6qx!TXxkiK28huzF_kT4I{h#I7;Q1Pn`tJs}w3WXx
zcY}`=>f-FV8yf!0S~n6fnvP3f`knQuk2)Nu6ZB+^`v2EAxTU&DB$T|_(=U6eZW58m
z(KUNU;Ly+3O*AZI(KyvjdUAIuLB9^H4<D&_NWa0YK{x5sj?)cpsczEOVbD$bFx5@y
zBbaW&b>)9TH<>1mYydGb$b1}72#lk=Mu+m-m>6Oh%b>&cO6J^YfR$tON~{j755XL+
zb+UNQI<O3qQLK+SR+hzo$Y+wr1QEry`4PveH$_hA2DhWusq$G_i`K*cP&xG8L=KfH
zM$+e15-uMusj@v@Mkv{tgW0af$?`5`NVx7bd<y+j@H#$9i0g7&Wozk58aOo<EM~SM
zb^%eKahps+C40i{dIXaOnUUUAu9Bm+wj@v^34PrbDOdGAu546o8{EyeA2zyNCz||C
ziAyC7tdIOe3Jr~eN4@Jpbdl-A?N&ipv~Vs7>e+#GTe$`H9;yXNtNjJV;}b-_yoz$g
z1Pc<@y|6OiVnyNZjX)x_?nnan)`Td!je63k?vQ+>Cd3p!0a0W6z}k8mSQ}ajc6Xjl
zT+&X#!c*zw$hnqewM_%oIKO7iEZ5K5;I_JY-Rca5|CaR{^DPl_%V)*;@$xIWyszF%
zE|#u}x?@Y}_TKHH*gE(icTcfSy)`-_t@QMn{DCT3X+zEZntI*#@Q2G<NarRc>spSO
zz|FjVOFOqoC0)Lu6Zkm+=QP%r-PD1fZgNj5&sJx>b=IZ6bW$JaVI^OpJ)tpwJ`l>x
zsiJj!drEq|LBTg&T9r>MlC0a>cerkv`z}7u!f86Oms;*Tpj6PMd1uq|)ELP})u&%W
zx60fu4=N$IwrwRZ)a9t`Zge|oWO6Sq;czCGRKA<!v!^@PbD>h!qs=;Lr&$ZN^2kV;
z?~_Dn)9eRaZ1+)8t6bA0Y3Bu5;@j;~R{8Sk@X)5*_{;-RA(tfSs>O?KM{AYN?#<td
z1Xur&r#t&tcJF#B+=0bRQ(-(SipOtKVVdt`(A)TaAc{t|)`ROi#SM91-8>ibn4@KJ
zDjrFlKc-Q?JVixA7~jdmckrrG1W|Al3Zr9D1PT;NmiABitl3O17gpy3d_RCof%W{}
zj^QxtbaSYAei7`obpx;Q?O-z;=Rsuy&P$imt2Ki<2Pg2EEu$eMVjWbh9|@bUg~3!i
zwLWik2GRTNKOKR5wiV!GsuJVIjz3au5x6dx3@7In$8;zXqJfb!^vVvr*T>4O9(Lr%
zPuvNuT0e%?{iZ|yQA64ByevH${L}+s*35A%?Vs{lt9^|+S06+B%IL&6<Pb~)<M2b^
zO(9T2BX9{2VQQHYEjEO`0cgD;P*Wq&l0)E>69P3n0_i6Lhcg1-WI~{JN90_-#D+(B
z7~n;Hgtq}c)JK#s0GAUHr3@%TeFP4DL|FuDuy0Umd_1v@uuZTX@U5=DP->c15FZ8V
z<2`(pPSbS#+$Qz$I`P{6vfN42@EY;j${FgbK*Rc-_^6K)*nt$)C}b3JitPW0pkYEG
zQmF9Qf6}pb`{wd%b^YbcICw}{LN6=s^XrkqBD#6;Qu?}Nd-^{Uap8Kpi<%L_sbrz|
zDtJ)P4U5ILG=CDEJEfWt^H4L2ixTDv3l1K_cuvhoXqu4m`PECkW~6a3Hrxy~BbFEE
zgqw*gKA#UI7^X4JsGp~${VMDW2>4Z+(KH3e0cZSR=Av<Q=o^DA*P@T*zjh2O!;ZrT
zI;UgD;lM?QLV%qU<Lp>`Ah9gwGiQ8WmiCYMY`~eI=GbOG?$}985%lUR*Abp#;-d>H
zi%TWNiGh(q(fvz=WkuI0KlB(NjyUj<Y_S<AnAZ!1>rbW$(GNG1PDA$+`KNozcMk`M
ztvb#U@~l||3Hf<4dAB#bzS^Gb?l@5(M>>%uMI4Cx`z{dkazC6Zb`6rUUXZv_J(O>@
zpA?(^!9n7^R%G!XcS*?3HE_baG6{IOn)t-mBwZ>TAn#fRkjNU7N&OkK;6Y6r*z2Pu
zf%1Xm_KAtgmu`__gOwj)duA%}J3E)Sy30tuo&uz7JPRiWmWSyhd?6#PJ4AFU39IIJ
zB6&NzlRm-s$b|AbQfhN?*tg*=M7dcLTkGj?{s7%aam_Na-6ILq2d2TUCSJ-HEh@1_
z`&GpKr@iaeRlUw`hP-U%HO;YhnVKu%xfRPxuhunca8f<x^c-#6!bW_dS5tY#SxI|j
ztDU0Q3`gC%7nxAG+b+#aTTyzIbxk*Sd}%&D@Q7}DjY5i7N!}2uXsL_K4B@NAR?-a`
zQj}kBRa$Xkab%iR9ZTu;<md8!cb;i1*Id!PzC2X(YOw`>w2{4TXNMKq+*PV*Q#>ny
zZO>0>{N#`P{mVNP%6H}X%cG~ltm#M8x2=w(Sq@mLvD)+rDz3}Wc54^NYl^PWcs*Ys
z_o)^x?QIdtZ(dPK3NLG!)}X7MbZthAF5ylYxn0YS>cgFvNxQ@osnhMwNL#L+<t}=5
zQ9t~%votCFI5)m@eJ&y5nH06|l(g$pq^wNaQrvmF=~Cf$b=CFrT+>v%wVV4h?W$B&
z5Y-Lm261L7Bjr}X*JSSx6yj2YRPsK7ojFxvRgF#f8}38gDQT)%S-EUZl<ZZmqf&=D
z&fL=a*MfGG$>h{RC3VY5tGUyv&YH5x4Q2f%E#j6qJeH!*9+#F69x6-C^-vZqCaarG
zdXYVvek;SF>yOKx@2G*bjoz^6$YQ1q3%n{Ouu<?MgUdsKYz-NjevX~``0>$KjS8CX
zNr4Qj1O+mwY~z83^@aoW^+p3@8#Mlf@j&B1Ay6nOs#DaYs7+CqqCQ1KJeK;6D4I|-
zqi8|Viq&bzZ)5P=(Yy{6ohU+#%lr;u)@>#Yo34C7QTjr|^8C=@fjxZ8Yfbz$>Cog+
zG|4kGnAB+FLzFY8k%`Odky5MNp<AmANUpbwY<nO;qXL<5bhZQZzgUP2a^66uPf3B7
z-AfV6F~dpjqy33j|2;(EpeCWu&Oq%G58?3rVA_Iu2hCc)QMk__@M%^J*wsq|>NsEG
zlGhK`ITk1Gk&WSMQYy?D)D~7gn+PjLF5rtU3C9D;%xZ6mCbR)8uKt{O^=-`$n1cK`
z+kvxfM~uMPOLRk}POYJD%ZjkMNNje2-z30#?Q4cr*D-Y58QljyatOwokS`(7fI#4*
zh(KckfsZ8u8xDbwC<2WP1U{|^djs&%MVK<M*n6SO(89+XVanigrFjT6S`f$?5x5?J
z_~QLh8ZT~u2lWx226#~)f#L#zMh*f+2LcTq1d0)auK}g0kMJ{~EcFro29%>d0>upi
z#SNm00ca2*Q0ySkIQpIqlDg7z*hknW*bmtDUp4G#I&x!d8*C5c!Nn*%DDZyq9`U~L
zezJ`>8rB<b)YltrOf=CrUSGEHM#F?cq)<`Rpr}PrhXTi31Bzfgmimn;no=~UXi3qU
z)oI9YYw*ALUeLJA?-0hDM)ys_vMU;IdZVrdZMxOBx``|4`@C5++?u|>8&CbcbloL|
z`t&_qeL08EYclw+&qC<uWA*8V@AEJ$?4{*x4E5Fu2*5N1V{XI{*Bgs766Su-_k76Q
z1hdceiu*qsuKJCVjF_AL9F)1S^JQ<8^qVp_(}pcRaCs^4fx`!n!Q2pLK1)X-gkkhC
z4}lLL?Ie9VK9m?|dH7&rc}zoL#~kLPFht+DZj9UKNXL9kM~6N;2IH7#?C?I&q3~q)
z<fu>ijeghzXTq??KKth#y9iT;cUP6`&>qSI{T!7w%||Q8zb>Y<zjs4O9a2_V{^@pQ
zi{Tr^+NaCXt&_aPy6@@;w$n0&Zmr@;{r<tqvYK~Fzlttm#ghHRBGzF-RoQiM`C(U*
zp1xOj*Kekf81<3N*uRa0w?0Fn*9;K6a-D@q?Z*=9bVp?w=li7euKh~yiW%h7U31Z<
zWL3e(?2<4(uOw_X^CQ=v$w*8@tT^%2IHBL>#bkcxtq?b?ju5`Lp)j~!EZK1AlF+eq
zUQ)H&X}Hm@5^-_1g;PRJB3!%z3*K9jj5>|Uh#^|R;*VNN&&w@gsnZl#Kgdd1l=LDx
zzma53|0~4jxhUo;X9j6j2S`kcAJMj&O!)mn=vQ**ghbmt1Xh(JRZ4az6FXXy;K$n`
z+E*t!Z+50zC|xCUV~z@*{ey^mIYNrh_9OA;^@X4*uSl|j7rgu*kODCmNh8NALLojE
znR40{cD>Aim8WmQ?g8B(tyW7iJ5N8*TExNWHP4A-@m*x?lr&Od&k`~5!3Z(=NM+V(
zzsB&ls952rz2vS`r_4Q~@GnRIN~=RvdG3{Re%yw3I)`<KrGiZkD#~u%uY11!xngUL
zCEVRuPj%O(^U{1D|H<z=SW{YeHC~apcz{mweW<BD<AUP;%NyLxIz6;=YRPqZOXcNf
z*UQjY4~tY++1!+SRM1v^Wqw25w)flB`$oEIYHv#7m$_ug>_!bwvzbtx8@J?x<bAd!
zKTo|tx5Xw#H`QhyZ?n!pC)9A17c6WYba731n$5Pwd}Obh(#|)pg3fL9lGcp5Ew}Sc
zl<i-cC7rq1Q$6BVD%aCysI2=9t&~1wv08X~LFOCURob{Jm763dQj5!-B&kSVSz=Lt
z>B^MG>QTeOx!8!E>dUS2NLhWIwjJ)WAiEoXD~ntC6ND1GbG<#?iN#FY(|AtQ2No2$
zDUh@yQAcu)ggo1xHW0C|+SG=;zqL?D>n?9NPQOrR2s09lq&J9y!*p~ste^l2;d9E*
z|7Fc((vDT~6%+PD!Ng#G_mpQa^SBpOf7K2$YTpHqApl_=!-+#gJ#e})lwPG7)O`1d
z&+x4U9Zs!+@^+rE`sx+_;I;jj$3L=0I&21QcMJ#n`xoG?dIiRf9e=1zA~>hm(EZyF
zK#KY;=JACzcUT#D?&=-+h@EAj`QsYUA~*^hOI&7oyzGSslxdg&GaH{{X+PU%t@Sng
zQ90&wm$7pi(+;E@INT6OF%UTP5NNX?a2O(x79ns*vSImm>_%oUnz9q!X}t)fS%{o=
zp$APvcpKnDeMAWZ&_+U(G5~EQ#20oSYp8E5$SLVD*e=)>c>j3MwiNahNH39s;l2Fy
z1vy%01$>aGpZ(WZG_1GpsGn`uVHtEZji(?K;^&l~|I6CzoA#1Ye+k(Oai47>wh+hc
z4)jsqq5s7~Ty1*!H4^5czSEbX`tHkxxG(h`!Q<&doXAs9`waD+{y2la`|3iRLEoWm
zr9VGii2JAYooPD-2N*ttILH`iFguI`4Q&zxI`nfsw0NAcWA)&Jo6~*mT<%7N*s=J~
zVObOg%wZhs%y~YR|HD2TU?%JXY^xu2>=dThzf$GeuZftL^+IKFys|jazp_wtfvu2q
z?Sb+`bD22y&#R<Iul9m@-FUb*{e%#GvJL4tXbMp@YN~v9VYWDM`3lO8_e1=EF~p<d
zLU=7KC%YrJ3MAHvED5SX-18iOm{U=3+O-`dO{zy?(<dw6q|6knI7bOXYQ@0TQgcYv
zHJPw_%PE+?rYG^~cY$<SFqOQ`SWY4vjVATwci~}g5%!krK&te-Pi|kXsC=2Hh*+v+
zF4E>~FezWoPpC8U6Wo2}2IIR7hK#7<5Yc=VtgdsA<o&~s^l4>H#?SR3zWMXRKJU{I
zS$7e!b#;StL$AZsHZREXh3Uj><W<;N>zeXKjT5Y~ehur+6`1{B=s*5t=}KKlYQYr|
zy6zJiOXIEkE7mxrN<m@HYRiqH%>3qDUB5Mvy2vKpe8Gtw<Za`#v=-(|crh?hckohg
z=}`N8vTddAaqsgSQN-mLD7SYG;9j^@;lm#c*Ty<5lNwhU&An{TrFq%b)7)BAgkStH
zM3ZsBq1vb1&7?HVpWKOxK|yvQSJYRlMg|S5(^dVh!ZnSpW(9ZMa-#Hbtia8x&{_SY
z*HFnJ(Vg=>w=cVue=Aaqn)G`eyF)$s?aX4P$uHK;gbxZFJ^5w&jK+~^d_jU~JevTs
za_G}^6mI&z3Zs5;3OyM%<ayILG6rM`rHzmKJ7IP^CdsKEU*Y*czERC`@<p2o6z*^V
zibQ6&9zVEl6tuf20rz}3#LT}9>OaTA*+UCpb&U^DIa))nEZc#V%`NEg@Chcs<rT@W
z{#Xx|$uHSzMoJ$$23BqE!ANliOaHq*yPL0($Nzp=YBV`-JVa<CqrUui{j$^`_mJ$E
z`m$6!PTyWKl6(5HCl4M%xtINAsX^}P^Uj5viH0vre^l<7CPz#TFw(+&HmH$(BN<`o
zjJ&WoD~CR^bw*rr<|D~r$Feeb%-?eC$uU7*vY+_xsFYP@iloplOM4Aexg0%A3MW~s
z92I{E$9pY-)o0p6Wav7T!}`O5cbQ$J_29a~HupEm{hA(1&pJIwVAtd1o>wBIZLonC
zL6aff`Gl~_Em67e27$A_AjCB|rp&i!GF-H{1@W0$5^*S#1g}_0lB=B)#>RG2?(-cA
z(%$=I2c4Fb6%7z0!(NGV4*9^FH+zZAf>m(1^aD6ix;q&c{}Eyq_7RHo>PHT>mDtVv
zA`(&gCw^I)GT<^Ne_B^N`Oia=kJ}~wq~}E4i$&8FmfAC1(*Tt&KK+n9UzOfGtUsb_
z_hGm6ru8O1a?4WfMXycju;y#PzGV;X9jUvNHRqP3tMmr!R_)T3tJF@4pQqN&JUyDf
z@>t1#DBVLhYSuK_^sNVVOWO_LF7jh#S3ed~M4g(cyH#<7yv*86MP7#yQe9aCu50Q<
zevijO>B-W(igCqTfNvN2^-lOf?$+Eb+GV3JNRPaFr%vgzPd3&!L0Xx_2gS^D;r7{I
zlU6=DBt4(}D9Fv}mNdo8m0Q1bBe$eLE7`K-<=k=4wo;OfnLO`_PeBh}_LHU18Ndb=
zt+RXWw<0C*9S_&Him<!Z6O|AaGfh<Rd?-v%fMgRD8vcTy7{~@Li#r>_xQc_8oSvLe
zzc|w-H0(+7%|CrNDqE434KURC#ovP&(t>FI7c+J2*q`CE<}pcpfUh{YAS_udf#yI-
z=s7_NMSOelTijd1;C7c`@v_NKX=HDDg=WP3{e3>rM&El-eotXI=bFiHmlsqlE6@>K
zYG#uenEB)b<lZgdF>sz71gEOA_^v0TVP3(P{P{ci`3XBcFb^H^ve58P!Ukd(#y?9y
zADzM>Unu%;Agm}j4y}Y?bl?|;D&nU();eD!Qvdz3ls5A>X5DZgpdS9_teato;|$_|
zzbu`LUymX&)04AfpMBI#BB7*@=Amv9>5P|Hi{fZ_cG+y*M2{7+XgR8z^mQ12SxVn*
z5am>o7<7|9pAtsYO&DgnNgt-V34H|9P5LiO{{h`(nmDongoB8YJ@j!vAut`~H9Aa3
zpkrZ10#Qyg=S~Bx93zaZ4t5?^7N>+w)q!PD(qMhev9c`wLq3x{CWxqB%KpF!SoNmJ
zDgCmv+eKC0C#^;6maZy?76Igt(;1Q;c3rqUJy2z<OA<<YFM?TX3y|eKn$Ryx8^Xua
z4Fs>$1R*Z)t}4&tnWRD9CxXS`+QfEydyuY+B=m|U;Z7EWNsXLHuM0|Y)FPe)9zG@X
zQ5RF?sb7b9*Y$$CRx4qnYc(Q0ct@Py_`~}9eMq4mhvCum_YhsspSaz51PgDhAVJPU
zNw+5}>6fKvAnC{nL6NqeaDQ%9eyrI=^hy{H%c@m_#qI5hz}+T+i}FF#WIIUe5)8@F
zo)A-e1Vqi$!dkf}tR2t<c5R<WT=Ncxg&7^lk@F#BRnkY+IKPPO{=6?s-POr;?*v_#
z*GT7IyR-VG^Ig97)Y`hkZ-y&IZqF};obJxW)wbq$Kk22_4Y{SBoH{^Cc{5CM7`}!p
zWnWO;xRaN3v3Uk}wNw}N$MSa4o?UXT_p52LIbGDcN!!b$I&HneIg~5GrQaQ-F@JG4
zyOn+`a%ud)=6rtG9qEZ<7Zx*39GNgNNgNH@4d1WSe~W2M*l3!bNE)XZ%Ik?`&UAJ;
zCW)FmU%_KBKgnIkZ;p7#pSU-hKN;LZ0X~F}nll5UEhW5N=;3e$#;<*ZVPnTH8MnkZ
z&cfiT9!&~arm{Hm+0}fF7`cz3*Uk!3-&h`_jKt<bFgcF$7lBK22%IR?PZm-imnCtj
z4uPxX2%IED;M-g->_WalM6jFiye5eVHZ{%9UIN58b9fFGHuh<HAqqF+Gz_!r`R4MP
zJHA#Z#(q|?;+@ampy9q>5Khx?7M_dGDTWa_pHnf0D(kO2ry||%AIqD1PE9LXce8(W
z5{9v{utQj9p^px47?IO4g_<*+HToCntbt4@Hax#6#||~6wA@v$UD~N!ysXG#zp1K%
zNwGwy*-xyWHX*VuM^yz|9EOAu{YdLfC*rj+0;U{n0O5sNz_g=d;p&@Ws)A<yU~PI!
zV!dw;EPMMBCYW!B^pLtLrwSG%xL20Sv1UI(R-zirnx`VUi}LJZevy)>^wXAAK)vji
z566SQcJc>}<XNTyf1<XidmbCF$Q38&nmK0Z;ynW8d6y*dP^i7GUC}kt>snfVLdCt>
z^OFjyd%Sc3yWSnOcRI+WD}Stzv_ZGP_I-l3oNr@k%BzXmS;2?-ON#^fch(8I5x2W&
zRt}k>FhA%nTi@{}cRVy!5oOg$cXLdny!7M;3diy(QXSzG*Jb=Re%J0z(&L*?`FtDA
zK(Q}KHsj+q?q;r{+9a`$^w4U{mc<7<tIt{X*;eR;j&o`=RAZIegq!%sap~C;*C4m)
zp3>xsL%4PO&v1*qZ_Acm9U{;5=B`xMDzB`ITr2mu-9T0>^p!NZ%7N@&`>mAL&tiLe
z#nzRzfoa8t=fj8Eq++9a|CjgLs<`<%EUvN!)astl9h!pM+=Kk4x;-GY*<@H4+X*Vz
zKSUWu%n}J-+4J*EMcFGg;nemP{I(C*6e(|xg0t6iEQ1cFFMkJ?J*(@(XNx#N0d*qZ
z)v^{OG+qMZw!MQDU03Q0(jVec^eX?jN;!SmanX}lx+3p_czs&tiZcA|$7oRN9hB*m
zy}ZQIe#B>k=WB}pzcV7VWxqj0@Udb#(d2tbNFr#t|IUb*iO1+S6ZW4;5E2`a&4^Il
zBoZ2@d8nJ%jEKIB@8|N_x``eqWYKa|H(|apL=RfW?rz<fZqgr*Ga^(sVVLPAeVFPd
zeLme^i|HnP`ahtXOcOOWfN&6@d}cml(ilhLhK{jr<1m)P^l#0GV4iUuSSNFiG{E9H
z>%cNNBf|1Aj^9=MG{+>53F3%t^CON`Z;D*f8Ih1+Ro+LFL~D6Nl>_}($AkBulJv%L
z!sU>6bVkHgC~>P7%&I$wEN^X3!nf^*kG<{bjEI>KXZ=o<=h1W0z&lc~XnKm+)@TOO
zd`l8~a~9!FY=%iy(@3uc4arfDb0qM=W}#2hXyvK~T4f`zrZDkv7Re)bAyWD%;(WXn
zY$$)16so@%9;Lj2sE_@L+oL2{*sd9gNcAIb$J)W(>(?RaRivPpUY&5cZI!c{aAK*8
z&dPv&y@b1&O<`GVSu(BNK!~cb0+QO>Lb9v_#B{t4QS;8jT4jHj6=OkUeoZ05_ZDpW
z<D`(^rzWW=y=RT{i^%TJn-M9mUMhbUbaT~OUD?Ndq_I}h6(<T@md4w7D2ByLT$R!(
zI?u{&bn#hJ`Txh>cYrmqtnUMg2o|tl1C=UOQN%(v*>84(UBoVSRIvBn#g3?8FNlhw
z*cGusHVN3fVizl7!Gh)3#rB^sWVl%3@0@czKG*xd^E_|9X*=27nfd0OZzdDx*E6NU
z52ta?eb=a>YQ5nPwrH$PPCupy-IFYx*nOF^d*#bL?DR-6Z(B#M1@}x_BXNuB!oC2g
z?U#}4*uzZz*m)BlcJGAtU04Tcijxap{Nv$7TkUeL&jE4IER+1w#-7ofgT0H~>g73U
z)WUJ<{3ow+d)u{=YWNJ0N-ICnKLVa7eW+$H+pu9Dx1@Bfq#8xJ+_(N)kyWq1*bCWH
z>d0w#7BWmuvHWkyseaV_V#$u?%eA^tf9~EQ>bJrC%+WCJOs+`r%_e&q=SJayd8yQ$
zfW@x+JCZ$~K`V|I?-kgL4<FZ)PZ(Ja%G9+2o34%MHyiO&rCZRt_C8oFJcIy`Ixwy6
zWsFD1UrF$W`4<ylqw_#GW_>XyHs=!*=~=Mx(QRllH4|eL5ti}t{Yyh(!O8{@8C($j
zQgk&2gX*SW`oH7Y(|wN|dQHfAg{*uwKH+$Q_}VIj1PQ^cK?SKFffk{>Rw3L%hQP50
zffgbJj#UUGQiw0CMl{Tf8MuOrz_AKpqX+H<((MPLvI2XsACNnIiTE5}SedYi(73`B
zcyD+=Us#!F7_C@%FZkWIn4dWsu0UZ&@y#hvG|rvE6Z2B3JNb!S_je?Fz8_kxymVHp
zDLEuc>`Teha(dV()ulROL}wW~Ig7@}m5pM$RP3OS56zKzbtziB#FjbnI$cWhh$AWX
z=zoMu2_NcGT<ZE+y3{ba!U|-K5*q>f8JWSxiQ%u~X_PJ=D;Cqgc6dF;W2K{G<zReX
zvc$eem+9|(unIIlj_}$3ietqYB12w&r8~R(l`3C~tTKP<XXO(kXo{X7X0y)_*|Z{l
z7Ck!(Nnw7(we?$JeZI#qFLn@Q^xWWQ&Igc%X8na4_EQDLQxnj(C<61^Wx&TUBVmb0
zKfeM_#f7?&wvfHz2JuYpM@~O&MWR~l7OdzpQjL3e;rZ5r!VIHXe)&>kgp$_=3q{iE
zlCGCp!{*w<U`yR#GOEm0Qt99a*fukpbhy=@IQ42zPVKq_w=a~3>2J4^)pwT(B%%>}
zxL-tOe14kcu7_%Myda;{w19eU&qL}#_MLdQQ63tByUv#$pOu(yUPv1oyq=Fb{#-lf
zjk&5&i|N{#H7kQhP!C0HizS)^1C}b>Q%<Ul4|md<8fEkKN=*Z|jtkTU;__>rO>U#`
z>Ci+wZFU{4b)WQPlaMyDYNqCL3#Yf*4q5Sh*GaS0J^FP_F5ayw@7sTqy42H-+Bkkb
zUvJ_rKGS5UW}wd-#rCq>Vd%6${LPR*v>MG`ep5@O++)9kB5A#iHY>lV4a+wcjE&nU
zYTRC)?6bpzcZ;l%T(Of2KX+*%?W`H@zNc@tk+%5vk#0BLDx0}CRc121G<PpORoY%x
z^u1tXA>FSLz%?io%x!!-RFx=ZO3vPGxkH}<W!o1nml72vrLEFTZnw=adF2v`Tvf~6
zi4Qv+=B|&w%Y`N_k@o#DR5Ie7xRqI<Nu?k6=X!8`r8Cy2xQWGDawZvaDP_=1RqT@j
zQg#b#+2p&2<qrFwN+-)blv^%$RhwJ%ke!O1!M&eeR`M!$SZ!_M!TDC6#$D}TA-nog
zl&;U%Ae%q-b#ANrt;kxBzoHfXjlAsb=ty1<7BWoo@V-!SqQb=4D6#+?^}iu_H0}#x
zN5clmoPM;_5jvW$G6gEeAO1p;rYk6bLZDDmpq;KBMFR??X8sfb6wN4FP_&|GL(!I^
zJw-=~&J<lJx>1Duoe}y!=^9pj21#rWzG~SSu&ro&*k>ld?AE18<CN#5>haNVYL7b%
zy;lZ$dl!U+6Il@Y{swW<sv-7|vHT~i%ka=?8S#N+SlpmDeN#r@QerYO?K=tLGq&o&
z=Yrkf;W%qjym%OKc(MV~Dn?;EI#M#K35@?33b%G-!H_LsMA*8EG&|NAu6YGPfsiin
z+|CNF4Lc3edw<3C_!R!ULkt{U+X^n8u>;lURfO;R4jv^r!JR-q=(DsaX|aDd?A#Mb
ztb4R11+pDs#)VSgG4DvuxBb4KtoFV~(tAvx?JUouVHZRoKS5x3L@<LBc1^^eCF|II
z5ry^mzsNiCCIoJ~L@+Y1Tl%G8G(sT^k$F@F2qe;oih9^liLlqhfl7p<9!^vuob{+g
zCBj7yS1J*xN)SlK5gvMYQi(tngQ%hhsvAUAJ*rWO@YbU`l?Wd_YEX%&iC`7?gGmUg
zO{^!ZAFPvt6c!ZtzQ34&(C`-%4;nT&*+A7p)A9N6nebWg{(tz3R+`RJ5DJmPkD@L`
zeTs$@_$W;%no=~Upp$@qol->obkbndi6V%iD@8Cxcf60^*|GZj;UudEPNEQa5|N0K
zo=l_*;|WFd2;AIs+U9lf8+PbU9un>J;f3A1Bgez-1>%CTQQ~46rW_Bg>ABZN(<61m
z=-xg($J3o;beon>Z!tH|lF(egaF8Cq>zPxPxc89d5suRdoc3OK;SVb5iAi{TE=&7b
ziqq(s1OFu)&+sG?J0L1ZoXulLWXcnj7={tpIniMn%ZG6oE=+-W(6MV-7$tUUv{s-W
z)0z7^FDgoQosHg)c^FV>qC&ttUjy$6?+2AC=E1!9oq4~H27f<CTer>`m?UG}{R+o!
z!_efqhhOQA)s+h-xGJMKg>pn)6S3|sPC2=5gjj3sNM+wlUU1H;EtU;Q6ly#vqHIS7
zi`Be0k{R{f#7bl5i;)!<DV^I4A^Ae~2&To439ouQB(EaMz)i=tLOJu*N=`Xcc$1kW
zJpHH<f=^e5)h9<0!DW%q^18o}5gsazIASW4y|!Ge;ubBwh$=(k+D;|)mQ)b>^+*uL
z^>idc_A#<x&JN;zs4=+`UtX9WvrFlEx|2{tktr;%|4ulyb{?4;w26$}Iz(`eokQ-1
z0Xg8^PB{K5ocOHUA$E%|Mq-j<1(S-eKyw$wqS|WYef!Qr*_ma<^q#v&!-CI=$;Pq}
z=V%KLir5k7RyPH|;xYl++$JLhV_3OiKHO<+M1t?nfUrSHunzn{>)#6E&rc>>M}H)f
zrfm>HK9y2d@Vz3q1@eRlnSyEMenk1%TbOdRgs?t)H(9i4Fp)<lL3B4cDJdDl>3eqt
zt7g+-<D5psqy8uodB=n-NIL?Wt_?_(f3UE&Yc-e@d>rmQ{Kfy%OV2R+X}^RDQLVC!
zlzSd@RG&I%tiD#rL$P+6qqgaxQL1)UW#q#P@6-n5-^t6Tl+~QhYN9CT5~SUxr~}@&
zOx1Irp3{`y>cU?sFfCaaJWtcG#3aS5ZC#-MgPYn}Q{8!=5f<7ZQ4{&C<2EZ!H*1t^
zny^56Gb~cxcjPVU^O^11HxbJellxZD7JV$&4(K-vO42i@?x_c;D+jjaL!U)zo0)19
z;_EB?HSxV-gfT$ux~Iwc+K6f+hkj7iJ4!Qftddu)IIMQ?JtcQ|XDc1L?9L~wTOv&u
zVUz5?&RBZ*^saWvnmzKOVlCClB5kC7oo*!gmiFSRHSgkk&|;qy$^~#!OeahG!#i<L
z&6~>-nw3x&usSF+4m9T0j=3gfmK!IviE6<m6u7JM_t_`=Z0Rh|f9Itvd#IPH-kA}y
z%i3Dpi1Tgb17^i@;)d#Kv$`JKd+T>nWX4&!FMnM2vX(~bTzoSZlVI(8px9e3vBNl3
z+fnDZ^Pc0?o;A<O`quo&#q7x^g()gaYg6mWb}eopn_l^ys`;&dHK*UoY7p`()TE9i
z;uq;`20fY9G;A}#yTUOF$6uV3m{FKh;DiGw8kQ8rC~zWS&}Kl>94V0ayHFsxM^cX@
z9*H}WbtLFt{7#F8eJMDKFKh)!R%u)vih2|cC>l}tQv^^nqi8{qYcI%4ZfSgb{q<ki
z5Ax>u9sI1?4B84pc&{^SVMgBx(CK48cyAd^JRLVe)BQX#t9^(pS?5o}W%Wr|l_kVM
z)d{+lSOT#J?a9vDZqTISWMU-LCmw54pioE|_;}I={%Cxbm`v_V^2JUjc3U?P*?|G1
zU->AgXEp>*oViEes?I@kw+@Q3&to7}tW9Qmo`RGLV`0_KJFxA#gc-<)>*2)PD-PDJ
z8Vzgjj8t^@DanU-ODFS$bdpr~G_1JLm{fGA#rJ-8Kc~c;Pbi)dfj+oYyD>!7mqX9;
zwh-U_ecn93gP+yf_iO|q6KK23^AL<uG8&294}laCfn5=S)D?l<5>ZeO?4k&qry{Vs
zA`0t)T^E5=6oK6sfom=Z?9vFN*a+<22xcq5u8#PpZ3d_^5S8>m^?`8J162tE=g|mM
zD+o_LP{kms=z;16f$9cPLl2!Tfck6cQJc!&^7LX<U-aJVQq-qtNP+FH3B`Bq0+^pU
zn&<!1(~E^vIuFltda;<WqdNY5xS`XF@q}X%L#@|TQHgXx8$xqn@bqFmb0hkEm|rmZ
z*L4_1=7tg%X2l?SY8M5TC(!<gdGS=_FHbN27jwhwkh!7Mm9aj@rt!NnH^a7o5c(!i
zVWAR4<%o(hul(B2=Jjl@&C;2IMFnP~F9+jjW$Mbq`8p~)<}eKvA<K)(7{jzubPg3O
zmd(J*XA<MlF_{y}c@FfWJ%BwED&XJBp@u<czy^SI_Rl+Z6NW4R^z`Du*UIA!KPu~<
zyrG<uK0sOcf~}BPUZ(UqR!i9ig2aZVFT@?E9*K>1FB2>}tA&s&dx(GXZKdb@+DcHo
z6;cZM3HIKTMEj%`;<^J>NXn*@!h6@kLUbJuvS9H{66%sg!uA#w>_=CHaP1UQFld$1
z?b!<A8aG|kmLDOebQ(n>BFu&89{b1<k4!RjuuKT7t`aT<9u;R~UKaXi>>wu7Z;<h)
zHA3jxQo=CPhh)1~sL=WOB2ugEX}G;Hl2{++;X*MVBHC7g700iVgYEW{G1cWlzQGHX
z_DMrwb-WpDU2Z1M80sjTUE5sjc6O0y`>+EX&1_9-yY>*e_ODJh?^{g*<g<uiBMMbt
zOd{ot(gk(<r=-ojv!eCFbHaxqNhC`3La?7IgV2-7Fh%$POIC=)J2aX^CKVTa`>i2y
zgVP236QfD7z4oN(@^qn$MGF#{It}(qez5UvdpIz>5+v`dNfuf6290$$xcI6Hu}oY`
zwr;3Rs*boLM&CLs#?8(BrP;69Ht;h~FXmLsdaTqGZ&-u7Q`btpHb5&~sW^uh<|j%W
zmtWUdZb|2MNooAnt*x{sHOFgr2R`DOj_#_CNg6F>JXY}cGS+A=?tQ7a;jT{3=kz(b
zP;U#_lj^p7wJQas!$)s%B?tD<9uzk5E9jD6%Tgt^(G?$ZE?Z(WPY#~oMpRv)Hk<Uw
z_r##F+9B)nt4(ZH@|lC`B^z6wmG;egClwpJFe&)fbxv_8Llw8+ncA$7r>fqj0^IId
zZ8(?qALW%Qwv@eXuuHl&=LXlSUN7nKB8_yQC(lJ#o#8%~pC(IhJy2~E-!U=D?~QNL
zv$07R8h2uS%i_11QFH%>(qT`mn<w{TA;a@z{4Uh>I4+n{m?5d65=l4`?;`pzl58Z_
zNT!iMm)6JQ_=IB%F056gFt}-wrXivI<|JZ$Ik{(^&^)#DalR;jrem+e;QW*0t9&>G
zk<*N!pKW89(D*sM8zWfX@&$xfc?@&vjM9Y%aBrde`Z_SY*){M@H-@g+2XyfTGs^JC
z+y?Wv%^E^whgd$waXrS9Mg9$7oU{|<!^%Us-7{g?)jf)|sdnHyri1Rfz5PF-WDYju
zyM}()Jzoo{<<IK;_AOqr^q(c!+xXtRj+;Q=d!8@KO9zk&uz4Le8N}D~Icz=%oWmio
zDIp5$fpa(nHY)^D2ZW*d+h3ixVUuLd5}T&I9*$HZob=Gm&)AFj!CESI6MSx@I{2&w
zu~|}y&xX%bR3FA?KzfA~Ot+@0k4IXD6wTneDot~z@T9;w-!~@(>&x-cOPu%B*862B
zf2L#a<A-aLoajTjeoxBn>FK^=OUmQvI0B(G+<?N5TEOTyq6^cLe07q}Jw!Tp#c@Oz
zrq4=fe)Qv90ml(teEXa@^y|{9()1u&9vw%B5tVty5e(xv!t&xcg8qMM95KxAIeI79
zK(M1QNxiwe9OKbp1Hp7`Bq$N+uz|2n#yCI5W8=a+cpWxA?0766_3Hd6nPcCBWnf-(
zOy-1s!Y6AW26!{Ri@)nw(T3PC=U2M%EAj5_hssxWPsNPRc5usklyH1pBjx>GHsXyj
z%jh3tItyX1D+s1V+mUC}=PB>ReGsp9?F5Gc8Vl{W`jfynTC$^kPf~f(60-gLP{=+p
zQrI;vLYWreB&OcDM%LH17ku^v5u2+!NU_JOA);h$(mG2)ERW5DofV=X?%sUTX2Ua5
z=+ir4(#%Wb_@Nu{*yz3Ta#u%jU+)l-S#KbjoOuuClE-9G@Au?fzJstR$_G}J_lCtb
zaWE@+IWfzc1Is_RB~}|R!0b;xB<(<Jp-hcQq}Gc}(s}6xWxLhGm96bhvzPH}Sf)vh
zpZMpPD<TECXVp*Ylk2_ISF++2Yxb?t25cd!Zu64lgM)0e{v!_XoQs#{<e&kHGA$jo
zTkBnbs>@rc=On8%wh7Vv<+_KGN&jA&dh13gUR+uP{etYYGi&wctIwUS9o)PSzok}R
z#mV(9$)?4<r8h0|$$LG&Bz?$gs(rnGmSW<9U~Q4`NNqpwtxzJwMtgV4Gqva7%lw3q
zM%sY#uM~o&0Dq<NZN;$D;jns5?_?9t^3t28<H4(Hw5H$k6h1L+vD&^xak+hlMmjip
zB)`3nD2;EIk=*!3H|c2=&@OINS6-ywbJYpskJ8@sGD)@9nQ>k<eSG%^c9+K6?BXT|
zmX`MJ=*T_x?<$K=yQ?;xc3ox^Hie6QW+vTzdt7RD{SFsDFG$r;HB<Isbs>4a<Q}rO
zB{EcXUyhYs+BuIKzQIb~@6A+B@TWg*FWG^68`oWmIMg!fMbC}$vVNVUC`E0qX|uk*
zhoaQn?j}!FZM@UDvt3WAJ@%HC^)a#GRyvfErU#vo)-;_W+gV2|n|h;#s_7Bi+}8A4
zk>OuE3D?o)-t0{orp<U)sA^HQBL6`fb}nV6{%`0qjr)cw(>O;8X9~0pyHTJGSVxno
ztVW@;^|G;@hSARJOMxo(f6Ghk#porgHiPs&gs)O+0)!Q>0v&uB!s}B_h?~(x@V~Z;
z<S*k#7L`dLVXJzPX+0YgJC~-=`EDmz^~jzi%qaqmTeXGk<0pvgmA7EtZ6v%adLJGe
zKO;uhL}DB`lT?^EmehK0M|vGS3x0d|!?9!)ts$L*CUaUS%JrB7$0wd9VGECg#=!zs
z2A+qlRlG0*8R~e9c(ob;YdjW1tp8|5aM{uPw5~DKWYL@KIyMwm+&e)k1l{L@-F4H6
zoKh(_vTAz+{cu6s6c#5`fnd9Ku=(Xjmj1g)R%_pzhWu}NDQD{9Kr0i0>Vl~ZR2#bK
z3zeuo5UzTlDna0s0)c7;;i(6z7{vdUm;SfB)PG2Or(j3c3%~et%zu7)DTleSX&_GB
z1llZ7G9Yt9|BsfJaQmt*5B=lKyvz;bkh!t4a{nCjH)U>yr=Q42e#hk{#-Z3Wm_CNi
z;Zzsh|CX0>-oxMjWF6bkgqkidH8`L=?j546yU$NK<>XUk;UkZQJ^O8yUPo^!+qmr$
z8yx8;?l^K<Y&6eWu<$e&LfTa!O_Z&ao^#GC!Rv*Pd}^FvcQ947U-V8~mqPy>bLKeV
zy~!9M+I|~Z&@7XL7H}tF2Q~?IZ_*$<)P$JlYe|=vHWF8hdZM<tpP1smnnWxwDnz@;
z$l(Kh$&iTNLZI+axK#L~IOE!9VL+L^#3W)Y86P%I2%Vcx7@F}1iN7;X=zPYS)M``=
zGPaK<)^oDp{OeRA*0q2Y)0U6}!yb~+FXjmOCbU)BC+>pPL!DtuOmA^U|JlOXh-+fE
z6XQkOQwQN__qL?=v}Zz>=YeE%VlC2SfHM)w?hvXuE+n?2nhWYe*(9)_jc7f7h45i`
zGKspqQ?QS_2cgHF!j$Ibup}gdc(<BGBIoQEeA})iaS6o*`x*D)^tw-E)T>J5%+%@R
ziS26Gzoi0fd|(O(8m)#DGMFs%st1~Kv*A)58)DfkAK7|xD5=_YtQh@hu^2b?7ynJq
z&s<&_q>5UwRX%a?Cv~JcK;1vN4DagLUIX?ay!F9yNv3Xvw5yG)@JnZx(9SWoRuzBL
zNIT<rQO(Wd*Zk}^y)=7QE>*aiPFEYZZlpCi`JAuQwh_3Nt*<T+P*sz4wWGqjPIv9p
z>K(KN??-6gH%aAN&&<|-+T0O}#4YEIKg!iX2T5|V0tfk8<8P^L#w2RjoU6pwJN|*c
zGq|OuZ%k9gcHcTMII=l^v%+YtdZ{(P?vuN`%JPDWMB~BQ2T7;oM_*0SewcWe4;rvB
z+3{F!P*`x<+5<OfGTV+<I}RDCcvqi5+m~7>ee;@TVsEW)YWOp0v)@4J*66OXnSB+$
z$CvnXm#)Q2+j{i!J!867%CxA;)muH1+jy~(Dp6@GIZEBQ0}HpwwyCB{yH!Nmvci_z
zseK~%SUZpNa?&R5by&t-8x_cnA5&M_d#Z}+^WFyBa?htp#j|H{!5cP8sl~2y6Xtqw
zCfnj9ZAu|kT=^#QvTa95Z+h;LEhJT?Nlv!hIp?X;y$%CaqkA{xsssefODG?51Is*@
z`dclL_RM?3HTHVI9Whf#rs1PxJ!)>0E60V)i;OCplr}d|S{>e8Hhu7BrZax8WwSwl
zUrGMWE7^O}Sq=KIkYTF<-XR<D{<hTsC%d#9HVtsmhYeZ}XkLR>1DaNcq8>#9ibfRv
z6af^?C|XdoqG&_WmZCjHM~coAT`0OyAoJ*<zlUDb--n_f#Q==^Z*;7h4O$rn@t%*$
z!{*9QKoffw!UsB#26O5V&(wBs;?`8?Hy{*x8M{J!rxOsG*_haSTf^E$JBfvO2A2D_
zCRKYCf(3go&^KrV&eg+-NnjXkiQTFTpSgAo(oY2wONXOy*@%ai_umo=hrO`9>1&9c
zI2zvdzYaG&Ho-uLs)TPfl=xRU3uzrkLxCc@Agfz(xb%84BsHI=xM)TA)S_qMP-lNQ
z)Ak7L%1R+z3tPB9qBimC-V^qhafM~dX#S#ej6yn_0`=D2hv?%=boUVYW)P&j9SD(!
zXk6u3jQekNtd_rLl^8UEw(C3(ja?dnBo>iR4<xY&?COZG7fB1!IE1+#xR{72q(@;Y
z5k>Ssf{#GsA_CWh5V)3vz_ob<E<UmaNL++O5{<y$a3RnTiNG}{gpD4!K#9NwQv@zn
zA}Z=(M<v2u4+km{sEQCydN@;w_}SKps<cc*H9fqkM4*ur;iE?lDiO8xs7)mT4W|eh
zf>rPj7JX4&V|`*B>K1*e#QMQH!Fpitp1o^)xA;DPxX_C#k>)|Gj3-4E3VbGf4!nQe
z!Y-9~k8%p0f>4MQeiU^n>QgkNz(;68(UhV&MN5j-6oC}&C^}Gdq6nhsN)b%aoua4y
z9(q%MUyA+|12OKu(cw!%_rt~PLAe%!uYYK3M_>JSerSvNb(>~S>rW@r{m`~`qc4AG
z8&LI&AKKC%=L)p0*>^E1(p${+FA2@{|LGsvuG~>wOupBh#N?DC(0jx3aMLZaR`E#A
zkAih^v~B#ivsS}a670~ZoUxN)$7V{qcpg7?c66AA`LLt2e1)kWuS3V;SQsTL2~@1C
zY`hko4F&pHUei2&Ok?@6Oav-xmLJo;2IfJB5(f}gE=s%(uV;Cv_rJ@r4sBrb0oL)a
zb?k-=Sy%@7mFDv)7j)&7QDu)PM_7#(>!zA2Cp(9WwN|}V_Ek3*oW;pv*=`4g8rzMO
z?aEdWs~(;&j7nc2JZ}*rMm)AqI@dW#OuF3_@^1(iUIoo2ua>=m8!!3@WzWu6a+O*M
zZx)>pZV&z-jIG^9D8fgPG{1s^&A#5kn!$a<5%cKJX)9b1tME6(7kxd*S}B#(t1?aK
zmsnO9XKqYH<7#BVvd+Z&XcuyY3=`(haaX$T3=nD*dnqh0az=<P)>$yx?@Qd&DMGWO
zE~HI63$it}Dw%6Gidc=RK;~|EP1atyPBz{+D-0RdU+gyS8HtG<E*J+r2hCGE(ZaE_
zVAb!vP<ClmG2Pdc)Ze+4nCyEFadutdzI+pLI$2Qgn{r8jW=UlD^@^~vni1SN)0G7O
z!9m!}0<g})1GHg_V0-ljWXp?KGHJppAtZf@vVz@y!L9ZI0v@vk(|W~-GK&+Y%xNgh
z)lMZAi%yZPBL<U7<v&A2L2o!XsEJVPa5AJ8Qo#Q1uJFh|3nGK+lJK_`NWKQuNri*S
zpth?+>L`!F=ls=4<LWV_^VGYLHDE01)2)F}JNjS0%^W&7B&74eE`z)D8<Sh{{fG7I
z930X&WN1im3l?cymH7%`a`%ufLx&9x$xSx#&fRQbj_Lge1cwaCP0d%WT6K2$zx&V0
zoN95m5t`yc5_h+MPjy_WnNr$<V4hUyC$$=prm+m$!|fP9l;6_QMr-VRRlD<@oNIZw
zqk2^-2PvcdCH`*FcA5+RYQ@!$Q<6=%r^yzf1!Y+=$9S(l=uc~_T;~csv(_F6-N{E!
zUJT8X*J`5+Byg^Ln&!!nX56rz&gufvP2ZCWH|?Na+tkL(`|x*E`I3!nj!S#T?2rmN
zXp*|cZsIs?h-z&bJ(yzU6jhy7W2r@?1y^ZcJ-O2@BiXBuS<*GjXIzgnbEK@AsnWh{
z8@bsQZ@BD~Lb7Wm2CK_GY?Bzpeem5A)hFr9u;T2c{a%&}?%z;Y?1^<Yh`uaj*am^$
zg<}JbgE$WT|GweZ%jPLWlqmtdEPKP~eDCQSF@m)d7sB*A9uR4nr3?3|u?D(cmc!sX
z7oo<IcF@Iap)S6l%$7ek`6Zt|C=)!2mgi&a2*#87t^qK5m>g<PcmZYi7l9?q<}1#|
z20^Wa2;Ftb#gHZBI*1#O^xp_}MtH-?Zas8<+a|8L8Ge$7HIDDiX}JlM{O9=|Y$6Co
zJ+Qg3CWFlesSd(Sk3Tzy{d(?Nj9!mG3Wi{FSZnG>;QaNk%wgHw)t+95aMZ(zN<<|D
zdl5gF`(Zc1XGc1S&-uR%zu#{7rQ-;M(s>3o9g2Q*PZAwRbm4C{{I<WOi}$2mgXTxS
zZo@AfM|AP+bK=miOQUlnA&8bo#}Q&gWu9>a!#Iwxyf}`a|DPI149_JvdMDUGSSLY=
z4k!OC9>Z4pFg9+CN1(&G1zv+dZNRQCO#PS#ufxWNosQ+B-rRiXN5`(iGB7VXCUZhR
z;gfY31DqS*#ou+TXhZCoZuqTTRJ@zARQdArYcWIY3^ya@2*-t$%KMG3i8tEahj-Vn
z3Sp`4LjH{V<mvO%$~&`)iC62S!oj*Fg!bc>kihUi$c~l{#PfD%vfXbOWGD3$b_JU#
z(`uX%Q}?$c>s{IkKBGzz+v0^tu?53ncGfG>TDy^0K8S)H<?ln>`U|AZ+NH$eb~9np
z+L`3oyBm;YyIy&@!A@~s)6FE){U+V;J0IqJE=LwAEy&qz4zQ?s46Hgc92R}5471!*
zh*{ziSW(!CSS<^s8;ZS2+O69{nRZU3=Gbeb^YEL>c5^E#TbndwFXOk{@T*WoEqkgd
z7I>G-NEoPIYwjzhS$yL8Y2&0;E$uW#R~mEMuT<tYn?2JS9r>)?aq9xtZ0~#Z%1;i`
zt)w9ScI$A>`EKPDX=k;`#&K1X&G$OV9vNBjRlLVZDGAnG;VP%J`-f}?r<<es4oypG
zmkoNrxo`(Gj~_|AwvJj|Kr!6+gr&K5Kxa{H3<-S3?84el8TX}><qlGTBZrf^^r*o3
zW_zjDgeR#B*e~TgKikW#`*u`)*tkQUkG~*$xplsDwMzikeMm{^;f-+a^35#Oo~xIo
zy)(LVvxF?}ZJkZBEBQ{T%k>_dxYYc!@2&%JNvFI1rpsiCzuQxF*Rd9=qnrI$$S~c+
zZ$lM@D(RQfP5OPh-;|+EllpaMv`~pQVcqY_sN^v1pK$E87+fM!@ScmV!K^!zA*9wZ
z81B-7-i;B&_H=`3Ma#kLOVPS;k6Q&H$YU1_%;x~!CehGo!ZTgGdBGI^$eix{_3d`x
z7F&;xS&f!wBQodmMHnGDLJdb(D3i*AN!fzL{OTvD>Hb7_o%(cfDAD~G`q9Cfp_6rT
zd#SB(eDh_UziiEFDE|q^-pcprr(y!Fhdf`(Mm#oRV)J25=y#x>Z0W?F-Z#Qg4<{-S
zf0l+~_rZ67OyHN&Q2Kqk-<o0fp#GYAS)2NGzc-^&j&c8lV-4kpCVRy<zdxfR4pPBf
zI!Z?zUHEG{N=F=$Li2gjE<^KU9vvN}BaSYA`<yuR6C;|2=|NOm&=Cj2cr6=oFpMJ(
z=0)I$gYusqaSYQ^)?ly$VZ%X*?$6Rv%+K&6TFUaU@>y8-W%@GE|BupA_GPTW7@(&=
zXT&o^P!)cqeXfaj_Y73Ne1Bcc;5WmKYEHs&pPkD4_2-E<T6BQybMJ+)Qw4<lCp(a*
z^AeSJ!t04w#ZWj<%T{PVbsq_A>q2%kJ3>6?-X!riN<jA61;VZlA<8tLP%(91eX>5^
zSaQ7SLGnnILW<QN4H5S3NbAM*h*jbGkT66Gaq&j<7iqPLMe)bNq~zk{*f4*1)Xjks
z)birK#;-|cD@QUpeKpLP*^6}8dYbq?SCPf5?i1H)+hEa~7cg_FF)^E21Xh$81}h(@
zK&X2vv05-5BHV_NE1v6wGCfjBjbZCa=b<l@?dEq<w)%8E_l^G&bErwpYU~UDU2AAP
z)$$H$3is?WQg&tm?se38e)6I@+Cs+pB+L7o74?pH)*iODQY1zV;~t!wCfio)Y_hBG
zD*ouj5z>~U;p!Hbhw&#)*O4x3+_f#=l;;+F2+_>nHdtH8+l60TAx&*ow5zJxl{(zx
ziJMecXEo67-rZSsFvLRssp-(<60_HU+o5@y;*-p!tfL~|e6|Z89lcz;<Ms$`<iKd&
zqT+Hbf2*9lc=~kTE7NKxo4vcjPpf)I+IzxER{tU=X%ALX9gVS<UQhlcFTJ#c?9sC7
z(pb+!+|tJiF1A)Z$*IUmuJ?r`S@*(8lJ@gdm5|~iy?oSB<&hlCg|G3FTCLYgsx}d_
z<qah1#`%t_;f|5q<WVD}Qc?@)=Eh@tPWr88FZuVfp5pGMpW)ck>!@vi7BWn2@q1D2
zF<yeEFf@bV_6^*!fu=4rZR!4Zib^zR;mRDUL>r3o6cus&r1G0%6TTi-X&yHU4~ohZ
zUKB{wzBo34hJ7hG3RHQ(%AkIMLP=4F#r@Ngy*`5!xE}8rumP;C*YN7(dNBXOWKcSH
zr*rn!U>Cd{w(ly-D|;nEakEHz*GAxXa0Gww=rw5X5)YoGKf(4%OCWO0SzX$?D|K|T
z!^!SYX!$F6jU)S)jz6|16-s`NgOpw~c|}?(l$n<w#$3=*VX(iGCNCEk!-qz0hE_8Q
zL5quSU>QJI3A`fTKyWQ+0`phRVsZbpWN+_#RJq;+T6cMFfQ`I3+9R+zB9Jm7kS>3Z
zGULKAf?00=?ye);{et+~Vv9{2fy@Je%^kt0aYgD!*y-UwCBjh;Cn^!ndQ_qk;i88-
zl?dz-2&{BZ_TqkE*~M;)?+M>c0SbHv78HdkaPb@sZ)mJ5iCu(Bv_9kf3JrGn9C-hB
z`m}HUiwooPI+_>n5$~-EMO6xKiZ70FpkWz>oPwty?0V`KDf}qvvbcX*viJ8x>RpfE
ztt~ilQdmvp?6SI}<b@b|>{~27;(_j#5od?$=rE3<5K6TVeQv>yB90yz5lD}Vn7K3x
z$52eeF;t9M8YQgAIr{DEF_hr-hjNaP!2Ae2S{}zxoqtKFk+>n$h{Vu*Mmgzh3>BKv
zytICWqx6qjfAJV<n4+_B0~;X&_2&9n9F7y{P=4LXF%LSHhh2jm{cDHUVmdZ-8wyko
z?0V|W{a*GRn9dxF%bTC2{Uee!Km$}B-`&q}>}w2>`g(q)t9}%t*O~g|i?$WRUKSL}
zFTN+N>1D0_@W*;_jIuk~<=jj#9uy3>d@O~qP@Z(ID-lJtHOluR{KUXdO$GCkZD48Z
zbP{oTDZIIRfE;+xT7V}V$!aGBDOV^8!iN*Mc+w7H7rBsG-kkDX-7#Y0WBx=*JV?yc
ztE5|<I5_u^Bh@#SBu+{1Nl2OP<lSBmGR-D}G+ulio_68jh_W>C5g(DvHN}*#);$u1
zjAEq9<in8EEFYZoYEInYIVpAg0I?ib8rIFN2<H;q=_vLI4*QjXNnST#^Ro-2XiPo0
zIB+*P;PjEWlFe{9>lRE6*hb8snZl(%oM6s^1d>$M8<I|shLoeR%9ok;?B)F;D|M}(
zM*cliG26CkjkB7`#?5*lUm9&8t-iQPaX+e-)F>`o+hk8qe)YB$d=n>M?fqHpk}YSp
z_B~iOTdVH=lB<$fgxhrYt!jQFZ{Fg<dM<hMJ5@q0wX`F&hU(R;veH#QH9y(kR|?87
zmEz3qCN=LIz>ly_(e^g4&%bzDK)M<*K)YbwS<d{ho$QEx40lb_L^^m*lFck;$)%Ic
zzOUSqe4CV5B5i*8o(rw7*)szM=Dy|M>bM3RiT|u)PpBi@16ar~;l{F2A)$goMfc6t
z1sa!2x~V^xaOWL0Y5W&|_{!2~d@do!I2yL6KsMs64<qw%WBLCt$sWfb0rucMinM}a
zX~p<ib=E<JohxbSMldJN2O`^<g6YlO{Mn1I`J)pv<a2if$(Ju8U^#pY-)zQa%*Pzm
z-YqhJUP(;cl+ZooFpJ}_nH_)%Wh#Q*(HvWF<CD%15c`~^|6h_l&G!hY#{~K=@)VGF
z%)oI2tBX|`RvVHogqa>VE+H5ZMKXpcq(@;Y5jdwp;G7D9b14LpGX#!p2qb9;MmQ@{
zKf(^d9^?lE5t|v_cP>H1s;1%Zl0+JxOAs+1b2R>oKXA<xpGzPyj^=ZqaH6QB54%#o
zJInunN%lNHBy1i+G$ldHs#iynhC~VV9+D>^hLX4_O56zbKQl5S=@drPzdDC-<<)y=
zBmJJ<)0IPs9n*VQ2F77IsP}Z~DU{>>MZIU3K(PwKN<v_RLx&7KZyalgC^4RqCF<2V
zb{z{di4~9enZtb8fLVU@=S^q%zAIS;86Y(HEPvLqq70E155LltGlWt>b^S`7??N80
zECwH@W(g}!Irv##e?}s9`w+z$l@MWiniLQh5a&`+ewMY<NQbnBFtHL3k308-2)`o2
zr18Zdam+KA(xnN6Ii|r<t8K8|b_#hsa<yNPj`!)$cL&3|P4PmL!81s^N<rjA-=#36
zs*_-|!rsr~=>S3D-wkHCRfFY~y-1<RBV^Qz^`yexa57)LkHk)xNM_7-@-x5IiapFP
zA`w16Z9k<#wW|FpO)=#tF1_Vs_1c6=(&fQJc=?+WQcEFTQ#5uw7vJeAzwyWnt<m^P
z+Jq?`xPYQN)iDQ$NVhCC{H@&?nsZ~%DlVPYBpX|APcC?7l<WbKc+cHNQu4&IvJcJL
zYWGd52#y!?^X*hEv{AQ8ah3QUnkP;dd5y4IZMx6e_t+9kZC~#SYNK1{`1G&`+K<x$
zrQ}J2r2=&~CcfLykz3)vR3)CZmLA0>a2`YM$xE&-t;$|?O>SZ|TK1w9FI`FK#RZ=j
zCOw#5fxEPIn`-xmYf`e*hnqRpoO_j>BD-w0MqM`jQDW4QqP{!UI3%5P*pXXXzZDr#
z{MnxM-F)nsb@U{cjv1yW_-#y8e3zc+_4_vzMIVpq$%aBlL#X`5CP?GHumS3?%e4dQ
z!~bbZ-5%O3m^rK)bZMIbgD<V5PhkYBI(LJ~7ouR+aGg?x;2l2DabZ{JyDS5$d}ssh
zU*jlf1ZG2{`9m8E@mK$t0<N_m@vB#RVmyh684N>*v;?2bL?~mq42-!LVmAIc_^ceS
zyG|AC4#ke<Drs14f{efjwmk0(M~~!ur}d#p823*&)^xr{m;SfZJ+yPTp1t}84-V<y
z-l=cy$urn}u)++|E`9T+G$hA9N2QK>>Epk!&(XARY;!d33tOE2x?FplKKwf@b<+_C
zX_eT3!jIB2I^yWU-z;@oYDfyrLpu$j`E^u`zCRpsbotxUw5mDr#E8;9nnwtt<<Sub
z!+0$laWIS{4qk`A5eMZzJ>nRqfvmw`Z^nkB>(x|ZPtP0127_TV>Y_xT!~6`)#)k2Q
zDcJQkdGfIG*)^CK9gD{@kQ$<6GAHyCKbdARKqv8?{C&p?H$*V$Qn#m-cz0g5^5u)J
zVuoEHTwA|JI9{}&^1e7uyisj6yx-DS2us>Tf2joIX|-L-J5zUySDgc3f5{y}`(7_e
zp!0OHquK-FDY%jN5%nPZL6WemWtcLpYJV|xU4OFfh9x<c*^xZTnn|qQ*M^9eD@f~*
zOT_Zyd)R)=9pVyQNt;c3h`D%4n3U#4jy~=V50jjfm+R~jPb3b9_gY8NcGEz}vhP4T
zbX!Dx`#6)uk=evG$sQIx?F2K;iW9RIuVIDbURaq`4ni%j5vy6NAcFTKS4R5_Wro!v
zK0R8K&O=5h+s%nkw#vTBUdk^bsy}b3J46-Ru#Mbp<Yx78byfA1^f`*yU7p&e_9m+G
zgQm*+wN21A_P)vc-g%@s{&JwA*wPg3R_j(!xxc-7)?gcrtx%i4xFRGOCQQ-Ptr(zq
zULh0u+>O`H$hyH-3)rn4Tp@<v)bhFFNbsEG{Kr9h^Qnit`zL$pafL0~*M)m2#@j8_
z7W!~V+j~F|6t6o#d*`T`+GF?we!S}vZIc486+$_IzwFpsG3xOoSQWW9+1PB3^r(nC
zRDR&88E|trzsq~N+RoyW+^)4k+JBtz+lpmK<H9YI8`s>Zw&^R=F7n?ZFIlvv>O>2z
zv==HT`Q8lWJmX&a?i=1j8ne=Zn>0a?l1H899*y29i(lMPZCWbXH@o2;ZuRN@(w&1n
zq?Y{$a$CI*sOmLMlfAqBQf_kbqU`0|OjVuF>9RDXJva1DU3uT;r8&5-Rp)<rhkI?^
zSeiZWro2{ylPpUdCUqQihg)&Gt?#jrb6kR*t*X`GbKL2H2h|?IMPz+PTXM@yJfvyw
z{*YqJddL!H4U|o}xn1R7z&*D${Z>Re<nQa0zi=gcH#)*Sh=mLjZoDg0zNl<XDbS#V
zMkF*Gp`qv-qD|wzA=xy}k;0k6h2jf>O~X2JP38ao;}7Z4pKz?&4B9<Icz4S+Fm0_V
zbgUi=&!68Ql_Huz!zUf!v+pW0f43W%UaUNs67NQAH%CK<F8N^PwxuL~=u2o+U<153
z@`N~_Z4IW+=D_Pl#Ub-kWBBNQ06sMgB(@{Ulj@E8lMweUAS|y3hx?$ZP3NHT*eFHG
zQ3K)N*=1zvd%B!4>LNtDM#E;Y6J{U-Rkp-q&Tv@y$1_;<E?5!LNzPAR*ObgwM3aPo
zm$0J39Aax7#J7HYKc~c;Pbj=iL?4{r<p~QiPeIUN0_)Y&^5*#+{H)f#H(~kTA*?w|
z0S>ex5vVSh%0RVINe@&X2%NbhP?aEX(t$uzAHq|Q%2Xn7V*tWS4|beM4H`z&)C0G!
zBXAGy|Ni4of27Hu&`AGLSy)H=p}qbWAHtf$+}H#WCv^gCVkjAqxuO3@hp>L}AAfn6
z8(xRZjg|GULs)-L=4N<8ihQIf1zIrJ1TwGu+K*fW<JjbrrLzepS~qMcSeQ+0(b9oC
zu9(AgoZPa!$cHdokOEy{3M`v}mB%E;qhm5Bl=B?u$3-^wOgNeTtsLuc1}4l{XaBro
zH(_XEO%Gvp9j82QoT#k3Vv2Ig2DP&Aws*oF8L#x(BUiS5Sxsy(uDrNolZDu**D1k#
zZy6zYM>o>s`75R8m_bU&Zzd#9Y$e#WdL-KSSS_wwvzVmx@DZ|)-4>z?CXx9kBr>7*
z0}^&PRIm$J1K}gmi1{9KrQ7x0#HIf(QIpzJOsTb&M64((EK55>4tFyngXgXk0^NoR
z7ggcn3{7WYfNu&hi7ZRTLx2!Eyo)e&Lw*v!;Gxj@&_`0MNItk#<{q*3*aqjv4<q8}
zjj+OX6WQP2jg0O}|Ko2$OQk*iU*^>#kHY5Q7;#1&C*f>mOR<~gfoQwE3mn<op47fN
zK<Lu>E!n)TCGp=9O@uOog=*DT5t~bm1S#Pa36!rFt;uBJ!_eU*YLByEe}n$G<5D_I
zsoMgU6uUyaYj!1(J+BD9wOf+72loVfpJJq#Ne9x@Wu#F0WDtpbA%p$h7Qn{cLty`B
zJ4kt5oh%TIKph_ommCL@qN!8J*6UWJs<Mh0eZRdJ*Dd!~;=g9%|1%F^<y6bhUD8-t
z59e-HE~s8pC|tVq%8%#ffz+(v1Wl2ysod6e7x@h%95tWzjnHl%G=>W(v`W3wY`2u&
zwl073b%f@uQ>NnL=IO~s{^rRAizdr5-6rwwrE5r%@dwT{W`TC^yxIH`yE72r7Nd=d
zYs6Iw*{69-T)06c4yjG^Rq{Pt`<%8<_2+7%HZ}O`nZvXnCKQ&mry8g}7U+=F<^Dd-
zcZ7p#)s`7*(}2gSfQcWu?ZQ6JvBFuoeKL{#QL&eFrNRNO+Y}$^zDprVJ8TFSUi1_9
zVn-j@xl8ftvV9*Uu6k|a8@YB^((3_{tZ)5Zo7TC1L+P+5*3FX#vykC=GJY58dK?!_
zDZbe^gA9qre=}d!$A2?t*2gmv{LQ>spI!|mbF};~HmhSijnn-WljZptlD!Ut^G}X<
zD>??k+hjw>U0b04#&~)cMzCV34@~?#4`w>g)rEtyUqZWO(a@{454bJ44sGu*)WsJ_
zTEHLbDe`GoT)_FP$j9tjgYjfmy^%1uwJrF#?t;>BvteO7f5nl5cHn(ZH)29!mAaUZ
zIat{lsl5?wE-#0}?;q&=C5&+@@lzdp8{eDPaTDnK&hu?~=>SpzY%Z+HV6!QphZ&U!
zb3Jfh3<AwAh{AfH35J<ruxa6oK;YgT1X2{l|Bn2~)9&f}_+oQ7CegV6l>hjn;|PS(
zc|ZdSKe|vv#}Qrl>xCyej_Be&Y1g3n(XacBB^^g}@$LULx6q|kWeZOs`-l-OH_teN
zVH`&=9|Fe_l>gK?Vwm4^^iHs2U`Jt+djIr-6Y_S}$r$Iy>#@UNdDuCSXJe;h`KVXt
zN68$fp~EsTFFL&Tr#hxN4De=r7k}5Wq7AWOdgO;~h<JCzW97>$sbYpjHe8i26OJ9L
zro3OJvUsD+XZSEaMF@*1DdZo?ktZ?s$~!|gi&u*^fxTHxh4${-NSlMV$c|ETiN}s3
zWLsuW$j-PU>}t|ZnO5Pjn7UvSS$C|a;A7f|*e;wytYXa|qRvjz8m<$|$8{n8WHpG3
z>P*_~+(8PKvlS-2SV)fcDFqM9K2=`!*&^<<KSwevk0q0jZiG1|)yN_%OL8WAIxL*j
z3}V-xhDF!LL3pn@#LTTQtf;)2SWPp5h>l&!m6b1qGK;H{>SKU(ZueL@xok0|d#zgR
zW&9eJ`4j)+ud-^DwV&2#dmq{GNAIQf{0T`a9-_#MeIqsQ_=k4<nPmR%Nse#)>7q7s
zR;%QqkKg<5jOm~m>NZ(AI=T>-*{p_Y%Am2lh1nTS+n1=~-#wHPZfR66{Y2@?f)D(p
zmW`z@B}QnQYbVRjIoa~V`mWUWj0@+V*T|5r%x$He->Eofnz}~nK6R(ePIW_eX#G3x
zYGV)SV9f%u@R-fqjjg7>FUxrNw)9AmHa+m?#?PF!XI8^;xo`WoT7E$*;h%Tx8Fln<
z2n!jehgdqQ6gJj>Ll0@%H`I{EmCZA3;TZM9ZPhgWoBd4su?=mc9(l|9Gk*4125DYp
z-esvhShcFd&#ZI}=5)MHzr_e5-u8sqrzh|i2gXAQZ6*G2rT+2-Zt3#1jz&<V?gGBm
z-fozWIjC9f9P{Uu#AxkH=#pN9cW;bL$cRsiZVk5SJD|eQ^%#bROItzX#b?p~R~&n)
z@6ol&6X<)%Qy3c|aO6N>^|31a9$iCg5aQ3$Hb&FX`h#HGtZ~#~GXfjxN2?T~ydD*)
zMA#wN1N~sTH8wxIe;oOcVt#Yd8jZuz4XGkpz5dpAYkJ)``+=~T(Reh?d!qlZIQCpW
zG~-s*ZM$wtsSVq9O*JG^7u<GD=-2ADUOzMXV%s&w<<*e7ZP(w?kh*f{wriBAAxU};
zJ;HKPL+a8~sQ+(jNW(OURTwrvtT>eDklwH`lV3MdT}J%}yDo1W`mrJ4_1MVJVLoiw
zEI;}&{VzFIVFu{T-_x*$2ux+a(q&o;rK*Bo$>fEC$?)c|{B#dt#gXHFmPZ3f!hm7K
zDZ8T(QLGg)m39!PrC0ncopzCkN_$|gLpB_-4uXj{+tZEMpCQS)1x%@t3e$x}u(a?3
zh<C9kkL#86E7H(~R9@Z}t_S54nnZY$w#n7WiEh<la^w`j1_t?ATz7**%?rbV`zHiN
zhqW+cRxm`@A3_R6y(6P8)gcw0I*|DrvdQZ6_sNX-I)3IykL13gUvs2`PYw2k|L&0v
z3f1b_sT#|DHMr{qrl{ArT$V2Nti{XBmPrBWl{H0*&E__LI?J#3S)=(>;16wl=W?9C
zvqHVHgspT_iUez?u8NOSOcduA*U^3+S~A(Jg}dzTqOH7ZZ@H9Iw6E;liiX;hutR*Z
z=}LL&A&vP}4SQ)%-{_#p+SY+rJ$6v%pWey$klhMxuNvK@&o7_wS5FVozOQmy()@8x
z^|njP#J4_&x#&CNREi!Or3deLF6OPJ?|_~4WX*S$<zAX+O3!-ql6CJ?h3i_yRJwOD
zn7fcsUX|!2NgDS+ZbqYt+#gLl%Ff(MRF`>jFEM6-zi+}C+oWR?a$nx>W%c?w+tYN!
zW+-buhKUV+8&e+tsND-k4*FfFM7$`fQT!*LJ?3&D7-p2{3hfHZp!f4p^lptHdhtF8
zC4FGV(@0&olS3*579I)R=Z8Zjc_g%H@B!obc1k-~y>JbGsfq%ehMVxKTnb}62``lZ
z19sj5@BF4v>R54pieqn#hgOynR2bI=cAMM=t4Zk?hYptajn~Qb=WD{D7LRrQ;+acP
z{u7QhmhTa(-*rQ_4Si9FuL&4#dO_Ih;YcOINe?tK<}PmhfS6(T!Ex3gG1E8uZ^)TG
z{!een*5}7P5LGF>DSo%J$LNTIge%uBMn@cyLc?F%#c;%-`4B`eb#^g2;^?k#Pp_fx
zK<D>c8igZ{&QHrBM)aB#Y75hkI2gte2h$Na;-LJeM;yb%kTn?8xr_i(?>F`_mX3@b
z^D#1qIvRoLNd8cwLk+{qv(fv%j%Rr>p82s1B#Y>n%nAL(Po`N65X+x4;u#{EbVGKj
zLE_z@PRf_(kBhh7K7q8WkA-9EHOl*LM&gZpCh&2Ltq?YIv5>!OS@MJ&Ro)r!QM~fG
zC8Rv+L(;l55}dk+ksT$95s$8ZWZR^Iko`WNu&YjtGR-DdOr7$Stcz<+;{C3|nn5Y#
zeZ_agrkxjQT{@Cj6`cq1j?*D-l`(0vyBIO^|13-{w1ynXd<GA?DU_GJiFjguTlf$X
zK-!M429Kg&lA&$3z~$hQL^A40jKBdF_VtHV^{q&O57l5rO%1HPZvmk-Y>3sk;Se#X
zCb@F2fly|R6Y(C=opcTyrEE98jk47}x7;`WYl!O4+mJm#wI<-E+~v?*^)dU;>Z?Wf
zDq>v@X#<=Ws7mySl!s)^)ixY=g|EG)rRJ#j0fpt*rrIs;nfxW*LVdNkqsF#RNB;c%
zy~+G&GmZE<Q}JwAB=qiaKpPg*pRal-Ry)YmiQj1ZKyh&Y+vNN%)j=3DT=S-jo%Rza
zQ>9Mi6eG|2X)UA>ZBK4D6mxUd-X8Tx?Y?*<Kjy<kZKKyF3Q}+$e=%?a%)1$)x|wiV
z`}xQk>Bdw!c)r@A=@VU>PdL*+UD0@kykhlaX<xfIeoIG3X{^_+<VGPo)a4JR@jDad
z$XnU2;YOVD&>nH?l-#9GU&W!dCBbRgVs&`oR!It2%ejNOZ%X}0X;i28+(fz&TeIGW
zdvJKKY@6LCb^e()zVB|f;Z_Bml5Vd%CpBN4$!)$rU*$J@sO(Mi_j2QF=Vj094CQug
zxhxMkcb?;Cc&qcJ)Zktui_)yY8LIsKM0x3LO{ArzYjI6vPTcB(TN5vylT<CvcyT8^
zwyE8p^q2LkvXNWXJ4>2o86~%S$4g#OAEeAzH+;`exgc?stEhdpf8f?O4Uj@eUAg1)
z9;!g!=~AKP3g4iL|N6b^Z)G_g@DnxNpDBv<O&vua#zKZEI^G|uYgErVicTdOsBj&z
z2!$mD8lrHG(3%1bQK;5&7${GHh9-Lo<TuU~E)+U@B9&jzaT>-2*IE?56dVPrW}px#
zloWL+>gl;i1L|)?;ZG4j(M%uTg8Exgw4rEA(H`TOqv4L|r?N9e7m99q(n4ss2SqQ6
zJ{0{}+V3h^^%}In4&YsEqhRW@rqFJm4?MovhB)?dg?b-~L-x)nGPmzFGBvC;ne-xr
zl<U43+K!kC%fkZT<KP$Yf&NzK@#GT3u|gc=R~W$`o5SFaRS(F18V}j|RHU5WOyZT<
zgml@I3H+8LaM1S%jA;-9jo+Lh#`1VLwp4_a&jrck(H~&<tY@(FUP;)vzAJs}Mx<Z$
z8N@Zq1fuI)g_YNr@a96OE<XHdDYC6{H(1_2o!CUy;al{-gYnFPxe85>MsP0l1k4ix
zNU^z6Zd!pktNH!gf?)89X)w*r1{QbpVrjptWVQRfDbs)nw9V#uFzmtz#^$g)BXH_~
zFx3O?y9hLzBmSyQ8h2MBP%R*E>VaUkYGjlMwxs~=#Rya#2&_N^su9H3Hf@};AW*#^
z3{9;n(lmsf9`;ls9P~hSgmBiQ5|s#4PY72%P*pK?<w5<PdZ6k;;FJh~jR{d*4^(A{
zntGsGL&)?%^@fn^fvOI{BUr`$VCpx3=EJ(gy2JXydcrLpg(>j;<2%Rq{DnQ9hVgyj
z)YFav--QzeJ~uwE&dyFHJ`bJZ{I!3)L={P|X-I*$--MzmMRR?8OX_b;5lGRFq65Y=
zN5h@aPh}8ASBl^~Y29hKCq-|Hz7+jg+V3h^{r+%mLU$|+gwp9|8#)4}Qn`_?Nu*Or
z-;bC;|EcmVmFp?!KVs_g6<Mk~=a1ku?W$KNG4#6o)KBXi(-FFV#4MQO7wcEA&f-Pd
zUUX%wqTfNU)8#eFkt`2#QC*(YP$Myjo)buc<slapXkOhpeqlM+5JIQHdAKNEhg_7E
zh0npbsMtPdtp%@P>HjTU)bLasJ1}-s?7$`z#$U<2ap*@*h0=y1Z(j5xP-&uKWMS;+
zm>=U%31B=b3RW&F2L}OE6tq$394ZjZ!+_VJW96d6Ygjy{p~L4uhe{j$dDGc<VjSL=
zImK`7SO+#>Qoy?Xm5$wxAtS^9ztY8DDv#YbqpTa@shl!rxw3F{FJbrbg-WlTDrM_)
zEyM=37Ku9+?-3h`H3akForGY!<3g$NJ(ZOjpHuP=&kM=Qw?f7A5YZmSiR<RalN8cd
z$X-=jSa!QQncqEwOenOAgdN=@RFs~P?H{L-VV@R~r+;`UE1Ya7YT{GH6sI&2v1yU8
zY-w?F=<#AQD6YE@Sf!tEvBv>%#`=N6fVS^R^sCu0+heQ{8q`J@I&mL~Z_--mypkg|
zZ@a<G3qGXe6MHz%xe#&lR#<*=0@*k82pL_V8krI&z^;x(A?k`5ah*Glgavma0cDqv
zDjwcS+mg%08P(PZXFkM>-FD6uZ5P_X5&jhMt#wEUy3?L)UN)CBJ{~{>%bP;A_BO=E
zzrG-Kh@}U<=NGL@*$5wo%_32%Y{CA+cv8;Di&T90kVHa|;A{7ZtaGj;*gf@vQ+GCy
zQSO1{OnxWwMAi&48rFlEV++InW9?vXqzRedd={v~p2DRD&q>iPwIPG9E|w{I1m>4^
z2W_EjxHI@XsSw!_PQTv<r)o`vBPU#7emE~2T-RKguk*hS_W32o6#BoGKkYEbYO3Xd
z3aycak8F(WzC0$~Mp||Dwc?(Ot<+$nsBLsKlV4RMif^>6rS{&MipfO-@B5~dSglpf
zZO>KSKbG6j(MJ^-HbLQ9st&(#-2&CNn?t08rbkuJ)q|z9hcEewbpxc1bB{=Cb}db6
z*kvDoQtYjr9e70RuwoG8*G%D`^)4l)rIpsst2LG@U_Py8xKC4gfm;ovh)$kdi8>Rw
zY5hJ)XChNMVTl#@Xyi!lda)J0&qoeO`gpawbm+h_ZfvLMJu~*^a<SiQ84nk@{+eSt
zL}wQm&O(Om0{9K6&v7ik$;02?lSHpA|22`LaY){E`;jn>`W-2dtRp$s5psRJ&W7;y
z^?x?Z9@F6bxEk+#&>O6($M7?nC4fx{v`iSm?B-)&R+nhVx6hqFUZx9wAfu>!QRQ^`
zrWPq+k?zSixkzcyzZ^tAdk*7k;7I(1gHH`CpyRu{EE3wBKLbU>-66V2Cq;I!9oTvx
z6*q$V+iF3Bx_&I*UzO}Bzc){;Hi5pYJOyHvBG~Yc)yt|Fs~IT-!b}gO4G0|45jY1y
zpm_*USdSu9BEFsnB3(eRc^=Xd1kwZqnvf7|$qbu?u4zzdPvL-I5BP)m5;j+SCZr~K
z|9^WA6TP;=*UgK@*-_~BFJT(>J5f}kaHVjk(CuHMQa88y`uaZ`X3zP<c|)~tj*_HW
z7eXob&vTR{hLM94BO1?+lFXxZh2`|TZ;G$AuC5$BN>Z<NNs6BD({glWQi)oZ#L#kS
z+P|xH4fAJKp{$`|qeX|kEN>h(UQ9z^Jo4zgj^)i8hkk4*n8qAlkJqBaj(`#!D>o<f
z7e85r8sL%mjDO9s0u3?2YJR0n{RQjKH~mU(@h6YDRq)<wq_E;>h@a&i6B1E>C{f%C
z6e8>`iK!S*oa|@#Sr$(x?O(iuiM}`CN$=M%yNe_g4yi9#Ub_fWEL~vQa2YHucnG%1
z8k5JRPxuw7y`2>F^o4bi6UhXJ4P>b=M=D<KOirI1OHQ;q0Fz$Y3FWdv{47p<CXN@A
zVfW(mWB~shru8s~sE;17X2$|DeRmULRiy(NmH3KO_^^N+4w_6lJc}SRE*<eRPio2@
z@)vE$_R0Mp@PB_F)bbW_nxdbrxa+n<)Um<irHj|f@U=G(sbP)Pn!=6Sa+})w^KthQ
zHSbS}+HD<basg*Qs8=+zmTr8s<gcYp*PNA}D$Y&H(0+VSM6=dqtn~3&FTT>o`O?nC
z%VqEKozo^q73UWYm;;TU8fl}hyK&Ah12m8J#qg?vUDWxGhxzV1|0%gt!$;iHb!tBC
zrdpfrP9%-Z4%LG&c~aL0t+?86HmFui@>S;#O;xqHGoIV}qBmzZxx2jLhtjgg#(`4W
zn7v%kqrKAIF%`J;`^&2KxZYER*<V$AOxwpj`P@d9I<Tm^%&2vVo7eX8-Tomu>Bx$W
zxwZ9MEz6)S?(e(*$KG|oMX@A(L`(>n2r4Fmm?MI+vpdx@yJqDXo;jg{SutZ41tf@K
zR*Z-u226+wJG%=iDn`s=#+(&%LjAhdZ4P~|=ey^5=liaIzyDUJneFLNRbAaZ!=72M
zO!={pab*hs4H*fOw0}^h3{s^C&4Us&XR*Z)kBrHl0wtwhIvV1gXt*Lpj?zT^ISLc?
zBZK*G-UsEvzlPvL)1m!{H0W!MI)@2FUS9wco!>!7z^8CmGx|}OYO}$+ofaGyREBmH
zaOuVb@@<OZ_gP)!Pdn(qv4WB)&CnicLPBayguzuefvYkJY&Z6WIjQ#)2lARg?Xs!*
z>$Y9cg4NyD=tl>=)NAxKrjra(hgs<TMep1~`tNY8vwTfi`&IWrp-e_#7iHZvw^HXo
z;}O_h5vV*d1?s<Q9~3QDjsi#hbt!(eeNa^5prR%=rBKl|2r6;(VY+`wptBY<9E)@j
z10{|=zB(N;G(Y+Yq48AW=;OP5ibFp_s7>KT??)vL&Gu;@ltJQPI!YXt7bOn*|J@SD
zxblen7L_}uydg!0GY%GyVQLl631d709d>5C2Emj<>dn~)h1Z!;AU|jMsP{8JhVAi(
zI=lzwMaSr;&=34&oW+Q;iFNX?J9cwpiYMI%WqMV-S+|Drd6K($_1HVeXb~zL9A8g)
zr&xe^>1;N9fR#c>uS~(Lb}V@q|3P`9^G@;nITa*tauPZ}awZ+R4<+%h3X!U(!pVkh
zBFX#FPuO1PnetqLMdC593M6)pOmI!qkTR!NkfN?3Ftgn;((Xx7`eMpFu-T;-teLul
zbnm|#p1cVZ0&Jd<w4r(6&cd6@jPfSpuE&YwcK#p|kWc|4#`Gie@3kVwgDb;)n<}t+
zfi)~h*bAZY%}D;^XJ9!$5?0)xhh%O1N$~_1SUAvwT(D>*l#J1mI>FX-AJk)I=l)HU
z?M@}KO8H5O>W|w8MNba8yX|c1wod1@)k+FFP+76%`E|+d()OgR@&O*}S3c48pQP0V
z6p!Jp&o-ATjqv45T=U`EyLZv;H~(EaxND_sXO;cj>!zg?5w-ldnhEQ5hca5};+{tH
zJ1-AYpSaqF3q3uYFJu{+Z2hnmzhcNK&88<|iPrb#$ijxr=FXl!C%sfOlNGKUEFJD%
zkK1zMnN)CqowR-P2=3|RIE~fyOX~f*N^x^rOjqBXo+4RT@8_ysvd*dPUrNzLb?o~c
zdq%xtIfjLdE0%b7WI)JNaMp?{Qz2$<pnf#bSW^5!v7~W-I6X+?auiJJcgl62&y-9S
z|F2T^SVpaKHF)RfIee$#+47B^Ay90)HP~dFrX|ulewf`g=w>+&+zX^Z&^rs5TjLQ#
zpC7;{%z6jDrKYlcNcoR>it`EmZ;+NIJNc(RN*GZZjW&7*=iP2YmBU;34{z7Ngd$#s
z=zp28r}~;=_q`_vQKlfU84-Wh`i2XR2wd<({IgvcD3=glDsX!19DAT|SlzJuq0GcG
z=cmB(nzL>}{T38h9+a0@p3inGuzW~q8vf^JI~Q0wjmJj&%+kiv{uRoe>zh`#8saRf
zECo{R^EVMEP`b?3m2pV%!lzSzVmOUoNfoNI6tw&~3Q#T%iE-l5PhaTM`>(e+!Z@Tz
zJF7k}gRZup_c!@b9MZUA#P|jB3~V??saNkX4p*94Jj;U(i5(@k!-mClY+Q8cXAZAN
zvoFTwj%VqAin0bXqS)XweZONjGp5MYP}zResciclBeoA$sES-ZA{-|@VeQfG5M*&h
zW!ZkD;ApEP?T4iZJBC+LnIC;3IAk6mRqP6r$1C%I+OY*Z-Q@<mT;~bvyFXSH;t!Lw
z;$B2vBa7TzzZj;`*BKwSy+HDZS0QnoACj0|I|ctoQ&oA^h6_*kzk|4g7s%2p>)=p6
zAK2J_9NFC84$kGbf&hn&5c)EPxQK3~?ugYSpiL5lN-qWbC8fyWfYa=uev%^c<4z9N
zQAeE|?vY+duB-I^y%hMsUvcJUeuckH1>NDncR9z(QM$5QO6tO|#qciX#keMWoF&Vs
zOeyZQx7vNrBXz2e8NYAOF`ah8XvNf{d$}@8wbJ4JzTE8{9*TK$&vQiQr>kG@raImB
zD%4LMp6ob(o1$<*M?Q4fQr(-ad!?z?bNJ#jyc3-+SaW^Orpn|+J4r!aTR6v?>*Yn;
zUYEusyJ*ZTH*>pM=%hL)&AIKZJ=IfgtdQPKN|3E`UCnK6Jk7&l>6@I||D_ZYv<>|^
z$DUKKoQ!25<H`yC12TfoloJ~Ms#5YLC#U(4fgsbdr}%6Mk%rkCkzPrm;m;Hl8m@u&
zqqNqS_x-bB_LxSMl{&oBdWnyy+JoO5cM*y%t_;@21Nn73!WFuR>d;BC8RnI12hE+v
zz|?KHa`u_yFU?TGtflm=c)t7KV8qJYiBSLTR9Nlh1I-U7V!R??b}RZ87897`-3Vrs
ze+DFSDaJ$pR^5^Q6~~_PYs$;_E+I1I1@%w_Dg=msrp%yjia<GnC}sdtVo)9-usa~w
zQsP&Y7MhMaEP^d5R-pdxc?|+~SCmzsDKj)|LGcGA=F4tG^I*BKOnOBocRG!$K;cN?
zjPaCyrqIxEO+$R`+}Hgpe%6rRRBq~sGpSNSl^ebCG3b+WBTDqMz$Z#A7W@4}krCIF
zTKpx~6}uX)^Z!J1b6x#C=vGj?ub%5tDvqJpd8?0j*xy7vPAyE7>xyaHTz?eTHLmP1
z{)0RS8xbi}NRVO}c?(lysP{96>DVEWe(7>wk7>x`zPvxiW4^!SSc4i-e()LpoMSgM
zrU2DZ*?zE6*`yREEAp(Q->oBprjr-(xZ_UD>@8I0CEE&#%OXid!C8piDu?80mXOfQ
z3#P3Jg((rUR0SVfka?@F39c#c1;w~}us{|I35}!RLt}4Y;o-fie5W=GjTYL$>vLyF
z_466zs8v}KIpUH~)UgC{^9q8;AKitJ!zWaE{mlfMs^`f5_#m=({5psmvkEpUtcYK#
zK%6_ghRuyCk}j%P5;^P?nRcQrT-#^{A=ddxhk12`E(wd+L;fs<=!Y#Kj!>_d@>K3J
zY?5YwW*g19#I}lP(-pdw&*mrHkIdAD9InI{e{hJe4;8fgm#tG+Ug)ihtJIZ0J$HsC
zW5r?V-HyGw`S};{Ge#8BEx47bcoe!G`t9@61&?0D*Q&Qf=NsFFUz<2Xu_t>%a^A^q
zK&%>RUuD(TWjF1nPJVVk^ET)*fBe0vPSbgU=3L=B+O4B|LZPBflX(+IK66Mh1)nyR
zKh@}|V(74BSh4Y-?)})o(ygfg)pq)72aeCrZyju=Dd)UTUatJ_(yodP__&f@()eOo
z$<0<R*OVApf#0^Ig1pVWP2A{meRTWdD<}5|xTo0H!v~xWPSJ!kuAdmwYKIix_#}6s
z+ii8`hIdl%`5jzf)d(&!tFIKKa+8u<yUDC8cH_=+)uiHA>#GN*J85d2_UAIkIZ7T$
z`_-aDOWE_w{&JI~HL}MO^QfEDt}8pOUCIr&w3qkyP2?2(ZjI^u!rYS~ZqoEcE9CB;
zHDousb(a>^TgJ8USkJ925}0`Z$y{}7zuVlQ&PO#>{extKBRg@C**m1bk5%O5Hy@E|
z4tX!#o@M88GNiubap9cCwXqMkdUAr)+p~e(2_$ugK@pPqbZ3w5_ipF(!e2@;9P#J)
z$q&iRYD%wKj$<L?swI{Y+3k0!mNegIsw55PsE^eD2i1|r)uKSwN>@t0@6;O2M^{`v
zKe0x`Z7JGObfD-&(S@QLMUULForZg2n9|-9J`{afI`#Lbz$MSY6uuP0SlZu(vgS6b
zVvpdRmQ9Diq6+9(G#Ks`X+bKSc?1nDo5IUeWr_RaQbc)bKABSa1F>7dL%a94V9Amg
zcsuDCylD^#C*PljzSGjk@BkkY?rR2DqQl_zY8AXFa*C9+btW~2#gXm{w}5<L3)mB>
zgHf)j&^+H8_;6%7{l0rGc$WSYG`~NC?Z>i7iP1-4Rrz(KL<?IuF?JTrsa+2i-IHM1
zOj|{-ga`bD>Hc(o@=_AlQ3=b=$CFad7JQqbwP~y6I4IzOt!x4(+D1Xd;?bl?!yMZt
z<a+^p%AzRn^@@YQ7cF7ltw}i-{!KirwZAsi7%`dl>0Hl=Lp--ug~J{3uTC{^=83Q{
zz>-n~YJiA;HWevB^B~ZUiLf!i*c1h4uZZuRsvuiJR4~ASQiP)cPLv{?4M5g~!07~{
zk^yKdMN}~WcPJvN8Bm>41e(qeH4Q+vhd{Q6a5KQ2Qbc_NWRxN}1LTw<6bA5==IpHg
zhW&U1&4(KDcTKryzR#vuG+coK>jvxN4^t`{hXb!JMLh~Ee*+3EH<lI4NGL=K6-6V8
zCKSymu#b9Dw4!K3L8mmIpKhb!?i60RSuhRv!Z4-Y6n!ZAv2^MmKrx772*pr};VkX%
zLb1}&eRJwL0;h%uk%~kyj!p}6oq7{y(YUl0M~t0%6KK8VT%Z2wR2+uC_tcv}+f$rJ
zr@8Atos1(<pYEqWMTa){T&Ldfr7(gC&0mn>;Nc_qKZMXzZ@Khaj6?mFm5F51u4T|~
zzjo^F@2cM#pMv86N5+Z++%y;R82pT~G-Q_Ox2M1~1Ts(B2>N(rw7JvD7~(MxGGxr3
z-w?;H&wX!<voPdi@km)-MllWr4Tf_&d=7M|Poh6}dhYvRxe8JItsEQRMobad)<4^^
zA{jGgj8NHT4^<xAwN2S*NEc<`xPD5DnG1v+-X)c_R%R&M?`<hI(OHSxX7&-Amz^OL
zl3f&f&uA;y&T6l8X>d|m^?+8a^@xb}b(RV4byCIHuwx{}ql55v;wWK>HipbC9z!PW
zb0Hx|$_eFNQc1kWOfu@If;@gJQ<h80qjWr&Nj_d!BNlL6CpgvYE(8P>6yh(}CD-z+
zNm$pTV(6kU!FP^3G1Wzri3x=T|K{$(NbgBxOBpkv$Kb}qUELBcpUx)M+wa4v3Zsd5
zMg_})pO9Uly~)^+W+ZS%d)Tq%8Z5p!m{jgEjf4bsB%XKok{XxGE6d~wRhGFji)j15
zARCv6#Mytpn5POg*whFiVJ%{brl<{pTKR<zyr;0FVjH5^Z$exbR3stXTGA@k7ebsn
ziPp~@h3v7{$>OUG1V;yY`1sjU2n<~Z3#VNpb+Q(dh?4gNk3z3VY>&=Dg@ogzX!{c6
zx2rG7u?1zwBh_%YmTx;uA94fstmp>2Evu0^L;HiK_dPf}b|bMoGy<+k&csez8s@|t
z09`Q^+*nIUxg8OZ9=IKjdY*x_dJ@bH4iNVK7NE@A;U^n)=t;SpcRc>pjp07(1qnUn
z^#+4Rv%I>d+<jAieteqFi|Z%fZ`M;=uGbyKxf@-yo$jsx5C2K>w28L5D?OL<wgp~l
z%ieydnSa<xcgVDi&LOJ+?;YWzI2SQoW7@V4^s}z7&W<=Fcd4JDeIvI@wu<)Q%{RyJ
zp(z)%y={DS=c(o6>hEpkUU!MkZr=E0)18~SDyGp|<?uGTw=ECy&pUL{WOcUI4o@!1
zy*C-oKk`@&ktMb!Hwev;+buYi>|{4q(|4>B_aZw<ccu4I&3v2NP`q!FF8Nd;FiBjR
zT+qXc>z+_b`^2OSZ}oI>Qqcw8+#sh(vWUTBrPk}~$?lA8C#9>as$(}MajTk-mOe}v
zsh;p4KUXmNjJ(WRJMQ`XH|mpTHggq+j+fRrxXbgseyslBWH0yLagFObai*r1<1Nna
z?Lcl^#x!Zd9Zu?z|GuW2uCVl^!5A*ROE-15BCe9uFHrXS?O~0T(p65{SaLG+rku$v
z7mY=|8*;by9_lT<qt*Q<7S>o~E#}U*yroX&{bV=Kdr8k$+-JPw*E;!!)`5S&V|Amq
z$Bbto<MtRV70N=CnfWMi%?ITlPPTA@g%hh{6eTEd(uDF8Wj)GrT&uxJj{^lxZYok#
zLZz6}Doi=1ew@7EWCbTEMr|{O>wxAFD3lZpDH<E%n^J#sik1|=QM9ILYe;KH{ZuLa
zqn(Dv^`yvolMpM@e>-K(X4J0Y!&fx3BgK5Yh)L=~SY~;L_`h#Jip+F_xR36nz|I<^
zxc4A<bL$Q<Pq83P-cN({_9>8T0VMCaD409*4y=ir0IfW#lQz|tz=65gIwqhf;)N6)
zqzEa{;>aR+zsrlX3i2h>I~;>~na+@T?>Q+L*oBlm=nT=Xv-Nqq{oW6Xj7TF53xyE3
zeP`kJq>lP{jn7d2>6R!`Zb%?;2^s>?9b1sRnQ54&I53=$Awfx`-Z~ALVgHQyEVu-F
zo8Z*T1Y$1^g3Q&c(Elqr)@om~kN8ZceJ<C-;E+S0>d91A9D=BtB5)`oP$fqEv!z%Z
zt_TYQaOfgXg-75pM$oy@SC?vWc(Wmn!yM=92psANRMQbS>=CFYBaj6k${B#{08zmJ
z2TBph9uUq3Age&Q7{Kfwf7b3%n_iDVwt_&L0m9V)v>zatJ)}PMBN`xBgMGu!;Y0Ib
z`(T@3JK%K2oC50^>lN#>I0a5&aEgO<hV_JXgLP7Y!jS@>8=ti@vK~sSB1K32)hTLH
z;B#QvvAln<c^L8%nkG`HC>l{TF~on>_F+hCPxE!8=uFX-BFFwg{k<r1-spq*e+9?d
z?VI)rAGA-1v7h$u;Tw6t{}b?yJ^HuyP?5p*{*jb_r0bW$=Tn=)3c94;@Y9=nge+=5
zpqiWhtvUwHP4J@E>!=-M+u<Vuq5eJ8{xS8_eZ;vY`hylC?K7ykiOO7W^yx<P(`!+4
zV`V}r(muq(sJSt}xV?owKiV=d4{C0r#$TWJSJm8%+a1_|Gd1~#T>u9kGRHgyU>f>y
zpdq!Rz&seA8|)eyt<Q%P9bUuoF+Wnw&+d&B9a4J={4bV9z4`%<10NXxUW*jVfDRcZ
zrm_5tVjB99Is8(N4LBqA18lQ@zhi|kW-;(l*=9Xb?yk-$I}9Ys?Z1^1jvPNNI;Z`v
ztm#orIlH?cM(i0O44R%T)Uw-1zbLU?Sik?dI3UAQyq&+MGOWNyVL)1AVRPf2V&m&>
zf@hwS@Vs>sp|~mqZY>-DH%%7^v&KvpW;kb&!6nOy#oFx?w&g1#xVC#I9$Vt8?Cvay
z9X47B&F&_`hv$Amm})keSC|NUb`=p0=j$TWjuYWtTnL$W$AUzx97XKs_Y=ky)(Rum
zwIijc)`H`uvxr&P8X>Y!Ng*_Pq|nz<An((Y1jphVA*}RhvBT)|V$&2erRUaI!LLq3
zVdKRh(L{Fu9@U>9)No7_#vfh^dvCas{Oj`&he4Bsz~oSpoxd~@$3GIbZNEe^rjMi6
z4s+6=pc!1BRhcwd_7FBUeFO8K-+`5GcLb9oKIG|yEkZG=CE0VaD1>gcg$->RLxA6W
z2wJv7n0&4^X>xr6nbT&p(9C`lxoCZoJgv2v3>r3u1TT0`mdH%W+WQ?~y2A#sZP_ED
z>TL^HwBsK;EPv8Fa%%sucjVMk&w6xKR-jBPU8QT$(&WDR6{l;~S4_NAR(IGg(c@88
zUR|F%6?N0khVagj7rDkYTS^u;FH3Qg2CF?9%cZiO`S{|?&H09IYjtV6yGsX7g>eqs
zPI5PAbydu@zt6dwE!Q3FxLUViUUh!QZ&xMH>Js<#<vQ&KzD{yoCnssjjwHU=(3go8
z?bpac0xxi9wwp-LALN&r@9>fiK03&4c8rh;m<MxBpJYfG6)R{gE-Y3DrFG)w*M6Af
zR5zTBm0xRyjPt`k<JeQ`=eiSE$oO0r@6Y&rKI;GGT=z>wh~`H*lQZ|tolfIX>2;uR
zqNqrrp9f<e>PMwk|CKIE_1jx>U;Dj&_IO6;gtd65u$p{$NH2a<P-(Dg?g+&utmb2T
zw^FEmocTe^1E5p0@zC@=eSM+-1zM8N9L&1d3Zgt(z?!k9P=A0$?nH1`_24&Mt4^Bj
zHRm5I^TUw3(^xue{Vj`Max@jg&}UH;i~qBfJ>A#lPPHa~sz!ECY(fNzQUr=^1d3k-
zHZ6kcUf(r$`e$<^)aw!0{0P+X5ns-YzMKnHpn1M$`zm%zd=4x-mie1=j4!(j&5vb4
z^+Z4C$em8(Do{95I8(S#=;t4phx)5h<h=bR_jP~9&l>KVx_GV6wyjQ}x-LDFle2A=
zp2^W~GYzNlxNY?dUdqnsFx@&gFV)}Ui!(Zmmoohsd8v4ep3(V>ywteP%J>R)N*p=4
zJ16U;NLf7fe&$#jrejCW?b!9GU!ub>bEsot<D<(R|0(7>e^~<>(e3cr{)}U{Gp420
zQrX@~QQ2%LOO_wks*0pV3Yu2_#N*^+k~ckEWhpuc4$EE==Y8Hn?9K#8PE3GpkE=k?
z^W!jOeG`?ry0_r)xEFEj(VpB1Cy?0wG0b*54<BCG3k%bFsR~uICi`RKh`jFa<mTSR
zkn!*k%s!S$f|pwp;bLcaJlaJFIc}oLGrx)OG|3O*ZibSjLz=;%DidKNSB-3576lnA
z?h#j)qmWp28_6@8ek0`I84{h9Pasv^vxoaxn^SYXaQau5G5pkX#Om_O{SRsO`&8GQ
z?R!_TGN!b=$(m+5%NZc=S#*l7arHC2+qxmzJ>%XemajUaP0&433=>c27B)PtEp?(J
ze|%JYvV3cTmK*v&@zB%}`cy2g3*u+-HO6e#KCJ_M8@D^UQ?vVU@A~KE1IirNML#*6
z?DFP{HnhQI#pq~HUBTOLb>6q?fz^Zix~sKHX{zKK$dB{R)-{Q{r%=3W#-A9!M=?N?
z3d;+3(Y-a9A|-@WgsMY3YX>~oraL1Hm*2hJ8wyPI_6Qq!FZs9Xmo;^#u9Vl+b<iG(
zf6edjogv*C{XW@zaTBhlZMM#|cd_KaPK)>($3t|<>idaOL?KQl9QDxny_ZJ4e9TSh
zm{*d*CUUnTYs=Q9J=f%oPWSjwX9>6B&1~uFdr#@NpvK(#VXxFsDWB}==ndRQkMXjH
z{g0{}rxli+&}MMHqh`wcypeOVJ(n~lyEk)>o#j%P&2Dvx=_lnjw>C&!OzU&YS}m7~
z#>H!j^g6<+4>VN|sv0bnU9*-u`zldt`1UDh8hlFQmLaN7HBR9c$p%XA3zn3Y<e8jw
zwe%#9^E<-iH6ERn9%oLI-QPWy^FI);v51Y-bUL+07OTpXtky5#-gK8VW%F-QbCY9o
zdgU**S=H~)aFrjJm(`YDY0UYkt#PFh%gGq?KUErOUepkBltk+PgJMYI^a>%RXm&>i
zYjjbBrU8XOp`>U?@y!Jhn*P<r5E|c;qBn&PMPGvk(4YDT8vOcCD$uYm#W0Ey6r=u(
zCh#lfWu3vOQtih(m%0j5&u)iyg>B)c-$qhq)+O+-TLg9=Tt&i%x{-jQ+sXLMF{Fg5
zJF(d(!qfboaHU%vV*dCg+)mFT<w`w*JdOq7L4z%D;m}BUUV0=vUSdIPHbucn-+RP2
zb|W#r_=0R-xQ1ADl0#&cIb_SSiDF`X&?!C1<Q^|!ThLWlSn@fn?Rkv0iV5j=rU7xf
zB8U0?OTd!CtrXqIr1B$Ydy&Agab)eC&9F4jEmCsD9T+gaAY4f9OKj4-h{gOYm~a1p
zG&}qV?*W63btj(hv1ggU1R1p}()*UVzl>PQ_Q47F4e&wVV=($}>saf5ZPMX4nfB*g
zPmU}A!SpfI(-8maq~k{|*kHpUaM1?wy^|HRX(DjafcSFqf@}*>!2kzJ5sn5pQHrQ&
z08TCtY$2yI^&|f5f)27nL~R59*}{%H&4;LOfCr@r&Hy>32!#PWrQfr`71=(v^><Cm
zXui)TVKiKU0_!Sg;zj-X2^XdRbg_r#ArvBoilPz4Hy3(ndV7kF6rCx$Qs@_XDD6ez
zP0@#<AF^ml2T%+$`1PM`py8nu!zo5mjK;LTvttAQo0C>QHi1N{UofHzN-XZn&pZf=
zXmim8BTN@*U-+)iJm3Nqo$L#Q=HKz@#T5GMY4HTw3<&mrNKt3jryuh-F}C3q-xP*<
zgbMVY^fMCp6-7L=slRSA{VF2WnS~UZwz|a;)R}SOjXJZi<<oVz*d)?E@c%_;Ha@9G
z27oKP$N*69%R^ym2qVKqKa0!lx5yQb=?uu2?Q?}uM`YKr`=Awvc8Hv7Fdl^rPV_Mz
z9o`?WV_^5sO)($4C(DO%=tsxW(4RYw-5b;Y){c%ay)$C;z_$NSI94oU#uGo4?d?3u
zgRy4HMlG|IfdlF*EygZZ+NRQvrB=#PwqG|(Y_egjxGi{v*z9aIac9L{;-J(?!usd?
zgyUUGEBRxNg6@#7P~NteSmEYXF*f)mNq##=cw04GSQ2nREPCpp*lqMYq1nE=qOAB+
zq4%w&<VL=$g58BJLeOAQ)XqOIrkD>PGb7#U##2YKuSiicl<O;WG%qWh-nUH*ozYG3
zJ(WsK&qk4nWdj8N3O9t2C0distHujG+)fMi!b%JKy^jiOH0Gjt$q1q?pH4Cc%_p6@
zhKbcDRuNkHy228v30V`n1YV4_C9}__k!4pFk=>on2~{>O5a+Z#E^I95EcT8$FP0hd
z4)(7pOFVjX7re}ylDNq)Nb_!22}$9FI(-$S^mKngom!Z5v>~GPr5Qr@xGrRgi&k(H
z=ofk3?uNjG$*{0QKT>CII+;m7FyG+3HHnQ{C{$49gCjBH$(WHc!LId55|L&mSj}8T
z>>ges!ylIt*5$uX8caMTM8y3jbhy=CSgUwWdKb+kb~Tep_^oEd&SE}^oNFPLYL+Hg
z&nZKEM|LIwLkB|m#odI9zYghdx{{H<3o!HaMUvO@0r5X^oiqr&NnY7<tnq)2afxn{
z{b5I+hpFeJy^~iu_*Ap+@_Ehat>Y9?i=%bTFU6`W_9-Lp(ZWvGFl7s0ui8WHuHVBH
zR<R>=>k}3H$+53A8D3f1k}Y=e>B+w*bDOqkJ>nlK?q!C9_a+lvVE%%9_0FAigXX*P
zv9=n;o+|Z|O`~FfuT)O^dd+FwI}11U5zAP`NVmee0?W?pdS!}WdF+Yq%GG2|<to#8
zztv8<MyLBL<ke5`$3|UO^q;7KWwx7juZ~rc;&#r5D)o46zg7|a)=_bqvb~bzWl}Ar
z<SE|#hB0@faXm{WHyu_{Q~vB3KK{-``EP?uaKi>g>-Lp@lHBd#WX0~mFTin)gC@lC
zR1%3%aFyKxJ=D?pq!CF2Ie+QClyrLvcjMMY+1j4Ln!Hv;JhB`5bIaS-l``)ZmRg=X
zz^yB4u2yvFBFid0lgr-ONp|1bQ{5;nRd#$?7j8(qdvc%2OE{1IbES_B!?_2S3rnH-
z^U3Q?dn3D~43j!F@#2=;-_1o$)+I`{m#RHm`*H^>9MV)dqmT`)>B}vubYBWonaImU
zO_pl3?I_&}y6AB(b*I!IAfKkLnJ>3$YD=lt`+IUnuPW*eMNOqbJKR0GcCg9me!r9z
z2`v>r*Rgui+m9x(ka7DFmJsDB%5l^qzPac~)9on!tL#U)Cjzu=JupmZPm10YJ}jO3
z`%>s_N|X+!@MUSgI%Uml)J`;vce1$;QwqwV&7o|#`Yw!=T5STt!@lseODhukDw0g`
z+d;;tc~bPqX=q)1K12>311~4dftMqu!}Y#bi2d{%{6}YhxZNiR&ZfG;lTu6J{)8}6
zqD^H|Jzp`>c~dxW&K#uBrHTI24@1MDKJeBq9`@Q+1Z}ByWZcq4u;uAUn0K)WtXce)
z*1iex@dzajyfe(1RvZ>JsH^B&L&XnH@h4NOcO)^d-qO!_%86}}6uza`Ak5Dk<a5O7
zqX`_l^#H=}%Za7uwST06Kd;Sh0)s2|hJfJVFlR6JhQEblt^756(6Gt059fMH9MTA;
zUgPja;B<ja8F0AgHvoq{0@Zj#Ap^`QMf}em^xtu?8QC?qDYhZD9kvy=j|Bxz2a8hR
zbPT6}IHmiqv-{*`wX}TtgU*!pqVT5Z!_uk0ABEl)MClNUp)BoJr)(g9)4nqdZ6bQR
zNC#>!IYw<F)E+}JDW!GwrF}=A@8A6yPpY-*|K}U_ozD(5=h9m7I@DT`BJeqw*7~&r
z&3`wo)wmr82Q;(e;J{`~o6+2H=x25r`!Dh`hX17<2aV@=9olY?DPTTi9PGaAJ}4ai
zj2#EBM~C;z?T|5{Lp>4wxzpKyVjPwWh0Nc=u>ozwUh|)u1sJo`3{%-&2v#0k)K1w*
zF;p4YV}jCRSc0(qnx(SVl$y%+D^H0{Muv;qLbi&{whs~t6|5ojk{$`RF&~sJwnvqG
z`gK7U5h9dZcU7!#&{~Y0KAI$-+$g*?rIwn0Ey<kpP%>#sGzm!>DwONtPU4sQlTn@D
zkjK(TWw}L<L~Tq>G5KvInHi%M7T+pK_O9AUe7!0Q9Ub=zr>D{ndxjJhhT7L9rdNI=
z6VmAMWpf{4L{>|(dE6GEM+uR*uUG<?K0G4U<I~|(;Wb3uR|l4L>Pk}Toh4&SR3(8!
z7C~b2N?2l>Kq{rLAR$vMiRY+mq(+;@O8e_EVrbP^;rP8WV(+N!VwvA3!2Y@;iAOvU
zdd!+b;`|h(S-@06_M8*yM46G&g)Id2gmBWaPO@lye7TT4F&|knbg$sp>lpaIehGnl
z*TI4-H%Oh1rReiy2n}{!A+hIn2o>@UCq<esCcmxQC)kxgPa<xm!__<SFui>s>}fd<
zcJt|Ec8#~7u^$0v*B>L6irsL%U^KDocm-ysbph>}>u_UTX;N<EOgMU?5gaWw3HIBm
zVQ%;-VXx^;WnN{|oL={nHZRw4W&ikB_xto!hYcztuh(>`MjZf}Qqv3YbK95Ibv?LW
zzWY=jZRw11iqlVTYdtR{fV*`y`LX`(bQf0?;Y(~&YVF@}n%U2_y8Y4-U4=GHc&|0R
z6&EKx(d6M4f_KHk>i2_p%PTe&wa?$CBwLzQ<IP96<)<x5(6)KmNtdy_A9qDuAn!T2
zpU$Rj?_`s=>0A{%GcD}9t$V$%HJ=rCMDx0xp!M!lj(c;v6o2>RTUgN3FWG&yv%I>~
z<79_ck2G!D_2!-hFV|fzI8?LQWhoRbnW<C1Y{!3C-9_u4nkTugSV#NlV-{~2XPRWS
zuOc@fD?&D7*a^vV@nu=ow5HOL)d$rv(bKq<N!O+K$@kQw-)3<6K8}@__ADR^nb}BV
z+F~+Sv0a9=s;#r!tY<MPkM%iuPfr!su5}(w56v~s_LY_!^K7m(&OAWs{4z#UcB`Y5
zRn3(<IyYV2sn<eDJvUMIbmIe!rBg3C->nE&?|e1RB;RyRp*HX2^@=5`w<Nyj+PY1U
z9=W-yb*;u~YPAgHGH%XMYfq)hu3w%cJ&k<E8u{1SoZa^)2@+O2di%;`7BX&M!E&Lz
zL;3nc>?^4J(tG{K4=~d*^rYxbkz-@|)f98qd`9gieR)UGk60|}0k2<1z``P@iJ$v=
zVzFQV#4c)0OdlL1R*tpc<>5V~z;72xLv0ou>P;a2tUob%d>A5v-omOgGHAK;IBD7T
z66{$tgVvS_xYvzBiVn1{JT$c&3U3BoBrVFFA=4Vqgt<x1aPe9eDPT61l&V??qO(wQ
zGl7m57eJBlMTB&?L0pgRf@{2>k5}g(%fE4tBKD&u5GR{;5S^4wOgE)qn&QBALi+!n
zO<WtdARz^&l3w5g56{(w75Abc=CLDO+Vu|e{fdsY-q-9QeJ6h!ChWOz2qI7gMc{Bm
zpo)sXq4}S%hp>GyI8R5QdXGSL9f9gO0@Y>2_wIvnqInU{22`XJ;bK4~N)dl{|4VIp
z4Wf<#bty#{JJ9S-(-8FyXh7-r9Bf9miS2}K^F!<$$eQTA{^JLmX&HJ^cvIxqI<RcN
zl4Aq!oA!&oKm33*)$#NPoDDjj;6?2qUmS1-|4;UX&ks1;nSFM^IqFs)ycTslmLKV7
z2b`&n$I@~iaAx^(4mkhfI-YU61RH=j2$|gg2O~1g+{_gH$f%IAIX_;L8|)eyt<Q%P
zU2cZV{Pr{+^W*g_j(YWBOvC?TX&8@XL%RhUJ~2O1EGIf-q?pF?BW3x}j|}yfbZh_`
zu{U7b{S3#7Va&?VS7m#osdBefma>DLsNC)vEF9SpE;^5?p{((yzH+v(P>k5WOBgis
ztx)rFIbr$KQo{NnL>$oSu6XOf8)fM8aYFx9vBIXiI<ZOVRf1;;A9!|ggHYV!Fx(28
z1vd&M2(yGqLU{TIGU%y|SghbVA%2#lP*=S{JT`olvU|ZLVuvZcg{Ft>;X`UKA<V*^
z%pL74q}IAZk39DkYOkIK_eZ}Z^SYcP5!z&8e`%gDcKSkLgjH!$y74qPQ6`(@y}nRb
zw5ysB+G?86XWeR&{Se58Y6FS7>3y+-!b@x#dt2$bAXV@yJ4DzhaiYnpeemFlk5Ii<
zO<{cJLa_H4{UG-7%fz8{e<AREAM(E4RbiWVLDJCtEy)=AfrMmOk^0pZ!1a>#Nt0Pt
zu<^_lSP;~O9(g_@nCQaDlf|WlVuAa}p5kjEv{nn)&?AL@vL^-tW5R^V+<MZq^j0#b
zNg<)>#De64dMA0ZXcigpJc$GkzfJ}RMZodsnM5|M7m+!Rgy~Do#5S3eMb(`Pu<+_a
z)_6Z_KS%8!W<9W1haM>|vo4jXt2B0u`r4r&zNybK#e}}|b%!DgNS(traWgs`;P;9v
zwaJ&BaSfL`NQEE7N*kU(Q_FTNRo55yOXt1kaha}<)UR*slv39&<oe}#EsM$Y)J@Mi
zoM^dY7gsoVC@1ajtI5-TdQLU{Qu_{&QyO#ZiS#pAe-<)6gT;FxXGN}zDslk|wA|v7
zpe02SR9z@7Mp5ERHHOC7d>LoRkJ93^PX%H;D~{0_nLY0~t0EsJ0Kd^~8h>(+4S(9I
zFTXmqmSRU{6a@BcPw#31y)6&Il=E`*=XQLwOHl4G^FxUb^n`>5ZodA^vC@2PhG9RM
z7B^RJtRg0`P`F@qAy610u<8(~%_6WGSyf_nvX#~%)Q?~@12pK{vVwf$RY2HG_`mpH
zU)7jtak0E85UtUl+tE1N++pUY@%j}+7G{){=bIX!z5ZBjxIrVkWB9Zk`x?wmdX$!q
zQ}F+k{^d9o!|009SH>y(M4qv6YFwjX{TLg`f&wcG8w4o>_39rOANos&*L}^gO8+d4
zRge)0jb$<B*rmp#s=dl~Z-mMwWG-1gF;iu2F@)%fFCrdGu93VwE~`o;AA?BFigel+
zK^(iUgk<d#*f#bQ1UcBjl;x{cCHmil4W}bWfmStP^@H6IaPKLkoM@#gzQl=m?v7U#
ziN7GoiWh)|P1lmVWv{Tp{2VD^TK9(?DFt=t^l6-My}LHl!CbPte3Vb`q0~J(CR60E
zYRmOJQ$jb}qN?1|`zYTa(@ocQXh-Qqp;`Qt=SuA{X|%dlrQ%>-BuM*Yah!B1u&ktA
zaS;m1blM{K&PX%HglU)cxy+w0W68fhIZQX|@O{~~`W<vD7dUX|yZXw`_?=Mr-f-64
zsJTmC+2N7=W7ri*T-BB9eYPl{5*{UG4T@8=)A)gl^Ap*;E$6vw^Q^QB-F8V2Ha<(V
za%nF+IdhV<-mRX;y1Np$uc^1Rv1nK6*<Q{=_3@-MW0;(a+q9pH8ZlC~IAl4u?{Sc{
za)6cG(xR@%^&*F4@xJq<=BCwhTJ4t-T3~EMd}lm+YQ12a!a~Lc8~z^-YNLXUrWHeu
zM`;NPy&$7hFSsbhL5%j8@{B7|zXOHQPsh=;oX^HlKiW`S4fl7;b&vXnI1if6<%(A@
z|Bs-odW;HM;GH6su=v9mh)-$@1B#A@((!73ht>jmx_ZOX#%WNwo&_zT34BOj!Mkrl
zIb{M>k1mAt`BV9X%=-#$<5pmGGY#X>!JM@__z(9vz5mqpo?!c~Hs9@o87wZ)oj-lt
zi4U!`NuQDa5C_$M{@FpCtkL}fjh?Z1Ma`j^`Z&!rf3OVJn??2E>IWlPo*zM3?R-t}
z!(>|jx&8#Z5Q52&?-l&GbqB!&Kigu3Iu!zU1t6G0fR%wjJqv*kk6?-dc1r}xE(Feg
z5yni3<!KtCf&q?{A}ShCiBd#m1FBJ)!&$zehycyUWa3v95t?2cyD+6#e!b#Bsb0~b
z6ldk-C@NqcbkvXKGWv--nwIl<JL<1XQO|IlyZ#2B?$N*yC!^`|T=6{f{|L%D&Nme!
z5KqygRVTN(iWR8Y={Wsv03Ar+{|WdhJM^P$5(!PGX(*e-R@C2w;+TI<-W=IP^9z|Y
zAC*mbt$69vdja+SKpLi+Fq2LCxD);+D4WpFWRu=cWfM{alTG49`hDVmgKRRcsId-&
zorn!Aq)d~>cvRfbVLSpI^J6+X91P6aQxD6B1Ju|(Fh4UHq5sQ!U>pugydQJy|5*4h
zQPzQsD2`Y+f5oxe8&fVpWt%!gWz}iAn153}l|@Qda(E$-<n6D7OGECd%&V3VD$e0x
z{@^?$mitKjC(MHEo67~qmaT>GCW5L^S2N;Sq`i>0N@r4N)ijW{hm)bp8W8SvWeCgj
zm<$*+nxuR8CGMx&2?H+FP!&uHB#!>&;O?U-5MR3*ks>0A%``XITKWblS!6F{se&MQ
z!y!`oNncq0vK(nJ*@N_HIv>)O=7kumSV7)%81cB3rOIbkMi|_=FvQdWSaI|{5vo}d
zx92VpT(1YL%CLZ#^IagUVQmQZ-wvC4m4?k>0kCVtV`96~99FcpBS!-Yk@awnRnAXR
zcHMuVMI?CL2U)4I^K_LCFI8VWSC(&VQ%^B^OQ7x$A0oAnS<8i6mF4$TAEQmK(}q({
z-76KIwOQH_Gej-RXr``in@>8ot|xc7y@~ow^XpP-*_K?N4K}iMqmp#fT{b2bZd8pk
zUww>Idlt}`JXxPpOTUzInR~!~Ie^#`=@rMREM#19WX!~<;%JaGD5ZafMZ~GP8y{T!
zEWe@m2|oRWFMr%4o{yg3q}V>m3j#`w#>WM(=(*sZqF1PLKR&<W<Hg)z=7-{ikCS4N
z<yn|fRyki&jO-`V=Vlox&CQRIM}Dtjgw~M%uNDzHPQm|^0RD2E>MbH)8K*fG5hLT&
zxS(bI7#qrhf(b>W4Ah&WQKCP$V*)jI9QyHE6xN?P)^m&qw(l9A#)KBNi0nS7vI%-Z
zmJeF0vM!WDbS0+{51l>9YhPAXLTd++t>2MO&pH!F#X3l-TOPJGvxC6(3Yaqey{bgt
z7+8O!DJkGr8CJjcfq=eYu&YFxs(9p7;_3KIRb*=qK~``REL``Dn6`YI^Bg~A*WC}b
zhy;(a=9FbtYeSpmm2C1)<&TD!);-*JO_BHXIj+~tUAkHQX38y2591p&x6-wVBGR)D
z`*{D!GHv?r=IV<5mOvqw`PwJddP*1jbdxl(@lbGP8EsLk#!`63W9_mtmi*c4h5477
z;kuFacgc2yb<ssdBybtms>n_^c&!)`@IiNd(nEQr{6!Uc?mw4=#1~wzn5TTQhe~?9
zwXmY~^gQ4^$z3+5K{9vM?5uV{-C*hdg5bo$9g<|nH>{M_mFwcMZY<BG-dZnhcr;pi
z=2Fo^6~0>vkLkc|xOjnE5&TxR=<G9YZ`-R<l+;vSI3?5L!l2(|TOK(|P51B0X|-QU
zX#FT{PcPU4SREJ_Z1{gTsErCXn)d(NBJ$W0BBS@fmXvMKH@PpAswMIXcUME#H3Sxu
zK&W`FA@V%PF8z_Ow>LuXuWa514twY4<994js09L+r*qgQ%o^~T&+ar$pYO!cN?_e<
zDc_Cj2#ds3{E0k^`QXsAn1+s&d*jAG9j-S_!^BgcBI&Q9*36+80Cl<7Q20O;`q4pE
zPksES&|m*$o#$(U|9=({TEG9Zh@jT{N5?wO53q<(*(4Hb&9I<W3o4twY7t?w$=_fR
zp|S}Ts;^o^46;d|jusIro6yf>lip8d6H)||O?r#Szd<$`SJaR%GldMf2l|oz&muxw
zhStMhajbtDQ!c4RWY>C?RmZVn{<$Sp7RgJ=;UODI^4tT$C4r|Fk)}e$-{W9@p>`y;
zdI#b^YC2?(c`Z0La}vVK)Swm-7vkwuLdaY287Wlr8c4na$k3=agnM}sLhl5U0X0{V
z^a;<2`%?>H!1%M&A`(U%myCgXmT?f@U@Vb(J|H$dUclBam5AN5K9JR68wAgPMoPc3
zhvmLSNP}UcNuQA6khZlD#JE}sa*r6|Q7}!FFRxY@Jfb7S^eaj&BAG-eTA#RWi-u`;
z4#KLl<sl~g1B7)t0>ME#*wk+<Y~HJZU1jSK+v8ENVsJD$IxCy3yVjCb&M#*Xsih8z
z9wRGz^PR48x!%&y2LXzscZ(^872K*jc*9**xylHgkAqq_{rF<up|~9<_*zSa>z$G|
zv^%4gy~~n!qHi<(uyHA`TDw!Xf3?8bn^%?&U5@9Tz4B2k9~&n(&sxYmn%z~`Dm-3(
z?_#Lb()tni#AcFq&GXI4byjcG&0Ix4TsLuFgY3>VCC$PP>NZbaOKV?ulFjBuN*&r)
z<C@jGDV^=TUSqNJg*rebmk!<c;p|SQa+_STJqpCu&8hWYN?EP-Cr2TBO1*L#$U?@I
zQ@sB_RZeN1oTa+lvWUi`DHqp6>?z8Akyf6@Iba;6P81bcI`!ikNEHfP|M<7Q9)E8;
zKH!}bziwd$SQOp^MeKI*QSw`g1bYqNZ%1wDU^fn$G<AY8S3+q?K69`YPQdBojbU}A
zV5r~oQSL<k&Ba9MSfDn>!T#`U;^TlTN_q!dYL(=dYT|$kq<dz1;i}8O<XGc<O*#B;
zdp-V_%VOW$QO_Ri8_FGaOJ?vey4*$c<Sccuu4U+MpDlZRkye3T=V-|1O#Ln_o%(TE
zt|~=!ikd9`&r<e$-&D@N`Fea*jPNaedb-lp^-ErgugBM?P5q=q<>saO*W=TrFyy78
z?$iDt#!K-U27E){U*)C7l`F<qkhfS+Fa?V#Txc^zKQ8+q{nB9^b}Gi3a;LL<U>y2!
zEtWZ4X2Qm2dyrWCpQ5Y*jab$2+5U`Uw=<>;(bwarn5t|7nv>;S8mfv!4-z!?Pl?Bs
zN5u5Z5|w4yK*2#~PMjxQ7GlF~AtlBOww0a$fv)Rd%GjC8gZc9*D-6g-+?u=~x6>nG
z!4!XppP+zUi}wjjh7V94sL>rVVqHYXS?$Ef(=#E%IUmd!e1innuSA5}H;C<q@j}Sb
zx5~8PGeMnxOvv(d6sp7&6Zc%#2%Dm2lDZEb!cNoO#N_=T@bB{!R*7K{W<7{>G?_1S
z@i@jF?k6cT^?ul1CVO>og1O92<F2bT(M^4B+E`xI(NW>+ze#scu}}KFwmBDe=RSY4
z$q>!8`inSH@{nX6c0*c!vxZt$s-(J7N;@fI&n_;ZR!v#by#%R+Yz)`z_%_-4{H=6h
zvuqO0Wd%9&Qcbx;|5%O5oSY4zzt-_j`)~Ae*6w;mBZ!5JD;jt&Hkfg6vR#`0u??>s
zPVfOf;r!Z~B7b<*P5#KMF8uPAW{Pc|)nUryP59*UJ#HybxZeQu=XU(^-|puQGd~nP
zbeI%5>dL~5vda0IAh(}Pr3=eQDOOQ#UirV}oqxXJm5x&sYGOv8K3|Sg{qoLN#%a#-
zj*)R{T(GfzjE!VL!2}f(N=VTe6F_*~*BoB=lb3fiaVi`C4rF=Nkt%EYWno?U%f#aX
zJ%BrQp{m4AFNhp`pA_AkLIy^>hm^-!h~IY$0>UMj(r1LKM6WPd7dH;V$J@ia8{Wip
zj4zz1Wv?ne--NUby`w6!v76v=M}kF_(&+b8%-9I{NkZaBZg`y*+JqB(<<o{7ZYEjh
z*~A}Naai{tNv_E2FqiW>T~rqlaYAmP=*-ujuhX@jUO{?h9?MTkQ)-X&zo&M2IRgrg
zIi`Ia)kC__)J&2Rt3rX(yte4wqtf)Ve%fWPHt=Wc*Yhv(HrEXw|GR8k+(+Gt79Y5?
zM>fk&)%H~k;oj=5bxM%ClpL-wiM%e6^Gms&ZP)YKpl#BlrM>vP$<4td{HAPnGe7Q%
zSE_d2kP*_oh1U}c?Yba4`l5`q)}@NaW}o)lo`8<h`Y3bhY3q9)E!LV#;e}3d>yMA;
zmXE3=Ti_AMy&0ERs@nXFto4DK@^Us#vRVV@O4Aor&S|w@YR3GdOjmlrHjUMRalwZF
zhlBcm%R4=K_v<;Nug{1s&fZR}-hg*p=nso3*M-gblE8b51=z)u<F~CU2^|+qfkiu4
zfm8Ml<cIL4`(3`y)RuaG#poC~F#asR`Q|c3Vj~l<=(7&v(ZS4HUHLbW@AUrkyQWaQ
z-Yve<q3W>U;z$1Q+SmNFcZ>zoZ(9T{=AZa~THYC7ZlC@J^he=p*+74N;^x`>ZSQ$3
z9x7K#WBwmOStWc;@c(alht}{nEC4vHm`pTk0l=9#&6i^Zp#INh{xtmmeZwo2O(J2-
zJLa)pUEX1`$=|TNLuC^xRJkDr(tF^BSA%TAG!d6~sBA(%lTCU*l}-9|y2+KvCVl+B
zK{gpz)K~|?PQ)~7q^M*eFdmgObQq67$NY?oe7RYb<wJgtX<xes-sgKZyt4nm{JE_d
z82(F+aULTU46K{K;@IttSv2VKj&w+6)vkb;e~?UNp_xPutCo}Gep7{uAKI$SD>oD>
zTFGEuWGIO(#}R*@agc4{Bsf-oAWXk~NmZzGRpMzsLNL9ui4;`V2B~}q85$Q)xbwCU
zdR0yOYfh5%@k5CF>x#mFVp~)Ncg`k`i)O>UyuBdaHHb*n<iw^jz}A_qh~3RF$nx}u
zV4sbo^u2gkwpvN1+B6}h4>yOjRY?%jVvZm;ZAls^W~lPzi4X?+&xDweXjrj!3L$s5
z5w}5mVOqo(ShXuZ#I!Mku(8D;cw#Zw)UgdLl+`5-X86I>=38J}i(5j`iae<`5?JN@
zBxU!<ZFnuE4tO3YE1zMbtCZSCeX6n<uN?M7^54=`F=Eq6sny*{Tv+LGd<q=VChvJE
zSsu8+Ik)JeE>|=}%5baAU2NP!{ce0IX%9Dq>%Fn9Y-53sy3mWY6ANs7&lP;rfZK6v
zpT?v{&dZ&CElUWRBERlfYwOj;U=}j2F6K6B=GZ|Da!hXvG5B#gLBA`=5dOoKS3^7=
zRIx*UZpVsY^c+$t-tkH`erol3eC&{t{6WElKfHZBJ|G`Bpf>mi)ki<{uxkkuo1~y0
z9lx~K*iXLCf5ED6cVbn>_w!g26IP0^sXwJA)AHuJAUD@VuK1<h162S7nvIz0DED?&
zcD@JKsSv0VShE6rL(RbE!2d&ukfUZ`Rno8pg_XgN_G<n48bkOGhkXt4wlrT!^yhZ0
z9N%0JDD}02y*T>xq7)DI($R;0y(l$|zEAdzKaRc}`-YLxXIyNu{)r7@Pl1)gL>x8>
z6IrNdA(&%gk%bv$mCM3<$|}T&c)~J#-LVUe37%3a+oWuj&BWtmxy>k*b)E@CSCu1X
zRc%QFlas0v340)NcyH2KQHD6$b%uykFUV9hR+aGbgtd1ck^(^|A!f*2m^%L&>{@g}
zReY{DX>qTKs>lY7;BogIESlMkn5-(z3h|Q|d|fy8hkx}Ak$&oc$!YQ`(G4|w-==6z
zo>eQN`Ye-+wR-6a?`S3Ow!OAa<@tiI8?;udS>vc!a(sj~{!9bK&@!cT^H;Re+Pq2U
zkF+V7ER&Vc%3LEAS@E;Mw~CW)O4cC0+AAk*R{j+JH}eC!)4LvXH_E8_sTOB+D-WGc
zuDHFBHgMws#rPvtbY|9_bY3Zg!9r=TyL7ahrjm)4AL$pNYZ(1NQK#Tu{``qWim|pg
z<XvAh)jc27S_*bP1C_n3wLXQ@b*BPF`7Pgzknhb|^`UD6lSdz@#GMM+4y_`NY0nJp
z%<o+@TDsZ3R<e1%6t2dSi#n6cI>`Z}Z}8XbQgzzW$2=0=rO53s74Vq(Xou8qR$k7(
znT3=%Ad0&-sEaH%I8|fXX0$9%um0T9fja5R0)MG_T6ZpH)q1ted!Xz_us8QMq83-=
zR*Je&>~h(;+bNv;?XuFl?Ka%K!5&iZqAKdrJD<y~TMU-w-?`5<ttUxE`kmBRt)izy
zvJR<Zqa38tYtC?|D;<?orJl+@Od29}owQuz+Pp8fV9^U{m!_B8rg}72E_k<k)AD$3
z;lo6a%!a1&YNyIck4-+v?p`m<`Mb8!SXdX(bnKBKTeZ_gvUusuy{vd!Q^vJ}y7tr!
ztdsm&g4OTq<NV(q%W6w6wnJFRxY)*WB8&T`m4~M5_eoHSGXrE}$U^nUnJIOkaH6P4
z@!9?d8pbunIuy8g;6{N0*n@(jP*9-8E>I{b8d4bjA}q=sn%<V89YqI<P83}zx>59?
z=t<F=!iS<SMSqI_eG!&cf>CwJk9T|=1pdzJz|&_qT<&jAY>LLgm<vroH)$=IHn9Vl
zm~KW!?9>s<uqC9}*<0{<X&_t}SAZ01;tf~&R3s(&J$!a;6S$Th3vV*RNTIdG;pQC`
zDb_g}(g)@vgNn#Vqk$tyc=y-D!onODtzQeT*Cvn#zb_${@nwlu|5LC@T^VK<TM97_
zDq2_*;`RPKu|KJTklOEILjDj%p9!cLnUDzwPm}1-HxQYmA=VZu=sVj4&KBEFikZcc
zf+pFD%&I2D`AI*;sl^0@wuea5CfHL<U~HRI{q^?Eo)Pm|4d8H6UdSGC7vuiUjt%~=
zsi}UGKMg1L{Kx_jsMR2l9UxGBM4+aG_)=XhNaGNwvgTG>QR7Eg7{Jt6+!lerSpWjn
zPXr!*L!fa1f$RpMS9dAJ*#H97Pz16e1k=`#B_WI*U;pO59eSOE0gjX+oD8T)DZ<47
zWN(Pd22`OGQO$trlp<;vP?J&wvOz>`1CS*m>KcIT5mC<oH%bxi1|Zu+AnQaR`$SO7
z)!+Mzum-mOJAKaf6dfr#Q*@=k&-!>#^rG;l=tI$u0@t<w_eEG*3E!NSeP#(|Ukm~N
zPt&k}d@;n|MBGQ;fVt>XJf`cv2-|_O<0vY*@6d3Wf283XH}Na5`h4t*uwFFoi!Z{8
zo}Z*X`#+?pGwZKA=Kt9jVNqumOg`QBvoFGSrLRT!;)}2XG5j}v5ti!A`Y*y#o%zcz
z!v25JnT=0}{b-FMBWBE<F@Fpr(?ub`;+P*9JTi0^kCXwKvVE>FGGlff%a6>Nc8<@k
zM<Ig@ALG&C{qZ^mycQk%AEbB<yC=(+`~PT%)L&0Y4#oWJ-st~ZyB3D0Gh&9ow*OB!
zRxD#i4*Esd#0$!Uqvk3bzHX!pY|1MwI&M(fM)VgIt41l?hh&LOT<VD10^-DGUD}E}
z&0WMnRoV;dS4IlQV%jMAl*fXO6cox?loTthswS?hk&na-=qJ3{m?<nNxKAt^TSDwM
z*h6Tz##59f?-6>(4JOxXOc(6>{w4%ISuZAa$|t5)&LA_RO@+k^gGuU#S!9T-Aar!A
zDx9viOAKqaOz<nABBsT!ktVwy36s@n!icC>WOMPVLidm{g6oGd!hX;DLTvsQVxhY_
zviSNulGVQ;S(>dDD^;j2wCb`S76(-)F^62>Md&;-d*%kR44#qQzbz9gOF`oHdo|#~
z4rj6dyW?WHc2{6unvU+3j1js&awTz75=qmpO$doPE7Uo=fRq~DMo?EDNIJaTAX;l%
z3m-S1Bulo}5UMoT1XJ=Bh5*MTGPA3n&>%dVtSz%uC_iTf98QcOerb6~`tQEvp~hdZ
z>g+>oXL*wJTBn7%Q(ut!=@!B)%MwC|v5kebw&x(JyEo}%_mYG^_alw&I+8)_-ooPL
z&qYV8sSxd^6s*S|BfgWbkg3u4Aw23n;o^qE(W{5ah{_jW<|aF0y010ye=v&F&+|KZ
z@v<jt{GVf7`jKCRRj8*1ROA{dCu&1edr6iTefYy8H|y>Pn#!}UiJW)HI^E1&4)Vfd
z9`Nq!9lF-0?WHGc4)J4O9nc<%&7&?FYYhd4PLrKowMLgV_n9Plyn_NAFKUZ@7%fe2
z^;{cmZNi@{ZOuQ~F;_RVwu4MNXpnAs#~Iw2&RMeKTZ?O_H(91BFYc6AG@GZ$ce$+u
zab>w4(*k*E(h=#Ayov%2UIGU{AKA>Kx4DZ`&T3~raFp(L9+a5RYl-a0+OAS;Ut5oa
z`qwo1rbTnr4<t#`t##abRUdAddmh<byF%Qqn8DJD4{CX#p#wb*@f~Da$GS+3H!sa;
zu3u`83|bWab;q7rZ#xNPA>+0a{5K|#aB_sRRFskW<qk@5g7Z%gKpPa?@&@Waulep*
z!r?XO=r#IR!x{Yg*Tc~`{e(fE;ZvTR*Tb>6e}%GYF=|s#@Xk*xVS#H8i0gF}dfq$^
zHuJ*yEmNGK_1coKp#OPrXszFR3a^s3^0gKw(UO{gQ;+<Rx}guh@%B_j;$@7YbNiZG
z^fbJKFaNTD-Y5@8&Mt*wzUTRNokzla#TNcRrWrqN;VAtDc+J~8tbiskW<oC(uc#lF
ziGJ8lH~kfS){4bLrSk&w{}syq^lNi%#pF-b&+d<12EkMpRA&&VdNFkjyOXiGwmD5h
zU^io34d>UW&LObdA#h%eU~_6z>ku{u*inl3-Z^x6nit_{0M3gMU(SiE(YWt<^&1W!
ztOI;zd{$He@wqH0@HzBl$1Y0!SnjXB`puB8-wi|aVA;O=)o*w$I(m)%6>tW>{xxtk
zt^tKipW#!UoY%myxPOJRj`Gd9nc}-%`9>v<Na(zX))z_~k#=ga3B@sg{rn3h4$i0a
z5{FVDllrN|(a*8I_R2Sd#KCkXarD<4B#z!sB@R*qlQ{YV&OcD%7@xDS4uhSB4Ird!
z;9xwPN3cOgqx5-Mehj0-j*rfs0@KjpAjEs%;6s=D9vH?B$sD^L!*~yL*lC#`!+5X1
z>{y2}qRamniDyhBSEy_^B&e(!-4^q=IHj`KbeA0ZXibvq&k-&jN>!QL9}}GSm4~^{
zwv$*>7vkTeJG}EcAvo5ZDol?LP!(#ql6cn2fRDRM31&yKLH+7D85-hExJ)gCO4+1;
z%ubR%rwXZGy_C>@v5BhS22<j=+#l{a_k?)Plk6IrK#H~xg{?c65WBdAkTv2a1h-s3
zO21eQ%e-7jgKpJHpZzY7ma2uAxuXPbzdNblyo$=~MPXs^#BC6h<O?eTW<$cPV`N?n
ze^~u^CWQ500m0Muz$WiN*ixq&q=eQWwjW|(#cWe@wEb?fuKv258vi-(>~XKd{_w9Z
zgW9Y8v-Znec68NMwtuQVnsAyID+DVB=mzT!()Z@Hto4!$iP_9wyLm`+-K{C7NOO}4
z>HMYjGb^bT)t0JD^e-Tt9kqpvAC@57Ic=%bEJMXL88k<>)oQIS)cf~Dvths$n7xBb
zxRW7$4DY}S{cA1D<sP124o&t%di5`ig^a6zjCCN}K$h_b^$+C(jYqroA9lIWxF7wh
zd#8zYdH=R|`86-A^ZQEN<PX|u_$94WicM$h!6d&%^dC*+soPSZ;GtLO&+Ygnc{RDi
z%nyYJP9zqU(F*;UW0mtYb;o}4r^jX&FfNMR5b?e04r<Z}rtUDchN&-Tar(Qy>Yk2M
z@Ta02PyT!{PW3xuzA{d8cE%VPr^dx9>&Mto78KY>%$&v=jYjGFIEKG;OniPBk9kov
zf96=vF(S^sXM7qHR`kVg>kFuChS-s1uiL9iJb6ZR#S)0ezIMd4YDZOxn5qyt=Oigg
z1<$~~gJ73iX^8JI3j$0=!Ia-+suHd1K<v}n5FU6A<~=J%Ozi<qEb5{v9(bL!@T{RK
zvaF-vacw(9=I;z27v$^#`#I)}ANpdq$@>>@jbBXDhMD<F=412mhvp^f?oGNZf3@F_
z^NCN;%`C>r%^$k_AA8>c7Ddvnjbs%?MKNFi#DEbMRHkS8RL_iJ)>RB(&N;4WjR>fK
zIZIFx1#`m4^h_hDm{2ieTyqYX)`<Rf+9@t7<GQ=9-}U=%J<mI*QrC2MRh`t;)qL$-
z2~vw%$Hk23EBwfJR}6<*EY(@@NnkyFq~T#i6EXeHFi}@88LXEVH54k6A%<;pFvN`A
z!>64X!av@;RvNT&q9SSGb!mz31@6?H1&Xxax~Y0^J0|@elv`Og<ATci#S)R<dy?za
zVF|DE@)sWlwNkzOy&%-yaa}RJZzOlYtd(K*y$j-<Mk98aC#+PY*7XwOS_|G=AI|2I
z*31ysoT1y}`zL$%z7!~i`BmlC^eE3owTM>C8Ci&X{<5c7`DvJ<@!_3Hr}McLHLCq4
zhRv*yHTr%kuLgWFgZ_GgU9~LOrm>W1!G`~bliH+Uqh){U*PwOEP(dIE8h4@iX1@ll
zEBiAj{olCNeYq(&Vg8{vuy%+FI!`DHg_Udhjk}|uDI9_MBU(b4I0HR%Gk9TX$yeRm
zOpZG*OoXI34}RT|_p0rWGQie41@kdLSSw5Z*$lkfW^nk-E+|woh4+p2g?V#s^853a
z=O^d(z%mS^M4_Af<FmUk4kOZEBgLSqyYQobWLsu;{@SJkA9HD)^43#X{CiL~cybc_
z|M%t(y~AHwl8e)d$;7|y@1Sk`|NiC=l}&15^m|a*^ts;y6{jrOMB}pGgUTk%&yK7&
ze~hvT%j7qIsBDtkFv=!5PGyr^j&J@LWs{u$FUTg-iW(b0IEauxGn(E1k(2KN>$3VZ
zn&tbzxDy4IVL%RqevO>kz;bjX;(uZ=<^N#iSm(d&&7U<DwfXDaRa@73Ks_OK$>H?%
zB(d-w;bP1xZJv@v1h)`9%$sFN;-23p0d3#Fn`iXRpBiU`X`v$Zgq$SJ)Pn@`umocB
z${uuEI+G!DDiH4Sc?ga1B7J-9C&xB7Bz5W?68fqwsVAfaaot7Wp0EVsH9XOsDM$)W
zNP;a--jkw>D?-MUSeRPJo|Jg~0;0~vl0d~9`WDbKIFLRSVz=4}+{#*{_9(5^@_D>4
zFrqB|c5?|>HmN5eJBtv{7j`gtXD(P#e-f-*w-CaD6JToSM%dVogGJ#ZN!>Nx5IA%t
zZ0#N)*k@KC)uR4qi?JW%5&4c=-H&-bOi`^a^@wyy&>dX8ofr6Os-7_=rGqz8#70H#
zaZ@k8;U(8tgS2uj$L$Rkb2m2=*YYEEs(u@EdHnN>XYM+1=i}ma?;=GpdGKtm>%9QQ
z*3{-w$aec(=9Z5+>)-lwTicBm-|ub4WaEFSM`Sv?KGTXLV<sjQN7M!>WB6enk@rvd
z2@T5fv90p(dk$6S4@5TM!wX+lZD{KT<7Qq&9t9nTmV+_8AI7r>KD@&I>}eK<+^!u-
zo*-PC_(@<lCnv?oY2wGrW(Q>F$H*`7b|DxaNB)aIB>{nsCFWfE|J5Tx=P3$Y#OL!=
z_K4&#PqRECCg!PWLCeN5c9b0jb`o|7QU)5$dUA&G?12f??0Fc+V}GzmWK~OTk^a-k
zlIuma4v$+C$*DW>zWRpbx=~B(5Hk(J7uXVi|6au9VrNK-rQcO4{VN1cbB9SPmDZuz
z6IfL<n%IPGf!JmJ=_fL;K+>hl+Co7BX}o!!);@9v^@yy7@V=Rl`LYt50Y9Bbq=s(H
zqd8oI41*!`)e+I=_HO>r{*}_*F{hQ!VJp|mYqd0E*f8$p?;1Y;6+fwY&t>A{sK#Kn
zdzb!Nl}QP&Eq(*5wfPk1YBiMhw^__R`1O+HI^5P!$bG07R`hwomJN|g%QFe$`!+9C
z`TBKH>>avCifRqq$=@6l$26l2)9S3%m-h7&x7^B5yp5kFsxG(UI(i=ES6>g6EGxa-
zxqYRl;{6OF#@1`$y>(zQy=6Rbl@68WZciPgI7R|E-QWzd=<!imcmJpIY~T{;zZTea
z%D#*lEM;0G;XmMXG%1p3*`N9{DEmgSRmMnNXk7MXV44M*SB|0rg?qNV$}FCp(mJ?6
zJnQp**~@Z@v&%HO=As5)uERo@H?b<LUa=ZFHjW2}hST{CR(+t6JN=Yi$Wd_KfYyT<
zg#PBlSN>zK9M7BS57Fyy@M|P*)mFOzIq&4EJu>ww63IU)J|5%Q1H{x=%%{{I%m<A=
z$nxQjJ`#&(r~KP)sj&V9N~~`R>?(5-p*1Gb`;x5{>{0~d#@{MJ@$oQ%JyiIoYbZ>;
zZ%~H*2Lgu#qCA3K;8%PEI9!>OK+(_6)sDvh@tTP2LkrJ`q9R2lmQUkVSUfwW`PC@0
zKAV@lET=fT&abX<sPXw42PWRt)Y-*8YlmD{P1k<NYaA%oRbLJ;Q`2=BS!*09*OgTQ
z%5{+nSE%j(8P~;p_0i%H@-81nu8Vm&ab3A?12eO~%5_bv60Ae9Q`vyUjzl$prLmJS
zutAOS?Da8?f!W+hvF_&q+hoVFvg~UXSRPV5hn(8TUMDNgI@H8No4?P+O+Ct~p>>R_
zt<A4JskU~kuC?1RnjGHHg-B2K3l|4Jpw@On!L4x`+_x)BX5XXRsJEC1Zzj8t+%7wX
z!;QC7Yx_BA=DP$wM5PFp?drgk1A|GYA)^R)@f3uHw1yd@yF&0`I|!K>FC^1%0okr|
zA+9Gf;a;b*5Z|~c+5Pq{vF~#S;t$OwR(Y#IMtEbG>fBMV%0Em9;O1zpJM<MCHoSs3
zx3<)(j)AS+>XG?n`$F2pdF1rF51?=DDD-*oKRZJF7^~USn|0GaUq>)<_Y{Rk+E%H;
zjVRsz?yGsS#Y5F&(gNw=z#d|QY60Ao{bzVXoxBG9mPAf5wy$Wrc!#*==meeW!DXHG
z#d6}A+6%aI14Z52enZ5h?MJvS26x5QF*~HGHz)5hyBWY)MZVy+TpliFKFs>g%zvrX
zJd<^bX%)rEI2BE*D9B@Joq`lUVjY3&omTv~wWs-&+DLx4!HiF_w&fR9iBzqtatFp#
z`xUtY_&*PVQ5Sx}c=o_Ad@Dbi$exFBu<=(B+iSZ&&u2F$Cz0<o@#AH)V;FZt4u|+w
zk&pVv|F2dvou??$5TDP}k5==S^EAt9HZf04i#j%rv7_uLu#<jLt9hlTwn(3oWXWb<
zt;2(J#E=QZ`>ZR;6*@)h5N!eB>qO$;YBq6+dkjerd%~98zr&>4YM4~{u-2i;1&C{5
zM{Hu<Ahts~Osdfil1on37MgT|G|p|SwU3}Xh+gu7@O^Z1s3r^94EX7+=32Uusa3d!
z3x^m&Pwf@0`qbbLCVEMCMi)>%DIjpY3=5^{=NBq-KQQM#D_@bCEw&IJg}d?}?myCB
zOPQQ-JHQ?+4>nSqJzh*onGq)@=q$nNbg-e2qM;Z%ZgE0<%nYSv>G5J_a9Nd|TVuuk
zmMx^nwhg%xcD)ow?b{iqX>|Hh2RbTUhe#?rU$v-wwU6tN{~Eu_qK0IC{o>B|Bkw8>
zg?foA>+s(34@T)Ny`FOJ<DJBiJG;5nwSu{ukw+D&d8%={ZpMm^i(IpM;is~m@rB{P
z8rYS}_VX;3GA*3&KX5{u6i&44huF{bf3m)(LF3gaYES|3mjb(7lXi41-tBcf%z0n~
zaW_Ul`&yl#kV{Q|UGpK}bI1#3$LOF;nN#$i&EV;!(R`(9%jI~UHBVt#R|kI8wiBw&
zwbSIh<8%AVbgI2I|7d+*jAsw9G+`*eXW0RM(nD{S56|?6v*JUC<E!Cv;9q6ThPAZ^
zu=KZ5cC|SP*IE<ljmy^1-xaQCx*&d(J?%>W3-MR&Y8=KWkI+Q=kJ{Dr|FgcoLF2fv
zqvl^4!?ZH%*st2xwLZ76(S}AvAiI5y{8>$C9xX%u{Dpl@`7<6P^JhwB`}#BfEVmg<
z+fY&^!^od8kMU>ucq4z7>!N-AH~F(^<%4xFb}|lTMzO<L`mfsAPR3&?`6RG5v0WCj
z+u6)c$Fjd<XS2pw2b-|B{|VnWWpUTiI<6?L&9Bj_tupIt?ba6~hZmM6($N*d#riks
zO8<1htpN2To(LduS0|8w1`pwlV>-!gKT|mD_LN%O!$>pwNtO@sg$2vv66oT(kRgLp
z>CTqxAaqb?m@%da1g|^>A>^Wv9DP%3yOw^+{o!P|_uEs5Z+V{VPF0iqM}LL*Dg{VU
zzrB#L?j%gj9VA$l{Z$CCuS}m~mlp;u`W52*Do~62I>c{!P3Ajm=ogH9AZ)rC(saL(
zGsS#BKM#aH(;j8rzaL|HdwsVR{Ka)c&&MfhcPJ=T^jNM-US5!g-qpm3&tIteI1du*
z<?g^u-X72Y{$P>*W<EzTf8+U_%l*v>@3z~Erze-=HkZv*Y`dR}e!=!2SKsrcVn@|M
z($uEscV>qF##!zbxy?=biJ6s`X5F2iO4-2`$vFphJ+ewOo25*vG}sbO-A_~+<iRu#
z{lWQ+aa?dNt2V~;7q+)C9~Y$mot-Mnjwr<c=Hbk*FxT^jgaZ7&j<g}V8)e{87Z`O;
zcD*Z;ju5aOTTw2+vIRY|)B=`=6s+dVB{mK5p~5GD-He=6fdAX6vhUzQpX}+L^G=m?
z_Q_%kcdDebPma@d`E2&dc61K2kJ-_tW}j(M#>OX(Q4~Qa%Gl_~F^g#o%(niR`Z%Up
zJUhkuD6&2YY-E@aG3@_7IYv&f15F7Mx>M!y+1et#+L9$v-Lww(1{1@x>%?MkD^lm+
zP_4s~SrDEykrX)7kMu9t9%l8jgez4pYaJS$h1kJfFn#+%nEw(;uBaPu;?6^Dp@0sg
z(O9}u<>L2(_t_Q@QKcEYIiz7H@uRHf@3vEAE!|-M?OfxQUWU*^X`;Es3;w{(>(cF!
zbCeI;T5)~MA4$_|`Y3aEx94m9W{{d5wiO>P>dC+NFRj0xK@!pmZ32sX6%}Wy_m%do
z`ylQ*;00E$Lkxu)tQAA9<x1E(Z<x}ekCXT=K2VisW~B1qtfKn8FKTgVF~N$|OO}Rd
z?L+jXD%MfD^qQ;6=l5Dv7WU-)@1^sx)+MA|k^2*T3UuKrxK;8lzPh1UtjZw0g>D2_
zvC1tm#A7bEs?8tV^~hkwfv7^<&d$}vBJHzQY5iQT+kc`x$s%SB8-1ol4F1O#B8KM4
z;)T*I(L&=66!NQJl%nQ{QxB)T{MAWH%NWIs3yuHfr_S`4A7VA%Ee^Bi42Ia!Eume;
zC@7G2f?u;V1nLD^z|5q6P^$ABdM0L&;a#1t*#Cqa&)vQdEG@8!k2@Qs+At6eAu~9p
zLc87!CcEw9AJp52@$3O2D;P+X=@m#Jf}4NI0iG0*Epkl2pqsyb%%!68j{rAV6>x>6
zzm>Ai%}HebpVj;w-_XZl%>wP5uRe{Y<^QX!=I-`tVzinme`Z!Qss;$;&q!tdOsQ-&
zf5x9#U8IaZW1R74`FJCL#<-eV&3~6an^rZDPoa8%Kz_w2vv4u}HLDrb5f+%$>qIlK
zt<M9t$(Bp7vi}0BIeN1;zq-EK>eec)-Maqd@W6&dTGv*%=sKD{r!FCsJq0j#z*`b`
zA`b}=wD5X$V`BSG5)PYRrB-tcX*TLGd^j^uusAmqbe-3bA;W=i>75|d*B54ts|vy6
zTfo$(yM^SS?V8D>_G@O8odEY16o7dDDP;GO86<zDwGiLw0x7CJ0U44KraTQ0tW-^f
ziHAyQy7Dj8<&*t2gN|)gSH0v4TizEX^Gn;pitEu37H0uzZ#t4QN^{Vs<rDgNI5E!m
zgOsZ8XEj&X^({Y2p?umvsxUT5>>64|b;vwJ)jjQ{bg;Nu;di*6)a^|rX?m!JFMV(r
z=UwlrXmgqq*R+4810PA*sgI@p!`P*KJ+FpRN>ByyU~`@;)yRT-czTK|YF0I6fg2CG
z`)2l1vz;B4Hxj#xjo0Mk9!Cx~#H=}*Si|`VT^u-v&u6tZp-9PBihvGVbj?RE7gxh2
z#jMc1Vw<kDxJF!2@yzs9dYemwbV&tYiih4_;EDzSx8A0Jcdooyu7jUTiIT-Mo5kNi
z+1Qd5sJSd<T7km$|5SmZb+VKvCP|Re{4W$KR!+;xQ2eJq-|g~dEkDNX48LM%e#qU-
z9P%$+!Y@#Vt5&^o<_AnY3$0fNK)om(4EXTHyZ5jzUV^mW7r^p28BnKgHF`B!fqx#{
z0DOm)#tcaDeL=cj9?1$}W3nahbu0wDH`jztMS@xWU!|<`a#E1~@AKUs-;$zB);?}m
z#D<-5SmHaHC<Aea%F>^eIn%tK<n!I?=~N-X&v$>uOF#d7cXnQipYIl4QDukn(yY&S
z8+oa$;2aN+kSYCq_dn&OrWGE>SCF^ZQ81;4DM6@^FeM1-=K=GWe<r)~gZ0>PERG$`
z0(*7tbDs?>|0c?2o(Z4L-{r}sJUR69-Ae~*i*#Q^mh>;KwVyg(5QFLx?_G{0SLu@4
ze3rin&PjH}ZO(Wh?ujj3<In`Qw7LqDxMeWOY_aCxlf4?}Y8{AIk$mLV%Q>)<p9XVo
z42C@?iU|>0Z)*+~uLJ2brm9_iE2$sXTmfgjc$oYABAK!~jF3V3Ns)}M!qgWRG|>)=
z)GHk)2pOdc2=0zk)qA4-g^dl%k(wLo!1h%-$b3*70y8Wi#&#}*rdKEJs`nNAe!q})
zuYSxUfbaMD?pnHj?=rZCv&tGmx(AB6e&5CKzi21j>UK$)VZEE{`BE!Q3rXi*xHRPR
zDiWk7cj}4{0tfT&=6UHaJ&a8_Q@Jo$)T?c{l^!desXmOm8*PwWiw-mtc=wAK(#s|x
zp|^w5e0Lr3ZGR_~U4djJbX;I)xW!emv}z`|-z`|xb<%O^+@<B>rqwqU&%5Rk6{r0;
zzjbl^ifgSUGs`x+cJ@{)u3c9tN_AYU6L(bQr1>7=s#j|9!4?ni`EBoU*M^K%q{MFI
zc7&Y}3m4g))eAq>qXx8!{%T-XDl0hiSjx15ga7fT3XV}~WGOlHm`@ZNnl8hn2#vc?
ze6xp$*3I$^WorYO$iK0!!ewMDnE8GmtT;Fk+ANZwAb*ixb$T?Y8@R#@|7uXO+-dsH
zW-z5k3%<g@(Q@2&ds&F;a-EM`*g&=3><XBT$$Ah1)pVEmyRC0wz3c%NPy8KptGC1K
z^z$sA6q$OJe|Vu8OEbzpf43T9S7fmCw^G)*IVnK@X%7*u5k;T^f?%5^F~b{;a|9|N
z2-JlU&PM!4)>YttXB&d9G%fGp$nucVyc|75G(XET#Ol*L4~ieOt^$=7MD}$R$e**`
zTcG@zd5F}`v>qMASfBA{jDPeHeafHZe5x?1*94d`{w)8`i2$?D`Lmqgz|8FL@@LZu
z6Y?okY?yL`6xTFl_Yk2{g8}&&0t2hh@|brB%P`LBVVZ^PZL&P3II%RNcn&$W!OC-_
zZ04F!p#BNpH>E_;brn&IwfTva+Uj6ct=*cD<gm{+A_cY;E<C{<6sd=3;S;#G$%f31
zd`bd54e+{lA7cCHoN(ymU2X0r>q)agWrbXqVu<xkB}`6tCY>6eCfs2s2vtfjBd|UM
zx9<;A`!o@fJND3A?AJq`E*^!@N^3~&^kYO<w*+yp_Jw$*3$d!Y4>A&a!IU#;f|cf=
zFmdDu&0dEmYW3D|bwfvMb)T+_2<bJ4c;;RSL7CMd#(p#$cOc}9dJpJtc?rGGXT4zX
z(|L$0=z7lIV0b%mmtw`c5z2LkABfSr>#6SKn=ICyG*oIB*qe{Opyr!6td?#DJW9+L
z8=!E0lqw~7^x>)s8Qkj19d*+Or180{jN&AlL%NOm7K&TeKi6e!-Xor?xP)7I(p|Um
z%pGyXaVY_ES@FY1-<0}1e{YCfCvmISzEGrC+~m&J*d*>vxvZEPZ1A2C9wv6{m78mv
zP<^L`_x`L=`BN!L_@d*t1a@_@Vl<znOe;p%E>3K;u8^_V7`Z<#;s50E8BNQI5v8(H
z#JIn)zEk#e_BgFCKUy=^lf6MSuPjBm?DcYrv(q=ZfV2Yd+>=25V~KoN@<AwGgYsm`
z?Wen+fUwjxVBY2+pEAmh-)|YFj0z*l?X7l0?!DvqrcZ}pJr=-g#}~>9E90jZoSYRu
zTdWV1cvA_M<ShxqJF{$)l%0J}ic5uw^m?-$$@n(o{n#C>OR!t4jj*8<VQa+aZ(CrO
zA?%FEM=63SD#d6V;ba6;OiIx-0$o|9*@=JU#Yr4Cc&;cz@Z4;%`zZZlLur~PduJ%c
z|1E*_SfJ^WEdDvAWmz5@8h55}rEsGt|9Rcd)9n1ex?r<{5JeS%$Xd08=w7`@G*u8N
zkCK&u=+q-ZM6X@~q2*LtC08iSXq<Xrusl1D5(?0?2_7Xp36Eer3fsVA5$b&55#P$A
zOe+ek1K5CJ!WlKs?0IZpA;tX9SDLWnXweq|>$8CM*nrHQ&&ofctOHC4emwVY39K1Y
z!oGsmG15UOvZb-Mu(la_@VFhkPJJOPT~=6Y-@FZ(@u4$O{r*&#X&XZ<w@xQz7hTZi
zUni0F?VVtfj}JV05)9Lib`b)HUxfr^0SG!)8zwKh4&fGaVPlnYFzfb0ZT{|uh|MxP
zST(wg&}`gb;<vr2+N0xYtwqNSLDlFjgiecr$hc}G@3q=$i>kW?&%|Xyf#x@~xk_$k
zC;x+lcdaaK;h(;aSXtMzkF!GcDnTm0q>9)j#!q!Hy1uGM?=I4TpofZ9gQiPeTZKr|
z?fdhk+n(p@mR>1ZpNSDy-@KyZ&nGK8bgH4x+;P${(ncZPyLpH!x?!7mxT!gJKQTiU
zb<|90-zJW`JIsk6r${n{w6>BW^kcZ|{R&Cbm)Y=k(iCsAGPA^8VXe8~1NBAqh8MbY
zMHlZ*6I~Q<r#py;i>(w7wJE?kUO39Fy;s%ST4R@Wmwzf@Uin)_zp)OxLRp|MU@6lA
z9ox=6S#4<Aq%i-SbJDt59*-Q#P(qZ!d`ev?%2LQeoKl?BSvxU&eypi9yBw1OzB2Dz
zv=#rGZ8RSf))H(AwTFC@hx7BQwpPW>Y{K`s*%(@Pu>$ReGSFvDcX|e&1XvS%6pm~N
zhnMYEeNsRZ{FAf8q1n<lm=6~_bbw`ED`5SqkLkKzmB9aC)|!{kk2RHMSCf;#uRQVN
zZDYq`7a<t0M&61*fr>z(|5pURJ*|(R0!aoF_>MG<z;0z-i!$JI55-?q0C1S$xo0T=
zG;UJ(f8PDHuB;4D`h@~O^H2%-<O>rtEem~0sWtyUJ1BhKuBkNZn6D}XmE{ko2OEX-
zI4Y=@)T)J#QPd}je|%JOF5sg8$44=r@jZMLqi#=+IYGSzpYc7pjZ>*dknhO~0JgdF
zRxjjxa+*GZ`MZ42w1U9+01h%citK|8I}Qg5Qnc)mejYH7!BiQ`&t4A)ZBFg6x;awT
zK_(Q2zr!z0DGimij^TmYBAsiKCFMD-eb6mI?3+ov7x@sg?bWsU%<~J*BW@5kZkP~v
zZ5AZAc8AU9dP2agAP6{rL38lgT8*>wEy0>Tf=MlZ6BZRM16w+$z}~R;LPYrQnu8@?
zL;B|V!u0laH2D`yB<E8tAhlgBQe<*|Vd`C8bD+xyNO=80=+Le*8Ty-@dUEsv^`fvo
z#H-Xy5};DTa>pnLeHK944SXs1?a0i!FF)w9O4b_Ff2u?j*Y!v%pistWrSfJzI%!c&
zo=@na>UO`qIPq*3QC+SW7d*zC7uPp582ZL=wa=Xst!wO0c+z;bcxtLAm%ezGF0=ho
zardSauH%3d#g5lcr6~)#?tJIx!db3p!ELN_NqncY&bm84mGJ*u1OJ~1!LCOZ^;xef
zn-=xipN!(P%M$g-2Wk38y;)H@ITt@_zyyAI4If@t?-jr2$^d>&Z}b+J!SK;anYK48
z55FqvV;loNuQf`gF9KLqm_@AIzp%&It;tEW7N7X>a#>^FDq8V&v0H{35__qV+01wW
z2-&&MPT(sxF?I)XzAr?gu{-h`DRSOI7{`F^e~f+lOY`vt75g;z8(&7u@y!YpLpb}?
z_+|y2eJFYmZ1%}-R^%}IvfivPG5bu5AT~ak2*R6_T|6)`!JHDbSPob}r@(IRCuOW-
zOo)y@pKYcD1%0z((NJxXj)5fVWp%B?)v-jfI7+<dUL|JjCukk!&xY_*!Nh-xIdPd3
z0m)I_VRL8~t%I6w^IEz!v5B4mv4`$KK$|L%yunsmX!IS@aPfPs{oHwi_kwN^5$OuA
z7M{;K`ya#LYktQ!D|&zr*XYJ9Lx^Ul?%l~aJ|$+FbhG7J<%7*}T<_!Y(zN`Im9`zN
zd5@&ZQj<K*#rq?U@^9AtqQ6{YS3<&;U0~ksfZ}XsrnGlMYjIc07GRl|GdK+EAWm(6
zEg`YIr_$W^wD@L42UXspm6QkEmg|$>&gG68E-Uu0Uu>8@s-3<hNJ{72t5kX3S%?a|
zyj<It5+BpywITCD&4hZ#ZMbreXL%Pbc~Nv6=chM+7tfWqJta;pP?(FIkjY)mAEwxI
z<TSVK{RpwpJ6%>U{8WOZ)+h7e+Y;<bWf8N8rA&(${12RtXqtQ?VrUxqB$^!mP5TkJ
zxYmXlRc65Qm*>Fu-gL09SAvf#eFI>G8m9Hggi>zh=@py7!^FLO*{$v5xXnW~L{_iO
zulQiD+UnyW=N%4dD$^i~5j_2#H^#FESg`IDsZ{<h$-fUJj~w8^U8k&gzsiX$&OeJ=
z2`emCu=KZ5*10)}%>VRrb9~H*_^Z#&UFk81az<che9Jz6IE<O}u%>ZzpMPPkqNt_$
zvb)+C&$3c!zU+>s^b^bUbMZ{e@ti)fQfWGCpFbMUdVWshI9PtrbMqYcBcS|QO{mps
zN8R6)KeOlNOf^9MjB%MiQz~4c@z3}(tBaKJXN)ucEFW*=&ls2AtoWP!*|e&`Iv6_{
z`4yw6i?K9zItEN5FtB>a-&jC52?i$$R!`0_{$QKTeZullr(=N~kLjQ2x%onkHa{n-
ztyTwV?P6P!!=8ae^1mWn&^6QMDSBNf+x|GriGEJvQtOd`Dk^xTn?Y<Zju8$mm9)7V
z`jciMec;3HSAs?Nc+fSsAw!1R5H5KwgjQY#Gp4?SV2{@@wPZ&jxyoz$X2k-{45u=1
zZ|!@C?|Fjku2h2LQ_O|<xrwA`g;kJoOaoJP6r|71t%Zq>4>Vo9SE<XN$)_1~w4AzX
zbWhm)b_|(!pMw<v^b3PWli;}HHFAcu1cU2kq4%(?chY~5>;3z^S<zG1N&P|TzNV`_
zx!Xkj3Ef)Nvitj`Mxm|=b>{C=_H;0l>MeEPJzggp5^5Gu*{%CkS`%9wDwOG?55Cge
zP{{8wfB3`2MDH5@hWagRRgZ+qFsPu76fpA?Uu8i%sc(uezw&i!)t-{G6V3CD7hmmA
zE4vn*Dqh@vTzWjsM>XcsE6Kb}DOI@nQ>gjQL%JAKSzq41D?j+@XsJP-L{)XS@qGI5
z!>WKG<&^EWjFq0|jTd_rUH}zzLk*q7Bls=V-Ss6GmWN?aV?-(T8Nb%?nm8(@dtw7p
zOW%4%8ENjuS4zjZvvdYkl4yAE=DjUwqq4-+n%=W_?iG8!?8`+|iPl%CKU3MzYXlcm
zF1J2cN}~6Nb91?fg5AW+A$`S0b0WDVEpI6%=SvgwRIkOoT<*Z-A9P%&4YpTY+<b}i
zI_xXH?*5p&eQu*TrHP}m=A}i7i#H#OZLf~yqM9u6K0H*<ZAi4@nim+StW&y`uBr1r
z?ttG3y?bdZ#h~PA+=6>u#NZgMxYS~(V(sW1ilE~?bd4>-nH>GO-Wci0xY55#*}aj~
z$;B*XTAjqRLYDefb&{4lP{{i{P>L2DvSRt+1Enq$Whqbxs6gRPfeyl|6!LOPN>Lnq
z@+m8t_NL${R1`oVP-u*Dz8;PHP&A}yOwrVs-<-yOp=d?Xnxd^S-_J<f8)-*c)|sL!
zMR&~mnF8xJlMi8f@}-w_gb6L?LW{v4;F?)AQm|Ds;8W_r!)8}Vu%ZbWZMmNeot&5C
zO^boXTbje-LZisKh#R1syBN-QXh|HeOy*yvM#GgjH+a6Q1hFX=0$0;&6Z>KDq*BKu
z(stQ6s52@N#G29c4$1-4iJ>a5vu4E3dLijhq#`+Zitg;!DHT?<mjx{8uvH)hn>>e*
zpx!XD>H}4unz)$3jEo)-OqMy{hsBjIlEOFr`9@`LV7{Vn7bIq2e&?=CkFFgKVb6C!
z^UUoKTdI;=_!IrGUdu_n?>Ui<ziiinQx1XJ4g#ki0yP<gl@X{KBba9lH6{ewC<x{u
z%S+=3J0qCK47D8uT7?MIiV*B!6jS?gdLuqp|Iy=xzz#+*#}Kjr1k<{Z6(Ho*DwLKn
z!kJQpixIArB9L7$mVs;oRdfWh4+N^~2zMipogk_hfvg2l%?M;Oh#E#9yFqvvQJYdk
z9V6;eT9<X$S3HP4X+7*8>=Wz<y!T(2DKt+uQ7HYyJfUf43cOx73cNnNCLGv!9eC~@
z6g4S4Ddf+tBb%aeJU;~mx@vg}LZPP68q4d`cms+?6nGiUjQK5Syd{M%MH`BC#(aMx
z?O>$%B()1gH;NvZ_cI07Z(n_QNS_dW^rouYQpu7=Z{OO~BjgID{`A3M{MK6dE|z+A
zfSEewRxhlJtAJ!Wlg9BF+Bd=-8mCN*wIv*&X<K8v4L+_u!ZN105%!<WK1wsWz3oko
zAVtkhPNxN!sTb07=t5UC(e_Yt6U;ugt3H$}*HzQDQF9}NwoNrR`9G-UhE#52^~ZWY
ztLA3fY{Utdp8_YGIYq9|X!bmeBNJjYdtHnpka;;7<CsQ?g!Pee;iP2&%a9qe_F0^E
zwjAt?WmwMYU;+Cd%)`Ja=3~I?z<|t?T~h%$=O_AM6V8N3AN%az59}mNJss$&b)5G>
zbI3opre5S-O|YVb#ttqC+dCc5RLdx!X*1%v+UK>odTa14b;B2H1>3aKLe~c(X})No
zrt+388h(2#L9((CN`((mJI{?%uc<YU#1^R}yzc)@h?v-w%$=?$6WlM5kl5$6P7;JU
ztR{J8Bx~F&7ALN~?9>S@ORM)53lYeQ7j*OAf@JTUO=O_DtI)28mvHJ?4Rx4LKVekY
zMkLqeg``1agD`ROJK@(~?vss&eT9zU#Yyduyl~0&JSkkq22S2wL)7W#A?j8MB3+wI
zMlXLWShxmioL@YFr5A2MY=)<L`_*{3=;WgA`=N=tbd9}2ks*ahm1EOM{q#3N?oB61
zgTPjVEYB;{te_*so;(r~UOSVvX_M96#$6K{`0OE3MQRJ~ZRkg~ANoPyu~THG;-FBs
z&tkH=O?9D6`I97n+is*e)E68bPm)=d(;@kKUszjZBTUoL^V;eOdkQv&<mkR+)|C{{
zTfc?$a%G9#tiEL9hmNG$v?l7PpdfW@pU$k)evIL7QNtr^JAr@tyj-PgG2x0Kucb40
zYlNFVB4(g?)?drlKJP7hL_advw3)-L8Jxzi%xq_PS!lboA<2U48C6BUpm;9va=8)U
z(5jB=>4yN-iPu}Cw_~RzT5aj7xc;FyU$zZhf%>5-=d<>(BxOeMqVENzWAI2mYIcfr
z#G#SlUY?G8f@=@G`A8@Fo@pzouTO~h?x~VLGc#OzmE1toXIScDZwyTETjRzlh5NcC
zk*<2nDnq!XiygfiuHY2>K%UDmpCmpC(<}P7p2l@fZ7E*=pyp1d_0#Q0BBCz!CO5gv
z2=2jJYsJC7-uj|<6}!US#(B@StdQ`y)Znb{`l%kfp#Avw1G{F~V$Sj{n6{Yl-;leb
zx^6}B#rk|yrD#5?+o)!vS}j}7#(b1mD3MTIMm719ofv2u)n8P5<qs!O`iT|I)HIqe
zTho-HO6zTGn`7nQo3fi^(jryy&H)+-by^H9?(T!GJv-2|GJ^$lce_!K3^286q@3<h
zel`4JQwO?S=>twRo<r+`ay`ELwrGePd5S+F9)MCl2l>Udqp&`iT-pEw-mif=y`sR;
zvlky!a;@A>t2#BH<h{+XWnE>+w{Je?VW5kD;$^z>cr!>&ttrRzIj=zaZv=K%a<ceT
z6KNl0`_t@-0xAhOeAp1eVT9HN!p4YiweWD5AyBD6n6m6}2qI7+LZCu|K#K*zEIJ&T
z2vn31I7|`DvU8zvL|G%;C`F)k^DPg4aQfi&qcVio`^9?-ICN<~UJEK=sHEZf%IhvD
zMa2!z3(v=y;*%XCXu2YWY+)JO`NYb?JPfpsY;930TUy3ErCj(g{IG%YRf|QX_UzS5
z-G^EN_33g%U#j_2i30&N-H<{{ePvYQkli%S)18JfA1xVb<;oI=rZJBgDZU4R5=XAr
z{$rUO*M>)+#F68)9b!h0*-fnzqr|~9N*pXlpu|D?Z%Z8076BVDIDv5BAjN=#AbXmX
zGtC{#FyQ1uU^xzQcDx;pV;vl5I2c)dmXGyVT^h}bV;eYeG2pTPN?-%VgvO2c<nIU8
zxG7CqrF9HTRo^(ZT=VS85cSoe%^>~MGU4FMHk#Yyjr!84#_&EMLkO{%B3S&sj64`~
zTXTJuz54uwK#*$IBk4mjg|cU6lK3kxiMxI_+3;*AyeV}~*!Ch!lMXx7X;#h2s(Bt{
zQ~&O;(y<qLGvyX3(PSWLePkQ4f3AQHzE$amrJho4HIi65`UpY!*OUE`qu@^4O`5Z9
zJE@aats*zik0e2xm%^;D`efMNJ&^8ZOLTSm5VNK4VBV=1h~8V5Sg#XdsfK=-;3}O2
zHtk6P|2r`AelK$V%`>6cvfqiv=n<roG+GmQppwSDbU$`eevGDSUi-T#s_wcrSJj3$
zLjx6S!CAMeRZ}rxdARCkha|CP*LKox;|B59O4s8X*_W4Y?BWyiRa~L)Y9JW8q+Jsa
zv>e7=uUbeKc(xmFGj}DYAMi@IVb?=(OX1tP$E!Ar=`%KSD;D3-g{yZ;P2Lm5siocc
zVNMIAK5dQ~A`6>w>ue5*-74-^ly%Fm0KdW9Oo!UyUX8tC^85SVzg2iCcFkkMHEhyw
z$Jt*CXWiYOO0h&W?ArpnK3R#3U@6l|B({vqg=qj^D3P@63k8zq70)i5X!@%!dD8MS
zSf5fC3Y6I8C@N%c<7;tt877rJcfO2c1IW*L@>6j&PLsp5bu$PXpoP%oGx@V&5s?36
z9)9n-9m>UfqLn*+c7x5iMSP2pQ&^7$sMU8Di+@h}X_|a|xes=j&!6rz4vL2zg@|?Q
zVbG8jpVu{&W>=AulIA|~<LzO`GM<mJ0D;}Zx+o_l4ZTB%Z&lWqa`u;$E_MN5aZ}@P
z!t+HrmZMTd^S@B2Xx?9X`IFZFWTg#Fm#3)swIP(fj9tf9l^}QdCD0bseac<}rQ8e^
z5P`k~O6cFoFM?*6eex10=4Iz*@=Ks5xEa0#itQmc6PA8dq%e){-@nSuOe-y{LvTQ0
z#~{Uk+AB*l`uU)fD;j^;aoO`&9FIq31Ovv|K*jhs1=b-ZlnlIvZwss;QwoK<)^SP=
zp~%8=+QQY-1@kIq5c!L{uyp-ft-WF>*)rEa%7sl4X1XbeWqlh`wn`pt{zY0cW5p|&
zB^H5$Q#-+=85@Maz+})B4TYe+UJ$(h9E8&yaW=H|gxOG2o4<KEQf2d4xK!=F&}@|}
z@%wFx+M}_cwP-XH_J-_)`RRnbelmfq=#T;tx3>~ItMzJ&YEuQzVfTar{*|=3a@(?t
z_(2MQ=XX;8IGx|gg@!ycdvQ04EYU|y+Af~i@6LNo@en=64mViet<9~v8PBh{G{f*m
zr8H^%&dOZ3Lvi}~m(9gXi^HMNwAZSPL)BErN1m15bUu=3`DTRT+K`UC%Z}Y*Or#$t
zkR_7gwJWc4dZsLLbu}O9J5EaVI&Zi;;X2npK2V?Q{a){#`ASQ@eLd+LAno{5p%K!{
z(f34sk#o8g!`COYYd3^bknuXt$EU?RX4|<X(H`Cn`dccLhf=tQ=SPVTrA~^zZ<Ji8
zF&D&ZI~R)yp)a`L?hUzn9YPiRLm%pk4(z^b(Rpw0EgMcHBp-3e>ZPAbk>I{<9_3hz
zU9qfMM6#4=)dK$u*#=_=U#J$ylWF-E>V+{MS&9<{8vSJ`zS%#Oo!8UjY8l(ZN3eB_
zaoJCmz1}~Kv)f@(MdA1|xmLr}W6hxH(GAe?<t%zOW-xDZeHgxU8%$A9bDO69y{w^G
z@_gvzJqe0AErXVGqA;KD?nmD#SU7}F+i@C7<{Hi~j?rU23Cgz=`t`34wGt~qkxQrf
zNxyc%d}uE11E<yRVAK37m}UVMKrqH(dHiTd^1z3$W{@{=Fw*ZC*xkrU)!`=6d!6mi
zK9@Rwrs{mFii5)nf$9c=sXS<wBhVenT%!NPALT;ZL6kMZjZy@vB;VqP!fAq%(xl3S
zLz9-{HGEe;6t>F(ZQB#$l-8!GYm6&c`S+r1V0=~e;=b@dQ8@wuR5fZyp{4#ODo4m}
z8voq?gmQ$|Ll7gC{ZCYm$j7(;SSH8O|3u}895?!(vda--hW;mIJ1j?_96|bT$q~~k
z97oRt2MA6SMrriB`kkDNZDYH3#yI|8_Q2BF{Z2SpziVIv#Dpq{_u}sc*0d?*kkdK_
zPgCEJZfTyK>!7~cwE>*%Jy<w+rikV?_f~zWdkTE$5+Y1}IY+QC<R%YF?bBSJ7OXx$
z=rkCVzmRl$>TSARmc;LENZk9+BO7LqhBsa{gl+eaXwsGY)yH05CaVVbC!5?_!-|b7
z$eaCjNs0VUr1i=|#QsJAtY7yI;wrn7w#VX##V?J7pmJ_xe~CD_y|TCFY-?9_(xQUo
zmfZ>Br!ETjy(f@ibw)wDYj>jKN0VFyC&Ik?y&?MaF=9Qj5-e?)Mhg5=8fIn|Bo~yw
z2*uWyA=O7;Bc1g9G=5uMHNG!h+0FPtN~YI$+=HZx<2%FaI)xM~p7mF5F!+nh9@JD_
z@ApuwHLQVD|CF9zn&ibd82whdey3rgUHEK8<^3vYXHYU%rB5p^c3^v5m~9W<y5~tw
zcXNqu{lQFe^X#>{M|CQRXYV@j6BGA|4MsbOF%x<us4hA4LrU{fZ=ZVn!_}3=^j}k@
z*(Jtuj_ykpNi}`Abl3Odo^64O$+ca%3ytS_U%%7EJ80@Van0kd+}L`RclJH5%DT%x
zm6C|-+rBlhE0mSOD3&s<6k^-RNK7h)v<#*8Cl4%X`kVYsw4SUiGHFHAE)*!4|JGh4
z>~c&hb(Q&2+B}fY^Ef}*XE79U?MMH~3_{X9Aw)O?W<z*BQRm4g+vQP46zrnZCs4mr
zpujiMzQcMffX9av7SB%MH7`NisvB7zf5v?m6#L~3IPGnOdC<`R0{HZv$;$tXva88S
zDf`wvNZ2zBYx-vh_K@)J`ky|3_=j=`fzMPB*qu!OFGJ(b2zDV~@k8M-`>Ik!%fC>l
zXx=yZp=dq%p<lLP=1TKqr4RFHydp&<R{m#{UC&pQqRL-vN=Eq}1bp;I<+v$X%txP6
zcD^V3qjKPTayxO<cV*;zxI7W_h#6IUDBqLIcT->0U*vnHl^WJT*hvVcTrj^B%foyI
z%wv8g8kGY(j-?qzZ5r#dfc22)u=*I!Ue4;}NLdG&P)hy|zci(U&^<^3-U>zfz1J45
z+?+gEcM)E#9w#h~->S9u(vcYp&k(+noiMYGAF()pin#6?t<66#7x52j1Cx9=Kt}nI
zFuiJw5Ev2zy8A;QXvKO6E|>|6GYi4`UoVpfFW+kI5(*OQqh(=LzaB!f{XxX9f(1z(
z7XXtU-W5ua9@;!D3J9tI9fZ}c2N6y~h+Xj}<hPKEq|6XEGB58AvV24#68a)Tn_KCY
zbzgqWE9#!#Z4VOAb?djxkjJG0clD~JKBDVB@r?2{@9CN<RzG2HupZTgi-XO4%<crk
zi;453bsK->x&%Db&yT(&Ud-GF1yg)gkD@xNjtyQVy{^|H(Nfz+apjg5?_4rWjD9(u
zQxx!(^r!msyKWkkMM!f#!s(cF*sq@9&g19&j^r--Tp{_qcjP5f{=793t6s6?PfW9x
z{_wahib`Kyw0TBC+p%Z4x`8RW2wO|Nh3`o&YHe|EAEBy(^YG*DClK+$)0>JuD^747
ztGJ0*hgIQDn7`NUDx?*gypC0LjA*8}yF6P|rs}ynj$w*@Tf+5@PfP7u_-ik&wo~q1
zgHwOfjnN>-nfdLRY^=(P$`Y0`t*GGtF{Xi1?}vG>=zqx`E2AWly;d~On?hbyMXBn~
zB+5T6XSc_s;sboCWwl{SWFj<LEP=m2u9P-|IR|23X#1rwxu`-;xAR#FO**uL_L1&T
z#9<#aKRO5V`EHpRut>j;KU#4nl#oO|d|(yKCzGreK=0o_fJgMNP^7_Ae&Uknm=8_b
zI6#Sh;jm%y0I-{R8S^mk#SbT|TJ$x8r7PY*;^OO=2YCzYkp7#2-JP5iDVRv_eYQWx
zA%s9#gFv~1Fr`TSZ}V=UqJwZT!j)1)StC&Ckrf|Gzs1{y(+ckc%4bv{|6{AJ=zq&A
zt|*mPTT#mY(`oZ($FqU+RYecJ^nNK{qXL%Y{i3po?9Rdag|dm(lNC23#W>0)`S|u9
z%jCH1{h|x2X*qh)h#8%JyXopHqin+b>_FM1?vQ%qN69ABiX$69Y*Hb`fYt&IES6^F
zf3^w>CnE+s3OpXI0vwze$H4NjJ=Qknqaup`ncW-4j=}POC9nZxLJ`G#^G^b6-js3*
zTE~eB^^MgBG|x^6>Z>jK!<nL;goC;jn%i|3sV_CVN6b8Ig{ij#1dF)(<o@n-&Gpdv
z>hm2>g1+7<a&}W|q3p}nBt8*{dx>zeq3S_+(?lU`yPBj)=SHiK-N_)Unt70omy%#b
z{a?si>m*YA*a^~lj29_j*#OpCyob0No+R(dK)R(sK_Q5%Mp7c0z^x~LXwLdhQ728F
zMQ+tDOoA2$!_3Q@$<TErAl>;m(belgas}#O?yhkVeY+yDZh0P-HroNq(#Jx8ha&_u
zISq^GhflV|Zh-s!hLa29Itj&gRU_5L^dp^g)rq(|OmnK|4R&*WkjJd{cT;wU>iTwj
zrL3SQ`lKGk^(SKjRLho|NsX*L6UzCQRJPw?E@>`w;j6z2G3*E(qssfMQd(0onLp+-
zTAy}kzrmsD9{$kqbBT3fpF!QOg6d)3)i7Yuc4@-uWqg$~C8fT_{P~snTd1UGvlDa8
z=?a{`zm%)rdg=9;S2|9Ys_H*)p=4qHM(X_R9^{#9CS4eHMPE+&&TwV*Y$&<9f~vaR
zZT`&B!K#T5-z)uxoRuEmsVO!kTcG@@>xT9%yYm}`OM0h4{a|RLZK6S`<X5+NFOKRe
zCHgG1)pxTVz;AYZr)>P#o9lCCwzMy#cw+mWJ5}O=5#X}mnm(Yz_+7VB=5w`A^z`0w
zuar2zJC&R0<0<a!wv+ok;j$t&{)9ePqbuGYmUQRrE{+sEH_YZNE2b&!lEW0i<JXC{
zj~8-(RMT_$iucxOmflueNZQAF1_g*O>$-3^x7HOW*UqD?S$w<V!mJx&>jx4Snb)0L
zx=5d3v0^sY)XQAyb$X_*@wyl;#lc5kF`<@X;Nb_{{87clpl6emCAUY3RhvB$Z#As$
zeQC#3(W^oQy+^}yT+Dn+v1gKp(q;BBU7OdQqV0p8-o099dDecetp<kv6K?dkj%Bk{
zR`Zv#lxZ~|&k)%<)5*}Gg*sSX3Ve4tM_(k(ccNg9DHj??eW)Bo1qycx^a*_O!URo!
zqRP{>iUL`-K%t?iN8y7y1f}#z*T?M!C~Z#hi!r|yjkl&~OW{Y+-k9IfNIM&8S6bGc
zq9>*?(0Ff(z7+i_22u?ESn~7#vTinMt_<Z%whD#uZ+1bm4=T85_=Du%@jEE*@o>le
zFbV7vPDTXmAcLyECb`odLBr99V8Nw7;8|=Qc$T;kP99uHintBopHJ8gS0;NxM#KYR
zHOv<-=d~gEhFm1&$L}G&ZKJ@;&lwU5pNDQfZlDS%2~V4jgrvxspz~=*`iJ#{^($t>
zjGnvc=R$YWyKhEpIi7DeJpiT*Uk1Y~cTn}Jc1O-1UcNbrYP$gzrrjciy1(O_zC!n^
znPTl?By`A>m(y^>M++gTGf18-9&!PeS@CyyX+swnSSb(!p&QI~8O+LlcFKA=C$nql
z#E(OqT_a9u1ZrdmoZbl3>=35RFTAk`WC4ggMj$&t*cpMW0fBZe0@(xtwMPU#zCe7w
z*Z^N5LEwS|#GkzcgYHlSvKs_yoCxL@XXaTMnul;U!i7?Vs}W@>MIehpls5v|6{4aM
z?vx^seIcqCfvgNs&4}uhB5D{>i&6x#I0P;tK-4h;{Q(Hh2qmQmWPu1C!8-UWetl%u
z*q_*kviV3U_7V0A_5<GgPZmkgG~PeFXLzriDe#`SQQ$qm>#jtB*NNAL6R9SJCxyHa
zf>JzhJXbtNLZPP6Qq-qtfXtIpd?16T-;AOKMN4D8FO9dMXh-2sk+toCvAm0scB5rI
zD0*QU1C95g=tnVtVi3iUk0n3<FWx8&Up0e=Lcm88RNew1jox;)Z34YlU)wf;(Btrh
zBoa*}>z$8nu(nKXo1muS2J5Jo)3v>LoY_aP<B+1(id!(KsoUU_Z4;>0iuG|j2DWVi
zA+$c#T9KmGipQhY%Gx7W=#VmMt?Kq4*Aru1R{r0nwVF2PaYEz7wWKho$n_b`o`-QX
zw~;zgWUq^HD+<SKWtfK(AL}C%K*o!C$T(QLm`0#*K*m8kQ4TC0>#@36kUgKJvs1hd
z4ESIZ<5-^s)(+<3d7*&$uLx{Hn{Z2DAOG0EPRNuaW2n|~oSWuQ&5@dV(^hJNOBd4E
zRZJ1KWrS&}J)Em))1tB3XH#GG*8aWJ4O5#5wj%}zUHh*V9Hq6Ia+6kT_=T+m!!d(U
zs#3bzxyM%Zno<YJ%5$m0YyP|t;g?M2<~~WrC+8s{Yu5>-99xmCR-4K2#|_Biy2mx8
zZRk5v{k7`Eq;6#9xZi~ckI7_jxi(}#mu>1I5&KA$rDxP(9*u-i{hyIsSH}~d6D5R+
zzRAL`6`zug!QF(8LtByB4V>V@qGF`5RZlqiTO*>e(?Qf6Z(?}akBsg&iUfD83%cc3
zAmYIQQsK8kBqVY=X{rb#RZjNOIQh;~&n+1xY)~v!cb^fXc6#9oDOGC_@9X7-PHxA@
zdipY&&$bGLESxMfxZFWVN$CLRs;eO&e_wUCW@m&3_1}=l+Y<!$(Vh@+rwat0k0di4
zQiZyWE|S%uDxvfZUy|=c6lq@DT_|!Tn9Oon0#}>=0@KJ%nAX;pZrLyrlFvlL9yQ(S
z;loW3FFQbbl^4XW)jPP}N=J$om<MyzbHK1^KHPZHl9ZN)z)=_rsb1lbQq%_K%}NpW
zE-9}u-~E_%@{e)ISk$QT-8?d&Yd!j^A#YJ9?&h9-`l#pj;^{LIUvopS=xR6CU?YqK
zvxYPH<pGBc&+A>1)}Hs_22@_AU-)>Gc(G$WrE{;&Vxg|%p+H7I)%`u;sw3(P(#xY&
z4a@s<72gzCz?UX@#6?SAb1v(zN%~r=`JJ<dD+@=s@{5zVONSO6HQe!=#&7SOsW&^{
z*gJl8`$UHi&$$Nz$EPhmExl0P7Iob>>&6xvm*79(6;~%#(1i!Ipu1$B;37ABdXqmc
zDZC4u<n9j1D?X^|s^~T7HP`;mGx3V2JC~MTMYn5cVco=g+w_%+73FRouCLfzBUJDB
z+lyUmH<tIFt#C-V-{)plxBXOWqTnAgFm~0lUt$?cnf6QI|Dl{fxrB1<i^q>N4-Jlj
z6l@hU%A7CONzpts7Rpe#P?R+)m*r?26@RAe%U__TX{OZ6$~;pwX@1tic^d!MA49U+
zW73`n-r3&~CQn@m^`%wNrtmg;R%S43#eEo@%K?IpTEp_8b)e1A0no7BcJNO=1qG|!
zf~IfhVm%i4?v8Y0h|3H3!=aH-Y(pARd1<kXObB`nJp(MEdizUIc<f?+yrKi<Lj!RN
z6t{W<>!!|uyfdgu`Y}Lv^BWk0$o3P!Feg)v=b41P_OAqXcXG0W|LNmLRDTetnjp}&
zLYT6Darhxnbwc1!M4+mLV0JDJO++yxP>n;NT82P%4uL}zVal#GWye;e$5doD<}3Ci
zPAgQyP&Je7N8@zBYqX<4Rg~HS^0nakqdJM_{KdL3n)iu4X>8{Uo6?x?LF?C~@TB-;
zdp%>hg69A0k0IIp`KsOZ<>N;xo6s&%H>98wL^wnr7w)EU`q)qip_Fa@kX<&>`gjas
zlu-MJ$|kv;_8-gSI6j7?vPq6-e++4qO_-0e2`K_)6ViWMHkr0p*Z@M_%=CF0&9XDH
z=d*I8i0lEm0|M*gL_mrG2O-wQL5PEt9mn#q9;-{E@}xnEZJ?~cfXDtTfej!NdOqHp
ze-c>prnGkY_;J`)^^FyAnrHfP>Z{EqIQ2SHI5^{!=62a->Pro85i{KbVd_y2!D3<q
za=(vCbA7~n_4y8KL2OR<4$0jUCJh))&eBcK%KkBl#IL(SD#o@W>n03@532-W+u7}!
z^ol|BF=RKgN*h8pF6<34r~SxVx7nol?CYfUFAqootBbI%SSg6BIgfNIVh>M_Efj(p
zrID0c^Wjz%Yt318TXoWu0pwO0UlOz=6J|zKB14_V(uMl5L|4s;<a%(AdSrLNax;5k
zUEvQ{+Ug-JJ3b!*6mF!@+;gzVvLCsyDp)9%^gF3K*OqiT?V<@xEU9s~9>H$TkI{C`
zzu)6WLDxao#*n9CICt&JGJWK+_u}bhZTT9V-Nmv6&l#-yT;ShFHsPat1sR_8Iw!5Q
z`km`@e!hOegJkhS;s|Bw-;aw0clkhpDqB@|7wJ@o5A>D(NN_ML&+RV0?l6<LZWb@@
zf0)U+Y*0#~XCS|$gSpb-Z7qJ$jEB-e>8auNv5ow;ULkt3p3A(q#HbS;YF*>*HO&Bv
z^A}Zp{kI!tWo9a)&f4v|>u2C1?uxpqJFkd0mp9=e^crtS+N`KEawm7&|EPGsho_=v
zv2mP#)KT&B^TFJ)ZEJKp7j4r`a1PbG3-1#g6RRnm@Anc#T{XoKC?`&8xz4-H^R=AS
z@}>#1k7n)g`g1+L6aL9;mXBqlR#tnXS<1B9i~or1?SG}(OV3M10VuQo&A@JxN%dFY
zOI<z!!TlbC=BOT8^*Bt=$_!?lb%g<gwnJdN9W2cp0KPMKgHM%G;Afo|?B7K~<4w1*
z9t(W8qyjL%;2Qqm!r!6juSJPs_eLy(Zjs^Ou`C*@mI?-kjCK4N%ja@_z2UA<^hiHg
zGuamM<T=XPfi5>cs>d<o`@@6SCZzTDlEl5oQ&#?OQFfPdQiFwww12YwF%BsNlf*c@
z*bqZ0jH)2Q#)zL)4MvL&@vZ7GPB*+KsA=H!f3X^m=KaUiVfx?lBbR@3s$tt~AbnLW
z7QR@ON2M65qNdbhLQh}b6D_+GqxJEaPt;;6#nkP>BLsSYnwkl6o2V93DJI81QHwuH
zG0c~x7^Uh?sYld7TWhHo6p#2(Qp~h^%mx&jY)COMH+=Sd9C(;!d03AHQ|fW{W1MJZ
zOk=R4$X+IA(jTmYfz`!2>=?P=-}qqz%7mIM{Nw**e_%>c7PO9odaG|lj@LZf{#bpr
z$!0jY)loP&z(I4nOf~f-wVveSX9-gc4+V=3P09UAt2Nh$1*y;b4F}yXmta!O9x$nq
zj-0u#6x^(pBz~qVspy+Q)-Cgd_f^w`SJ%pEPTuIMK6bk&S>^nSY;4gAV)`#9Z@Z<F
z;;mGqbp<7{e~}y34y^)lb+?mFR>k4zu%#q$P^gezKS=$^(^Ip!t*`p<AGzS2pBeGX
zQy1<H9!!SJE)VH07DVTnNzB{tggFZe!SaHAiPhVEu(S<Tln>Q_fHGG|q4|qp;Z<`|
z)bBD}u<lLNNn?b>N4~=D^Y&^(=4SP;!#inyJwAusq#va)f4A=^4%T(D@>h<xYObFe
z;;gD|^F*>N*56PkdK+J;y@p#gcP9T!dU-?Ax!&US%DufezuPHIxgTn{Ij|x>z49SL
z*FnB~uJF73f_^<Dn_{B0A!Us|CC_eEb-!{_fPZtz^44SN<sadE^VvSqd;5l9w{f!S
z?fN5z{llyBqaHtiT*b`|J<fTko;7a+8W+Dr+fKRpP3M~N!}EtG7OD^e1>*M`?#8?G
z%hc{l;fTLVikK~3SM-pMmMW)O)T9RAtHzQ<S66%RD(Wm%s-ZL7SbtgX`nHhj-Sytk
zw$ltK@M@7^Sh<b~X`}Cozjf))wQiLmZl0G%w`S%=?p@W!-0JGPbvL3{a*obx#pqNY
zu1#JqB_ulO^VHtKg{aRf3p+0m+jfZ*{oiri`Eh!^b1oZ2T5dn3Fd*66rf+-k+JnNn
z(oP3-9|kYt7B;Js&|r8ZSF830G4+qN-1r?nT%NjBMP2YDF)gV#7k9OTG9c-qZbQCz
z;+QV4xU>_m#TzMwbZwi=<Vxikue2Z9i5sk|FLrnJ5w|yr<{H<$$fZ17E}FL@iXQE}
zlw^mXwB;A*?3ynSSB`tGm~(ba)~NfbyxW8SF-!Vu4Y0c;n+3~R%CuR4=Z9i~>1?Q{
zp?ebDlDG`Vo<jD7qdcc^bUVu4a7vN&qf4<2g$qSligFaFC%IEprog2w)hTLF$ewRX
z>ri-8a1^rIPbso)4MjZ)9}4Oc`*f8aO}C<GP0^OZkD@(AM~coAT`9U#$gA=w?M=~_
zqCdqzJoo>`z`EC@IWw3q?cfN@=ADH27VBVt>L%!=yhF-O^MXV1yFuL55k$Wd(6Zh=
zdY8;dkr8zJn$C0?cZtamC3S)ez5L0%fGAS0-*uAjOkX(Q;Y_TDzlW66X(V^^XgFmz
z1fH7RfLD%{VUt%;h&mSsS01*87lmfR%AjB}q(>NOTw6n|-)x11#XU$~w>VO?cWszE
zT}jGZxewPOT0`K@_pmp(7;HMwg?L^X2e(EqChA(n$+qFPF!$0({^|@f-pbkopv-w#
zylE1iCyaHe4!Ri+AS`e;#8ljcdH;=p^=?jP*x-qDJZHP;Tr`egS{P1e1ezZRruF@q
zIfm07VP^!g00esP5y%b@Xu2T2^(h5<`w_@G5P$Zx0<~HMvKNG@rxq@>4B=`-SxOOZ
zMj$&vls5ud6GArQC`C4fsAL4PEJPI}kbNPl8G)<}LCpyn$kq_}1OkC9j<LC%R_oQJ
z<ykJPuRKi|OzUA^V&BQ;Bc(Y$NkO(o%d(!P&^X?=PoALAG+sYmGhQcN8(t4yL)McM
z8pm^!pO#Q6n}?LDDYO*zDH>2TqQG(4jG_faOA23#HWckB{3$w6bfV}&(T$=9g}nNX
z(moXZC<agr!gK#`40wYueAVn73<31^(tFE3PK0SW&)G;1G&!QC_ZD?gRwl2qJ9bOn
z8eAasSlf?v<>Tmm&#FiJR-j;MM%B^Awx`p!!-~thWXi{$rl#(RkLfJhn6`14Zd0xg
zFvA@+*~gQFE>u*ob`Baps6;<%gu1Buz*gC`mfNJ`;lEuMHEpir1h$}HOt}z^<HSUY
zc{pKlf@2&5KB`3q%j#nq;|OE|SRdoa4A@gGOye;aoG37kZ6bq3%Hk{^({#Yd`PuVW
zU8MM5?0;!guFH;LX*?GH1MB@)1~!3BxEZi-e`H{%W6CKpSnJq7Ni%OnD^0j(HO<Iz
zdDWUq12usIm#AxdhHC1k9#ZoL8@002T{t%+Oyg&xR#$I+Q5f~oO2`;EOJns*Uv=Og
zN$O&Dt%MTEM}-o{2CIv#%coKJ-WOiX-6dSB-$WQ4pDx&qSVGR4rwL9adI&LBI;!u@
zs44`snJ>gy99Gx7zeKnhn;;avd7i|cJ3(fxJ4`&HrjSc5qDV-Y)@sXDWrexte%DlZ
zy-BDQ#|e>%k%D5Mix7NWPb!p*6`I}OM0`i|AR9M_kXaLk6MNePGJ8=XiCvPLta<!G
z7;+#{y?1}Qu&78|VMx0$2wZuO97vld^j_A4+~`$V?bs<@NZB%jj9T7>th@b$jNLz(
zOf1hqcnP{)*OCP!zb+T7AVFYw6-uVodqJucX$txc2S|<EDRBFSAiPP-MFP8-3q1lQ
zP0`$og{c90!il_KxwAhJ>IVx!3l9s$dS;N^<LKV9enG;>aXv7uU@YvZ5GQ!GdIYIb
zZb%+b7H&<5g;|j=NZ7$?#C-5oQgVhh=!)xz)^#~#wkkoI%$`g-#gB)3{^v-a_v?h(
zq5rdO`VZOZgRZsvZky8j>6$bfrk~p2opQV-$4%ccIk7^}2fp+E*#F1gm%zoi{r``W
zH6&6gq(vd3(lXD?^EuBm$xcFK$(}u1_NA01L{!KU*+uqH^UO@yvv1jVig1yA=YKw9
zo^IDQzW09b<#*lx_q<;3Is19ebJq9goHOSUjPA8lyJnA;N7VIaJO*9Jn5FKc+0e5S
zRN3PrZyg-19^ZH}6E-wj6EL}#EVJoKc4eCgRijRE!nCSKm<j`GYM%I?Wk<I;43iSq
z$`<jf*zMH^Yi81qBv-v&N9}ONmhH63P43g`oaSkZ7%&cUQ5i0F0d`+~b^8S&D$7By
z)RP_VgI}B3nl}z}Wzym+m^QE7HJiI8%6ka8Q1iM%V;S^VlkeU|{($};)<$whR@r`j
z+M0f2gwe?dlpC+7GHPWPWw%&w=2_rfm1Ino@)wI(S?#Va%ABDil(W@urK9?fk$DfV
znjXAuix6=njF~@cv2b5@i}9;@Tvln10n_l<C}}`RKb8CRTf*(AD$H<22PNxuTAJ0>
zLS|95sPbIP4@_Fk-9nP_YvHW#J?XfJ8O++5*+TD5&Am4I=ExcfuapbQmy~Xt(L?O}
zKiBpqO6T84iRGbP-&i5q^sjGVPH>*Wxfq3@;uIw*P{={SrW{3iB%xHVK=IA>jlyJ=
zhDE^wg$WcOP-s9w!G+>Ku65|1r=VdQQfU8~sB>#V?UZ;)T2Qp2XiZVD?os&p|0J_m
z4SLrh0@*5iT9OF&(=g3(F9f!zPoht_kd!$ap=)n|HOKN`Q^gSarV^QDlmz;!Sa_fq
z0^2^Ok$O({u=wHxQa$tmys}Lp-T}yj3KSe&Jb+B-TAGzHnQ#l9l8P-7N$c>=u-B><
zELhQ)$VO&EzF#HS>(G|iomE2IlMci-D4Q7Wjl)DBThf3TpCy44J5X%XDiTnCBJ8>U
ziWIA(fSeu0h-~{&BD)d@nOSN`{(z#;KT?Uc@U``Vz%bfg3gud)cp~+~?twu1hrq6a
zK)Q**Zi7H7h(K8sf!zpUtOIr_1X4r<b}xj94&|wiKpKp|%0&F=b%7f6nF#E@2qzt|
z8zY=`z%Grbs{?j#1eL9RFaL`b@C~^hha-_@W4VfDiRFjoh2><5U7P9^DX?rTC{P^u
zom`LML`D7aeegYMQDFWt&zMhF3U>+*3NH#Ng^Z#=#>X_M-G{=LLi^7<om*3C$Jc5}
z;YZ<5Q6TS&&;F<BVm*9Q{to05!s)-wsNB1ZekhohJIU0^#<WgI5|ypv!X?OFP?qIv
zD27nHrtY*1wel@36LiPz;lk_%{~1@1*79FJAk5P;*T!q`*^Qq;pYK8CYMKtZBappl
z!z}$QSBvaL^w;|Bq@NI@@;0xNz0vKT&R+D($zq2P2O@D`vXcBNhoYaTM1N7oK??oR
zUN{_v7sFsDLcg*UIOw1|>gYx*UaO-SfzL&tvZO#a92iA~gCllY?66`S)KL`<_u1ti
z@+)=-J@PEp!S_+(gY`+Sfj*Ubu2&>%OjN{MrYYjvJ>W{ctjDF!-lK>*c~oI<S3yxU
zYA=!Rw<Ehs9_K77uH;&mxT!E%*;pa@*h(SsTfmoV@|3^x@fR+tX&*AZdu`acA_lGv
zwk5A;O(aj0=44Cz4GP2Y=Q#g9PP~0WIezn&1^n3-rMQiLbGY~p!Q2dHBH14MmcP7T
zO&-yY23uObCR~{%B%#<AGG+J{(joddnQXQVwieIj+)oAa`CY@w`?BU_U8a<~aL%3U
zw*4$=+5I-3ERW*%jor%?i}m0<RH2+*4*i-*3k5L=tV*7?TEtnkav_RcBZ*ze1ip)3
zUA`mJjKuFbP278LA<DC@NQhbiyUsl%ZL8lWt|}YY5)eVk3?2dVrQ6BV<L+e8y7#<a
zun8aKJemmkX+$E`fF{_D3~SMmTj_X`oJ*fe^54H9C;M+9hTA5=yr8|jlXrK%7Pncf
zgdenB@AbD`NIg_Z$~}@zbZ(}a3bR!~J?F4C=hM^;Qh+syG4jqne@U}6=pq|mCQK9K
zal!k1pA^lM6Cc#K2RXAdMy06J_Hc5$N{dyJo2S)JtZZ1B(QB}GR;r3O>#x4`%1>U`
z(qA)iYN*E0AyxD8Xm_^7{{5PFdH12TtgQUivOHC*;c*$pQyf@#pNA?(S&(MwYg@M2
z)Ya^jY3tSF$HvL$^_~fXx4W>{mKWD32Tx@a6X(l#!}4;q{Tj{9K7pDen{DOul(X4h
zXY4bokNgDgCE93e`sJ!`)U{Pre^FZgF3JhozN`l27PzQGXHE6KIIFFYl36Exkoj%l
zNs;^BPjfpnw;YNKDFLUw4^^%z+_ukUeEK$GHauUi+%=-4P~FpqQExxZT#tOEe8NQw
z8}_&|>y=YwHJj{a>TI2mW?cLYb8(I_Gc;T!WRTs;kB!DK@mHp&H(c+_)IWMbI9e%}
z88>VxQ?mRGA-(bl;rP-s%<A2DWnqUqC{s3B3ZvE0%!$$4h1)k5DBIt1WUQ`Sl$Bk3
ziwQ~lAaws=D{N04#5A4c%Ixn|R4CG^v9wEET^YM&g{;`~Xr=Mm3Bt;t5b5ka>k3-m
zPql47^!tp5-$+#~C#_(+Qncw8Y%zy8k>R9+lOVG5-wC$V?VCcaj^)|Wa1IoXI{Tj%
zXlYypMMH{46yFqLsXtCQohW{{c~9N?=<?8yng>t}qWITbr}HIK7OPpW;5?MAQqvZe
zbZ!Kjsx*a&$hicr_otT=uYm(KdqJS}YZ#c*7B)QhfyviL6VvNCkhIvD7^<hiB9DAx
z*Z)1ti9btAPy$sw>%r^XWw6y7tr9ryZUK81tR}^cd%}t0d*Jbe`|zUNbJ&<%j(&El
zIb2Ph1Gh?@g7E$Ugt;}E_+-byiFNhBXlXiJbI*b^-JN0MgmZG?c{scGya6b~dc*EP
zlOW}CU*g)l7TkK4Mc89;WLxJvn3G$Dz4j=dEn2}3<h=u6{;Y%AJdElc4!gF8LX`Y6
zEHjSOX6#@1Bi8cQ1oMB|^*YFl5jbohPzV(T(f<oU9fu_Z3bzOp))6S^B5<fepwNr>
zO9DKNkE=ik6qpgXiI4Eq0R?CT_96rd(^9d5zajYJaE)>T$`8dTP=+W)VN8K?3CbZ@
z?qXS6Q1kDEe%;V$PyMhgoOE`4Z)b|S6!j=vDKPJP1%B#RAna3fQwn^AmK1&z{uFH~
z0w_9AbfoA^@w-iZ>eg46hyK(&kRpWQUvr&~zTx_t3k$zquXEr|Fdt4A2<S#Wpl(A!
z&y=HCYo~QAnhS62^Yem(k+t&CG<>|}B7On2Q`X9#`n)KBaX4Df2r<5>^Rym`m_A+L
z5Z$@`ZrVi-UP9As{A;{FwZTtW>z5n+|8~}@f8hc<v>^p{Qta5`0t9wq(TtrP71}Wz
zc68Ctn3~0f1JO;iqmF}wr7k@BV_Z~L6lfNoi35fh5B)@UjDx_HRWUsJiNL&xVW?5-
zj)Rhz7U~!e<72pgrJ}t>tMn|4{NG6d`W8&+^*Wv76>)L-iiHkdiV+Djcwc#2MMRg$
zyoWqVF<|61&bD$UZwaoP+v_Qc4zJttE~Sofqq0J|`~^n*tY-lV`w4DDa_AaYB(Dkg
zqE2V>!lyc1i^%0HoN6khEiAYff!DcP4tCtA8;>~SZoA336MZ<V`ir?0AHDdIoo;ZI
zYP<4v4cz!AZ(5M$7Zwl&-JTDTs<`phJ`g@9g~XjYLR<$vCg&|Laj|z!Djf4!&TW1;
zw|Mq4PCCPcn|#BH)c6#|wXAMT+PvCNHtk<VVtTwHWiQ+ya~5wWs}Dwy^|o2ukO#(m
z5AT&^dHGwUo}?wo4q*ARA)U$lrAp4y#D>3iz6s&tLWn^XdZ+OfQ^+yANbHs*a1Gnc
zhr>ZVxE|T{Au($!<Vn_$UM?0eHSZm)KEEF_3@XF6_9w~u$U7vWmlfA*aje2za-5qs
zE|N&km*k4x&=9WwNG`IwA7@c_JSiE{92RZA$Bpcl4l^EJgT3YJbM8?M;phQx*kh}K
z+@nV!CSf<3aeXi`;0F-v$VgBQcu0JT42BO~ij(FyCXue@-Qj-cuB5MUfi4bJDrj{-
zYRms`yk5tx?QM0*?)#a$*&S7jC*=y+eOI&fb}SIgQe<kQM<?0$Lr$^F=5$i$A92#G
zo8N*NcI>EXUfe_BGFM$zWqT#TwEYS;dtR3MO5S$);V@Ip^W6{Bi4!{uua}y#RZ4jX
zu_g@|D~lVN^pADeS;>Q-@z#7z;-^%`zMa21&#?u&{p23uQ=1LmJF5)NDF1RKlXv6*
zdmMUcp5|>4(%uIv+j|+N-BZ+M7WV0*ocDaG%D~E9*(chTS$Fk5V{z9{W}UZ7dM(XT
zxLA5R)8S1Y;cCh&Y1}g(X4)wq<;d=bR8GCDnA;u|rMp+YQ<-IaN{fBejq$klAg!yi
zNI|vzR4W<q7YA<ft+neCt3;drbqRbP&KEd08c}@r>viZea7V7bj))?8Zy*vkYW}BP
zuTy3G1c(^e7r5mi;MWaTKqN48yE*g?J_eIEyFudqXlP^j2o(EwLx<j5pzJyWXnYBo
zK!Jkdffnq+Bgt&m$}&*N!i0EL;n9<f-n9a{ulIvmm6k(=VFO`S*HHO|;Wps(30F}h
zu(r`jrrZcLY87;wcpnXr(4a90JFT_m(x=L3J-@?`*m%As2mkEX>tNv_!~^Tqs2O3S
zgB{foU&^y6!~P?$*P;2+%96TnrIjZOb*qB!*wS$S)a!NV+=TK^;r|h9?O$H6Q)q6|
z`a9FEMB|~E5PATc&P`hPPBg7TGM82c>qh^^MCT?NOuLyY&P^B|=O)w<I5*)}KEC(d
zq+edaaTz&1j?JP@joL;l+EF(t<d1elVTE!GrhyRU6ZAKx5Ys`~0>^(b95og^7tN@w
zK5N=EFf6JspY_@GZ}=5Q9z8rC%jT~rF?oHgonEgK;K%2Tf2w#kt0#Zcvk9E)UzIy#
zRY`H@-8TMe&3B|oat1eT#zfArdOdRg_$$S2zmfbUpBzYUC_seSQJ5s(#s$utM*<uc
zk!@X<5y$=EWJ7X!c)wsFmzr^2aiQoK{zUc~vexiA=NgtstX*!Aaz;v+4H=~E{UW5?
zSve$6+y`rnWu(iayYTctC>I&LknHdE3UYhU>vgJ`^G9ynhWGimN#yjBFzZ1_GSAA4
zoXBy2*z;Fl^|U;CaeGmSsymbz(beUp9bUk+DoKzKeTkUP*#Yxay~q_qBhKQ;W>Wjf
z3lenxEfE%5E3)gY7YpYHZ9o2f*X#6CdUxC-o6y2YHD#EK+`U1XrpPZR)b24O*m7}8
znKdbPY^#y8)arA-!mVBxy~p@=(@a(kRNv%M+3CGUtAm1uvJ%57LdvB;c0^c`CS}ki
zRa*1o^4gc;G~?%d(iAyVTl1n%dA9lMcAB?=?V(itDe@OH)~XN8U(XJHy`24&X{+vW
zYB;n^SjyI_)q)**!62i2_3=>7_n10IwUk{_?Sf1`Dqo&{X@chZxZaw>Rpjz{apTyY
z!JRT}Hf{koyMr3Xfgb8>XU3^)K7`2MF5C-kJYGQAPS)ySw~I@=TA3@)s#2IytD6Y-
z9#>T+S59W$y6<9Eza6f;)g@DAHOrlGDKREJq4OFhVvUOsn3~R9;E$`SHEAzB*>kE4
z0zY`Yxzk0sRriI`V&E?2dxybH+^8Pu4NpE~>N!;qj`%iUMu$~lN;vrlyH+d^j+xpr
ztA@;xO~_LzH?*xPjEZT_9B0#nTRGv%wkhoxt721SWnK?r22HdUx;|JXY+Jd2X;O9`
zv#<DNK@t)u?OdmxOm5OiW~8aBEWM$%utK_5I%{}rLF@XdNI7n9{TL;dkCwi#7H#_J
zJLU|BZ5)!d^quM@DN0iyF~q}s<tZxYc!3!;;}Q{01vsQ5|EZ?)t4_@#=fO35T&KtN
z`8pI@%1(7HU8g#(uX|H46mkk2k~s<mMMH{46iq0aQM90FMbVm~4MjVO_7s5>ohXo0
zch%*gJ2m&D=uM&BT15AsU5VAGciXTZYqiQ27NumvhLeY3Fa0D_ueT|r+Qtd6=h|%8
zdFvjeH`xJxsbgrVNQjC5QCKF4B?fXkNGR_C=MrtmoUn!H2ls6&!oD|6iQ%Md$f(hc
z6!q;7N1eLBFX^x0$$eMYFtRPo_c{resx^mQCR0eQQJ=`by(YvrPQjM1as%ETafX=J
zZlr3AKU~`y4-uBdK>hF@B<BVYmq|*vzFb3?W4FlW7c^YMO6=7O-B^QNTR?hzF2v9O
zERuv8SAo>%D425VJuF$~hxz(9D6tm5CJyxrqiwX%OJbKqh>Q%oCjyxk0=p^#SB(+H
zb-)!}1a@Ju8)H{C)&aXT0#|ww*u4?R0ui{Hji{glt~MjE+aqvG5P?Gg0=KOYmO3C?
zMBvbX_)<)&O5G6Ebg-d1qPh;YR7cq9U{7^~gAO&Qj=<psp%tg7jzbNimJT@VAe?o;
zAqY`d2ON$N^>nCDbp#Gi2o!%14Rr9Jx`$YS-`Mu+N5f&AVI5(;U|p1=!1BlP7R$II
z4oTFGWr^j7Wrk&iWn-iB!*alP$M?ne#COB@!FRxXyHa2tF>hWJQVJObOF<}j3Lgqz
zipCU8Dex6qQutB$Q?#WBpy)u+k)kt25XJAlra|4bTYs3hpIwRd_|0v-eh^NJkd~jm
z|LYQ3Bs?uYWP=zMA#Us8xnYh5KsHE{KKt>sYzxBC`r{}>yQtGB5`H7Sf~wH}b-8?9
zeDVLfbV~eF+jx`>ez}eJZ)1b{#bE4^IB<%CDGqMf(NIS>?0~2vP+>>Jjw*&P?1yGC
zJa%pz^hAG*gUX7caC{sL5I7)USR4@0j$uT<!nzm^!=gezF^*`*xH$NVVbJ}jR$_<L
zBd%i|{um`@M4w>a&!<w`vWmEv7m9@zPKuHJtMdGLS4Bjto4g0_uJGMni)SyN<YgAu
z;QZl8MTdMDUsq$njoRFo%TGyF82Pl}Bd%_Nv)4>{FX!uA<*{dZv$1p=u4!@ZMg4W$
zEy*cv<Vy`_+&Pw<TfLF9Qgq=~mNw$=b(+adPVK|3jt%EspH?H2r!?Xnmw1qR3E|{Q
zaz7F^q$6K+U==PlucgBAmk*p<d>ps9PghPFw2_;9YAmU7Z#dUN)}6FjWI#6kVn<^9
z-;lDa`;a+Hrjyn8>yz~@?{Y&PE#O`k@#HsjV!4nTy&+rCjAZSb&IRugNY2w-zEYdL
zq_+P?5C&&*%HoZ=dG#G&#is3`iD*uyuINjg%Nm0E(R@<>UO%`a+0VTlU6(|3y~g!Q
z+N7xTVF}%CGbYmF>p3ISWWvSX<RTjwa27`MNy%PaV6kl~H<DcnGY&L`y~ay8w+(7I
zI;A@7esvmhWv&ntzn{!3_LLY{ETR9fZ4XNI8lt!a@S*oi(xQ4I=^8o@?)wiTeTTQ=
zJWlNuEAhuHKp57q_qW|w#wne4Y*m*y8_48^1gaK~j1tbQjbmLhuL>pyN~n#Ntz_R0
zGhvrb=GBh|tkJ9;(uxT^8={)GxV&&_*F>4MKO>krRflplx5#g2l#?HNn5=mwZ>e6~
zali2DUOU!k{wX0N;tW%v#YauL$!K;*%MvovEgRW+#jk0y5_YTa#?gP?)_Wp+wCnD@
zGk-&d$;B|{&Z7ok*!O_EPxF)Nm_2u7%bb^_<$XBKEEqgp8K1XRRb;gZvv8EeJMfmf
zwAR&{OzzPs!u^_~r9IktG3_Uq3RgHs=6KJR%AGeYltc1~%5luybaShkGMix^g!Gx?
zq(^$T6T(h5@vd;@5M!`2KYjYvg2Pom*FRvnzdS&R%~mV9uMutfC3k!x&Hy;Op(ya(
zH{Ou;(dQs-7OAq{jW-%bE7gB*swftdUdfnat)q)T_&#HR=Go9<#}=A12}}=v3%#pc
zh47^+SbU@vw3(0qT<1h+-@O5p*=G&DD|%o!QL!Co)`K~Rma_+2PK1h?GSZ+ImVgAh
zmv0XB&8k3+CJdNH9AJl>uc&qR4U7S^RoSrGuq2cifC86RLDz;MXn^H`E8*@46=^lX
zjnEZft><_A5liW7k|!7Txmv}?W0OLNqy(Fn*u?&b#EH@l0;Nubu?|=Wi1Ioh0Ym7M
zH2<iCi3?B&l$;P>N|tui4e?D0QY@fvNOsuWuuPDkX(c;s+SH8iitmV|%!C5p2^#?t
zMXh9q;Y3B<kbGi3Z76Ih?9q?vzmxKG?o>+nRnjYz&Tls4Xc(4)i2mP87t86JlGE=m
z_@%QLN;ri#=13;B>o(>H&ARr2-@>yP4Uch%s1qtp(OK-P7yQy$Oq+h83x35}4BfS}
z7}bAs!S4^6#q>)iVuKPp8|tXAfnY-`>@M0xHw-5#?34)f6D1P#D;x(KE!t6GV=e5b
zb)-L5Is@wHFGA=1eKfH_>0$odUw*3i0DX*}UhvzjFP}5eTJdb$A^v8a_i$p`TQ2K^
zpW@Dg=ls<wMTtSx_uRCJ3eMnTWpaN`SH*2^8-I!U0BPJch_u@alPY_VbJ7IP?m9!Z
zHD5{`yVfQf_RoNKwcBy8$C@h6D9iIFj`bmH?gf&K7Z$+ssG{Uuho;2hXnWE&^)4xw
z(+<{c4umyjKaeiBio-Mi$|R!xQSSW1W&Fc4`HF;wX8e(}L*T=Qtt4_<2+W$ckqlma
z2QE~aO_Y+^#9;GSn6u(8B)vF5jHa!Hr5(dzS!Nc57r#Zngi#jeFMCSN>jlB3;NgV7
z=D}smy})I94d&JRv-#oIlN7^ad9jdw3}ZI%_}d6`du46sd#WimDYEg|j!blR{|twt
z2J+j%-BerN*HzaoVkVzhw;SWxN|O<NJC?1VF+ua7?J7-xW0Gw52YV*|NL5Xnne$|+
zCTG|cQ5#ggt%nIyewo0Q+2IT>mmF0dFW##kp6M*RTmGTu{K`+PNd;DIHlnw>y74+T
z@Y)r*uhk>X<8(tPE#IoLZ0rg$;kCN?r$~0yv1ECJ!Q*9CGi;^dLpE#fR&!xCC_-d*
zy*jJ!=SF3eYCfMWyDyH77`0ukcx0(L`>}@1AZub;VnCcQ+=eJOoNvgeDw--ghxBKj
zz--~;Jx68U`<}9zGe#<Ju3e#=y}GY-@S=q>&+e(|gY6nHj`DKCiH%QX7WXry3mw`B
zd+Jt{=5_6^JZ@M{c#>@(<aI3V?bJ0#I2_hCy?BEL%##pzA-bY@`jU~&m>oCc1;yMz
zCTqHbuwh6arstiaLUzU4-YJK77qp6>YOAgNUmh~Po`6^yT6(@#wCShkm=7G1Mec+v
z^d%{f6Cn@6Rrf!A5e<!lJjPMS4Qf(zZHhV+zoF&S?n&WI!BA+aIMs1DRZuh(`2jUI
zDr9a#?ae4!P_&|GP0@y;ofzhyqKn0^m-e@3D?iO46Z<!Wskz0V<)|`b=H^s-UU?PV
zZ?F|snr?+n<+Kx`tm734tXMxDa{5&v#Zx08F_eXbD(R$Z@8<A))&Sx@@+B<+t%Ag6
zEud-@Tx*xW*-`fhd#*ej^mc|-ba;NZ#u(;2nNPg-HHHVPA|bQ2HL;Q2ftcxKNVO)b
zh`~-n!pyBerbQq_)GBsi*;LUC>KrK$4<~r$t0v7J9V6kfyXiMY?!(m+Q^YX;6kRO+
zuZa`w!)O~Rlu_&g2$4--cR(N`L5S=HDK+BDjjaD9P9W_@V0S_w1xI`-W_-DUh14AJ
zqc^Uw%Oae0z^;p^s{?jp1k!#4%9#jPgjn$35L0m2!Lr7(#qz|p<KKxW*o~?CZ^RU8
z|Eg%B3tNNw|K<OmVOpqYT8%%OwC1MNj<42|!jHnAqAf*$80Md%i{<}K@uz*kMKkm>
z>l|&1B=fT<gQ5sYqGCu~xCA)~+WGb25`Nj|i&(jnpTqIA95@^5hZoK0IElDfgq%d1
zPUf#^@`CPC)^A)igK@YabbnCCNw_pRGw3)8*Nr|)L;t(Bo#vP5@(@A8-=G)G{6jg3
zez8jI0N4o-;sAt=8ymbh7*V5EiQ#ZiLO&dk#CWKS3jHuXD(qZnH`kdl9FFR!(+bz>
zXhv93;HDDl7)MlJn#J(wj%lG@IE)zY|5O({fF5xT%l>;P@v-`Zxb{Ak8mkov^N%ay
z-fmFD^V_&mkt6t3H5(|}-B2m)-pUn4XF3x3jV)wnr8s_`TMhEK+Z*0)L0N_K+cye{
zM+d%Kxp@ArK|B}L@;-?gJr;J3?#9oS>><I;CqVA;3uMPb1(&!ckxQO7k?&{!hR^Le
zf<IfM4Y$#97#H7Q4>$c@FxkGn9Dn&>Px5$d5@&H^GME196Awm{Nm0+Yu&<^O8T*Sd
z+`RG(Zk}q!#Y~UlqD?!I0m&A;Nv8qa*0`!%{a7j})_3Fgby9Q1+HT`K;*N86%PMgZ
zwT=^$_DLlFZ6;^cZXoe#Gnm+!Zsxlb8^L#s@+0$Ft|RX4^GWu?`b63)g)CJR=VJTF
z$@3f2d7FO2iSrH{STg7Wu{NyAjW%t<4b41HEMq3Z=~F9+0cpf7xYLY_Iyr-jy#A8x
zJi3gtnR^kUifD+}T{HerzqexH{~+Pe%Ts)y$?$$-dv_h!yL)igk-d9{4j$G<^eIw*
z!h~_6#kfcJ;k~<#>fNtT-_YTm?0eaX9<`NDhdN4!c1qXSEhIv~kn8fJ%@4>!V<rh<
z3tLJ1{bH->@~*iiD)>HIwUV4+GH(b*(@x6TC(cy82##U{r`TwA8&77ePi_+q<ykV9
z4z7{UjJ+Z&Z8Dv?8@x@^qS{E=!-L_<!`J+o>2^ig@)s^-nA!~&#;tW@OYI%u^)_&}
zuxn@!Wvj+zg*6w>Nn?T*3jS*=Fp4JqlwCS|s>*~eR4SuuGTvsq^75v(Vy1ttT@MsK
z{-_e)P%A(cToa>TfWowK0K|bA2jv0*3fTa)m!Uw$hfGg<I#K72Ob-WUWOi1CnFF=s
zLUA=+xa!ob{f4*B?m+DYf>q&of5a@loL+&XHfx!b%T7?6uq#!E!C-wSC~jMnjrY4u
zpDJNH=6!&6cgH}(UKTJQ)EV7S!J2eeI5F0l-MA_q2D)|r?E3i^9Oqfn4-qcYhTFX`
zh;%YSj;2*?3C((_rI?Hs=x`3FmOrJ$xA_{uuN_9qqflz%JSEOwSX~I5BN142V)bDa
zA|XYT)IlWpSe=NnI$+fza6U!g+=~#2JXSG6B=R`FB5<A;iELHzMZQ6pv6*4sF|Wla
z3J5b+JGEne@cB3=Yfo+I+zZzCsk=40iHh2_>-%V@W?KsF8o$ntl~h2a#W;Ud7vJZb
z1hh7txg<QTd<dudc#1?fHzbKT?xC9qevRcKaopq2|9W#F`WGJeFfN~c^caqNye3%t
zH3D(m6Vt+R56%DWxTl}ciQ@n^G-C?X#l}XB+RDMoz=}e5QK1>f0E~lrVO2OjnvtN1
z3e&-ch05x)_Q!w43erQ6{+sbqAL*&>Q;GNUF)Nit7Vm56Q?5ZUr%Y);JokNqPt&}8
zjCV$I)zUIa^|c$hHKPb*Oaj<aB2#f__D)4L)pFugx)^yd-~+^`Im4y}E~LoVLEQXC
zPZe1^uEK>2t@-MgKk$!cDqym288~v{6Dc}FLy~JOg?oESaML!NQXG8W2hv9l;~sCS
z#yM3;<M-C~=Qf5NgejrVATlY6*p5&Vm-7*vXZR4Zc~kF#a`_>Dfi`ge+x`I^sH_v`
zqMF>{qipPx{>+Sv_8In1TChP)%mt%)scPr!k@E2tZ5a=9|BPsMqbB+CX0Q&`$Xj+i
zpdOuNstPYsOOvdcA=`HFJ-fWjK2^iWkHQqklT7)=_cf1gKCvU-K7#P!S+e;4=h<ze
z6`JXb=E|!w@v;Rzqc#4S4>JtRSa#C|e<+#%L1lhx1V}GkQ8zc7qq4BFQAhTp3tLZ!
z=9SAvnb#z1ru7Ib&BixP<UtVxoG#jFDjm+!JoM=;&s~%WRkvP|Svfb`HTk59xxDPY
zaM3>}ZP1Ju#%-X1@S)iZMljou_M&N9nPXZL<qelN%2~l`>7a(CWeo;&N)LJ3hH=<%
zUO3)AMYvb)5Yy74fz0e+GNU*%N!p<;uW}ocF5FyT%?y=aQ$qjh(gR`5WR+fiRG!+}
zirM+WTUa_VS2+FltaL)#U}kmD5~0_F#a^l7d&m@TE-T|+W=q$1E?LkzeyWw`z&}1L
z{K=4Fd1$FpvS`y!l`tnbEdGuvQMUq`q?><mzx_89iQ2Wai0aiT3Mi2-yp|SGcU-i>
z;j0b>E>Pj36rPlBK;cQ@O~FtUtTpT6E2vvTia)f@OvAPRqjTYp4kuQFUWymUT3l&P
z#@QRe6zlrXtaTAGqr?J|+_WfkxS0pbmtKMOj|hE3iEPXg3G_@n3U?0BOV8V`CeCB_
z!GvLbAa810$nQ3g)VIabEKrcuuOS)ZuVC50ZgBOIIVpekHECuO3>jx~;9~!Ar1(yI
zV)yYh8yBi3Rcf0;bnandZRJNK=~!D5IJt8#lMpO{V~6{Ti4y+-m0`ERc4FA^3f#0i
zNW90MBi?D%KwWDltn|wk!~N5Au@=5YP5*c4`RAi9_O#LvNHr0TIyg}sf!!G4tOGU@
zL|q-Qdn4-U@MqVcaX3O&^*c&U-H=^r>9lTmKuZ4`DoyRbJ02r;b?T?3&s48Pf%(Tg
zV?JFe+$lULyeOm;G79an7^?HS=lM{xFU22Pf2QF&h|m6~>0(FtrYP{uOV5$6f4=nG
z+#k)H&F3{@@zQgC7QKsXGF=m<?%K8JLhR*Rm!9*{;SzrC(PM<@M365pJ*VtN`)u*j
za~*p@Hxc|-E<OLJvlsm$jMyQtQy_4zMp)@|>;&j8D$!rm3&$%Q4#SIKuoIylb}(`M
zxNtmtmS{(_DDqh9+>two3Og>!!NwF~9Mn-24)@vRAMz`92tA?~*1`8t;)C@GYV^``
z@K7YgSSjKjw^qcnE?lW9lepBnwG>e)Aqu-kQHr9o&J+3a<zz>HSI&IBhV$DxPhm1<
zqC#>#NMUYumupe0EPvOq7#GzekxV<*0d@}W2iHozCa+F^B2P>oku83V!mv#W=ikMa
zw;z0y-#qn*LUQ*Gw>7C0=dg4Osaj_=NiAKHzq}`aJbv7Svp6=N5QoiVL8c>_d}9Xb
z&?}2XzIq8;yPI+DI|!d|vW2`i=}*=rU*s-KoXB<CGnHO?UW`w!u$O;dCX;w^)5vb2
z3OA`fPaG>6kyqQhK+NOqkTQTJ4ejp}+b52E=bTl1$E4z9-o6&Zz1>Tay<;iyK2jBS
z&bdh1dfp=S-<*TZv&WM%9d5#W^AqH$dOjHxc!u|@-H@O5t}Ia*E+Z1l1)zy?Aj8Tf
zaVyR`(mzFXAx{(xImw+QhRN$;UPwCcc+Zxv#r6^_;YY1f|BaWP+Xi%(jlWw<6?yKm
zs`G~ow%T12wQFc|w#?<H-iy~S*DTrijE&9gteMs8jQ3?lRZZkxMtvh}KRfN0nd;Qt
zUFB6T?@>v5wo*Sh5XMT^KLgv49;#wv-PKnvspYknRn&~x=BJTxhMMQyudz)YZ_~W4
zavVyWe<6R`H&i8CzCELKQ)jk5w@X#meWfO`V+h;aGJw6fb&5LlX)XDzz*jKnX)Jr)
z*iMsnCZ1iiyn{^MCQ+^&C1|dW^^;wEbyo9q*K)So0s9P_B8Q-UN+XS<f2R7P<tCL)
zv1Iw{BsXYXrV*4O71W_KdwO3rsUWPs-73Au?P0>>R)OAm;J{p8*<M)hdc=Egqcg%S
zvsA{XR6eu8dV?}`&jsda@EqmXX~mgqHP<U2b{Q<J4;;m;wH+sOeD#2-<B;p=IQklM
zAt;9#+}cx6-#(~(Z~B6XZCE^Ak=lr<`|h-GIHVUd3hpw+`_B`0+AL8nPnaz;9~mn=
zZnj3cpu#a>q|+qkXjp=9tK40sKS&sh$N4hj$L7p{GgXDI=HrDei_)1!&r36V`n*zp
za(pUncl3yi@r{ucUF)ta73(4_H$5qxvAkeo;^$huANqa9!*8T2_EN22TX0i|e!&)V
zh!fm51zYO>O`%rD{Oo8rtuU*z|7n4i##c~ig;}aMp=d_Yf}#~gYl=1$?I_w);DpnO
zq6<Y=itZFWDSA`%(dD5ZH4mT|MDhRgrRSDCOTnU{MzD6ra+ug{J7LB@Bvm??K*lgr
zXjP^e3`oBMYfo;0$yF4jjHxv&ZL|$OZULA##F*H`WI^=43|fK`unu;DCxc|L<;-iX
z{pjWA^o!?Bi9xr8aPV+9xEEp%k48qr`gXM;&cF%Ik741OWIIe4+?RM)<q1el;Mm?)
zU^w|1T<UTdPBeK0>y~bnZ=D^^s@~bcuIX<;xM&Y+$5kbD=Jtgvjb{^<{u6DNLnzFu
zzJk5-Vh(HA^agnCstI$I)3kXQ;u8(qtn(pKIT04lo{Db&MkRLbuL<V=yY&2@`PFh1
zm=U;!C$8h+S{@3}2yY!wm@fEV-Z%EraJWV};hTa#^+$O}uh6d>8trKqt+21N|7n4r
z#xD@|sktcyw$YXpeiZ%`Z7BjMI#6_^=u8nr(T$=9MK6kAioUu$;Of~xiV%wbU3#t+
z*70@(KAbKP{8yKr_iXi>OV255Eqv)YpG?2hMi+O0re7HNe+8m*!^3uk{qVpYPpgM-
z{A-*qZ%e>0!0{P(f=SZnFyfch@GEP`TEDz4;or_$^)Fmthc=|Z#RBZu$i+}EyueVD
z+EJk&hQkF2F`O|qV|Y}en`lS97=^e1f&Lg5l@$e=F$}unfFZ_1KeVH}2;8p~!(+HF
zf#Fc0J1%U9X`znsFuoXu8vk7iM?F+}7Dlj+f2<NSq;J85UV1LwrHC8ZRgv(itYSpZ
z^SrO!QbmO44c@~$L@}WGGp>4wFK;Q2;oK5fMTgV#`MRMSxl#R(arx?z{H!b|g?-=a
z@Tu_#uE-QG?nR9*<VBmJaLpu}Ge2jikb3;WJ-^z7yLrxo8(E_XXAI-Xxq#)IRr4Hf
zrFl_)q(>vptZxmzZr$Dd6J-~&+*3^yt9x@HJIuLp3sw+Cqc9S;*@w6WJRs-7PjRug
zZz>!w4dL9v#&V0RL~|>~r;-oB#Yv3=m$~Mlv7}9DKeFjfYZ6m!Jt;frF_|;}E?Hx6
zldK;wiW~B}Ip4!9k1RKMNnDQiBd70~^JT*#$%iqIIE$>x{I%sB329NB7}ySnRV8Y`
zZGI(JE3yZP>Nx-oF$cLGLux|eu%~d(x-{wetSn4D_X1XTvV{!)RM@s)6G^^AFFo&D
zn(Gy(R#bW@;ie6UB;M|;I3rhodJDs4F5*EwZmwf0DYZ^QHZ&Sc?By;nV_Pchxop6>
z=H|lD5q)6y=yH&=bPmLX-6u0G14t2NEn+>TCMaKyCyH$`@S(3iY0-Ki>ALd~+$RR4
zujzfx<Jqql_5F|?fBK#CzirDOl$9$KQ5WCVm&sdZuUaH=5zZJ*XI-5331yN`sf(sq
zu&*DOv57bKtADw>RkOysE)#n3f-1gmMd4DVO)@KUjZi*mCwn?<xccglQSz+%ewrt#
zr_~E>D+sS@)MKr;mlWoN%wSBb4AAUSd9pKOXF;PwCp3v~?l5+Wmg>CTX6&}<Ho}KW
z{k&ECT{BD!+cUZQ#;`}1rfKr`To86$GEn-x?2>l(7SGHda6%bZ?2)QS#bjl0@+M}@
z3UkJMZ-C6&I7NCXuaR)UrzX>G{}th~X}&bB+yG|k!J5jDd_z@@MaP+&m5WL<4-2Y_
z@3PZo6<@`81#L*{7AP0{=Fhc~0e^7-6W?09F0nzh>0g(?=iz*TbE6SOaUDS{NzJ7x
z%21S}C{OX5wFwL-D(Z)G+3z;rsha}@?%MrsjRNCRcQ*>XcQ5F|$i?UU-MUyjdN;y>
zt=zi_gh~2=eAP*4HWz8L1fmSwq5F(znE0X>EIgJ4tyaDTcIZ0@aCU$)*A$>gK+&T>
zL5V&x_CP=wdtgLqsAyP;xXpNqo@DszjSv)(1ojOhp!`A~n10<xewGb~8m_m{A68sC
zBz?CKjamg=Z1$l6;y(<5bpMT7bJ>zRw4UGLM=YJM$-)1-^qdy>H{?g`R!GT^QX(}h
zp=-*esM(kTsT$??pU+}ay+DR6+{CH7HO22Xk*Qk^3MYzM6wVZNDX4rQan(J?otizw
zw5a(vcP!|_u%iFpt&0ukn;W{oyVI{h_oecUFFlh<<yV}WQ2r@=w}RIG<)!C^<|eH_
zeScAgA_VVNs8LVr-ifAFNajNMi|a;@_RzVB2K#*Jxo&R4@HjW2j=;G|d+GUio}2W`
zD`Eq}u^AhZ$my{`h<4Pm5f!$hxv)Yx2IC@7J`vL~re-l7Hc}k_#c<T9H5X3H3LUA!
zG%zfx!v3FK{-$5C0qNoSST=t}iOK6@?ex;~1}*rUz<!EnZ3%y~x;-2(Ux&*|nWeaM
zXcT|7j2$ruugFbnvVk+$zn|Q1P(pFrW+i{A-Xz%Nv;roZKY;K&ITz@1nzWl;j%>4T
zOKMyjKsKDohBuRsbE!+;E6$(W&Y#%Nk~OK$oNKKRVr>>f%Jxcx+5Wkt?Fd53?d=O|
zA54PPrvgZqQ-|Q$hD<JUv>VyC*cNiq)QWRY-ttF|426%w14-oQP>6nXlf+-`NluI!
z4Y5w+V2!~_m^U{Hrg?59MvaZ=O$wu6>iZLrFhfF2<4j=wgkj{0&p^)NczsgKZzBoH
zO(4RwN{Vd5YhvO2pzX)M@6vNirA?P)>6k|&HFlY{%9ZBXEVuZge8_=NA<RBna9cT-
ziL7y+Rlggm7H<B+(0{QAMy(H|&*Ik$XNoLkE_hlgpLJ`?l#4wfw5*dLJ$8MWX38ap
zUC+*jGR1CgXHud|3Ge(i6_n0Tb-oij?bns~K3ck%BHHxRMR5ozpo=tFEmhRbDP?rJ
zmNJU-3Jp{6w-(V&7tW0OnHP3LvzQINw9JyVJeJ3ff8L*6(J+hM*-ydlfBBq^{YYqP
z5*W<m$xR8gIh(^Sdo~=+sMxv1@d(xL6qIa`MhxDM|I$Ou#n<SMWf;w7p$Ov0i6bHc
ziwA)tD*~CdmR(aF|2l$2hCn)iK$eX_hK;~gp^9P#zCkmvI`Db;3@y!|x|U*KF;a6`
zosP4FDVkAHbHU#~KD&JWrS4i9QrHd6Vm`h(om*=EsuBHp`sDLI|Fz=tUp4Hb`CR(<
z4BGo}YUTF_2aCOrpMlf<?|UDA`Ez`Iy-)wNDYj3n5Mv4~94vU$QHi=mAv3y*(;}J+
zE3t43yJ;8S(LvAj^q+g1zKO@ur;?kAPsMjn$>P~*J{2N56V(x4;<@S;e0);Hr$U1e
zSa@YL>5#O9*t~cQ83WtF=Bq<|Omo6v`K6Df*f|bX#_xh@?UO(m&-$2J&n1l>Pw*+{
zna6q8@`Oe8Zo-RAmBs4(K?A(&-*!cgi?W(>z4}G#PSVUlsnQm6R|skM@5pmaM+=Tc
zRGQE;E!gXQ`ml{H;xsomSIa29f3CEH6R-B`5iJ~K^O@^6Mk&M9!{jz6OR?)}u2v==
zJtl1StgU?Dw_G@1*_v4qJ5D(@`<bS3R-*L0-x2oE$`+dF+3^}%H$yNuB~>Tbm0?oM
zMhHO<XGrZ;**mX#J(U&hQ&*Vn)q$xrVF5E`#v0)iy%<B@tu%8l;Dz_7qql@EpK36(
zUE6tfR5vdu^`C0uaQRKU|IZfjEw$6hM$x8!I>Gd@>lI8VINngZc1of8pIUvuxL+!o
zMm37+=uUMzir=kBd>QAD+Qrw?J59N;78*w=li|-!UEUF<HE&IyE`g~QIWV<vclLri
z52d10*xe4pWXlbcWXGF^Lov&iY)glh7*15Mu*_W;-DQ|)FRZguz4x%T`*6ck0<8mM
z!6bM#ESeq47CrVF<~vq}o-G#_4*zG&;@f>~`f~~UT%2Nh`ldf|+QX>{fm0s>H!cug
zPJ_7MgfP}YoECBM34xn62pqi;IMO0eI6<IrgusO;1WL{bYyt=yg!p3Lm{ze_iX*>v
zTE!+o-Lz9H)&G?Aj&Z+Km=6kDbf>yKMGcDINc3OE`J;C6{k}O}yKqaWH0(!_6s+An
z#IY2oXD*2zccxk47JZ(A$qk7_YhO-3!%W=@kELAV!bOO$jiua^&sTZiSV}TK(*jHf
zpMl_Mx&GC$R6h+6D-atdRwU}EzTEx8aR>dxa2U3*Li?9)qCdKeQ$5B<GwNca*B6fl
z`L+@(P!GMpcl$F+Oimx^aPg^BKZi4Oy5m#fD#sPM6AX(g8gNVFFZh(rTST^;k0uWH
z!?@Y>;G@B&0AlOZ(x<HNFfz+C4Q7Y6gu|;#z$BNKoN>RYoJqxb5LwR!BAh2e!jqS<
zA!rTEX=3G5=3@)uZ1@JQoO?{d4f~RW6Dvuz@jJ=M{wH{s*Csv&ACJObX(YrSqt`*)
zR6$zPS|sFgf0)uW4HjFb!OH8YB+9xDF-cVLhBR+(b3Dkfo&$UgjQfc%_k+lc``>n@
z!%$^4rx@7;uhy!_Gs9FJa>LlF>1)*W*M_min~Hc}9o9~>IDR@iH}aV#n&f#8aA>EA
z$j($>+rF2bx^J?2TOTiZmEOt1rx&T}yvw&(?_!&vy4`S<k;*}R@rI?`$-ataRNNEw
z$GB#iXC()-jX(C*yj(RJieITOe>}gR$}3=SMyV=q<!4q()steXYL-;3$2NVwlRYmT
zuO139@|mL@V4$lPdo`}MX4mk1HsRfDnOF11^0a1EHJ4*nXbv`tmCrNo$ad|SnNbZY
zK)oYb8VA*0^#$XOs%n*TK;EK?Y+TG(FfIY=(AzV;uNn>z)=NCo{r33^4-a3FLYs@S
zGIzU6E96uY-1o?Yn?<WLeDoM*y_JVD)h}46o^*^!pSp^<+F*wAfp<?KdBkXD_2QSZ
z8tYy&&P&gD*0I>coV(!83>uXvsP;5bzES%zbCfyhK7L)8I=!|ChuZI8LYr-3ik(&n
zsVSbq;iyB*iWBa#anJfF*OxmZgud^>9BIx9H?8g}Tjm#KEUJ0QjQRCU|A@{)7w<R1
z=GiWcZ|7msolTF(>^H4tGzL?IyzZA}h7+17OH~^yBvlQUMqT|$N!`#tGkW|jVZ~mm
zrG*7+DEet3<`9R{0$NDT|B({XFvtN4HlcKLYXRlc*=y1;wJGXQ;80qhLc0k?b=<b`
zreG*=4FM=P3I#<&ibfPoD4J2UplC(WnxYLwJBs!cffSu6x=?hb=uXj-qBq6=4$Bt4
z)n+JbIoSsm<eh=lUg<D4cpdR#yOPRVdxOerJ~XY+75dBR_Zz#cgNU1bNU3&1VaY&x
z8SS2H5SOusROz)3q7xs}Qk6hu^Y`%J)+pGt<h0g)=wk@%T5=CQ9SMa4H|20At0g>`
z6AkNXaS&@LgY0H&;qqZm80Q^LOdUGF+1zM2;+hEt^^U@Y!DZoS)^J$kJ6OKXKa*8<
z+y*<U4TCh}WLUMskksn994^Y<6VH(|$i`tCVCJj<_KM^NTjXgy@bFYZj5=JKhv`k4
z6QippFe!E;END^=-TsYA?Al)w6aIHt_J4<E^@>WgGoYweu(_!lo(n`FoxK(f<4jSo
z!AZ^9%}uI%QAjCd6u7iYD0m7V3SWxG6iq3xjiO9V#hw2hmc?@Yni4zmH^s)GD7qp3
z+rzRL7g_6X4$D&3TKKT6cB8i5=jUjjHD32jnni-oz7#IuRpAAqB)6Z6rgViHtNvSu
zWic(T8%-lgm);@WZIgId7FjFx7r}R+OyFP6TJ?+1$iI+#eJL*E+6(eB1B#*)sL+n#
zu%nB9#?)NcAHyS1p-yH00&yARU|dw98N-NaiSewco9K>y2t4eHanZdn@Y!M*YSjAS
zdXtzI#=*D<4EL{8Vu#kVjDU6gW0ja8eG3uvu&m1&Mck0miiF3D6(ic+=Y5^FDk7W~
z@E%@O6$5<7aW*fX@s@3haBcy66&?0><LkP}xKXWJarp=1`B@u!E9{3Hf)8`2b47gi
za4(wFBQJ*g!qs)hIrHVo3TeG#-1AlQxtpp-+z5pkXY5^roU7;0S+!rxt+YD8kE}U?
ztGL63&q|xbhu17mlG1t;#R?fW*xipC7gUZY#vdecskeyhlx5_cB!Y|0VHA$p4LP^q
zZQP<Ka?U${CpURt9I3JSG}ml_4e{U9nrybRCo!fgNm(X{obd=CzE3jA`k61dAx~oY
z9;Jtor2G!VW&TKVYMDL1*I_zw4SK;lTx-gu-rY*TK9?9Y%Y{{~tH7;ior&F!shqFx
zBgk5NnCsD`5+pXL5BK(UAw6HLfvI^iSlzJ=WNi5bw%u_d$-Xa1M2|XLuLWHdmF^mG
z)A~z@m+@N8sAm-6670DMjW=h$v>YkfbTKRr*Ki{(%fgHqpI}e+D$cdM1stu%!|s+m
z<dp3SF(X!!nR0;?nd48a<DZjiVR0mq{_*Tl5&Ch4TSZ9MkL}^Un?31s&WrPSUsSB*
zAG09y_a2t5uw=Bl__(^vJ?F}*MgCKT(?j2}b*&!>B_e05i;m~mm(zE%OLA=04+i9F
zR#z#;jACY~;-|(57gN+S%PXORX{&Ki=0yYfjVVLr2ZoH)<g*g>{53s=m(i)L)!_(X
z)|Bc@iRb>BojZ52+t*E%l^<J-jSD=lIXHBgI<FPSZXI1mcwf}qJG1E7jIzIUU~+1_
zXAf@+*F4%kTG*NVUdi3{PRpCbGVy1JDQ)A93O6r4U=qy6d3T;sL|Q$^hRJ#PK)6@x
zk+j>I6-?V61B8n?`O;X~MrO)OTV>z1Q&bM8Y?y1=v!xl0ho~xcs+>0XmM!CXB{Qwd
zfY$}p_ET+7p?v;Vl=#-#b&1WQP5-(CJ`d*$oEveO_q!jKMWRNZ^P6=Fk-SlNPo2Lv
zH8VQ%|LI{_<Haz3(imW>u7JipgK4hlc9+{e2<m$uCUB=AVc~V~bL|F9+Ei#abs89#
zY!6(Gc^FPqY(Rhs%&t3=-M7{lDwJqR>Kh+MKQg#ZW$0Ap8C0*^2~3o;*#Z6EqdPPj
zm<Sb44TYq;&7{vKqmx!a=jk8O0CTSez^>FCT63BDfm+Y+@FO;!ugSqb`(asJQbVAu
zhNz~44b>5LIyg`rQ9}pZ&T<k9<{R5>*sYM7A#Foy_}vf7>beS*F@C*msZh8284k<R
zxd~+zo-Rl7K2)wbOt<kesrk#pvW4d+8Xn^iQ72RuqjQrsolZ2aPUhl$7B0fMN$alr
z5E)NzJ`(39bjP^~bp*~$+QYKnd2Z4#uZRr@$7XCuBB#d%2GRaC9o-5m9McgP-%_Vj
zt>7dPx?53*@r-q5@wwEhRTu^prh#(>DlyJy+u!&rb}&6WAIs*iC^30`teqZ~b+qGi
zWPKISpf-QAWC|SJbcxG~N><$2xtzc9B%K(1?8Qy<?8F(YSWNCcE3UX*_AGzNA_jIg
z4TCAh9U(k_5IH+#EN8dj4cTTKO==8nM>gaJ!fTIoE;X`+;{1Um{>0|RWKB#%va#JX
zNXj@)-gzsDg=`3E%e^4w&fCFS=a#T~XJ^tS;|M%AJI+N$Gi2|Trf~bPQgQCqS^mg&
zANXVzPde;ZK;E|5BxH*O&cC!G>8BqPgJbg{W}_UEj;ta^W;J1HU;<1lCV_-?4T<Ue
zA~3&A9Jw;lnX|aqjX32tB0*<b5FxUi;>`0bv2cD2+co(64$Cr1i_QI2`%+)Z97b!@
z<L0hp?GHrAdd&zIQX(Zxmia_Y=<N5J2lqqS$;41*?%9{wR_2O)){yy{nbmKoN**bx
zY49vdIdOh<;r7K9U}QdDV|+@@Y&~JaoJjm6n=<GM7`MJ7@740P<|$J{Gbv!d{DJ94
zaH+muy~|=~hGjpAJd5q6dbP$$F0EZk+Un*Ip{L_6VSG@K%zEM;VbYB*Od?~WD*cg>
zo}Tkm+PjCfFj8|~R^i$k!RBfL;~)4!=GIrkxaLn05>|~78l;>M-d3E#>~yyhitQWY
zeQ4xG<*pjzrHPeo(tjDVqM(+3Dss#Gg<dPZv6k3w5pDX3Ej|keu>xXC&Dsq&-Awtr
zb67feTtKnZnXL-VpvV@g>D;SRGcp8Z296Z}aRW|F=X>d5ap*m_#juqJB*8lW9Ox_<
z!;?pciQyIvL|R^=xtGv?uo^-7sZH$q$x=cZz5|<cm$mK|tKA?i8MhK8Fwn>tbySe^
zAOSWra;@1ct1OXN%p>EZqv7R;A*6#%J4n6kOX?@QfD2DX1B9-V)mst{DRzC}sO&my
zu(+m8<U9U|rSUc5%7oE6DD-S>BH~<!^BFc51QIudIDg_9F9fc+A+RYS@ca})Jm)2z
z@51#s1YN|{q5{<s+GEgE$79I|am^0Tej#vvMd11)0_R->&ijb}L|n0HB5V<2L41R#
zVmHC}#&^{cRjT9r7-LhVy7&&bPKtT2q;to-R@RvdZrG=8NTzLc?wALA3M9`+oNG}y
zQ`DvS4N;|bFA6Ef`<_ZHk8f@WFcAKk1mY2IG;_)H-&{A`+;AR2I}%he47YIMBAiF~
z<>3-s<i~jgZ>%VoM=*XKC6{y_5#tc*Mv^|K!Pyi_>xS;RGWrbqc`4qQ7Re8qNAwd>
zM)GTe#D;>6A9VyOY~X0dPJ<0ZbVnUK7An#0v+Y-RObZ(rhC_&EOcVXk4I3uvh0~+f
z@1w*9qK9~5S^T$3Oj;l5WPB>wM<|$$!HVO<S}UyANx9cGgA~U`tb+F&oAWsV-h9pH
zBgw$1<J_eLAH`9J55(~d#|zyLaVt-$iA&GneASOYB=kbP3yU^!5tZY)dhfcyLdQ*t
zBhlyh^=sldql;U)B2HsC-*H8_kCI==r$-IBX8muGo;58=i&;y_JC`R4|0$^opSV|i
ztg0RdZ7LJHwUbHu^&~RB(oizFVLHjbv79V1>%o=CsmrC$K1&RGRU{e}LtaWhlB7ik
z;Z2YVjy@X&AFqyrCGvg5H7A8ES1(o+IeeR6K4Jxbe<2>sAx7Fn$opZ1A^T2pOof
z+|H|}RBa~<tHv^6jm~7)^_anS+2^RdKEqXA$E}onOs`<ZBWz#B%uoZ(I`{El6=5oG
ze!xc^Di2ak8oyGL+$c!4srD;2sa<`Q&(v69vSU5QWNUxT!&1fA(D?+yYWd4zkGEpC
z`aai0xr~)pTh><=H`i6u+QB-bNa7qeWyvQf!A@6Md%A(Q`7t&BVXVr$NQOH6S|@1n
zwx;IAyje0&=*IXBJgiAETOsdUw-z|A4$_#-o2a?}ORoI3y8%?`tCrc1&Dgc9?Pcat
zH&5aGn4GlWp>r75z<A+3vz<xruqEAiOM=WnJw|z>kFj!A@io%^+Xu+prWH#MS$Laq
z`0z|PR_cL}=e~<+G1ygRR>6khuP&DcOuw&kZQD?|-mfe(_})CFY(6X9SFf|oEILqm
zL}|+GnCvPfcHAbMeAh%e?sNpR^3r~xXVM9;^X)s!xXgRXn8<<BwWWX3&n*T1w<E)U
zj3@RME%n_h+VoRj%n1&eI3y!~LEeH~1vyFq?ZtVP+L4o(QD|u|)vYMBRF~@2DgO7x
z0X>97tOmW5JCL=uUq(iZiiXG=SE2FiBP1%j1z8jB0RFkYkQAH%$xo0)No2F>S8lsr
zcnP;_)`KlYtw_xU$uK(K5ONiX@SvuGIDgWf3B$0cVE-tAjO;X(mAZz*#S;Fc+*SkP
z`_2ngP1?h`ja1@KR1w=cxom9MFjAR*%5tW`24Y!c5qx|wSR4QNfn`jDhXjt4ELf)|
zEg#(hRdGZ3w7Mu<RVEXUB9)29NmEEGb_Es#3OWBsCDy{%sQ&-HIPh6YMG7v`aHQf`
znFuEx@aQPQS%*4QM<7i{;8qO+DLbOR4z5)HBVWD6;Rx9qGP&P~7}So8580mfpPW?J
ziWpSaiWgKzkw+_1P~DcI;A367;p-2J7BnuU)xVyp(#7|oZoU-%`{KZ7(Izfjg6suF
z70!lY2*qnEj!^OJcV8SR#9sc=7Y8VN!RPVf7YB6g1>Hn^^@{`laQ32Kq!K#>b_xW}
z)d(w{URaExP6hsAxWe(!Tv&-=aBTtou!9vo<0L*0pCzV)W?XAPWl4eV$Q?w59T&wh
zV+t`2>Zl5b`|R=$`4wjdJ)#`e!S_+(gY^k|^os-4b}AA=IYrzNXGOeY39jT?Gj99U
zCyJ<9%@ua1&MS(J_a^dPYLYsvIcMH{80R;5h{B{>qC%4XUSVG33fKJ8dj8J!1dd)b
zN2cCPf}Q+UxO(OWd1dzt$zL5#ws?0_7)n2I{(<j!`^G2u&8_AtBuCP?ty}Fmht4fX
z)mfn=HRwHmdEq*eAJ~+$SX7Td_bX(<uuo+2gmluORSb!|kOEsHj&trQb@<0OLdpBe
zZe-oUecXixL%D8g9ZAc8xBR**7x{M=9}~|lWyzkZb-7737m^w~Tas5@LSfFJJV;6T
zL>gXhNo;Se=R40F#dlnLk<4e!h`UFBk{#ngyqmU#9b?CkwoaL(e$Z*y>`h3S_RC@3
z<ICjfo)u(J?P0uMrC@&AS&pb`jf78{7ogb^M221t<W|hzOU{kmL7t3f$cg7;h~b#Q
zFi)`H9mh4KUmOS#E8zzTm|lOIfZ0b`cDJK!;)V07$c1Jq|F(zNDjq%6^?IkUr47BM
zb@B`}izG5O=1M2cjH$f0Yvn-Ar27q^db+)Qu6YObmbylA>ysmdPv-gR+xtUUk9a4j
zw#HXw<d~>FGu2yO<BCEv(*COYegC<dCkO4k-yBSp6)n+2)82kK+j{X{m0MD?jFQHs
z<fogZtHVhh&7!yvw%L%OY<966b;!UZ`P3<Op#Q-4?A4-oH9G>jvJ1AS$vo?Jmv5U{
zQFC$cE!p)I(=_?R2D3o}=4Vu$HHx){DH)b*4jbjUNi*x}Gw&<6cMHiSE2YEAcET@%
zYe`x1T4tQqL^`bgVZpTgdExq1ABNKeGRZMs%54MgF$WKgQAYSCGncP6Qr@e`2<x(*
zF)J5@${ZT^V4TNUd+sb-oH={x6*DmRfFO8IQ@&|Fk%?J9E?tqaka6BzTgd7h!3-7@
zjM18U!gk*~%4HQQ%FNCc7arC;E}d8Jl`#C=HRf=;SmB2Bw6b~H3ns6`V8QB_Cn^)?
z8jQ!QUCe2-h0=rW?}QV32S}%Uyk5|%eyUxUKHq1Y`(3JH>1f5&ZK6%Tn2Pzr>FS$e
zD)s-Sh^pgpb~Ky=g`>`1lbVs!B9BGxS|8m}QL`IG0}4+HZwiJ2_cDNjqfk&Zq-aDz
zmwNxZzeat2+RytdR-az+whvpmdLYD4eF)1p?|~5|7ZbPb?}-I82c>mWX!!9s^c&L(
zR(yO45g9{CiTE?H=<G-KqklM@s_=nSp1BBS1RbZPD*=l^XCRjpg^kP%t^Hu*5s(_*
z5Z;X51p6W$LC&;&=#GjQbq#>Qqiev$mb+n0+bB|QwFXX&><x#CxPs)=Cpg<E1P-lf
z11q<_lrK7-$?h8N4BL$^z|NATVWodIsWCkh&YpNg{vUha0T#v1y}y8>ND-xpC{jek
z28xZH-AQH^yJAJ`U9q4j_NyXI#oj=wSg;_XpoqfGve-LT><zJ3><!U>&a&Y{uj{?{
zyXvREzj>Z_lbp$9W>epDCX*3g6`|A#kI<aDG3-U*1bVgqIx0+&qu_ikWReaKDt>84
zYwt^HvG??%Zb1JaWsH>BL3acI>jQuV2>_}apo|*82mxSO0>D!v09cs-25NxC2>?tK
zP+kpC`&6nQ@qwX2HwOUwrE1{cc|!J&o`{jWVW<F9R|AF(0H~4xM>VK=3_}S38U+A`
z6+j&|V2A<KQ{$`ZGD!o&51^qMFcbkA18Bv4<%t~(n^0F!H&7o?2T<-%-cY`@OlcW@
zQI&>)iKK-xfd5=m9f$u1{|o+$3xR6yMfEYbU${r23Vy#=l;B#wvZM9))hCSJD4<BS
z{nIN)WS@S%&(ZAS<D~9r7<}I5KXKrApT2VBxV+>mM|6LF%JH~^<op{Xe{zc$^12ux
z;#2-}Ey$lEZHE^TwEWL?{%U{zPwww_faw1U$J4C7LkENb5>#gBh%kVH4}%!^0O*|H
z;25NXjtMe|Lq{!noSs9(s&k=JQ#BmYQ%A1@=}U&;xD^3(c#u<oNgu9D^Z(q3bl@Nj
zHUC4JU)s?Qs6p+Ay8981-i9V4fVaE3m5pp^k2SK$OR=)?wHorx>$H;vnI`a!n=F@&
zuy4xQ_$qnJ;nAF{?h#qH6a`;5uM-aKWx+etsm#xxyHi%ZcQ;h9VHziTw}5-;=ZIg<
zYlN;y%{hy{PBO7=f9}N}=eX;ON^|3eVYGT1#;A`G*NIEvt~cq$PcR+EnHu!s53bqI
z2bkT*D_z5}EVw-9d)SeiQn@CUrA)$0Q{UnS;ZgX^*csfC>+@ue`<yw~!17$QyaTto
zR~mkw&EgtMJ94e}j=(o&cfmW~8E}W6-^2~9_VE1+n&Fj)s$%CMq4>n$ar~YNTX2H`
z^T<vo1GsnfZei(14r_bgLu+OQpgjLLuJ#{sICO;xI`B-F8(?(@#eUq4?)R^Y2R^%l
zX5P0zYneinmEQ<$ePe?Y(x%~{A-3G0MP+2>7mjhWdg|iF_e*o7_b<R)`h6}a*p*xK
z_6XLu=z<d!?QwP6D`<}Q8?;-Q$kli6jgE@^aE)FHyr{=3yu{Q22@x?kI_E04hD}0q
znW5<X`)aiEevI)zr@qTK+Z~^gmu(ZK*cWnM;<zI?b8_lg)^;W*86q(hHcoeC_J(OG
z{m!*jKCmCm2AQsvSo-HMDe>*3^GvHK=U6UQ=#6TxY&c6P4>ora^5kuhj_EX|!CaO}
z5pQI2E_afIume%KtR>QZXSOPz#MmnXI>$=yI^IHcLMvouRB4)3spl5yo;OB{r^7c&
zn=*ysc1L`L{_Z=3KPJ_ZR6evp2(&xF#5}95(C;=yeA3KB+&@`g7`La4q@uf#Q0?tH
zrhS=75|@NdO#QOCLZs&u!L`<L;ccyPOlnGVLAR}*+rb)%@@>}6;^_R78F%`(DXykp
zN*ibX#qdM_u}Z^Er7_JKHe3rvd6=z$!j~Zcs;&<di}*mxfsR)o0P1a~maAq1b@>0%
z8ptXE`6ymzC+a@q4ti{<i?xQHKmpI81VrfL{cw~X+>KppYL1!X<&d>S0?4tM_c4@~
z>8?uS9aaZ?aOm1Ij5fYbR)vkPMWcfL$MJ-jC(!ftkFjU+DYT_wI<7Zl5IXH`ilhT#
zB>|@bP{NvLXn)5-v^H{uDwFT{LmS7JG(cuLsoN6Qri6hK1ZXY*ASnQ7I<)yf69SC`
z08I%1+6RDYe$cD{Kr8^DkpQ5H0f4Ab?d0!hctCCd@GubYk2F475MR-#pqs#dhyVJC
zMy2io^gjT>Q{A^(uF|a3;s0OOK$3X`1rQCPRS69N)<BYZ<Uea5N3~b2fu!>YNv~Q1
zN#+qa7k~jPi^7~uiM(=)!aR9cTf7GH2hAgz89y`-VC0nXL*u8Ng#=ZN8{*Jupn*Ub
z9Qc%FQ<>^O2|45i4UBd|8io!7$3PAZ6a13-k?8kvw8Lm%&`=itt)p3MV#Q<)q)Cp9
zi3ye+>wZU8WnMS#&E)Q~>^@6SL6?F2&1U|*)4Bn8#FgRP#lnrUqejQE<Mm;@(6=@h
zAJrDutC`7L?>UD>n=hfWy{)+*|C^jk;X)L(XsYbUc*G|z@4@LB&E&MuFs|8i7p`#j
zas2W1M6PYazIdR+YTT}7SzO?4CF?Z4x6FOK4ZkESm17?@!uC54W4R;&Ppx$nhYa(<
z`5Cb|w$2`|?8)j}hOHE9pUJ?=c`^9a$yB^5LLa?d6M&Ac+k-v?l|nJc46tj|3%n}Y
zR;G1e9>1#R8vb0z7yOpUcC;{l49nF1mTMsOR^};Y%<m)#taySM<25(SZlONg>(G07
z`obNVb=!=TP7L#98daO0HRtpz<+`&kQ00(H($<?&GkyD+F|*2xl^wmFOEx*Au`9I3
zDrAZ!La<*5Q~vlx<%4ED*|7~CplO|^OBO|TV3Q9&P|i&KAhk8L%(U&4#(G_ND{Zz{
zU-@WFEu?#MwW4yxuBZuDkcrpdSD05=pXqNGgW73lDW4Z^mo$3RnQ4!oD-%b*l6Ft2
zfojxmsWi1|rMw$9QF?vQI#gwZzoc%HQt6wjG!{lJaF%bl$1!r38uD)9K<06|S;G4a
zR(^M*k;MLnQhu%UOZmKNNIcB*fuw$9!wlbYR)YWR)=XID3*k=B3ryR-dJ@y#jT!Fw
zCb6eYKSh1FDB;S0o6M-*{p4<~w8guk<0Ph*j`D*~?l7ru&j_(*ErjE`Sp3HrH)eI?
zQbPZnDor2goRQ$#+46aHq~bNF-HThtFGX&@|5J4p_1#8GM>F+>JAondPt=#lifONU
z?p9G>BBw?WD-!;_1`-PAFC47~jSq>sv)02NV82>ED9FVIweSeWvm9>X_=nd~+cp<a
z+|2~E-s%`BZIL8mmI(ElzYJaL^bl=oT!?EVbVT8+Icyd83f(?D8aqWVhji4T-8Uof
z*x~2c#v?>1hnOG?9d}@v^;(p%AQa76>yH~|g`!*4@{tfc6<eS`&}?ojHoLPM73#S{
z9_Z-Cos35n5jr?lLG#3IW>}!@fp5_}lY{7@<6_)EPCjfk?ikv(K!(EOkJ5BMn@?-u
zOH}{&8pux{_Q1mqfTJ2Ui4XW!4|Qk-d_~28;Rx8<pHvJYD^@R{w~;tijlTHch8+LB
z22#VYMC;+J4_~^&M~V4mN3-EW!|=cZ?^LTCgl&UL!Y?IjAPIW`HHEVw7)|ho$eXIu
zc@)V(Jt@gvzP1Ju^5Pr07O75i$o0wI13bwG<N#nVsx)*Bq?*0Z<EmrZ$;ZXWzHan`
z$RPXK*^6eCigpO-6jZH&`PzyAe5&q{pvqAh^}!xN&jY`tqiMjl0LP$%(KV3tAq}Wk
zaEt=33jk+H0CM0C)IrAub<BW(o&!F(lIe;hKgloc5E@iDsDtn0=!G>YdSne`c|BR=
z@Cve}+q7h1HUl`lM$fp^h*h%CKW547k93ih8t;px<DGEomJXcx$J1N~XJ46dM+ccG
z{=Q6PK9n~)y_LUx{4^KpQwPs<APYR|UPD(_cE+zFmf$B%F5(o&QZk*|jk!*J?(o$e
zGx=oKSA5Q^u3XZEyIh!wGdDY|A>OueAAf0vIexNRkE=AXGiJBd!V%JGIK*l=?$-1g
z4i*-mEt}494cCt5^LHundj~z75V?;#_p}SwPth8C^tj9??5f7^ZLp5htva1++~OQ(
zKjIx1RK^<{_i2Xn=f!bW11xd#6_v4F`e?papB;RUjpOmMtygeEYcHI!>NFk|wFYe)
zGZuH@F?QK~7Hz)s5gT^ZM&bK1@Uv_S>{GCq?_iwF&&u$|icWLT$5w?%`Sc1NlOD^h
z?(z<w9pjCkp09$BuOw?A2lPVWPer_=>ju7-M>ws7AEaP@yETx`8Sf7%GGFgY5$AaH
zm&fL13+eu~q&M=M1*<?C<#@+e?B%%?*=9!yl~+%hW$CxSArADsoY`f@aAAL*GjsXn
zVR-;^N@~@24!bUSwtQ`~Ny4UOE9LhmlorkgUu9MWPm}k%wpQ7?O1k)*_CxkSm21j*
zqCb?jGrf@3vbB<p-IR)L1EvUlYCaQJ9=vBq+>U&S_HjL7zI+N}c49CSvU!4VVqjZ_
zaZxaLf)m{e-oBNud8scibHY)ayr!VI)PE_(4Hm8Z6G#80N*zn1G0o~2<PXDgu{x&a
zI;y7;L|&|tk?<$#SjnlL9D^acYDpOl6L~d)|J7G<s#q;Y`rG=jA%~`+8C_bCI}xG4
zHy_cAuFKf7I+akF86Irbh^><3qc)Ob69Q1Ffu?MG)DY59hn9_rM&s%bR`6%X&g@u$
ztvbmLj-Ym1Gg0|A<|wMP16%rtF<O{=3?;4I{O7a&o`hE3m(+*fU&Ya|o{Ba*@JTUO
zA+RnfqhTVqA^54jisN4k1rQ4RS6{^`F_sp873T|MDdYu!v6ND2EGm-m2UA^Pjnls!
zOEuF-7*~LX!Pr855-hgVQ#p(~5T<cT-5@PEh<`3q9Uwn&E>J>na6W{=rxaAvc_hi#
z9qoA<=-GceCTk*H<f}MkHgjf`N4cA%x^r6j+fbC}NiJ^sV0WXeRybt~ChH<Pa0|Rd
zSW8w5+ory9H>w(r=hq#B7L*sGBQd!su*y!(AjFw7b~=TEW}1>}$0+jATa-BYIa)NU
zvAf}!j=1*QN9gjdhd7|`R2-Rb9apP-4WHQGP&W63i)`UVKeYSdF%(|L0NcNLf->fn
z$D_ilqZyMWD5kMBTK#bq4sG8a8$UWM^O<*$ujA2A=2v|`-xyCWE~{~Vg9rB=-QTbO
z$SG8&KWhBQzJmt)3?4UlP-iOCa-kvB;UR<jj~nkdxcIPkgW^{<^x*VSzJmsj{m;>F
z_f;Ivj6#2JMTlXhB%pCwW^A-mmhF!B(p;@j#fBD%nYCxkmyVCA&$#BMWX*A&$U2Me
zDepYns_fiIN3w6UyU^!_uX1$d*^-T!(d_aabrt;c(n8ScDQvmtddQhMrf3v9HuKI*
zGs)G>t&}-_daPlSH<^Z}(=%(D7_hF1`bzW4ixs+uucFdX(TYm9PoYNR=4G;d4cXP+
zPo&OFbxCDnot|koRC!bDBC{dIT4ER9FZ02$=2>MUC$klfbz=k8iZWa7(N~_<>nW-H
zBByCn`7Oa?&^>uHGm44LHy1o~?nn&IRFv3NHkV&n(p^61$sb~GgL@L^v=<p8<z<-a
zr&|k0nhld!?A<R8yCw+A+$rL`>zVTX;by{<C2_)?1;^a%XC(*+4$RD`wM~n8<`*T*
z-PA5)<&9cQ>VqzVcX$gXE;m(PW`)0yJN>F~N)h9hdMl4sZMk2HWO;slIQTD*(y~xd
zvF$XbnTo+(!0=T}#Yp&1G)z6OeL}@ZIxB)NTE>aofk5Ny7vvb&U16Q`Cp)~7xRd}9
za0Idv^JcRWVIWlGiSwUd#h_{a*FG(Fjh1jv)@sfp>|6OE3LN|v$+AN5jF2QOSu933
zHzuLj>d(=dv9N|hB-uDzgjOGVk8<B$#o8|)p|G@3Xmp(mXziQJC~v0?uF*aV(t$%!
z-WJGW_z6|`#8xLPNn3~ZK2ArgD^)}<BV*8xU}tQPQse+Fr=X{Q=!=Dt<9;%#&E
zPU?u=oOv8ne<vIR$Hq?FT@)gDE85tjCVdW~=W`n17B8IeRPFv~sr`O*Def^%^S}0K
zseg&OdQK;8qQnhClLye59-2P@3_Adr%>lY<lp#I<j6Q(R7r7V^82~gF02rA7<<$TK
z69Cp$0l@GCFjE7JQvk5?0)SNjV2uF)x*7neB>=h|0N#cNR8zy2_y9XK?1>Mkt_E~V
z09d^NPHNO4KA^4|^@tAu)&X!)<Db6m55o(TF_bBkB`rHBD<~f*lYjiSKRE~PUE^yC
z<QV8ujR`*4>6XM<0!+XYxYJ>RgqxQLw<Ph_1Z@dC2s#jSBIrWX{I7kuF>qhCY<m`4
zwiAzLm$YmXo~E*Lt1R1uX+WG$Bv$AZ>J83LsOft6kRhB6IR=((HPhfoJAm}SG-y8H
ztMU+t6?;C}sEk;)`S}4NU>cuWwjmu@&?(d4(#Z>VYNo;UBiB;i9>S-R`^6-@r>*MM
z2QHUX<4?vkG^-%A!9$}5(18XzEj-GhgANI*98Cv<4;+I*hn@#Mb#M&M2M3)A;_!qT
z!ZZ)+6H&3uiiGI^0_RZod6=FHatOnDCDYLJ{wF?d@ETMjDD!Xc=tVUtP@eAQx;C=N
zepO{llk8<-mdm-aC(85jIaua7%0Xr?C}pK4PQg;w6F613F(3BmI(|I(HE(a(M^<P3
zF_~T`5qG*>K7adUb1rnk9z0`8JG8y_8h(D}dOW0z80B3(g3~s;bIVbGF5!7kerQ%U
ze=|Rgzgee0mvJ?K+d1ngHg|rE(@HJnF9j6hr>=XsN}c1m3?Flz-6zAP?53kVhbH1b
zx^6~!`e`V4p&7TZ@n~-D(z|$gK_qWnwko&9w;$({?#&-NpTO@MT!xz<KFskZ<GK19
z=5ib4g}AYIJZ>>s2iry2@x7QlzQ_JbIKrVHZdm0Y&guCQH(j;{FYgt_Eirw9Uz8un
z+sM3dor%{_Oy+W2MfWB*aYPMn^c5>?S?dfs)pr2aI&z1LNZ8ATdQad6Pk4ym9Zw(&
z_*>v~VHR#W<{5v;%#s%RkFrvKvv0RM$VFAGGhb$p7N2<VLb9d)L?JG5tMtaOD51&*
zT_x|bj*W5o$Tq9yBP_6%WtCG_7Eek_R;C5$G4+NwWmd-5lg}{IVs)OaWp>2vmftJy
zFPynhky*KXt$gSTPFUIHkBlC!``J-lvz5b#T+CeNxPsX{aG_ZFFpW9)^r*1sa-7(|
z`e?T?eV+?G8|E|f)@L;FIdinQG=C|@2>8igJNn;Lip~xi)2!$~t}vj%KnsJc#!p+o
z>`smsD?24;dm>lu2K<@qPpjfdI$MHIwo5B{4h_@W)~F~ru$JCkQMm&lYzP{NjHHPq
zS2EjPF-O5K^pQw+Cz~2SfmO8e2f5_b>zzoa?06QvUjuRKPy=7!FP}Iz*q}HKd#<M(
znRCa{;?(x2k5}3!3BM4bcl{-z?J%AEw-V<-kpt-b0>w|O0IC5<A>ea@4LT@*t|B)e
zVE`rAlt@$J{8hqCZ}=-qGN5_DJ;Hnn_oML>4N!IDILyT=!VYojh)lH$E{%gvWPe%>
zPGoijpDf)dc@7QJ`~E7?b5MQhJcfKCj(+K!j65o$MQpn8MRN`l()EOV#(<1GBq-v@
zm(JmM$&m*L;^!j|N4{`QM;@G8MDpM~o|Mnu9eFepC0gLLVL&4RM^{yYoHibi(?$dp
zUDDC>O3L6|>fktSa3$sR_$NLsa1BHQ?)k4B%|sJ%aBw#lE#XY_vfNEJmBkN@($K3*
zPF&m=LwBQ$>3H7p@tE}|-y`p`4vTKMVcVwL-Hj?W$KClkC?I_odZyJ9%_-Q<1<h3=
z#R5MRdDjPRm@Pt!<SpF|kKe<kr}?1ua~RGe(H(c+c8hmbPIlMM(dMM1tkCT1%}{iW
zy4YaVabCyZHrHT(E9^I=w!7B#S@foV(8TNd&Av0vWPEtGT(LXRSmJPbN9M#yomiXn
zvywrE2}0t{Lgv7M^U5);k0|dMN3sEL%1bP+HeizN>q_S~eyN;oyi8H{c|WDApOM^u
zfW2^iU4Nvl@1QjBO=UKFR$@+#ttbh3<%RSb4wCljnWKDsN?SSIsh{+AqXDSaC9TYD
zorh*wY>Jld43APg$lD=pxcRiWt@OIkw{)g3silv^vZB5aux33IeP*Ph+^SyU<6K*D
zkL=!p-_>x5@tIA6^+RK(-Jx5OdQ%TDF01r}2t!|?LHGyZ_3QP_7Jn_FboxxUeO=GX
zQ}#a+N1FO%+~`$UTuZ;ygwFhRpV63t{$tfNpH5?%r+K(m$u1A`ifSHFkHs*5fKdkK
z57iW}maA6#s>6Sp&ed{Ta*jO#3<Hh?P6V)25R4{ZBmv_{v0amd-Qc|M>1c6iqz?>R
z$t@18(!t2f-v&JpC85Hab<nguf#mK)s33Pc+TML8ySBwK>^3U|Retag<hWvWFSNDC
zEmfL9W5wWuLl+12LK{}sQiaQ1jYqGV+{9y2wa}A$TX3g>V3f2)8`t);LD_AGBJrgK
z5}*D7Xl+16l-20~TCw1%DwFT{LrddJw1k;X>Y>E7p@{(K>;p3d0H%LHX*D#_lF#jb
zl$L-^i`uowl&WfC(9D1?P|5(b0h$}&-`e|ZNFD%NHSCCQM+@RBbO*W#{P$wIL&ET%
zesA<I`qM`LWFAq`o>u>%K&p-Y$vjg0k{g*viZ=RJ&m#eZX5A%}ip(Q$E&u~o7KJ&R
z5_#nog+F=8?FY>xn&}xd5Nd#ih609L+F3~O_e*Y22!F%TzNm=|GVW#{3S`VgEIY<~
z%Bl?Y;@(X3kY%?xfZi<_#ow$h<DI(Y;Ni^zxJ&ioWJg}F!Zj=2<b@7eTzp48TxXdF
zZ@thLi<}EkPHlZID77=^@@g51dVWoIr1vI1apqx8w^bUaC7HuD8$63EtTrEiEOh7E
zW)$K9TUX+?o3`VEWgTUm1}u=dcRR{2NgK|wb4z3UyzyAR+8Ix^pMyiZJK)EYX5rXQ
zv$(RUESJ9TG1iefVP&5b{JN4kUfuH+dK;dDjvV(vA6nl*F~&1+L$^bC)#Q;ft=;eW
zRmh${S5wY!3B5`S;|Gz<Z~2m&=>1$pNGDTCK(BU;_mqe%n>(x7p3&*@w75Z;wWs!x
zj=eaOX|T~SYj*e;<=UAqk>wvNq|H+<W)4qHQUtEJr(Ab!uw<ibIUCz_gMzOm6@ttf
zGDclmDerk3vwo3<Xo|@K$(*5=+08D4lruWclG+7amMluQR<_q)mL)=oY|@Bns8kC-
zh1qtDT*HzwrPJ*cX4;K2r_S4m+C0%xJ{@E$Y1rR|X*b}Razmp_QqS(UQ1zA7loi+d
zC~u=#(yP|TkX3#oNyDpYJ2uYi#hjlxN;osBL3+oN0~nX{?S!}4-I(<F*%?}cA|*Dx
z+siL6(Us30S0Emg`9@MVi_P#k7RyxE?<yRgb49pq*pO*m+D>8;AtfInJ0b2KT}$Co
z%2Bwqx`6QsV&sk9wGt~!PnJ|%p)KFPx{%r0^SBUww49Kw6DFP*G=f<vHW&KUoam-E
zzoLYFZz7+a+d~{56H(kcekpR>{cj8c|6LMV9xCdaL1UV!FWd=m8mjFUQ(q!0roBK%
zNxay)MZz%5TM>NmQNB9;-=@4IADB9dALFafml0Vrf))@5N5W)2{qrMyA_H^2S5c~;
z@0V7CM#|ltwfay7k9dtyKtv71mph4r-wng7x{X2Z%`T#tHW6r*_%iv2B1ytt5$ZO<
z7+tu&2qkVa#`f<6(Ac%pQC^d_=xT@(+gA#Mbkw1&9apjMv~afJv7P9|omaTrq-e}u
zzK(W$h(@QDpT#=EGO_jDy6mDUQ*edIS;Rtk2AAL84ZYC=Bbo>uYSf=`D<wkv<LA>n
zamyywDEUMw^x}dKIy*HFJ6D*4ov%zqTiUHfOKKLUqv?MZpVq>csQ&Ml+&+EeUxQQ{
z05n!WO*MYM<o0``f5Pff0I}#U4G;l)fiP!7KpxT4m)!oe(SHf{^0k-T_;~>$e(}+4
zjMdlp{3SQSUR2knFS)7N3&<$GxY7Sl&R#UDR4_kN6$*Tqs{vMOAM67lr;Z+{K0O!W
zCDTEAng(nOa13k^u)c_<1sR0lS~MRBgS8zTZ~%}4cc2bz1EBU95YThL2Ujv(k>n@&
zr89#D3qI7r_i^;XniRe6?q=^A$s)UY$(F{M$ihslxU$~<T&hPsS?I9(GW)FuWTnQA
z#*%kE@z##VIrFr=T>IM*GGn%iOcd5kW`6%7*Vg|Ke|vu!E;M)`4mp&Fw%bIYD}#pN
zR~1L${H+IZO64Ik9g7!SrvX#>>Uy{NWcvu2XlpNS%burP^^1PkdT|e&=JkQUG<p_(
z8aINg)MPQ1KK_6sDnG%&NfmH6!%;Xmb_d$>O2IXZSjy+ezQXTa*W-l69l3LB+Hw7^
ze#9P)M0~=Qe7+!Q1a6|Y8t)!^g$u0l4%hHY#jmE!MT?gEqNEwkaLf8vv7Ns)->Xys
z-{Z0gj)<&*8ybY-oDTDGQ)z9K+H?}`5*3eKEcMZ5|2o*P)e{sx^F4lcN`iedPLY?~
z;`mu%>#<_=74%Wx31vw-;4vY8aI5tj;j@GK;Afq?;p4;CVVy>UQ258DyrV%1U(3sx
zR>BWbFu&bPZgn#r*{;fb<uFrx)~cL5K4OlrBO_0GUA$bdnEO^aR%-=&VRJsqzr7;N
zHyoN(uH`auh;MMF$A~Jzey1JGg`Icg(>9)#S_JlI*Nht>zuV%NaE4vZtk~F1-c^5r
zvZc&Re6B?*yZ7V?<=mFGN;@r#L^?>4*sp<N>n^3xQ_(?ewxX1zROYRwTNV@u^XtYl
zW;1vuc>ZhQ_>=og(|YdAt=`&hZ%@3G$J<Vmm%eaGoK$XMacTcj3R~TO)c@&!R4HL{
z8q=(VLGCcn7As+DWk>Z4g2)XCRL>vO@?u4-q^d*GsFbqLWGV$seV#2zV^8pjVpcN!
zKMB*nrBSJ=%UWJqkM!Q%WdmaZP*9h4<jNv6b>=!0bh#{hrfDA1*}sAns)c}DatZ|?
zt@(@Cc3nImP90i$J`as<e38b%XG2=tWGk(NsYZm_yjhEk`kq1&<EFA@=ZB(shmN6j
z4gP>*|Ba*n>Pt#O-RY!!N@NOE2B7mCR3ELv(j*K^0sxwx2mIAC1(=Hgbh!ex|3ftc
zU>*j*oD6{Ff&i#;fNGsD{X<`|>qGN{{{RIF_xoQjV<6`iFI#}7MB;D{U;UUbr2B6i
z{a;^Q=1^C)%%KAzrgWJD86i;s#0kkHw+2fcAPys>Do&O;fUM*QS^Vl+i4hXc0l)}J
z!*D)?i(gs$mm{QRQb;R|Ha_sdL1Tc5q;hDC;Aor@u_Ebz8ZM2459dJR0tbx=!f-w`
zXxh+8@Si(cVH!vl{HMR~Xl9y-Q(bqnmy<cu<Nod@s~Jw~*eDcPb{ZEqVT`-c=1`m>
z$;CCY-f|1Z9K<4rw%F$23U?#JEIjY=eKfzx1#~pg1_his$r;Rd;*7g`qsZI!P{KxI
zwCK?ycf)-xaqZB9=yGCZ9I!qBNBW({*4IMtNvXbUu5z+$;ZX~;>!~#gxA8+8-*>~c
zJLKR|j`z@vDU(o4kMU^rprtr;nFp@WZi>uj>>9p~LsOYwnFoAh?ni&pw&6Eh$JjmN
z!K+$|pyOpF(@V`_hF!jqWn-dXyPs_(-@JEmrqh~8>6lB8nEIouXN5kWs$3I~QKkN=
zQuiZMGl$y6F`=QYl<g9IC5fiJ*yuw?72F_J2y79>820_3yldB-9i2W1O|Gq!gf7oy
zlXh{+kSak^+o=aKt!qtTyF{2sJz6I#AJ{}89j$f>(<=K>{nM>8CFi><Oqtf1)6A-&
z)~{bGpNNl1T=le=w%WIq>!VLeJ6kP7_73Bf#t)AwZ#Ekxy>#v#va%wdr)}3QJzly|
z@Nr0!uOIEm?C7K|?^ymJ^YBp>;oTyI{C2(466@uw<(KR>%0t~wiU$NZOKLxOkTD|U
zxG<&4WoF5OKZIM|b(xk<OC=TadNF8kq}Yo!Rydor5-vnVFvCx-lQ(RjEml;;k_v6o
z<@>r%Vz$`s6QUM&5RP<tA|5|~B@;K@Md;J*zFRqy7ZT~SM$C|uh>V4!TG1x|YrU}6
z{qOhbf0&Y%hl*qgG^Uwk!JWWBMrY{XmhS&%+Wm`jXf<dgh22@p8i9D|hg>u@<tSn&
z=HsA2A$UavKZM;rpr}?KP@G2`v;>KwuLyYxjnUbDH&KF)9NSuUL5mKWW6O;d(ZwZm
zuuZK#kd8W(>3kjgJZISkWidMX$QYNo=#QC6*U<Lzf1ps4hS=Ho4Z2RgA(ZY|1sm<Z
zj{>J%#0K~6(93m+kO$iT_&H-1DMEYO!ukr8!|q34pd^n1^kjWwbb6>SuH&=~*O`S;
zatAN8@X2zT?q~C9EqsZ@{<d`gwsbcp4YnzPm_S0n5?}%zdN=Xi37QkMq`jSlTN6OL
z0_}_t>Y|t1h~Jf<8%_7K`LrW^RY~}J+qn_;0_2{vAt+(#RuO(uCLmY6^j3nse9h9W
zI`3=Sxe@lFN<%H(YW4y$iq9?G{KmG~KRbKTtkl5#Ocf09VXg*Pl?a2JI(nS?R6&7w
z$#jsOrumYk8#HW4Z>;tq41ntbz=0A3GOAF4476oUmTpM<Q##rqG$>);pRH+9*odY3
zxgd+|*j2W4nXN3WLUXRH)=Mtc!ci7FXtT^dX_~Cm1Y<18NXJ{&m*>m_d9M8?eVMV?
zMJ8HUM<yz#!yC=MPb}TeTxi5D98zr=+Ftc0x>5(>mpjJe{5DZI#mHZ#W73=JG_nbA
z|I&t7x)1R=552ggI61fU_&sj6>;X<oZoyv~A;!=21Gq{~d$822369XefP-5n;ci;Q
z4~|4zYcJy(#-;N4OK#xzZS!%${OR1e5ofu6?{lz+%WFPiE64AxW5DTZ_vRYCJHpxX
z8@Rwd)3Ncu*7z|K%vlXL!!17!z;=D>@I7-Se2-UdI8s*|H!N3xGYow2s0H=W*3Q1T
z%cBD99P|`zu6_a=whl$%qgLZ*Pm{4v#7MqFMQeW6>>R9En1nvOG(cHn$tP|5ci>i?
z9*fWR55>=R-NeV6?8Q2+xhVWyUHr<RB_GvsT5;|Fm>p2Qou%6`<MbuN%op)#;)~17
z<x8D93Oj0fN^_H0!E`}Y<(SAL?0K`XEMNDAFmI$ROK;l=@vNikGTW@~CG1;}&78Zr
zOFm_il+|k2lG$D}Mt=Lag^;r}k%>FpOy17wj<Wf+H{!GHQ`r$MhABtjdy<4Xj*66#
zeS{v128hj~T8itoNnz&ooh$5_mMWf5<BZ#Dll$^jeLdx+ynBihXLc_x)nCe@4Nvv|
zj-&rhrDiE;OtYE=`ND8ptY!fxAn|`}%l@28kUU^GR&Cuz{AvWY1oi|DpQqInr?;<B
zJ#l0$?)OJ!PuFDw&XG^bFH0f0i_qlD4^UumYc|I~2WbVZWQD0P@QWnphVDe7MlNjY
zhe;5p4!JzKOT*M>1FPO)Ex30OXD>9}j!dgNpxIk@qj>Y3G|gZ6^zOez>m8?)|6C#i
zI^)sV461`x$+xgg|0A0;z45QuprP5oz5Z((^ygJi@&q%cYHKy(+Ys0hR41tMd0I_z
zdjDUgk&b`1HP`Y)0fZWsur;e*sUu?)CYOg->QuJo5@VF=mAcQyD98f<V-y!xWUnr^
zG5^CcN;CbU6#xwfDgu0PpWBqFoTh`cB^^CpQU(nVC=@tI4{`86KbMHU>}UmOpe_G&
zEYn0n9No<xj^<3`n!1}rz2>xpK`6p}H7WAb?ndi&;pDgEvv2P<a|?XCp^p<cVw?6?
z-Hmj|;CW~7p?P!cQFhBWC?IJd7ZhCyWp)vv$lR`Ieb!*K*k+BpVP-C_-L^5hyr&80
zvG*nJuDCCoyCX@qaIYEKHK`r37Te%=R^d2)R96%g+zuNQxXXM-wC3v=H<68b{fcZ~
zmR(#1KW6fFE#BPBc<iu02KV(D+<!>l34;fY^Yts<<4mjmv}wg#s2L3CKX!26iGzoE
z4;?qQXZ1n$^oE@>E^29IK0mu(eD2l&NlH>bVR?q1^lHF*!DPZKC3{wvjbs+F*vCqk
zd*nryp35QetcA;zsdLSlx@W?e*xrNW(+{kcethP`Y+KYverr*naQgKOcH$0w!AZZA
z5a*}N7#3cd9p<oGIlN;x_Re%?;cQN!a{lTUjPn6ToPKTxbGG(MVfPDP@wgrXnG5>u
z-PR8F$hZ=wFYI+pW~NrFy`y&D*7Rn7E$gb&m%Gasr1bx(rtwS~(>#qs&d`<VobgTG
zd?)!8PvJ1ul6dhnu8unpnWLt0_;We^8ycr`C)RxDMpQPVJ3IBjJXH2^50bkGO$fMw
z0zBHY?=4TU2}`2b^t%Qimt3kXVhf)JvQ6hMf;e@k-dr$-6g%{^hbL-3b2=5U=S_W3
z#r(y{E}+Pg*xYI@YFS|iJ^oid{TE-F)}5x4|6C#isFIQ+FH{e$qHi&+o00qgbb5zT
z8vwHa0IE+_g~b0SkC>r3!D#<Yr+1QH@zf4YgT!qJ><CnE$rHZ@fojVqIR00TR>W7Q
zd8a?UIZsA2n4V#p|K!biGMZs>d2V&llwEQ(Q%&<FMl;p<>&Rng^=O83i>7=yA4W60
zlH{|KP=J3pnrWWyX@$^f7#bBgI^BbuHa3vcMn|V{kb$G;6~&4w7|x{*jza^b>1aOm
z_*Z>eAsVLre?IzYn)sdE%^vWa>7-CH@%O_ImYJiMBkpl=zRTT>*51JL#O9by*Wwn;
zn1nv8cE{CjI=LH_{)oHTOh*Chd!Xk#b<phOk6h4d9i(j14Mko~LhBx^!;b=PxEs_e
z#HGBZqV-F3IgdMmxVv9PoZTjhJYKHNS&p9RuD6fjq;VI}oMs3`?j#?fsc;2P7T?9T
zy;|e_^TTnsb&v7v?E&s(w;U@jjUPh*8rG*5{I>+aGb7jcydv<ptz_D|`OMJXIa$^4
zZs}#Om5Q}9M=I9nSV*sV?_yk<PR$DK6vft&l~LZ}k19Jx>r3`uoz3VLaLR&4y_Hs1
zU$RT)j#l6m*+Re{kJ+*Vm!i5a#wZ$&KarW|(O;6Ye1!5;KQUXbaDHZ)F88I{Hm{Y9
zPhA!lhQwyou%3|F<Vm3N`GaQcvk6+#VAopg%EzmuHI|;2RJy-jJnQ&!<@FJ%OhUh#
z65A)&Gaq)IkyU0;23z6g7IxaJE19iZdMHmk43yNKdoLrrTz~P)Rx9ONPNfu;PE=Ot
z@2n`-(OD*6=}?i0c^fCZH}aPEuzSsv+ar-wGI}RW*q$OWv$m9&Kb<XJGI60G<aZWd
z&T*6Py!~9rA2?XJ&G&LMzbO{>y-mw#RC+7(<b=I2*I-Y^>iAG*%WF>Hb#F3z*EbXr
z9Of`X8t5^L>!)TcT6}_5&aXvS;5D6Z?`T=5$c>W5G?N>+3py~ttXYOYj{p{A84`SP
ztsRlW;74b_PlyZ5EaX@*c_CpKoZxK<Sl9B&d;aRQO^Do$fFY0)AOeoy|MLE&7S<Q=
z5S@H9S?GtPsR|sBGZi=K*92YPO1^Gk(-_<5)*>Y!k{r(wp;cXc&{bJe^l>QJJbKa;
zw91`F>&NazvX75Y;&L9+fkTmFVvtECSO!nN$hGe|7Jt})cDJ~T;&Nr^>C$Af^@$d4
zTQ*m9JoNEy)M{uds@R7N+O_=fk*UpalkNxbA17+Uad2$h(ltdPl3zy5deq=!Q}krx
zWGuT|h$rRLL5r`9Lsur#>5L}*pZT=0e~CQ)U*EsfhLk$MRt-Di1MJlR8xH`wB>>1E
z0J<iijvCNK0rk{??h0^G1GeY@Gyu>7|B5XOh8N&K#blR+%Mln57!eo~e7F5e)x*md
zAMcXu{{OUp=^Ih;m$_5~`viGJ>qSOf!ZaZM#r;cliM$!vla$mwWg5l%mlCD{=i!}X
zXdu2S53+wLka-9L(@@D|MO$UjG~lcDFI6)Q)&8Ywror_i*DJAqsp|Y7kcmV;8`IFN
zOwa}ojUE7_BLK8B7?~jqa_VS0su)10pfX5H9fVaQJMp12K^zuALzrGiWr-(on8!h8
zr3TejKhKXGRymNDye2#brm~_G|Knde&}dM8zAux~q$qj1o84<Ki*#=wTe`qU7FMPm
zS0;8TAHOwC<|&&d^V>9=_Y7%<C6l+~l=p4;uyeln(Y67+-J=GwI-xGIp*xRp)<?E-
zNd<Gb4~8NfJbo$KUik_?KfxRieqfGr@7dtAKPq#}tIXpPGB5B$gH8CG$Ii)GhE3r`
zTUw)gUgXouD|d0B$2#Ff+pcmU_xp2x&7@pLrNcbC=KwCHGX(89-VaZ{I2Yx)c0$*Z
z9&rn8Gr76_X5-=a1NicJZrm1b8|TuiAAf958(D>#_4(dgoVdJ?EAd#1c)SBS;!35q
zbCVtqL;J>D!rDjgV(Zu(uE~4>uUTNsIn=y?qnoDU*vrGX#n)5t^L4X%8;@7GPKPEa
z#xxOEu{z96l!S7lCr!ncc3siwTDe%u)0m4`c7hA7yP6AL(F<>%J%Fn=`7xShvH<5_
zInQV98(Cb_KSr@@`pwq;T4v<+2o*0`9Hz9hH<T~2@4+^!Sx-7K?vCIeuw1BpeJ&IH
zxFx&O(mHd;iQ^2jp}bHk(lVpRl?B3yZhFjl{UG^+RfSA>T`!?+lSbmx`N_%|+Dmra
zW&#);cOxe8SZm>3?<&Qm^GiKm{oGFSpTUIwAC<C_MPr(k703w&CTiv@R#wzAy`kDK
zPtsI?FgOx6DGGi1OXOw*7N1H#ex$dd(UNM(nr{tbgZ#U&t7Ffz>HSBr`**EpmwaqS
zaucB;?e?pDk2Qtt@_Ef6431r(^e+m1`ir!7Cu1$6b)QO$)|Y|oOJvq^I=SZ(CqR+V
z@fyZ)C>{XJ4FH%A08m`C$Uw&fA_f3G4*>5{6>qjhi{UHe4ypsL2iMRgfcZy7?x09X
z*huXclRS0Y6#UN}Ne`CRN}tQ=eSFmtX~{1jL}8wqh}=~_7$k%QdLL{^1-(y2DE18*
zLVF)ShgcN9(EIpHMdxekeVQkK+CHH&3<#ib=wwWSsyO(tsuqq>2kF1$XyJZxj24K7
z$?&gxo2CiP(%tOl3U|}Z3vf)?P3|U*gR!FYP~61q5-NQ4!M)<WH7H7P7kkZYk8MH%
zky0p)l1FcKuNWPU;;bXE?lNn%Dt7>y)n*&Y$ZYRk;q(gJ{8dYLqx|ulTe$!f?Q;S>
zpT4X3?tjbx-{6}K@F?T@{e_vOu7oo8<~&g>8*oTC+0Kov$L<!&gx$&1ekfw!#QL$Z
zOFL!WZPig3KfWb1HaB0fWPG%6KCYXjvg;$kxY|HukZUcy>1ib09nwJgs78VEW8Q7?
z-C<SODyORpi)|ewfs4JB{jYhjTW|VG%3t(l!>XGr_lJ38K6sMNrp$H|-UhyO+Zl6S
z9^rW)t9FHK_V9!=%11r=3)}S+@&Sp)89@WaGm|Dp3egq&Ff}iRFcIxD+=f_<6W18q
zj=8xzM!56NSKRyKA*SPFTj6{`Bk>ad2Fwgmu%cYqt^!l}CUfP&B=N2}rV5j%*VB8O
zRA=0l$EFWTjx4UVUuxn3JJP>#^k1u{r=2vWd3u8DL02xGo?t8^aTseqv8R!E@q4Qz
z{K=NsBo4eCo+wo#uq9A!gH3z~0!IQ+*j4s4b^f5BgHrBF(5U42N#ez}HFa8P$>ZNL
zOp8b3w24?V(F-)G$}l9pRvERvew5su2!)I(kGl70jV2G{P(;ir)M{)g)aZ;4>XLgG
z8J;<WIIT{Qjyks0krXsPHG$n5uSDe^^<)zhBH<YJ$!dza>lvUlu|N8FO2H0!O;lWx
zf3u<IP=({pC@y-fxc_hv6+5YIwhdZvV?Wy7={5*a`MkBo2fuNEmd=-^b2OdQLy7A_
z69T~K51`XI%p?GqY5{aQhiMl8&8+0K4owbVpaz}hE08z<)I7i^(>{p<D^f8d;)99_
zvlRel7Qj~@fRf|TYymcER3|<FnlGS+8a0VulNQWZXa*wb=u8OzTjM*q<QS;PDjGrj
zPqq>#an%D-;@c3|5q$Dsl*DTh)FG$`-GcbU?xC`CH6(sxkWokCO$o#V5|9y}rN_Rt
zPs``4^at?`$=A$>5(?Cu*lW5FT0`b072Rn?WbVY~a(KuPypx1kH8tu%zA@wM>iWst
z6i`H;u-b?7VQy08)3fN9D(oH=4Rez!O!C7bk}uhursUiN$0%TK;(Hy<{@!zwW?DuY
z5badpgM$VE4XdOa;?OC;2b6TQ144S}2+%RXK?kF0X`UtJG=Gp$2kA=YLC>ehznM=P
zkOsO4W%F+w&0Z6!MDAucCi6Fr&5=Dj-GR?tHwhgsHI+N?`i$&$=TrRU#S^ghN}ii}
zt`VorVSKOA99iDx_xy#dS7=*5V-&LUB?_3n2<O~f&e=<<;4K#outSG?IPtm{dfVYB
zw~gs8J2#>QuV~Yl8?jD=liv15E0PNFyY-#0#j0%F`OZ{a{%9;(TcZJ5J7p!-(;b4_
zDq3*C<6ZEcN^8&!(M;Ld(B}L`t$kd%Hgh>E?fH0B^V@h-X(x2<l0D9F-+;CEbw&#g
zY(Xoh+{2}W*(lEIHk$b=5k;<EfRfWw(Y>t8_;MY8u2PO2b__U%`=m_4LVH8m>6mh~
zaDLEsDve#~1^?}1YLs#3mX2aq?Y<I+fL58~*UVz8^-PuwtocSr)Ox_|?wY3bo%mFF
zd-guo|Kw|lMNgL5>@Y|=d&>=FsMdxo*Hh_AyGfJfV{P+<-0_7-l-^Tm@Z>R*<Xe$B
z)yi2Cl+^^4S@%@ht!lpV;k&g8H^)F_wD5tw5w%s>SJ4O6-1{hV^R1;>=GUF1g8pO0
z&5h-yF30AHTkTF2dY3&Sj6XO-V$t4O2$<S}i7M!=(90VsK2~k1P|$7!lQp|GbMyT=
z`Kp8}3SIM4@&gkxn6{;?CAIUHF)sXdA$+Bk;F32?cx_R@Y(DKTln!g>w)?_bdD4|w
zao7s$j4P4@v=D!-$I0KSBdf@6v6}V|$SxU0fPLtzXGCBdDmx7ERb*E!2Sxz{pA~^>
z0lQjWjl?y6Z(N<GE=ltV*(LE}f=j~RjoiZZOFG&_zCw1*xfm4JGaGdoS`pnov>m;w
zb`$+^4S1CZy(aI>ZcA^@uJen=O|(VGA~_r6xV*)FwE6j7WSdzBDW|K5tt$QLqc_pI
zSu0gxo!kA<Q?p&zXSE5+x8I37`1*nz8#(DAJMvI=onZ*tA7zS~+E13uAzR<Bt{_4?
zB5R<Cdm|y;k8ref{tekJMQ#*8=iI+bcA?n;;5iBanjipdP=L?LE?wOR&GKtx7v^gK
z=w-#L{YV&^Ex<+%TjB%k)UYQ$pgMpS%s(N!<h)O8Y9tQ-12~F`>_W37VIb&0%;6qY
z3;fk`8xq&}y>xY&dL+#!WS7K?2`&kLH*yQtFX?Fce4Xr4V)^Hd=CvNcF}`~d$%U|L
zqj@qn(T(OY9G@N)T|75In!DsdD4CmRzK{m5EF!QlH}Ql-tMXk`<a4>|xP;_IKJLgH
z5Tg8p=cccdU8<!4sRYdsd;mCTJP-!*3Jr+L!3UxWpfVCvIgo*ayr5IjbPxsy=^+e0
zq=Dnmd1+qsd?Nb3jy9nG9ofCMO~$n7Cp%`9F00aXAlZyQPnK=B1HILf@HgHh@im_`
z!bAH`;VzAME<1864A-m>!3#~axp>_TIQ;EF-rVIq`tW8EI=O!c7xZ!>=ko9kipC>l
zN1Ar#6Nj|mbZ1=Pv|OHW?w1FmEl&QpbDxvgHSIZH?qw|3uJ<}TpivdvwpIsRu=k*>
z6E|Gu?kwe(#E<4!^X<60?p7?6?T)A9SHdB~JL5-PcjMRrrLb}DT4<(DdvxP!1PY$t
z9-A4w=e5>k<JU7Vj&E#;-Ud}dhws{=!XqzHbm&Ih@R~PX<!LI@N;}A}vT*0m-go4;
zj4OT<;+G@4UKuan+)@NvZIbxEyTf$eP%X=P&=9s;+z9!K9rlW~=WL``ZY*M)TUchz
zlFw4c`?(^E!2wb{r%L7kUqO7%Vx02r=?2Qm1NyLw9o{I=#kIopb69yV_!6VtiepE2
zG(!{KUzG$t$YVEJ+bV;SH%qH~y_FOS1<FR{IdMUUVOb8I6*FBoY*9Wtw}E|P)Ib_|
zXN@>{U13(`W?N9J7ir2zYb#0W&(&jE+cr?H>t99cF}Vq{jhwA4pL{}j{eBzi1>Ga4
za@cDL-ea4wtXV1Xvszvmg$Xwlm26xT`t{u8+80L3<Ek!UqW3)$3c9wJcUwJ-(W^0D
zVjk047<XZtq~fO5iVD0SpX=Z*saUfs!>-&c?wP$`QTMi!aPInGW|)3YdHvM`#OYBV
zB;~KM@;!ltOmg5>A+m=^I5fypJZ|koCU)&Tp;!ERH>+`*C6c4{<TE>660h2ci+kiR
zWjXfxPQw%}4He1WO=Fr#Hrxjco-kMg6QWP=KCvdl3`&lvNH+0-#S{~45(ai+OQ5nM
ztJA995+$-vtjQ$)3At9MZ9?R31Pp;{b*5U*k+_WDZ+%&wr1OOHekMnYUn7b4Vl4-z
z;Q^U(XmX3WNK&&d_Rk|L9=6RyO*%}&)#58+n}k#3pNS;LCW}z#!$Z-@@-@-g1xDC9
zb17QhHj>yJwj+M!K(v0yXh;VRb?mkid_2r~G3)Z2Y%6ct9hdHAf}0H9hPE{hMvpw2
z<5stUV~WtMvA0pPS5r}iK^;(jpAfu%!7Y`1P@Vx(=DY~)Uf2ub;4rslC|cL&JbLiN
z1s%_;j-AY!V<+qJD5--TnwML%DAmvNOH2PtN`lvP(oRa;Ds%w=@CyKR2LNyk096ve
zIt=(+SpWhJ&}0z@?gIE+S@_&i{!cCAK*j-|D-AY82C!Abj`#q3HL4RIP(uyqrU0l!
zKy5YZ5Fb!ije5ifKsN@sr~wa$01W`N;J>1Tz_0`53}p-D37k%)gb*Lf2{`0`wQ3W(
zKRFlvLoEWhcer1;Pq?>YOFIdFqJWS%R-en0usgxu`r<rE*A>qDnH(+uuPQlS#b2La
zk?IOt$>W`BrGwN3cY-J$q>g}-P^INh8}X2OD_*^+<|LdAIfrnP;=I%!GF2%zM4918
zy+Rl`iAwg_>P_GzJkc3=x)G0>lhAumowJ=hi8y>T8@}d6<v%MY(X2$#4gj41KnEbJ
z5@C>+bTke4&`C<3OVhzIaNvXG0n$KP(B|p+(AmJjpa#d`ngG!5!9hBZ!vIJfbW}Lc
zfPh{Xd~hYx6-oZbzqA8rP|~36zlWoj)%2vo%iZj<gDkSi1=-R7KiSd`He8t|j@;H$
z-m=inZDfA2FL}>t^{}MPYn;-uGiQ#qx%PvO$c*c}m5C-Vmkmvqan@}raY-9maUVKX
z#6f$<k?r>U@e@H8<(m}X$A@;{<d3;Bozmf4rwJTye|kNitT#l~a_JLZw75OGH}?^z
zWf{$d#>C)7jRkIoZ35@lCkO3Pl*T*Tmcl{TUSY4(fjGGTDztS{A=hy6eLjEEBm92A
zXq+&oB6qH8BG=!f74|Ux$R|Wzl~u6T<$Ir7%jM+_#C}>A@%EN4utiQFHz|Zc`y$R^
ztyj+2dSY{~$$l2Ec~_mQo|uAThPJ|8Hq^znA78@ta@(R!SsXTGhoSIV4e+x!L$OcS
z^JHUrZGP71hggwZ8hyy#jItCScub@B+^Wz3e6~vheqOf@KK6D9)-h6|Wu=1n8YklT
zTK%ih!v8_aVbgE+d0elI$7?n!f|{jErtPZ9bO>LXRdq=|>t*XLkBH7ttV!D_y<Bbz
zQ_s#MYnF96<?24k$h^xaDSLQ9X5Z(T;uG9R<(uXmm6npr?7~BB709xb;NRO$dDprl
zqcyY(J1Qg?jklXF3GlzlZb+Q344j6g_Usl(L8G%u*TiPxw;?%M)yJL7tnd6m`Sjp;
z_R*5=(m>}z@#Zx_S(d}6qn01sln=)nN?gPhnU-h9D%YHzA#FQB3)widQX1L4R9<@{
zlb(Hg6<KCkO4uuZWP}~)C(d7Pmr=l)C@jVsE6RnnmTSEjCXd~<h>6NV!n<`2axbUS
zOqnb<iRr_U!dUx#65|vth4Io8@;R=Kk_vwP7^ys6+@rO%qHdYx!kHTujCW^ex$_Nu
z@%9{BiP6$1`EGoK+1z!C5aGH+I3V9A_6wfD#FTLodfYwaR@r;HggLT<8R*n0BXnQ4
z;#TonIV2+<Ee(}&xQE7mD~JCR@<xmQE6Sn8`UAM{i56)5cvs|BGYC()`w>U?YK>fD
z?%=9q2eqo_fzOL1mroO=uNp?#sddn5V)L`QQyWF6UPAHV6A*rJ62)JnQ@#j!T<r$u
z;2}xt*t+*cXrHGNYv*3a4eQ3Bt!*!&yVH8(7Hga!4Vqc|D3UcZLdG)(p!>cFcz3{T
zm3+XWNO3&by>(}>N{Iv+W<7#Ye2p&X&YgECyX<ycgK3Lvlo^c@r*}tl>qJ7DpUKhE
z|E(Nqc#=datA-lCl|$0LVT>T<!4v#e4vUmS!bzwC_I2g3h?8(OL^&j!<S&&&!bu=s
z{&VG!aFS1yLp3L%_n<oGGvyF=Y5iF_$^Re9AypDdzxg>F9r=Gg<?vh?S!5$u+0sdu
zh;kUu>7IPdZH=fP3vEAK<`;d0_niF{OUlRM<X9ulTxT=azSdZou~W88G`@^%sNxw{
z^-3t0G@%{$Vfiu~RJl6ZUS<P+B6)`Loi^de1CQY3r<G+oT1UA~0VceCmN}nXE=bmL
z`5j&~wJy4Mq$?*{Q<Z$V%m*(#62Q&qyPfl!vJ356I{{~%4#PnK@z`sBM;zRu1KPU2
zCf9ITAfG?_AbvlgCr+4slskKSJlEfOB=#s@z$ZlO$SPEg<NIjYad{Vm@#x3faN5A}
z*y7L}Zjy&K+P8lj)~bIUTMw?rH7V$X*M_=s)mxh5Snsa5^O<+J_Q`s<Uh6Vw)2OLL
zIm|}k<;&vdroq_9rI7DXVK_f)s0mgaJc2%KXHnL(L_DUlj9b;Q96sy05kHSOfR7z8
z!8*ndQ1}NM{3`Y~ALY`pxXypfJ0agrIdsgpC90SCqI5O!nf`M5rn9ew?Ws+rmp1Pe
zDjYte^wnkAoC$8M^i`TL=itJuvf1I{+3jy;%G&z~doM^bYCd_xJV`c|7R2mfQoDDN
z-&|TzI34(!S?;<>-rVe#(tW{l@wwWCtoO!M%8}EuGQ%BrFk2Er1+Pc3;tIJ1;+jn@
znK_Z2h276uh==(2yA3wC5W0;LF|y86w>J*@&knc0lyU`Z=I=P#W>m`3UK-P^EJ40t
zIRk5$>PecKF{qZT5gDu*0`tG>wL#(+KTRvCeGvI4?`o*?up)BRQa0ijKW!u7Z@Cw%
z`Bi6BCglt}VeV@*`QAm6y9kXLWr_UvWw58S^N@DTb2hyZF%%Pp<EohrTQD=5ZB=?M
z#Hm9r9$jge`fOm>Znk3T3W&33;!YvsLEF&0yZcbz0i9`@zw&9}e~GOB-ix(}n11pu
zg1XtjlOfeoE#lh{*b!7G_}+W5k}(R%7~P9i6@EhA86aa6CYLYXi?zfU1y2S(AEUUZ
zMHYS-qv&3&Dw1bN-UaxFW0YpH1^pIC3blHJ4-Ty1R1Vf}DyQi_CpPproJ$>~fhXnQ
zAWX-G&(BpQ_|gw;`5MT|KOM_7S*FQetf$Iwrb83lO#%jUT5(U&vUX`)+)SCf(L7h2
zJjoC{&Q0PLY}t+qTVBD{LOtCLA12~?^WLDjNuFr;plmd6>s&5quQ^g))JBonIcOb!
z7A+pI-`z0&Ev|KRFuELL%C*;8ihES<$2<GqaMw=KM>_{UN8t_5;dioZ9G}%4MP_DV
zLm`OQF2Gy^qq$u9{495oPut=$_%W0Bx7&-=E92goQi{NpCnZxemosgvHO{KC`vmKm
zU?87=s*)o9*mUVdS5KzSN9U}WL0goo+TKKF&CR6JisdqU4{#74VBRWU<!n_}vOUW#
z7(JVO;!9hYddpUMTYixd&2GW^C}yLv?Pf~+n^a;G7zbrQyU9|!wsR$KlGiF5^syAb
z_N<*{A3Y?q-o+H<6S<6iV4W%rm~=wCX-)a8N{i;BmU^9(4_fF;>OHb$TFm2=@vT-%
zTmKP`the`78bs|<UM<%_nsXxxReDfMB8^JQSQ?Qae$+ZL<E>YO!u;?7h2DqRa;@^o
z@|f{yOr(6h@b;CD+%qMQ(d{)|V&Yy#7~^|YVx(xVD1YmLd^RtV7-w!^BxjAq-3|{|
z)T!NAIDOxM85|cYuUDh9IL&0Z#IUWQe3zC9v#IV@VOjb9!hX|@;?dsknW&MeLU)%3
zZkGM6CE{Zi@)>n_@ruF=#jWC(A|K!T(UXd-?4xC)nXJHlz<@;uq%tJ@mqdl6`MvC?
zBwN!Erp5mi%dUBIPu%OC6&kZ~A8IU1!IR!@!;yyPk@GDBY^B#2TUE*-r7e;?AZzPA
zranQ3y%(XC_MNb$<4_doJ`Amza~>htZM1U0YDfnTwH@&cd_1Ur1Gd(ST(oOLODvjD
z7T4Fgj#370MK_(V;%2>7H-|#<brFtlgvxJtjBdp(!^+utsyzBN$8Ps+L`dmx195Pe
zDQk#U6mCT~o?k?V-F&hA$g|k)<4ly0)*j8V{S)CUI_rP;OH2PtWbya1pWn-Vnv$j|
zCLqgEioV6ACd)jD|F-NFS#}900ivxU?xP7|Ct4p*%1uSSOD_9Sa}v&mkaxmK{?f8b
zIEgBc&n>%zlYC;?RdW)052|xMv+RQGXXPZCm5txaenj8T(UD(+vh=;VmnP+kEc-bz
zL>B4H%a)FrD_dG{iPQDD#cl05Mi$y8N9MOAhW8Bf!OZDIygC0RXLevF=aJu2W?Umo
zCK_WZ8!D{ks`@VAlF)wc!@Y_)aI_Ih`xuAwvv`z`obaQ<ES#MCMyCCtG}kHgF>jyP
zl}|Q!FKfB#3NP|DLHC{y;6(N9xKQs|cwxV{+>F@woL^)ev}<8`oYm7G2iZnouk;Q$
zxOOJmn)8Tj7#+vw58aO6hi)O3-P+vQ<oaCy)~~ULVJ@E#J6~3zvLD~4Y7&=sY9aQ$
zyc2H=dW|iVk=!KXF=*e5Cs;I!Y~$9s9M{zO2wrE}jkCYa;N=7JaAzGaTsw6wuDh)w
z+GO1n8=`tB?3oNdcaFtA`aJo{)^UDT-}YFM`xbqOyM}hwY=%dFaOGB6hT^kb*Wnjh
zB77|DG1f8BL*Xws^EI-1^R*@ye<SIaTlT|b+%P?**wu5K#Nol+%&|I_tku%1l7UUi
z3L9EW82O;uN}ofGmA4vXvy;QRN-VM$F`IN_q_fT%Dre@*QIvVxOX<AHQSNI{TDZ1N
zn|=STveGcT53_MdGIKhvt7O{6dq}tO8fn**4$243Vw6+dK1%NuEJO~wJ7sP@wJOWp
z$xxbR7p%Cv+g@5%`=q$}uv<cpBXb15>$N3ju}g&Mv+S5CokI$}mN&)6Tc?P-_j3|_
zy?02;Pn;)M-8N-fzOE&yIWCN;*V<7CI}|3=OWP;BiZWt63=at5m)za5OxDN~>X#EQ
zuHG}_Y^;89&-|s7HRfLoRrDXL6tev^rdc6_Ykg56Q?rv|>oG~EvK*`B79_5+7!%)$
z>LVl!3p1*z)7X+QEEI7d0E-bU?tlf}u&5gral^uGSAs?aO$gj*KHtly#i3C_Vp#LI
zRVdP}BkEK~8|B`wiJsIRiYD%xLGDh3p0zxWQp@JB>#82Z4fa|fvnNA9jtzVhQIcnz
zDoy|NW#EHD*#iSm{Ct&i#J)Y$2|bWh$KD~{=wa_r?D1+FTEEE=J1%*NloP^GBj+=c
zl!gH)F3c8f?i7U<Nvw-<`F_8&G`^&;Fw;pLl(;lB5datv0ieGFz(5Ir2M?-;55xzZ
z9@hN;K(`0L8he1g8qll&utXR@tgtFT69d5en*dl!41neasH6ti0{~zw1z4#8mS@1{
z?<K&)3xJIp&@=&d09p`Vd2ax^3H)#PuY`#H=e+@Fsw7VT11xt|-M3l}_p7py6Tb?`
zz>zRiu8lej_fVan20={%jqeYTV}uNg#Hvib;}0#5udd@~P=K14lT8RA%xxe$^yHGA
zcgQ>far$zx>R41%G|VIakG=1JYa)5ykBDFa1OZVIrKo^du%Tp=o!L$7q8^I9V8`A&
zDvBcZ0xF6MDk3(D*pf{a#a>Ws;MvYz5bOmN^*?XSa9HAbck12!{@?k0o=n}z?zH!L
zXJ=;VW@V5gu#TR}5nY<Qgv=8;0&V~XM1OE|jvs7Yx~spt^EWB~BspT3U^9~68zeLo
zX#8LUz(4~BH*^|kAT%6o=vZKA*azS5;gA<JFh~cWZpahjAPgENG`52I5$}&Nw1F5P
zyigW@)zGXBky=J+d(2(I)CpFk<t<c{FJsQ-UfiKbGai9*9isRf_eb+?vzp?5ed4)`
z58f+|CFfu_ei|=$zvb2*xQgB958@pj^+fLipP=-X1GwN}Z8^`k?a+!bmWpF#$MTzc
z?B+~TD|3a|wVcwY0{7-+1b!bA&$aCO8uu)&!p-9v<Gd=N3g6nt6iSH;zj(_%P98fE
zSE~I83j@yJiBI3*>A?+gwtpI4={=MyT6+q&>q-Y)IKmZc&#%C_@{>4bauxLIKnZlT
zbzk(>(vNI{mSW-FE-V?pMp0<DB_I8KG@r2|j!){dnij@SBANBR+t=XyR9X9HYo_^=
zjmJ$}FtWa(DfX|Y%g=A>po!|RKofK4x%|9(JmZlWlrrPtT-Lo^h<NR+AhvEdQg-a+
zb!nu_Z{qXTL1O9s_t<&v9W?S41B8iZ%-AC9mZ56vHf!qi3?k=7JIT_I{wk*5TgVoT
zd#rgoO)YzJPAhs&YaxB!|80u1=&JRw^bj9zcSK&}vRH3#A2w=vn7q8}5Sg9dH0d0R
z+v4Rb3TDGtf0<K2F>SV8w-l4m^Q_f?PV9uBRodo}y~PvbpUN6{O;Lq!9V5*OKBIb?
z+*VWCvxlZwzxAs3>7&%k&zxf-Bn^dEO>NX|dxXns|6(gtaBjma*l|d$*_|jW-6&eR
zu+$`B_o}_pb19bU-OWo156sRAH-9_gZ55gz-MGL}(Co8d9z3=eW>4&(T6^&}lW<lm
z;ElbR)Zq(Nx81yj%OU-Q(;lwgsSTs^Tf={f%=-P+k>IP>(X!Cd-28Km4AWe=3m7J0
z_@zAMyS#TG`RTr7M{I-iRxjsu6qlrf;ZaV22sncO%O8U&V{!*~d?Q6e7tcg>m&oy$
zO3}Dho$}~v{R+5D$Vps=UqwnlBD+^cf}$?ZN0;Ip&>PQfXr|d-6h34)idwl4$zR2z
z)e;@OhO{U`W`)eVUedV_hlOMB;j7Ue`#mT!v^vTO3PD#ZPr!<(Cc60G_?C$68-Oeh
z#^92ZIb6Q@KwK}!8xPHW0r6niwR=I3>I~ZDS`F362}L<c5g4^Ph)13eL5t%zp-Zk#
zG|fM4)29C=+Wx<f!F-_7l}RN5fKmgXYXYk20U9Wvh8}-+TQLkTz`Q<F4@g+PYM>tm
zs9K{_4M;qwD>`+6*v<sH!#nk9bt-}0ZBQ-H$LmxBa=nazCBOtc!T&x6BLSuXs>4@5
z2GjL;8f6-s=LZ!7m<C*j_Y_b$3VsZRFb!S41>P&bM`a*P_c0hf)6jhkM$a@je{vsW
zbvU0)z9fl%&zHMO-Yfjen1*3>hc<X4$?qx$$X960(7?eBan#UsAb%kaIt2|Ym=5CL
zdN9zLzz=#qxFH?*LFEAhavZ|!3Csu}4%}c<^QoKuCxnBp{%Lx8-9KW}k==k=^<$Zo
zA%%;44CY{aMTC1RMOZI?Mc6B6&ZNj<eqCU$!mp@OF=AdZ@)jWrGb^KUyzC4go-i9{
zXI$r<cbrmG>y)kt&?a)_$q7zd3XSL9yLG`qDXD13vqt>9satR#VK=(6v>Dz}t2MXs
zN*Wh8_Z%P4+=sup;I*R3rp~;?rwz)g@(9205y*uqj^g<*cH@NyCESG<m$=<KH}Gs+
z5nTAvNwiOU29H-BK-ZZa=*k5*ZvNw{+??v|@PIc@`I5U4msF)ZSM$ad{zTYhg;m*F
zd^cq*cYV)LJmi#!lNWhoyXYC**aK70LCZw+zSCS>0ej%4EnHCI6csnzZWE`>u)r(*
zqPazD5PoXn&pS5u#?{J|Kr8%4;qso7xiJ~_(4xB8+_ZA0=&ap1EO}I)TNeD7o0&b2
z3l437caB|%H=OQ;cRlZj8~C2)52xSBuj!w&wCwwR48~RU*0R0!*~#tF^vd0ZQUi7h
zJ3AefpWo;sSk+D!hs<cso^E)JWqLIdW~F$i6m4TA4IN!XtE|Bb`@3YS>cuOW2P^u>
zUl#ArY_n>mzA<pIaQe{!W@VumbwlH}qLM5V%V^Sq?GxBc9NKcJEKa7@BrI_e+T~W0
zn%lZcw?CZ0ob}QQsYgagyQr+C8;cmLO1+q<Hi~R4jh*F{U#kBp1?kVOrPQfBhv~B#
zR(T*_80PX-9z9R^L$wFeQA4i(r`CnrZCZ>>MonXfNw%Re!$4q2&>-9z1<s$sp0+EE
z3bl~3yT(O8xa?XmW^;?aWt)_xt6m{kf;>AP)Hw?LutDWb*^--Jf>^?41o<M1UM?tP
z`W&>f-OB>WzUrif|0N3kzjfiH?U2&b&3e;j1U3oNQC+>;k@%enDiQqfb>W?k>L?lc
zcsC}0r*l6d>%z$x1^(aHh5tTA>DGmRGDg9502rh2)emkQP3YXg+kOA+7-g7RLBFL`
zhuS3QyQ~X`v4HjvIyQg}|MN|TwtNE=<<E{~hDZll7ru8cXXBTov>sNEtP4Mgmh9@l
zt&W(Xw3s*?CnyE%`gjdD{{n~J+-!m?Rz9UPztkMhom3aisZbWBhLu9|TG!&HU5h{|
zv*)9Tqraf_Q(L1&npH~ku)(<MhIZ&uY-O%hWhdNeoLn&{)K#%y^>(z!s0CWmqB|!)
zdJxS%eGWxTN7%y4fuFI6RkUp!uNc0~h4-p%nO_D!M|gj~b>SYWx1Ef&Pm{(=Pps@K
z+cZrgtSUWUo{^yxN<L^HG8yq~cvL6W`$A=5mgAxn)AYI0&~@*`qz5CI>iZWk5!=(%
zQ*0W^CFQ-?)zP`?>$Oe@r`x$QkwuTFc@MR)GAvCM?01OWTPj_gS9+RQ*`yeo8xx@o
zm&usKhXZ%d%kX91FX$}Hm+xe3nv7?rx%&(0g|&=l$`j`5mh#@+n@0%k;#CZ9e0^s%
z)H=VE|5L&oUT=S^p--q2=tro}ut0~rX{QC<$5cO({%L_uuFZdCug~MN^U6sY7Xp|>
zflloX>HdtNk7Mvvy9ZmkauH;bU6&nH#0?d0rJIjK{p$px30{ZTSH4ZywXIjOJMek(
z?-JRqvU}L)9#Xbu7myeE1}z@TqW<l4B!C98Q*z9x8#S4J09kAgM@yTnV66lRn(eX>
zb!iz&<G<CWPxB>#?=gjxOM#4_is+aM<0_1~l!HOFndo6kYyhaU0H{V<mGGJz9s)pL
zm4A9<AAL3cr(T8A2l>jYZfIt3-=K2Cy&C)|4KxQ5pFf`keriZKyq3>@<qhG)|JnK7
zBuqyDi0wvDm0tg?HhrG2zN+@%RuUl}S*H#cO+M-pO$0v~_jDwH5CU#R-@Y9FAk1Oh
zBTgM5fcS#r9=D2o1el=UxCa}>=(vaX=m`P2o)QI~Y#95i<DOxHKr09;2>^`^3>0|5
zFlcmOXk(;;|3m2SX{jG<xSkrg4z2+k8ZMw<Jn{aqp%r9+Fu=2XtD#vLA`Ko&TX7R-
zQ>%v3dhjiLzu|23Y-AH|^_mJwi*c9moESMqd?Yvj;c@iF)(%$?t|`qgIO6ujPobcR
zt<m!?GBnHW6=!y34QC~Ji6RazKru;m(4stEX}-uA7p_$iZAk8oryAYE5$X=OqWuGW
zdSotNGhm0(XvH#Isoi@dblrf5Bn6@wA^lNg$X&EH@fn`g&Jvem(s`q|Z@5~U?r|lr
zjZ#WFThWL4Nw0S6ezy;(v{$`aG)Oab!cf`7(GwYIzu!{qYd>JyKCo5Kx3Jg5*q)YW
z4w=nV9ha6eqcs+zPM$zE?WW1S4-V9JOwN)nZ2C}qddgC?9r%Ks^XjTbc0N;>P`{UW
ztI{$?^8O4vs8%C1ykV+r)I1+HcAu{}>GCnTbMp<dNAgo*P4*Y*Q<r-wPQS)$U1O$-
z55iBOx=F9u`pGHM&Be>4*ag-@jh;Ui@5c0&RS!;P8a^%|=9P+(+ch|f92$FwC2A*$
z7mqBGpT=uYnNfpfsD7?0>~Ul1-GNtCk1v^MY-c~$6g_@Sm3Jjq9Z_FomRYSAa+lOq
z`wqM<^K6$cI5aBD%=ap-R-b&Rv3Ng39U4AOR`N|Q!%Ubc?dEz*<56_4aLKQ#RJ1!J
zHLkNySW~=<ti+RCwfNg5X7k|(Lin{zVZZfr>7Z&?nPr(<h4$y-y*<vhmwE4=st(?q
zAYC0BmES7<Q>3T;xAx#anU0o*jvyVSKEnhF?gIuZDs4f!Qi%#u^ozUTNjMC0_5?5|
zP?5li;D2XIe<Ffu@f##`?OEG~opAg5qtVbcJ5lYi#qh{NL-CTiQONzqX<V9}ifzMv
zNy$oNdHu+yv6n15uq70&O52W0<I-rc)iJbc(pn@N;E5uw`$9S}sL4z<*x0|*IM(fU
zG!l2kp*)YXxH_AF5}cl(OQWx1F2GEecG{E|h&gG4EDBA)W=U6Zne)AM;azTAl`5}F
zkhYKp{9usGt}Pl`DFyx3r3yMkPM55>Z31?bHbm=B%F)chb3UZ{_x#e*{}KWH-{!L4
zNn{mLWuUJBfKUQ}V*sk@@x5RE!mtCpD4#GBH>`DqM)|j1{z4BVdFY5SvElw}5Rey)
z|2tE9Wamn~U1+cPwlk#(C!xgL;IU!w5?IekI7e8j^ZpDa_Iz}U{OfrcQ4%aa5Pjez
zkZ-|b!{8+_aFUNUm+3i)F73JFy1e)=ZZ7+GauUM|3GDy{l@E}^AXC8xe5yFmaInAj
zGMGf`t_N)w@_@AP;+9@tl(@lA<pll{Iv&J>0UNHP$`FK+iqnNbI(pCa{tBjpwEwuF
zZQOtY^`p6$A!UnfF4JsLL^zaDgmuA+ut##PNaPT1oAE+LDDzS=B5(}vx6l$ZZK~j{
z^O|tB1BY@gS0ySeZBrDIo;4H!+dFaPr>1h7Q~Pu8yY9q6rEJiS?9=$6T|M;R-Floe
z%mF7HQz(pb#&W*Xr}Hi|Z}16{fr=)vPkBkb6)3B5PyBB9W-iomBc4A~f)~})au=-*
zp}k!nVlhR9r*6q5pL1`9gH7(CWUB#q(WXIs-X5}ccQ%jXCLiK5x;^81^jM31u1D~3
zi`pryO3L|e-Oh8@li%RMs)Kmj=91WMUIT9I_=D)6tSfq(=7cM_4#mw{?m&r7bGhNO
zlR0I?Mf^)vW9+fS16Mb7LtEA_#OAd#QF!ca?BBmAnvuDN&-I#wt-O7(=IL1Uu5&fC
z$3GPhORL63AA658nxDhZdYIr7Jy~p&RU0jNbeylU2Juy=4$iOhpEJY!{f-SQt9t9H
zmd<t!6`d-)Q?JNb&o=DkFCP~;SD4h}mf#sWftg-$HJj4Eqc-`-ONJSkB^17ss9IOJ
zg>d3(1tzmpt~$&26;pDjr_kK0q4dD&TjKOc<6T)vWtl=<ZZjK`e1uo0E%Hm}Kcysn
zI{Whbz(Su#r{)}^KErAbos;=Y&C&A(bG@Cf?&$s2V1H`JZP*gneHu=0!yw%+%i1Wq
zveR}IXV+Ao&+dNV#O@nVmR)oK-tkFLj{*KVyTyRJ>?(Vm8~p6N(8XYXYS_G%&(Qnd
z27MY%@8V0ex9k*h&jl`^5`m8BP&@#jWdJ&b1zI813_&{tss^C*tRHPbqBroB`BJD3
z_)qu`69SM(I{F7iO57HD8>Eiz(;|Am4cMO=k_IGQnNP#%eSCGEvn)TK(2%(wXbFE;
z|3PfBUJZI5d{Yp5pN@VU=-Zd}K7KZt5B);#<1c==-cau|Ob2NDgbFbufWo2TnK*TR
zu*(#1gP)3Qa2GVRa0`azA1Q7?EdFtCGbGr`Ds6YIR@zM4f>(@7R9cs)j|KG#>^12T
z%Da7CSxW4JmhVWw?d1!wWBnMUz3~Di*xgf>8rA}>thf}LOteO8roTcnt6W2>CjFFF
z8~5Wzp{YuX15-I~%Sf~$J`g?WRg_lePn!L!U620Z-~D{Dw<>S=Ma>>OTIQmftR3!@
z&X#?qlKC&bD8wx;&BWW47YB4ZDc<Pp!;V=$L}t5nG_yIry?n-_#^Q`Sa*gS%Nn-VI
ze|5ms<-(QZHSC1}k>ZSKBW6>Z9?Z$J$7SO@XCmW~MdWSL28s7hJBs7NljL`U`yt!K
z3$$5%?ueHUv|*x3M`$j!jF)?yvz026h6)|d#0tZs>dLH7JP;;b9?dLEysRmja8a6;
zeqP!!`Is=+tEJ4MJQm9BoX1$jSC)Au91zwHk7QWWK-E)IN8t?P?ya_&q>goHC0%gy
zkm^k8SXx;Bt<NNTf7CzzjE6q2P5>RJKEnbC{s}s(K><YKbi#+&Fq+!JXhv*1g730t
zSf5`#l3)E#N6PQzr^R4U0D7}F&J)oR#WmC_stCH+ONp|M-9w{F?;v+2K@ZIPp`=vI
zu74avHav7eHeN98Ai>27hoOy^bW2=O*VzLg3=DesK#A6!_zm3b%Q^|@HuD<ys@eeE
z{jCdbArwOEi%!Osgo?OE=MXftQ4X>yQdM_d+?^I^o-a%h{18J+;Y$M8dkQJ*0{{AF
z1uzIo00`lNg17|n1E@d-l@9;{6!4LNCVu)N6q*+R<O%>}007>L0YEhb07C)5bT0rF
z-vcV@;Y4hJGk_MrR|o)f2P&h!NB~H@PWTgB_p%h4C~?C*ewV$$`uw~|eht9=BMdEv
zuM!Y%AQw7<@#&smA{}($P4)3RTBPYdU`(XL?|Xu0P15ZN)=LMP4@d`^FDCip=nr{t
zjvs7@;~sr*gLKH>6a0gvgJA*$4T3g2Xc*AQ!3KbV#sF>@KMRI~8#)mfniky9Xs93Z
zg3drY8+AjT5C`FA1Yip0_aWpv{?Z0vfPg_6{53-}Hbl_8m9{&_DVS0{6lph76!tGi
zbGez_6vwl#qZgM~@Hc+l%)3<$!hJ28ahGhv6~|Uq!)~2&d7<ulZf$rO?B?8xcZlnZ
z-tL);PIM{Ct(kTJXEkThij8v=#|lm3H~A%VCNCFoh1z!D6lXHIH+?<v`%PuJ@h%H-
z*uH1@NQ>tv_?5H5*J+eOacv>LcxxgjCvPw+Dc)frts<WIx+|W(c`Cl&sW4vYvxPH#
zbA;O!&;l2J)gEiN4&fX;r{Z0=D`3m5rnvNlYuNpk6AsvZl<fRn!bhLl!)FX{#wY!9
zjuygCB8c_A+gGLhRCy&vXr|%bvcQ+CnW~Y=Ddh(GvTdGcs{_=9G%<Uz{M?wwjC%(*
zWxCixT)lh;vK}!)ULV<N{djk2yL(&2C(VY4HcjiXvzKFyto(Rkyko3*WA_6_k}9wR
zs~tu|7ZjBZ?dZa;mqdsY*}ig@)Pb_B+j6mbS7+(tw%b!2^EPQKJ*q0^EVV_oU-E1{
z^<e3y9(+pab(fj9Gxv&jjF!o&HFjc@_lk&XYO!*qDhJuCvc%$pg2i7q-jS!5XOP_^
zBUz)Y+N$uB#?o8+9;&j79MIT2-k~Y#B~iUbM(U+GKFreg4~3UGW7WS{Tgz(n>mZcx
zc#)YKRzt1oo29X6)l)t5b_HqIcXc&YizN!D()%%e<Zsm;#otI154DmNpU0@R{p}e0
z#BxG*=^8?+{Ef8#;x{tml5f?kw<^8sk9sL<ux~QcJuN~NJmx>T7VgLHSJ9ExG}=!L
zlU2A27!*Gvt0W8<M*b`baqGw`v2{e1*!BcJ^rbLJYVsc+?EohJ#soxCN}3b+5VRur
zg`mxkknDdYPg?8-$*~`6XS^M^?XU<9+C2f)d>M#`VKW@odpfFAC=XkosESLS0nsIq
zy%{4x&E9QBsg<+IAY2byUw(<^`!`0Bt2~kPsTxJhKMv`@phg{ff{nYbZ^>46ksyJ5
zf9hr2V(fn24Q-v5i_R}tkJ0W+y0lZ9s*$($Br>no1sBV1fNc}D=)yaVkm+poeGY6e
zxIyO(wA|<(x>!tu_FsO7%P(w(9a7BDy1=z4<ZSAPRR8=hE%h&v@qhcy-@i-F9ZB&6
zob+%eHo!%XO2h_K(Zh|{0C@2WsHO*KVSpNX)Fd{*Qx7<k3Q!wB3;ZkOABGnrg3o6E
zNEkG5;AQ{V2Zi;+%SSta$^A4TXhr~!*OH($0j$hu`&Wj7A8`#W_pd4&e&6&VVZt=1
z^6>SSz8{zd=Lj!-Qw6-|gF?X@`j9YT8j$a2FMSEqfS10&G$5Wb4SEmMh7SqnyLI1+
z`gbu6!^#b9@X+W1AX@?U1>6u`(9kqsL#LqE7EA|mV8H%6FMA;mkoD9+#{|X5jDXHU
zgK`F@;QxOJ`G<aKgEyc|{a7YtNYNrYf0ITlB1#`qgte%k2+OI=6{&lOOFE!bgw{N&
z7%`>}dBxiWGY-A*mJ63T+v>?&%PtuTOG}wT(yD_ZV28k!H=W9Do;{j-zf^%IABaLb
zuGYm5R(hfbc^7exNe7&e+(uz^XFcaTYbftBK+ebCTcl_be}b3T??74OOz_*`5-!w;
z#q%96<3$Uea2IPgLVJBGV6n+PJk>W6x9>LrPrFqHB{#Uw)t!>WKSX{wZ^;rIH>nwy
zQ8tC^F?tmCNp;}kCI%_2%rEiXf)8`o*VM*?lGHd!T^rjCj^xHNBhbMnjZj`^XI#O?
z9XIFCq6D=wH$sxYDSKVUzgQvc5fp~aYe`V}peOjLLuov4|5CoS^?ZJ2z4=&M>=1fa
zvjOf?t{lqT^Nfq0wH9aKG1#+R1+HHAY;1JmIa+eN6@KYZm0w;gKEI}a(yQI?HuLYH
zdR=&t_UT)#^yKNyf`k7IVMk^W`B`n8U|tA|gBq1&PnLek*3XC*Ld%X%G4&IqbAvW%
z<(m%+`=W=b+GrLq*-kCwk1p9Vi50J@ubHe8P93Phj!@PXobGQG`OrjZ#-{CTuQKPv
zkwq`FH->c;&S@u$bA$Uab)CG0wjqb4Ma6^CZG9Usr?WGK)U!@fAM;EmvwVd2^s38L
zXICr}_JwU?#uw&yl`}1tU&{ZfSH!?mzSYnt)Tu!ysL!w(1bM^Iny&`wxdBYPmLM>w
z3Kf*^B;7~5fr%f6eVvM=&(DeYfs^UJ5JhZQi1$M_4~=h(if}TvU#B8ySlwOZUnHpa
z{OV|&g^WGbWdM?dwPSbON`-LQ-L?MglXs)pMqa=|^9`!?2<|lBpzQk7QS(O^*b=pd
zK_Gk1r!6Y6st&4j9ax+MHB6g>6w(lI{~1Fo=S#HxXKx;|B{vTEbj}<kBAv1<I9LAB
z965cEuh3y=W*}Ab>9D?86enS31O_SbC(Z1m-NWQMn6K9zlB3VhnfP^dU+)L1|06dK
z5sI9@d5DaAK;1t3$`l#*Fu4tGE!j{+HWd{d_jJ373ygcZ>tjE>V25!JU;RKg;d&VN
zV2+#HL)?FH+%rtyXa&Jo02Ku`7^rmWhsvYjG#$hhG&G)u!8MSEQY(muv4*Cj`H-M*
zH?+YSphfU3-)d-9hR6=tJhXW;XX7+QY2BHe{}@sMg<mYrt&VxEwCM8|$EO8iw@E?V
zf?}cQ)vhwQLdWMy^F!<KT$u-&-B5{AAJ<3oiyh{IB~Q?vS^ZE%>Rq(%u@TPEZdaDb
zcEeTcY)6-7DY#a3G`MqvD4dooM?vlvxw6(rl*MNLic*Z#Xi3kloc#1)G^h9|6tN%%
zTRcj`<K72i=f3ap!ParO{niXT>%u@~(NUG?!~CS#;qSP4NL|Q%sb=cUHL{5rh^ge^
zky17~lJ)i9t8P2EsV1h1yZp?$S&W-}Q_6JL0CCm)lBiUVba}mTm9)Og)l%<%&&5Z3
zAB)yyDzUS82MyEntS~llka)d|kM#X98Qb674h=q9Og89ZCcAFfd~w{#j&kQSQL;NZ
zGO?P8we(TbEh&zUN43sn?uyxSy-=-+OV~PhA4)d{G)u8PQ3^G*SRmfI(pKhSV$CQv
zv=MW&2FY#8rlN8kii^dr{32!^86!V&>m{;tY$a>B>7pvUm%sEzid=P1C2DM%&C-~z
zZluZ$>Y-jT`VF(BlU#U-!qu(Tc92!;|4gut?9a@RgsXR*Z=^AgxvCC%*-B=y!;Wd-
zuaS0{a9`tIcdzj4qXcP6k2_MMDtCqGyNzYVe5<K7HFKCvNvDOd8~ubm>jq2vEojIr
zIe0{9XVco-tMO4;{S)=nQ)4bkSIzi+Nz8wW^tAuh9{eZM(LSOhNGGY!FhPR*po13Z
ziKYa9NRCJv81V8*5OF&Z{BQG6L2*vpwD=9q7n99Hck1I`!uy~AjSZ@fXX3%*o$w-;
zI>@no1#C54z?Kd#NXbg%#=C=1lVQhDO7m)H*`CYT%IOlCbN3Ni{#r!dBg4@W^<+o~
z1}O_+uyN<|MOfzmf24|ijh^m4i(SjPqs_?)=$w};mM?)CBX6xOUZeUhQ<0fpd2A|+
z#HAv2`JfIsl<BXLpxv)mKsqqUd#)4>sUSs}ZC9fGAqQ~ToC>&n0*}@lTZ^U--Toof
zzvq{h{+9^o|27YOJZ}v83IGTt05}GqnjYVK{uqWG;7$32nYjOuER!_A*YZg*aXS-y
zbaG@tVoc)T{%a6;62RPcT>>wCng+xzC4d(rECJSs^Te$rXas&R#NCA8i*v^$yxoUX
z|DIpk@V`2b{B4_u2qyv3t|RV5JN)98sbKSvo|ABnq(})T$)86yw0Ved63Fwjd1S&#
zKH5B_=OntcU)wzNFXbeL6%yJ3pc4Q<1_SI1xFNitp=rSW(eugh-=N4)15*JIW~R5n
zP4BN@IuiWP8`=R3C{R%LKf=(zHKc5j%|jbw6%i#zDZ&)z6=8QDaK`CzT+%eMdB`I{
zF=9|S@3+JeOK+IqEj80Pn<sU-mZh>4mS%$#l4eg70m&6P`(>TD&28Iq@6To9Nh2?!
z9hrgnLB%WRVJSD99kLZCM0qHTZam_AXYS-(+PvZ8@84E5N%G?*WTQ@2uo2Fi_mrD?
z+Z4}JdErIx$mXGTa<sR8W2`-GhJ!9P!tL9o;b{ksqU1hP$;@*upBH}(=dE+Vaf4cN
z=dSnRddzXcKH6q{+@w5(Rq+VE+luGh_2oP8z?gG5@zQu~*Yhbi=4~)KII1Ih{o5m4
z!Dtk2(X>8F2ngXuOsK*sYq!O%@pkOdt2g#|5P~)@EJ0?N`=Rh=Y1rQ<6wQc9=W{C;
z!d6Tc);d_CcV+6LJ#)9?VT%=9w67)3;M(A4&$i$bPD`=Tsa|MFW*T2*^enz=$WU7N
zKS??Kew&9Xs|%OhtbKC(w)9x14YCa;QNqdrmh#j4P6_5tL8A8t#4fIuz<QxK!pz{u
zDJCcSN@v|O5fh{DFxB~3)t)<jnYb!)`GY=cCO-X;`nOf3gi{_GX8AaKHM6#k5Xsx9
zW<4v(_L$dF99egQY~#p4O=4*zwO<jzg!X7Hq>k((ZNhm-H>_)~GN0XCT_~lIbX}r(
zerf)vl&Z?#)T`;U=~Se2>NBh&L9Q_5!Z4>(k@TG457nfCjDTGG(HycqkNg9vNc<O<
z+!V~Cpqt*dLDix%Yx8I?D&p(L_L8+^-@OC&LN+MH2BOiMim)#hN3&6?J8bgfP7p48
zVCK(08v2s0Y69#p-yqLtTk<`62RpSnEXvUt_U!sZRNRe4!D9l@vWE-}H)PYh{t_jx
zJcT@8feWd$qml-SpH=}>gNYuXu>y+f0o6jQrUY@D=>b#y04qJ{T(F@zV4#`h=?#Bn
z?iZQ|++#kKg=!-HKcusejvA8wqq$!QCt>*qNfEbh9+=q91o@PgUjM00@B6D1u<~aI
zM3IpPs20re!d$M-{fNxRl930Kzl9ScA*|rYqnqRXWaNP~bmZYyf5-<%6S_xEjQrM-
z$1ruG1x_0VG!!tP8_+PQ3>pqLgwr`%;?x-$PyJv+1EU760YAN-hJVqf1#W<Hz&-!5
zp_v#W5S5j-F~OYm+l5N&wsY})n~vydWCd>ZwkAr8Zm;nid=8@xCfow&Jt#MK0(N-v
zT4}!56t`<cW?jczLdVLqMceDCxL}L9Xs@CniV#Plb*@2Zv2?7`d~6mr>O;QGwzm}5
zs`WnHxt6bDPS0?~f_WIfo_`m|lv<4<OfKS*)o=1M#sn+c7Q3SuzMvjC7t)>H^iLAJ
zb-vr0UAeljhnKd9^geTEhOs7M+bkj7^fK$wEJr95ouxJ2I)GVILd&kOyRE%-BS(zB
zbcY#{9<5o{^Q4g3;SDkixFpZ);wcxG^$@e>G!frgzLjR(p20fKjS`kUa+8g`Sy}XN
zwTs<WZ;Y&@e{ptUv!dc5*ZSJ~aShn`x;|u<^rW|X^)>av7X4G)x4mMI_1216?`jJ>
zUs<X{<65agdQV}-mSZ%Q+EmqS*H+BZSR?Pj{hmv0x36HXU5FL#OgSL+4SdG5-rZKn
zyf=h7X1-S~DAP2>LXQdc-C5@H{r%GY$7gG-`#JBL9CL@Mmwaz`|Dsv>we_D8?D9YE
zJ6}mbpIImHPf?#?fe-%%ot{dY&rY1wkIuR^v?N{r`dNMWXLF<aa2Jvm1_GF9aVPN5
zhr{FwEXIQccy%C*8se`<P@ljX!ide#xbJP#VlhZ4<gCrx7&KyQMO0VGqE;RDle-}k
z1ECesFOgT!C|OUPzvbK-$n&xc`TAKQo6+Zy>^f}Ykg!dBJkcDd1a{9^7MZO+%x=DK
z2H|*s#aYxj2%+SC4bZ#DrEIV63n3gSPs>qBV{$z8O><;wvIoMbkvCRhG_N*`cKkLL
z!cg(yt7+W#wrQz+iLl70e5exopU`Bete~=kHlZRU?o+}-i3$(}0Fae05f*4>08qgJ
zl)#iCZUEgFX6Pk1Y`6kYqGM0o03E?0_D3(fiQicdXs&=tdQ>5H6<Q!)Aw<x9;Q0*_
zB51lK9-am69~uadG2QNOVt+Qrr%w;}0rvn5wJJe1efUT7dk{tqN#jMJo9BZt;+E04
z?`_j^`6}U(^L6|7<pT&2YD7L7*_MzbB5{B$@l6Soq<0gEgZB_O`++p^o$A!#Ym$#k
zg2W-|09bE>8zheI`pzHXcu$hQa`_67IJ$6>50;Q?_K^Q7AaNj$0wfOK<#^hUmN<q9
z9c?hQ^MDNo8Yna*>ZkG0XdoN_209l2;-Qg4rvn2c3{6uoJq?HSG;c@`2L7{P9`t%$
z<oEoc4aNXrgfjW-hGuSvNXnJAYxeRt0=Fri^lryr^_QYU4zIXFnjFQgyEFMqtuQvK
z=);91U*(KSmBn}7ty5fYGLQc?WGLEJw=_OGvnJ<K$sH%%Ylkb1-ibHfAC7Wc9O06+
zyA+vbNxY`?0&d{s_jt=zYZMhQ1izl>g6&px$8EG4Y-#ftt>b*r`c3xOG^ZVIes3-p
z?6VT@-7^5)Sn))W;a-~Gbgmm$yx3fF(m)ALF<gcRk2r@iPprecpHIhyOR#7@-iM-}
zzQM-i!1L99ZBW$ul_+R>Llpl`ite7hf-l)m;L6OKh$~;{j=RQ=#=_OciZk9zXrcTh
zqUu$P{^8#}eZWs$yxMBb)K@XG38yME<vQ+8DRZHN{G7uB%}VPLnwY?<^3y(}m@4-r
zDZ#ThuvOG;#oxM?6<gLwlpPCSB{gy}79aL~B3flKY^a^HM!LSaFsAetws5ry$YbOi
zP3_?)v}dPB$kJI+JaMr(Yck@v=Gj|++0EIHMGxzD(g(8Gl#1>1v=u|Ai}%~FLNyh}
zZ0#vN?5eHB<+hhj$!wpzlFnOFTD<slIuo08Ugo$;tIcW=m{O$M6}FUJA$F{6xwb|2
zaq-xzF|t-W=cvLb43u6ITBz>s^Ve7(iqn`DKc;#$X_h+dejF2C*i(2hd9B*VeUPkb
z!;3<>fiIa^OFF1`+_#q5E^j2Av$~?NW8z+EdT3Ymj%$O3?0K_=8~zsFHbEA`KIfS#
zm)*mdoW5s-S-Wyo>tD&3t*;LWD1c-3%xb2}@L3~V3}=|d=_6DjA**QR{I^a!@cZjy
z!dI@OWuYU;r>V~{L5914fs?Wun0}#CE-=NSBgT4(n@^5O_-DkJgnhJVfcXFSS;;{|
zM~>{?E1<`aetkYV?$3|4?K}gwJQaZYRnJBqQ%B$dW0P>TK@RBRu3orgzy)l+6y9%2
z<QBsuX!UG0x`6hh7mioa)D&AZ>)ss{Q8gUZ4~j&KBl2hY(2|e=sOYLdxDFk7_6pZ8
zAw}AY;V5Ec3v{=r0-d(-#Eg2LE`Cz=Kvd`QVpL-8AZ+Y-2$x*l4cB8P<G!gdIi)k~
z8vk7CM%&-bMKzN5psZvOGpSwi(D7Qds9{rd)qO8b^H1Bfv44r+|Jyg0(HYE72|f^L
zfW02TX#k%ReMb@oaMHt>*nm%oKj^FgodQ5?&|Lx5^Z@-807M)Bx-7s`5727?wE?ui
zzoJ0E@B+Ncn81VpW_JH@HkG9LOmQG#`7@=&4fpS+AC`0q1o3~QJP^OZ#Q`LaCs0zw
zfw;eEfdEbaPusNIzp9}8zPW4@nE@sp859SqC~)bd2*|rrU>Xqiho6<yGYyWk14s`{
z1MGr%@&!LDNtlK%Uqhdj)H4m;XC?JagYzf%A>Qu$>1QQ*5k4#V?_wH;6(HK+q0s|C
zwgRBjf_4mU2&aao1NjSa76de`U^<9{>%l;00>7Q!4e7uSoeK;oP!MKMU`7CO;0BwT
zPu=uCAsm!4NMG>(>2?2zO&h!c1?$H$DMN}E*<7~TN)aKEE5evtim=PZoN+&Qex1CN
zqV2B^iV^J#@qTmdu{81l-W=4K51&*OXB)leoyQDPRAZ(o0%AsS_HOCi=90sCiE%F+
zSk@fvIN64u*E$UMS$qXu;wItkPolY%>sxVgjc4%z4qf=00e*@m8~btZ&-X)F!V~;v
zZ45UvbuFG(M}`*<sK;F#(tz8|@H`tl0~c1`M*9*T<8jH?(e<7Jx_tgOZvLUY-0TO#
z@PNaI`I2G1xFqYRT+QM0`4bZ=DJ=8O^WC<|xa-sB;{mHval-3n*sk?<ZcIEmKQuWP
zy{g^{JDfa;efkVT@t2=*BknBZ6wj{W$n;y>qQ*t>li5zZV{Hz5yzY*ck2JyMeX_VQ
zfknBYn}*^tNA{z$zi!8p&JVa{gO_tNRn@rQDJ}3$-&J_SKvTSHoGpHsu!&EZ^0VJS
ze8101R#%rCU?Z(Cd!yJsCQR_%+gl!on+WwR%c|Dj3X=BRxk~J~wx1Xno5Px$E*F05
z8Ygc$;5OUUVV#&#t(S0M_Xz2>`6HRzFK)_14(2k_hUwys_r}^m=hN7#i=)*W$5mkF
zou14Vt-CeFa>QJAnX8Lt%jtdInQbFf+ssEW$`|!DrDpbLsx~xHA6?l@-Ot9J85Xci
zNJcD^eWR*+_v_^v%T?aY{f<G>YFC_vV)EKd6>Cj?zxq$TK>&X8?S?+1P9Zu&eTEex
z$Q=g3j}#&*@kuyL>zWhj6eD7Pq!iI~V3Rl)M1iSQByb}5OhF=Hz`k^E4+>uUXWjI%
z49@shXKkWyu<YStvZv$su&-X`pdxq2k$=`1)-Qf2@|);|+|Kx;{=YuNg`*mx33J}F
z8(OSK{&#@u<s0_K26yD4X@!S}97nNd@1PfwIy4fUDtsGx-48(}W*$d_@<M6&U$yB|
zeTmRlpYoxIY2Hv}04m3z`T!s+0if3cKt=*U#{~cx1sIyK2YCztnFydW^dO4?wt7$k
zPiN-8NZjcIeT6VX^Mhyjh%nRUK*G%k;C?=vaVKFPEju87;2d9EYCytu1e(}7@=Wvp
zt2TYEuM*Pg{6a$TrV|_tlJJ4VUPWfZ^&=$T-~+LQvtQxF0{RVdKDq1)6hvmc3yhH9
zr{I+&y_$T}N<TvK)Aadhj;HY#f+XK-gfvX}=y*XJAGJx@>J0dyanNwEp<zNLLt`mu
zpkg5oDwn3G@ddAgYyXy^6=r}?!83ikp_v&XO4XIN%gJ&FQw_EXh*MfDGvZFz`Jy$)
zC!wjvXO(95ler34PvVx7BDw92S1X=W8qG&EbHuI_CgCh&f0PiPh;mxYKnKp|a2v8(
zDRKfXa&{w|@Q(eP^OjYgp(WK5km^u#Tx3u--r$pk*NxV4lgsW=1Z2)s41Zk%4_xJm
zRd%^t$r%&4S0#Vtg09WsqDFN^L5*Y4?8S9({r1(coiYy1_)UwazCFQ}c`*hbZ4^!)
z>L<-G*Zpq0+>zR%Y_MkU@IaYMXI49`+bOn;BvID=&96dS#gj~AQZq4N%vE-Qvy(WZ
zL$b^^HiX$!JXRi@G(ntEwwcD%a<Ev<e1Y73@NLwx0V7^6vX@yEo6KzN!!qfWo5_Y2
zzl)4^ua~#H_e#9mew8?8dY=4NZU8&9-pv$?_Bkka+CCw4eSK|H_mwG??AvO7J#t!J
zHIkL$k=2FvW+jDTB__(O-aip0l?-8)4&R_D>d;Y|7I;nCehDWGWU9){ZnP81S@sk>
z>x^TbWEa_0@r<j+X6iU*x$S=0(D|nYP0N`~+{?8ZyUdHyIipRzx1;6iwHND4=l$AJ
zmFE6?t^KD64f^)J_QjO6t?DSwS?V)Pap3>xa00qw{+ut2|HS_pz0rq*zNuUJNbHZO
z4V4=t+=T!pm|O{T)P~qFoWLZKZczlW>*@2WPu$)F41t{H@uO{8JO-%}Vr|P7LyOsq
zsHN)`lrbg=-CAyhh9;$uyOf}N_nV`H7hSM2x*b}Rum_de+yTOIk<-a2_GPdxO~-(3
z*nCVdjx~)y=5<~}7#Q}+Mj5)+_BQUeVJN!owhA|Uun4U=eG)r&uZ72%zCZ)YxXCvU
z2!gaI@g|FA=c>?}4olI@haeb!ilL?RCCY`Skh&>w7tn;Llmdwak_!OT1prNpHm`4?
zUeN3S@UQ@of&fE{Bq-&AW(g>x$5$yBN%QI4X+;tSaMHt>*Z^qCfJy*bFkhi=h@^vZ
zfM+)$0GbKZ(hQn3vFS4bjRfjgS|1Mgt)p(l{)n<cJQxxV_wW&ABmNo$o&><p>k@o%
zzVky4KmM1N&sQlR%BOAm({*`riY|YZ&_E)aAPyE!=xh?NJ6)H^rr%H3wHyqm>(V^H
zrm~5KVG@R;KjgtV>htm<pFNEuc~1?JfNY{^^H16R$+F2Xm4pTajTdwWXh_h2zy^SU
z&hVvh2!oCY2Hc?6K!-3Rpa$}S21q+Cb<;d)M~3upEp*(1`9k;)HM9X4prlYXf5*`5
z4Utr&v|YMDA-!8!k)|r4us^Yw%RRnSaXj@`^rF@o{)Wbvcip?56Mb&td#{fwjt!rJ
z-L_Wdh00sFwVhVrDr-!52f|@Ob3F06X{YevCmYdp#~EnFg<guI88Q4Obb~Xkq2vm6
zJj5wF58_^@HplOi1G#qdQt;r~!FcJUK`7655w2?22=_ZtLh(!96NMtNJ-;}1DJMJH
zA6IJs25UTL<B93_@bqKlaMs|ncx6*#&UE8RZf8y}Y}|Ml)-KqOf0K8>X;&(vd-B%k
zvFlE>ZBP<!vp)zWlxTp~yZGVqOGl%nL#rza#XsVsR~qvfwd(LmH7C--`AKBg>-&Am
zRb8S_re<1oOW8!{G^V6Ot&}nrXV_no52;&}Yo=L$wvznRi@i)`VQtE^=ZWG<s|(0#
zOl^6s1!uG^izvM<@k22ur;uoAW5v#_?xyj+=Pis%uPR<W!ZDIwBiMk+)zQF{t7QI-
z$Fgg!E{dc5?#i9F9hY4>d`NU3)J&Rv_)1EJkhR*f!XPnASqW9Y<ImRe*)EOUct6EP
zRg`Sr-YVYch-L1{(-|&qf%tOfP`PE#Td2(Y$zsvbhs1MrSIg60w?(B(H<mT2X|Gx$
zJeU6FvQ2ffL0^rv=QEAT=(nm|+ZpOb2OXHO)m??>zphj_(}c_1Hf9KAyM;5MZlXGQ
zqOry-HA+3>Y8#pPYliW9vq0LTgr&yKwzzP9)pV)0Wd-l|({>Bd&l<^!mT09`Wt?T~
zyITrboA(OhoaNGf16Rw8DxFrZycp_T_w`$u*MeJ2mz5P%LE(?{Tg88hOt=3#qr_LP
zrKO=G+4-ki8z$LsA26r_Bcdz_2Ii0E5B1Xhqd7#9#-707yrKS@KTWVno=AT!N8Ad6
zhTsQ7+>Hr{^!@zAUJ~Z_A=SU<msW;B5>HNJP`AL%-^ozly{(YPFelt^s|TLH{U|Ei
za~d|cG{Pl{>4>@9s&Ei$^s*vSpUy=~&h5qKQ!b&9ut2ml*cW+4uxQ~>;A=XAa9QA6
z65M{=Ro3}JG}=`v5j|`^61#*Lp^ddqqZ1*Euy<ZAq(KwHd!yQ>QK<ME6I@7WfX(^=
z&yyg(`r%B-APL&ldouXJAg{BrXz+;V==9^)D0QzpE`8S-m)%(#MXhRtf=j&nkm}#_
zOH2PtO2Yq6WB8q{17U}53UJfIgV=y-dVp>W05T8wy9+L0*a6=5nG!<6fb#+0`^Qf6
zCI77?_@>1cBwf3I&w%scPH4mbs*>|<r!f#tLKTs(p6aXTB%C8mlk^&a_mJTth$u6L
zPGcaPL>K?b!VBOeADzaa=Ontc`qLP6?oUtk{g-kQ!%7tG0MH4j0t0f`o&anBgcme4
z9Bk+$^xA^yAPx-JF!KO$kQSr^y&jY-FjRSh|1={gcr9E9oPZjtfI&KX9epoQ@c(K0
zf7GTOz<`qWqq&zM<&B)iurOD#?4_?Ftm-O7SY{Ac_%-H|sytMLmZ_l_;aisX8yStI
zJ)h%E`-*Tj3vO~g+Bb@l@0KbgwGJu*Vsp82+bp<Esb0LK)C@dfV=~&YI|1hmUV|PS
zj>7j}&cF%NhbxRSPH?_~Q+bz)yZQJtiR3hf1n&K&rYI|0jbF#*a5EQ@<Ma+T!;3YA
zxr<|pp}mqAtgSu{2lcbY?HzC8X^|UI^16z6(VT&NUidAX7vYQJ{1doy6Gm`7X1&Ee
zg22c1IjyjK^NR15k;z>jy94(RkHQJoLD;V9uiTgxM(E%sC-ib(7<Sln6t`4VMDhJk
za3g*Ca*EYka4UC5>{06^_E20wn{CLaTr0OgVJ|(gf5Q%F#@akSw}crvjlm6TT_&Tq
zXIkMtl^B#MZNx=A&cqqcgK@1|%ei{;W!UKKB(&s2AbvS7j*rOB&9C#Hbl&fG+Z5`m
zF7fW7_Q_hg^x)Dy>fCZZ!j7<G^7KM21hc4eVt>(^J-$AHt@CV$5VG7n#bi*RbXF&G
zZM`URlES?pRfkt6nR^|!$g|osWVXiVsjozi6Vg>%n26q$)Y2}IB9?EGX8P}DyGOPa
zM_s(H4fC(WB>uWw_~lk9X_1oY()isonDjTULTb}zQZ(#}cbnB`g|^n68P0L)PKTPs
z@=NtUrCb4%`4&T;PNytoP@iFC3G#(OGGAE&c}x6%s4x{|2qgU%&t)Lt4*L8m61Nk9
z3xV!@--6d0a?{&4sBE~hHe+WY<Hyz5t`jGt0ViLP+$E?hABaX?Q?sXvH)8W-acpwa
zbO@I{t{u(hbT(#{3~;o3gK8PU6Mtmb!1F~}lk>eGkUcXu5Eb>cK{JkKpiYtwA0_;X
zhu-~{$hzwk^2`OUrE(194wX~1N<cQ5=wV810LVK4R1>W#&~MH3pfmb(2LIC;dysR0
zzq(ignho4%KG}sTB!1njJFyKCUPwm`N%zsh2?!@)x|w*r+mZO42`Uj(q1XM9O$+|3
zWYJZ3ZbNH0r-5wmizW*l$QT7g?6b3Z$ry#n-@~~Ly0du;j8VFC8$KDMxW^x6%3+Mc
zS3i(O9l<jvAJhGlW0YaCMJoUr4pao#VCW1s_@Q!WI86s>3mO_<FbvW_;{XHkv>|?a
ztuDcrerN?4AS-b1-(qMshRBDj(ss^q&N|0VX)Uwk3i+2n;Q`&b)qBZOhepM5e9ME_
z?RpfqpkYPy@^A=th;UMx$Bn>qo~=f+0@k3^XG_t1a&%O%Yj?Ewk_C!LXo=PaJw=Nb
z6j7RYuZrEbA3~P`?sBb$TH(%<6Zo379F#_b$|CKvQ)tO3Eho>bh2|`ipk>E*;*t?<
zd83@GTrIOFT*+;Xl#=Sde|PKW2=6-Hw6y;IMmck{6Pl@u<7ML$+A+nmcc$1iQL(KX
zCaSr5>oqY)oaO07pD~qUOQcNe$%&CArXkCbg1qLkz1rquXEZq3cCwf~dw^Kdd@eiV
zilfH6ZWm!>ze(b6Be3+n*<!Zufr)5<%>Y@KTcz0OP^~!P#ap?PHdJ;gp@-;JZ<#bJ
zseOvWw$<8Y^PGju2oY5y-+ZqbGDy09N68fH+mn#O#!S2}n<H}@zm>rQ&xotn7naMn
z7Dje4FGSPqY2uk~x8%q7xggu7uVjtVZmPluu9aSvtXEwRy`w2Lx4fpvjX>3l9woh7
zq=pNvE4-3b*;h;`6H|i;i5aC%dUZ%+R&Kd^`in_2^X3g1uZkwp?o(Q6TpKzGCx_l=
zdOt0$u6oj1y5%G%Gs&E#-o4(K*?6>{uz2T5LGx;ov`@f6CT!mrq0Qz*?>Yze%j!kT
znNEI#RFk6z(aQPXM!6544ubBlqbQlQWDHXjSY%#s7&0Y(D)T_j>DGhl<;4%3&(;42
zL;h2@XoA>?fFn>)nMB+T2^teLC1_6IL(q!g7lQxNSJ-T-bjMA*^Qf1y2XY%f0QV`(
z;JHh;AlrlfxP+|)7hR|!Pb87s?F~Z8F)Prn-{Mf1^&VXO+7mQAXgdmDZHc_>%+S33
zx^$2h$<K`g8~b^bXC0*&ZGYGw-JkjhJ6<n_HuN2UjwZdu^{>R~(vHIo*q5Dd>fG<f
zMB`#1z=9;Gjm;yb^L`215d_nBI)m#iw@2X(hM|+ai=(}-E@PXny>XeNmT1*$ft;?f
zkf!^mZQ9tsL<#@x8|Cas;Q?SW9q?5ON#Z|U?BPhl08V;<CIA3xr=xeo{wL;bVR!*%
z18fNz7|`lJq_HFoFs+XkjS&Aw8|C!Fg&PUit@R~#4FXSsFD@L>r<aj<R`15d%@cgI
zVUGBl5Hurz_SBMq(AfX8UtuFm1L!m0i}SUl40t#_SI;y!M>sv#Y%$*R;TnTqVIxd~
z=Br~GB!5`@3{2yr`C2{GplQM8cajrA$b2nb6vOMj!uIcC8irK|+Tfwl13<O{><hRd
zyr7|Jzy{rpURy97#DM|(Tjpt@1A#FkD0nU82`UFQ&@rJ?Lb^}?x8VQN^#6zrJrRrn
zl?TfF`y2YFh7=^SQEqlk#j;1c6k#qK6k%s2T;Zknxx}m*icni)#fYYA-fw(qEOnoQ
zH<h*IZ2ZhQpDC>sCG%nwlIndF0qd)9<(hKbrUm5e+gbzh_)fjhj)aLg`^hTw;PL}}
zf8kA>Fj%87I#-hO9p999DK?ys&nTs6vi&aiergW7ZyAAKo#@I%O}v1T>c`_SR}=2y
zavQYgz75vwI*)^jt-|ds=HqD-Oi=QP46g3PO#WfH7@W8E8IEhUiaV!h$n}Ww#y;CG
z@^JwJ6_&YVque9JT^}|S2h4eh<5?$c=QxHNUT!IlRLgNId>+M@>&K1UXUi#u+TfO*
z`d|;+7PxA{6twBkXfi9SLSd&i<ENIl@W8Y%zIBOR{7jp}SX<`+daDu8p0!bUm`^qr
zr5=SdT$K3vXoS;_)W${`d1#4{f?vLD$w%CMK@0sSE!p{=8|BP`0;EoXJ;nA{`U<{F
z&&uOA)D`L_v{$XI+*ax*j}hBDZxknVuFslnZYBH{(@Wl@;%>Ifia=2tyIk1+ysC6t
zdP(MHTm$(`|Bg(}eOtt9m3eKyiLF^TMMrhq(kjfnMhsi5Ub~c%Ya6mlX9}8FVTt#d
zJO@?cg#C;%#am-FYoj{C(T7>|=%RXnQz|p0#T}-RU2*l)1tIF4%erbT%X>2SMjJ_M
z)TtzxiWQkkyM8b2|I}=4J~92KK2KYeP9Zu^eTEex$Q=euIxnMBhzckmFcD}@pi_*9
z{gF~c)9D!o4EhEaypTAUt8pjzDI4X4xh$HyU-oL2CHr*aBve?lmHe~Lux-4{Am4lA
zkn6N~)cfoK^gjL+8WFsXU4PaYb#M2ArURS3daey}?YjXFiEND4ZOKDV&kHo3E$7u2
zdAVAmqUU^3!1Q)B{IA-yvc5#<|F==@!#i5tifdB9pfr3m-%I>oCD0^3pF9_AwtvM<
zE9$Fr!Ui_VeHbDCaHCv-5fVru1#E`XZIsiGkon<squh5IAq^8gI$pq-0fdR##Hlmj
z2f{|f!G^H~($aZg;?x-+e-LL$K*^Xcg8b09Ps3^apR#F%86Z^fOy6#3W`>9o*(f)o
zjMC<r1Y4EqthAW!%B8(=Av-{Zp`i1PlxD@taTS6aVW0T@-1dge6i-Y$^AUA=Vb@75
z@V&-&P&{8B<=Fe8gJX@j4VNz{a#{y)rLXY3V*`P=tU+d_-`7T}H+^uC+LLi?d>mdk
zyB0U;#Y#m$N{nLowd#1Fcn0sfY|mT0mf&9Z6S<%>6S%0*m1ufkXEfvP8eG3{4_vzA
zLln{>22Xuflq<8h13o%n7JaCnL`1&lM!Dh@ZfN!#c_wqQ@2nkisW)4C-c?!msbz!>
z>&G$+O2>+Q+wEcJJ)a^@&*>?%-R{N2O;43iJvdLCUMp8)vhJZ+Rqii$fA|tLf7xBU
zRO2DDvdbMNZmchp9v3VN7?F(%m0crm{^Epq`(A5tRJ9fIo6G}tNRgH)=FxE|W@xT3
zGuu_$I%rFZOOyVZ42z?3x8rT4^3@@NpVN3@NM(1KrDClxar}B_NzL{e)A^^R$1e<#
zwm+>A`Zrr3D<Q-RWj$ks>i70C4|5}Tt}EfFu_=+tL|D|24QhK^5N_u&8!DdF*s)&H
zS?70pCwiVxM;#d~of9=sb*S63{95}@5gM51{5ys|wT|NaN_~bY4*VY-hT#2Y{+zF#
zwtPl!^x-f;_5Z_0Ih$&Q(Sqc9sKvGh=+x@%==!18XyBIpP(|q0=_C{%cN1gp2o#lU
zhO8=_f^ckf{2_{&eOQ;qZ|WvoA|n{D9T<m-E7w987&g0(Bf2zq8tzniExP_&Biz(B
z5k*ZOf*p(9$HSkJV*pc(<ckx6AT5g5jzY7>97ikOE=ALJO@OeUVQAy|66N~eMmbUg
z|Jx|{Wr9c>&Q~d*;f-=cHUV|x$!i^*O*hIB*_6Lgj>slDCrD`?l}*%-NglA=0Q{Vz
zKCgls<%n#eY4bPA{bbo>m`cL9OxKM7&4YQlf^?74!cW5?4UFetzzy&3V5~MHpa!l1
z3JK`|)J^k*Ft`>BTnlocV7?IkLk(>}1}N$Gl97f;D%mJEt+zsY+(wbMT2$C4zvgoH
z9910OXosH1X7e|;b>v+K*5|}_8}YrkX^La*t+2b%BVKT8&#iSc#g*G6@(#9nT<E1P
z_}o1&e0a$#G`(3B6j`K=;;6=q-y|!|nf5g23JpHO@z)!1ujS?NdtoBiZgCtQ6v5(U
z6(Z4_ssnIU=@8ua@pQ#6*#Qd0oJ4-{*2|o1_+eaW#BHpZ9fv1gvBuN0L-D<FNqA-R
zi=63%?%d8P_pxz!H>@4r0$-WE2cKB65Z&|Hf*xK!g|?l|#%)jUMe&E@(fTbluzg%S
zTDoYHqEJE}A3ZLU&nV={CzbZhFZ-XfoZ|a!l&hmQjq=t$ZRaUHvap)q)r+i!tlL_i
z_KQ>~>NG~|KjId9^pG7}Ys&#)Mr`MlBF`2{7xuK))(^B0QipX_^=$WuxidvBJKg#{
zyF7Wj`tqR7LVAsGb_h-v$`5Bn?0Zj|;grj2u2&G}&#)F<o6KjQG@H-97~v>dlzA=A
ziCoUqR~!{uzrE!Beorx(WWRU)=%ts1`47)9rJAKNLC*#WCv%T7RTC#Nm)hDg*PgCa
z&s=t0xMSRmS;jq5rI$P=q&~M}#tiq{WfmWhUkm>!@>=IFj0*Hgb%gZ-^%*9t@E<Th
z<<H6K2`LP8AI-<<!}I6l3d$;y76#WZe$PsOoePPtOpre>N8F$b*CeP_Ft5MkrjKiI
z-DMrt)~6CGyw#0uzr6|yC=yBjU4lBC-H3*t+smG;lEJ>(mdYm0gI6~a+4FLaY}TtA
ztfFog@Kb{p4m^r_xr+Jz4rB6A)1vp;!sp-}s01}^a|l_K--MP_-N%;BiAG*=Rne9C
zn~`$6F+%t_z3%VY^l86DDC<li<yhbksB8kc1AywLRSxn9ULXTNUjcwj13)vNO#zyN
znI53W0O&eR*wX;8)dQww03h#lx(%_Z{Dt>t_IkiP8sO8H?iEQGz!5+n^eY4rnlU^V
zRGjW*I5Z>T{=*mIkd7LXUiWgmfWHC>b0lzvFk)9Cs6yaI@Y&08dfnf(>GOV-@YVTz
z9cbOwI&wz7--XHTQ8EVOGx)i+efxe`2m1T?%&j6P9T3p*S(h&M!{;Ype5QFoxGwLt
zBp<?SfCzGX$lBBIJU$yHaI}J<Awxxj4F)QV`l0fnQG=oBAg-VRf59-C4jLyIXpG>7
z@Pb5*rX#_B-_Qy+K*-=(|E!@|8X{qJl(vB<IP3G#O6%$axkBC7ps+)E-0IVZlonp+
zaJ;h;yL-Rk77VD4Ud)QY4&J^>^W`h?oUBeLlq`?hR~n-QU3YNis4Qo-ghLUVN1-)`
zYT=v{U6duX@3DKhE4nnb9G*IH7hY~O5m&^n_{{7fIP^deZf3QM%>30<7VGpHX(LLZ
zB@1OJ-Yf-sJT8fcmXAg=(zl?<trOAO(`WIl*ZZ+`#Wt8zA{0F@810|(0G(VHgb&tO
zh1+ci#<QLlQ5J1%Lm&1h%^=qMZXa{#r7qgYMuV1>ki}z;xpCvJI56fcTOy&8wqek2
zO_}%m*|3JI#A~LPWc3#{malw&1bJtc6-PTam*s6sQ>V<Hk)q6;#GbmkQS2agNbw3m
zvR~5+iMuOaU}r2m%o-KClhW||I@a`nHJUqpq!?CP#?08zTKjlz4;CHjquFl!jIG}2
z&F&?SO*HsfNmM+kgIIgt0Abg#26FeKZN$u{^E57rbHp{{j<H9_wU%!R^wk(OdV!3u
z)fBH^x+|I&@?nD(z0#ChkJQg6doVGv#f2VkuFJZu+Q<}^)zQ}X+mTYp^NQ$JYb_fb
z(UQHrJ3?N(PTKAVqcy_PDW#cXlbWfE-FhdJ^xeoPB`1aBNr#xpoz62%i{^sab2}mL
z+8yu1SAW$=6sMTp%crUr20AfWXUa2Mc8?N5y7Xn<3>qech7^(}TfEg2nLARo^YsuR
z{MT#JN{QQ<G{2inMvZI%dDsiNq4wU6#x<BKtF8!z8XGg2-nE75Q3<lfCce`2gKLDN
z^Bkl%_Z#Q8qW=^r?Dc0yhQE-WmW+->UZg(5Bogik21v>%fI(2!@Y#$fiKC3bp141H
ziA($jNg|1Zfw3MzeZ4gHCT@m6PJpP?C2o#Dx3ZPk4G9|S(>EpV<^(=^fBx!L5@ztk
z0utArpd&$Ng02MJ33|}~`?uM&x(t%wUaW2Sb#&r+C3MQ670Ngih>k86$q;@Ty%gJF
z<Ex`kT)+`r>}XN6Z{!`^#5x-#t*?Y)>K(?#+@GQq*>BL?>nw_Y@q)e7ES$anYdQ*^
zFc)oE(-Rl69)&Fv7qLTId!h~}-k{nI15kF2-lVk1=BCO4=+=uzXy^E)c<9^wSyxob
zB>=6k913aJuv+FQY)Pmt{qd+dsNSI@v}kY-@M9Bi4mE$&AJv=N5Vtx=#Wh5IWN_=Z
zb+E%Ff8_FLKia(N5bnBs3$7EK_fevMk%!jSmq>iCDWq)`xL4?60Lo#Yy8(dr0D!Lm
z{)o&2DFy(c{}QQ(2`oTKJzydW@G051CSd@0Q4TOf{{Lv@?N`Y^$=5}XO2h^L0SCD1
z;ZAG-5ORQr9-v<WYUoju*Z@yG>JuB#Ko1yB08%|*XaUFow4%PEg!Cfmpl+ZppbkKR
zf^s$^fbxVg1SRRCg$2Y9oHJk1Aa44MUsN(kd|d)Bf(9`35F73n?vW+H5C(?0c>>)E
zTw*sOXrd2qM%?f?E%pA^#O+Ja_W!l_9dJ<{UA%}0C@95V5mB(ABB-!;_nx_T*WSCa
z(h+0t4Fv@YASyNxMXcDdD|?qk5e2)kCB_<iiAofEdvlhZ4JvCszt8yMdzs(wzcX`Y
z?(Ec4W^SP{`UVA>)`OxaMQ@6}6y6lRSjIomvGMw>5#@)UxzK&uVjaENVSk%r5K6mk
z6@A4VepX`dc6aeqsLt>amz7_PyXBb9Aa2{P`yeul3wQF;#9?_KN*1Zu(3Mx0mPz{<
z!>EsmmqYXDTj-s*^mTSj9}{RE!J8UYR3Aeh^P@hdD`Ueg-3OU<`WU6_?&58l_rRVp
zeN3eDO{CqRyS_gSA4G(j{L}R@<3=DZu#cG_E;iGTfQyaMFdY|IVLc7w6(~@GU|AI@
zFfT4l^vhDP|G;a|Aw7SYIwJjH`7n-QT=3{{=L4@{QVRbM;|L5JbF4hP9>eS!WBLED
z(%AwtV#MND{oRgL!I;tOrz$<Zz4E|;i^^7gB9yz<g$REfcp@%Zyh(gpwU2UBxwk^R
z#baT@rFTNmrrToFj=n_e|4_6`Hy3x1UzHnvsz99n$Q8!AB$1%yc0zgo1d{nUi|jZs
zRw&-Oju;U-i!>W=OFWz>kQOU_#G;axn0QPOy_%Vc^|>v|_yZk8+rDjJ*;`LYzO_YY
zJ@^`Fc<m*GsSgq7{ToSo(|aVyJdSj1GK_d`u1wlItVk*?IZMvmK1i(kR2J6Dw~39e
zWx%to8)2b160&3yVY&TyQs{Xw%<7&aOk3_JM4zi5I^P*bVt?-{jLxVmTrbm6xo~+j
z$^N5~;IVnNa4?`LS!=PLJUmw(v^j-g&Dk7S`GYO2uh){0wcUy0dI;R9*#XqeVqr^F
z0{ghvaJtGQIGC17HvXi6q#ku4dZ_@Bm0k(c8(kpL6?+RW!Zrzk(>IZj6Oz#O_|Jl8
zcW;uhZY^=T-bt*qUPUTfRw9-sV@QwDjsjV=fW+9H7t-e%%!qGfw0nKE2TKFg))s>`
zP->8Tlg|V0>bry50b@0Mu}-bil(n8~%D(a7V=E8SUeR2Z*QsQyNGSCScutJb4!^%s
z{(6|1It@mrE03<^PX_JOcHbvYZxmxLKYy*PcDF@)KHNTvH%T6y-qe0DeQ3WpL=Ehu
zo%>`2f1<XK_Q<9N&s!eQZ0j+auakOc&w`3gH1M)I6g~Y+>o%sYv@5E#qUNjX+H*Va
zYN}na*CwsI${+IYrdZc&o~F>MqEL9v2<>m@wrQ;%)aEDoZ_re*eyq;z7R0Tb?jU*R
zB*}Z98^@WB8<*yBx_G)t{f+X%(M{Cv#6DW*1?l{h4afK!>d6XAx59gVFa1zjP~U<(
zq%EShoIRa;ziuNZ4k;uZX_(ASe3Zk<ex$~`W0Lebvzb>`-&WH5z2`YUs}t(ko4vTZ
zNn^MTLxxKc(g5zITY@zG@@?6+l6y2o%&V$pPXy`QxRWv`s|4<F#%%74{|QNvxLbOb
z9qUzPc|)#7ClAS_oC9|@W|35P)iZh1cA2u{*@4obUV~-VM*MlM_FWn80e?3~)RoWJ
zqRxE3$YRFLcdQkP8x(hFKm6_HJN*yTvpEW#=}vut>5w$6q|m)+kowIjT4EaYb*4M@
z+w0@H2UBSrA5!VguK(DlX+Kc(VssidnD8|0$LRkwpADN)Gd_SX)u}%mop~0HUWkL!
zj^iM!^M2woq&Gb2R+JPTG#J(>Bx32f2=-RnN}8_ofX&wr!*Wd*Vm>1h;^^jn)Zlio
zaqlVq*OCMIyQOj<?CE(}pYjOajR_>h@0#<292-D4Pamk?Aqnn8-GY9>tKo;a&EZ=6
z?XbP;X!7H}xwHp$4(vkaKwK5H3{3dBOUxm*ST_vQ2V<SV{n#~_y*M1>#LUYUTGc87
z9>1BARu9sUR*)lYXHFv(XXLUpaBRC4)>ZK#JuQ2Y1{nt!{h#KuQ7g!t5135nSiTA~
zZI5Yrxcm^Pp(1c8BG8mX;Ic%ZmWe2;2b!3Oe~LMe+BV{!V%8&@LCEz$mV-cZnP&s`
z8M8is=EE_<F~M=bzW-azdRo4W0_&?Y>8UR=_C&)f3f&74so#R46{b-io6?S=gFbFB
z=_#!TyZ&RJruC%g&FD02FzspBpV9wmJ{z~sn)d<U+Pudtfltl*Jk8Bu-c!v@@Yb96
zRC9w+I=sxhN6ii6_>eAbB8H7=Zp^%Anw##r{%GPOsG0u{*W8So`MBUdW{$Y{7^7r<
zev=&2k?9}<#dM6Lsr{dt`303pFV{I%7mQ#S834Nf)y&T;<-=!Kupa+N#}=Fsb05d-
z?{};c#ti-dRq2tY$^(*}vegeamAh6A5dIi2R$R2{t@yUcapk76XN0&z-GvElT!o++
z`^BgOJkdto67Aydh&#M`DmR?0M4T?<3S+jVlc34zLb*3jNM_<lvLn2lP`uf0F=AmG
z()6-|csLFsEuMLcMd!v4lTk^cm+L*TzUqiFKJ%4mOO5Mg?*vFrO%_@`5Q%%~TnO8;
zlsG33CEDMjNnnGWq(fRY;yL*sX>+F!spN2qoXIIotYq7S^%Z=@#tuR7bi)W(XlD*t
zqfbK8(W1n($t0K+azL0iHCBjT773xn214l7v!e4)zmeFhErrq7I|$dyKA?ub1Id1N
zRq&Y8RyY{^iX_XAl7~z8Kzi>WSaTu_R+hR6>%HC(xa3R}H~)ZJ54M0hdOmC^kqLWq
zvf=a$5e~K(M>gIW3`tcIA$l_hGqY+5%N+Ya%A9t>iv<&epiXN^$b)l2+o%+w$?dl!
zV{<)Hy~rf7(%hM(a@~%^ay}tFb}tvm&i-W9#tb2SV;UQ@Z)5luc5Cp}j_b>-ZQfhT
zLLdL4bu2kcy|S8;SB-I1j8vbMCbmkI+|}*5DJz!pR~K~EX!efbyo5E9>4ej%2Um=e
zj-3wTwkmqbwr}I5meo&lE!|GbB&+Azsi!9IzP-#;_PTa&Ztduq(#sOl4c+ryS+Z<v
z^V2oY+M}~RFR_?$>yvS4<lLz48mv!LIcU7N-pA7@JEn%va7h-<?^8OSLY2)=!!WCc
zQERF^Uozx9A2vFTPh8WI-*J08pFX@CAJZ_5mSzHd3*otuiTw1oP%yvn4#Vj9sKCIy
z(1*YLgNw)Dt?hyjseisfsvzs2{A60qd>1gG!vvEt>wsAWA6o->?vD82kdAf3XS7`$
z4kkc9&~~vKX<7-rPY)OJUJI^|mqPzzNAsYNEcY>;)#J0;TX`{tYBJGzT99}r@2)ib
zW;m`skv_(Nt52u({1O<*R-YJ24^RqNed2|@>y52G<Jt(DpEw}a6xcbelW0&EM<3^I
ze(8<*3v#S;KS*O8Vnn*){}t@mg~lXec~$8_iK<evG9-TgOO^fpVnm8aqOYBL3$HKS
zSJ{uQ3-Oxy#Adb&37S{|G$*FQX8+MD`<lmKu~rL_Ghe{``Q6~{&Ykd+I9X-q`<^sC
z=A$Yx>4@NE{Q?$W-vv3ltym?#4Tm>v_|-mr7@#iEsHcVpNBPEHz+L|Nm^Qfm1K#pc
zku-8IN>gS!$Ip2%TYGt=D6f*TQxRWU0Zr<c)ec?YDt|dOM!mb=@N_XFgg>6^q3sTH
z(mfWs$j>kJ)$V*4%uiWhr+63Povsp(@kQ>;g-Bnywnmvp>GGk)(|%7K$jciR)@&K=
z%hzsFd(XVwmKy&3eXx94M%%zel6J1Ct*CLXrS|NYNKLg8^R>%vb>p+U<S5oQJESR8
zXd0Lf-K@QO&0bsVS#y3uvZyIPs)PDToekWIfhJPFdqd>C%D8Zao_5sEjqR%VIbe~d
z-i2qWD{i=GYnYVf!<LujuN{A+DAKjnp1U;@rFmDKxooo+YKz)~xpy;abL4uibZDnD
zH(}-x&Wi*|R`VK2uhu;FI`C?m^zKyy&d0B*I_6>v?#{4^-1^!Nq=*XTxo7X~rRhx;
z$+lLxuQ8k9r}k=dSvvc37nx%}cP_heOKIY<5!|JA;ao&cWho`26<59P0rlIfCfw;`
zg`_%J{&MB2S+b*76Qyj|WZ9MTK8D%!T?xc*s{reS>t)tc#)T`^3K`KS!j;lcI_QKd
z^-)Ub1Sj>8*;J&!{Tl}gM+zs38Wb)Rc&i28V&O`GV$qGlouUy1-cI2~!BOBI3sC&K
zwfm9yW5Z@t842L+cV2_T4O>I@^0V~afKMQ^>N!#)SOyR0`IAELm%*yOgNgarOwgSF
zfhZvbHg>E8%f~$?g>P+#1%68)(qtm6pR<Jjxl0Cr%R2``C$ERK2dv@M?~92QY~TmH
zI|-e)<UpP0Lt*Z%!7ydk9_YFu3$7GThb=@!g5plmk<&S_Jsl1U8`50`s_@JyvK!`v
zPr@){?>rA~=N(|yag5UEbcOZMV!}djUlc-`xdrKn1^kd|bMKQ%W2&$usB+;MtO=h(
zy3MUkTyuYA^naSqMy(*_?cc54e2;6;fkSqIsIG@I^%2NE7z;r*Qd^Jz_Kq!NGl+k;
zc0Xb<7^VI4@7AtK{yVost=^dU!aKL{H8>DTjgiZtx-D6e-MOXL+zea0RC5!&^Zo-h
zH{CUctzD|QVHx?ic8zFmm=D1;H{Eslw|4*GnwxQBis>V$lb|8Qj3E|g{>NLpNJkxp
z<*z`)sHb2#74`Ij?%=}wtSsgujXAs?fe!uub!!*5p!2)`7w+WxwwkRmLzZss4pb`-
zY^kAa)hSWAYgrTFj}o`VMf<9VZ*Dj!H<g(y#6|iF<JDP0ke`JZb*?$lZW<)o4SFl?
zaCKB}IAKnl4h#~;Kw}crO(B$9;6*Z9S0Xz^K`1WV79%z`B2C4{#G`T|X{k_%h5b~-
zd&5-G%jS|;zf}O;+Km)#J70xm?^7T-s*ccVkR5SvF%QDlR3^?->k(}TApt%8NQb7T
z#Is`)(&o1lq~eNg<jiw9u`2H*tb2J}Y}_jxa#y#41y`y;);1eRnpuySj%o(8W<L<N
z_ZlxapQ}tvLt;SF>z?SGTAIY}k_)3>zohqc9aAn$iYM7`1i@q2Ug6;2-^iK~cge#*
zFG$aJgEiT?up+}6)~h-Yuy02cciiFT_FqALt~R8+$$`DAC&B5QSU7OnnrwVm43^zE
z0@2zGm^mUsSY~q&HYZIIUaYGo^sjhSSQ9w_j@iB<_k3!SW(%E3^(sMPr7`tM<%XAt
zrB?#!@ke=qq;Ds)T8t9XGq*6E=-U|nUvq1hQ<v?2QnR=EYq?_&P1=tUvw8c4A@V*;
z??}lZG2DXROKANaI%qGSKh6I*FIisN_6oOp9j^#|*-Sg-?q!X+_()r`X%BU$^-rXW
zX@r0Lpq;j4k0>sAZwKzghUM~snHv6GKy^jSm({d4i`r|4sZJ=aChmhKtKKM1l-r(O
z>U>K@Vvz`WW^}`}fLb9k`PFe!XXiL+K-5xsiCPt<aW;|Myd&K;<{6J<hqiW>brU;F
zfrnz{#l|N}<!gt@Yu-=gl)vwkem0Ae7ry2ux!Mkpa=mwR%I!ANLi@X^vsOQob<nn!
zNmu5pBR#&;PX}@N8R-{>*~HY@$yZp+xSfpuh5R37Oc4qT3fxh((koJ**vfi3-Ysl+
zZxhncQJT(n)`uNw9F^f36ioU3to^Jj<Zt|8-C@-J<aqlb?O|r8O3?aBTR667JY1O7
z0Q|yHnwh|FzVBhv#_Ie!8(&f<?lRcqG}h7I-aG@#w<hYs?N{PM6*>nQ<q{#msU1f6
zn|<cMFN>R#E^ZlcdCy(a^w2g~;^9XspPdaeD$FN~XRVYc)A#GgP5Bi9UyX+#hjMwP
z{C&TyHwv=rxXE-F^8GbV5d^9b2%IhmJZ(nc)M3*Hrx2<Wh>tht*{wP_tq`c1AaGM1
z@xi7&jbq0naJnI|QxK>EAy6GcpelqwH3Wgv5P`-v!a<L!)JNddL{vktj`+;s04@`3
zH@3CF!vRXy9Sl%k_mm6HVj9M}>RzEq{YpqfN5fdBs`@b20qsS!6KhhSZCID09z_F+
zh7^V;UuamSE97tdVg2#hLkbQ;^K^AQkif98E`G6i)!iNC2*$;hdFi^e`1r*rNB(^8
zlBj#{5|bmkJa?!`OXUcL5d@Kx7Z$4iSr$uYzBoC4@wbvA#`Sy7<j)C-69p$f`UrG5
zIWUZi1}6xkqmK&<9iw3w7Y?JNevgX;;|LbUGO;}TFPxY-+1UTm;NR!i1Tk`GgMIPe
zI##qXZJ1M)4r-*7r35RFjoziKIBS>iviKt9(J(dSzSfA>=gkpaZ1xb}w4a2FJ1;4Z
z)PGKD{+2096;}w$ucVUdRd0xuj;)7RZ`#7)$z6r;y43}@lEWaO(nRIq`M-+mYYY-B
zwr&s#O$9-eHxyp(Z9v`+oGX;|Y)-BbdgJD<2=eAgk}|PWthlX^qZqr~Ly$XWlIpjH
z5KWE)nOOP}34cAE+<x4KESXkLuo&J~*kw_On4RiD(h3KV*izHUlHL}icZsc}|FACb
zrlvK-tKJgL@nm@a<c6|_#}j3lTsI+d#Z+;2k5JYb-$u(cZS>Wi9H^l#Z!<dW@z`Kl
z`tqUjq{1hqgr$uYM>Ua>by6E`lXDLI?9rq624hxA;ghq{iwqkri)fIgO<C8QbG1rI
zT`=8=Tkq09abws*ZbQgn^~G*or4!NjxrN89)%?$HQhey5)D`0o^S$G;wWHPT<jE(y
zXf`L6mDx>p<)+0%Nf{;5WQ}Y}$yRSOOSRf&nff|XD_cBmzo9q3tK$_^p8ndgw&~Qq
zt1M<*?ZZ-$l_2}j$!)zX(y4xwW>EX|bi*-8ez8OI75EiNmWQV6)IsVyQaCZXF`rf2
zsCrg|FM0bK6m}ZLcS~8rKli*sOErNmG5ul4;I@2jyqZtc$oMTcb|GE<>{M0$&K6s~
z%HC{@GY1WZp)~!#@gdXdG6H{k)eJB%RTDxR-GZ4u&lug9&uU$e8dYO5ZEL;@83#vB
zkHGF{Lx978ss#d7sDjieraoEIbOckQ*aON;UHYtg#47w5bqA*h*3Y2s;E>VyCwKqq
z={l8%rhjn11C4+1_HcdPPt+iquNsBnQ#_cjAjj(cS+%5w?(IMc^vjRzE0L7*psIjh
ziNv=6>B2emUJ1&12>o09N+i<qa~^!t&&Qkx^DxdMB<7VvlBk+<@K)e|%6W{d53Ix4
z#K4Jy4s}~b!->M^=p!8mI=^G-`Du6^b9fCa2g9Frtiz3nd93qaJ64D>fnGyZ+V>Bk
z<oXM$lBJrFd;8Miar;X`qGpq-L=|rmxo<onCXvGIfr;?cB!^Twn5-%u7Eii%KLnxO
zy1_5m?;zQ;tT0v4o_-(l3B)Czfux(`Aog6Us<>x8QmD%TSZi(}w4XVT^vbNQjH=|X
zoZa~ad6gbbR&`E*MT0vL+v0`9h&JxZ&as=7!yLzojmzI;mHtM8*Zr$~$hnrf+^cCa
zyL*qcUElALx@>-`NG5Y7kLcLcC5xKLl#ZvgU3;w6PMB@ZTXRb3T9Ijr=DB=Y7p1#&
zYm%*$nVulqw5%w1HR`@%hWZre$VF=}%dV&OkV^1QR}X6!nYeQ|#{IxAjGLoL@}K8*
zJS8x7)7B_X)hkeAJ2H-|edLUKf5|H9f#HE%u;j~Gd32RB?&olKre2gaIPyX&V)u@7
z?0eeKyWf={uJzY*U7v%sPbZ9jV=?2x7)!>5%OnAE{-TTn(lBy;gFvR?0);W=r)kI#
zDpGtRcqt7RtP3mmOMTW1qr$lsZ<k(!mq$;OzuG#Me^fpk%toR*p>up^-V)lS)PNdo
zt3j`vP<T<YCin<rA-Bs0mWTQLl|%um_C8O3^s59bwoiu#!LK1Xpf{$2`NQqduVy;S
z`=vf>MM1*4*5te{WM$%zFh0xpCJqq_MT9XSjY1M(Ojx5ihxmA}18+k?Fd@$NJU$TS
ztO1`9-Z-7Gz6Rk<!^PNe)37xK+jGHs6ezqgKTSjVgZnAE{R-+=qtFRz>g)C^Sh-*7
zvvzz|nAZ~LPyri`LN?SyoJjqpbbmq5&G7Rc;(1Dsral$oVuQRr0(^7D$J`8sH-o66
z`Ss_T$jwCdS&#pbn;94GY<;uI#C+O^I>+MqeVk}Gh#xx~I837&ieYl%gh7Y-3%W*^
z_*Xw{K#T}`Y{P%%SV6`Fel1mL?;5I7C!&aL{0vnI?@-~`Zy}Jh?h=H~^iWydo+nh{
zTu8erCc=)&Y05v2&K2W|brFiJ=?s}`mcpisli^{%DUh{$vyi+(R6eL+E0pO_N_4o}
zPqeMmiu^L-Jsj~}LRR)1D}*d+q3l0rigMV>MDpW>C1lsOUV=^kG~q=RZy|L5ZedyM
zMdFfmmW0nK1=9x5m-wasA(T@cC5Kl%XN~wq3V_E~yK_HSUFKz!hVM~YzF}ow?$=mP
zZGR_T@oHIUT3?IFn$mZJ`PuWzYcJKlCAS|sgx_{)zf{MhZ@Ssa?wmTbhdTAgGU>wf
zw*0Z7k=pJjPp7*lw37ckBT2jC${0SZnyJ=}K5SdAM!Mn$-}2g%ztog1i*A(e7`;xL
z;<-*yx9MC>if;m6^J%9&3)|h(C{Fl;W%-@j`i&LRPI6mOHP=~t#`UGfQC3^KOdP~#
zwY#oZomNd_(&il$a@(Z6vh22ENqcwcY0v=Rpe$d#Z?0zEd<Up{?~LN;j60gDi(aS0
z?l-ddkc#P5#`*D{WqPG8|FsM6+MnBV$IVZQUGtDT*zUI4>|J;6t#2I;dMl*t?oYV!
z#forE9^^_^N^|LDzmZ=1Qh4c|!h`EKrkZ+IH*@ZG>1N#8*(0RzsWZ9Uh&X9l^|rFD
zh0`>J-#Ty}xmTsrhdsI2sxRej<PD|lgnDw*l0SR>#1oCRON`{;F<tIvIgd+lqn{`l
zR7+E(`~}JJWFP6tq)4fFv0n0~Z97Qn_3vb->|NB`q7QMF10G6`4lFm!uJ1|#3jWX5
z|5wPx`bVcgU1Krh3KZ51ndb)z6pb5IoM>8siV~&klqBjS!>dE#O7X$Xo_fjHgwnkz
zI0^*?FbPP*0>u}-hEHE+S9)D{iXSL?QS{N%`{{ijO7o)#pa??R_vF|x8dV^JdAs{N
zA#3BWkX7>*9BJhXdvD(&l{eXwjuuS_y$1<a7THJ4=*J;bSC1fJF?NvLD;K6Y)r1Y#
zd|{s3A27ptFsz+ffj=v3;jho=0F&BIfHmE`;8|`3I2;lQv6E{O^F~?3GUyHMK@*tu
zJQT8v-T>|U3$Ur}c;eR#H(zuPY|Ea3`CU$7gpUau4>41#V;Bx5FM|55t3uTN`MUV~
zA9JC3u`{q`A&!~}TrccR0)Lr6?CqD5Du?bvWN*~NOrZC=wdnJnQ|6EmOB3)Av~a6)
zd!&6&j*VhL3Uu&fIv?{j2A3p)=_R;45!fM!B6|GQuGe2F)Tk37@Sbi2>P85*EB2)d
zH=d&)kVPQaAtNfn2(+yb#ts*qXc_`13<4Epgo_@?S`fAMKsLiz4YHehdLY|D;C<$Z
zhI+VDAA#GLh(>xKOJZ!vi-u)-Ad5oC5o`cIV?ZD~#WBM%!m+_KB^(253hZa>+Ybx}
z8ZXdLpmc0^O$uylT?%Yl0}5;l*1a*ZFzQof{=;Ygk&ceiMT#$aouB@?ZuGhy6g??=
zQ}or-z4g8?rTJ3?QuIgK_vF|(e%62rHoOO58|_B+n!l<vObwt<Uh_AW($<BVh;-Z`
zl;-)1n?*5?F5k+$9aPi?#VPc<{(3sQSyZnL{&}+~xh;6-<w0#wR|dOT6tzM8Z@gJF
zFfdT34Pu<mz5E{rM{N-Ep*AR{=k3N~9PzzsgT@U=T#z3#Q(T<+nX4&{<Kjf00n<zA
z<Cq^8DKa#qSERsvxRA?I;G)Jj=10f=4;eNqPnVD{4da*(83Z~sL@_V^2Ri(}{MTar
zFhA0;KFCn=JEUVhusme6-<4wv(ue_#WB6?xtB5fJJXlq_PpI-hLO*3IP%3xL^%ioL
z{Vr};9w^?qR8_gj`koNiyq_@M-dzZCT`fG^@?PwBudUGBqO*A7O=IPT1KWsG!dqc<
z)?gA;SrE#Vb0GV3Ym)7`*+Ox5K`4K(udrM?DK`IoGfDsb9X#+UB-HBVF4(3%5YukF
zP{wP*MBA28u<XfQNLJYjE$^ie_u+3LY)Mz*+`cSHd;N^~_n$-BUlfR^bqUhudQVc(
zya|0*fHf)h`+ah+Q4A@`_Y?*Vdr3B0wHF)tXOj8Qkp%g6Amzqv6zp4Pz@7=wBvolg
zI{3^LmHpR=o<7Z$3*+KQ_A6__qth<>jsS_QPN44y@R|#IUEN{Lo-A0=%@WqPa3*}|
zUx?ybNw_g(0!WQ5Am!*Z*xPy`oC$0Q2fV|`Ci@exY~)jj-gh2mmVHAGzBmEVkKYP)
zUT-2(evcy+pS>Y+hZUl$=Tc&t;Rly@r4uhFC9#xBL0Y>pWcR&z^1~13$nZ|niHZAS
zm@T9c%e~tLyT*$|hl*yR`>tGA&}ujv#BZ|!L2oeqYLAwdSJ&P4o6N6qC2iGF^VKN_
z5A$Nnu8Lvz0;CCTlO->=a4xLtRQ__`FwNdJ?wqHMsbpGbXX=~ca_Q*nQe28d5!rVC
z;ZlowSzL2VxoqRhrP`@Whwr{yELQf^e+;)Kqpb8|Y%xRkd{-7U<BOm20oER!#e1E_
zj9a{niz9bNHClIMKz+k)o2bgrII6>c=eq;!-d^QHwg>V{e(lC@4Kw96;d}Y$%Q|@g
zy<Csee>aiuYwHbW*^@Dhj*m=0`}GsYU++EvUX@t*aRTd%f-H`I-yIM<WblYy)%~4V
zFByM#09}2$cL&hbhgy<|?+(zfKHa+m3Rr!HcLx|*ea1BwHa}6?TT?Kt0DW}K$GOYG
zNXPsIIn09^!v~JF*@(pb>(ypVLeh5!bc;}xatb2xF)vj18;cNWs|#tg+#X)NOjFtS
zD-H2iejzsZc95Vk36NIoJ#21LLuGH@0pcSwA*%RIn4dKj-n!?)Pm-vzYx9CM?O~}Z
z(Z9do<@6IIbPa|_J=Yj&|7|{y_x0W#;HIv<eIVC%b6{H7o!;s{_#%Afs}Svt(pwaT
zJ+nAJ=Wy+``F**^HamEW^lREy8=p#dkA;FssD<W){lwIFGgF}Oa97#=WNU3knKbT7
zd@XI6QMc1<+Vzm8wJ_Z?Khs%mQaMq|eQ%?%ex0aU5qCiTe$*rGgtxcs*r`%!;V)t}
z6-)a|8(Mdey<JjI5<2$c{B9)hN%OtZUK}owY8A0UO1RayNz{&MoQ3yVO`&P;IG2cS
z+(olwS!V5~+%}K(lI`AZhTi|K1PJZ|e3@hI)CrawEM{D=;6LCZ{6w%&n&AvuFI;rz
z(E2c%5V+vbtf;J~Ip}>yO8eyIFG{OHfqNpgFdsS^u9Fw~@R!nc+pr%}jmKCsjczr%
z@pdomVP>=oEVs>uW&>+M@qqsP@|8WH>DluzE6xY1w?ols0z+T*<*Od9i(&p2w*=+|
zj^Q^XL?~8u?x0K0et%Wx*V#Ope_a=M8a{9^Cx+e(y`=}t^owT+a944Uh4cITwT$Yp
zboKK5w9kcED+>~gZj)*6<hvM$6oGscfy0YHo{B&|jKJ+4#K&jbxc!5`9d!gw1q51j
z2<$8bT5kxnDiLT+BJf-rffgYGrwIbBJcNTDI3*CcZRE@v_?fLLoUTkZV7*cEz<OF!
zV7+v8!HGh{SdTLLFmCT*J@CJ)=xHC^kB_wcj^@KU)ugD+=rmlHh4cHAUXP+de%j~4
ztev0T%5f9V&@GYE^filBsqp?O@3~x^Aa8*2ysZ!9x*}~SZkHg}#pibMoE-BZkn5t4
zTo--eD$Vy1*G0N`qRlZelPU;$u8XvSxUMd53lozs<+{cd2R5KMsBFUGK;k52ah-ap
zk0T8o%b#CKK%RsSeU?v0(Engwybi$}PMCrm)}f#>3d(E32GodRf^GaV#|kv2u(+v8
zcTG|iFR@WH8`4Z=HE{?zRAm6s^!`~mpVeJu`S^rTt-ll8zE_UScDhMIQmVqU(p8AX
zk18Si{6m#x^&O;LMJIT_MlG0*XaiFYk0QOV#SpJqBVmTJ8$|oefhi;D*N3;)6!ykw
zl<Ug+Dckv5!o2|vVe8RSM0>psu{OT|Tm6a?GdD|kIBF+^ul5kk>Q50SK6t83_V|qq
z6GWw3M51u(Nf+2M)RDwyIl+ljYsi@aJwda0t`N|3C2QojF?mfrzS`aH?rN8gwrM%#
z&dGMh`>5aa%$9cak5U{d(p|E7=&cR1e99lPDaqF_G)bCzVP?A7^<QLT#|=zt(C~`1
zZ|iRE=+dX^nGs>~OnR0bXJ)VdHFc+S{K+AH;687uhM1`3JCu{1ySbiMA6cP|8SJEW
zUV4&$wA6;rJv3QcyqK#tGNun#r&T+tT~u?g=ed3N+>U<9y~yYy#bll5><(7uLOmZ#
zC;XmrDiwVfy?Hcub#!U<v?WBkMXl+DeeF|^H(DZPSoGmWjvc$(WpyjVD129n5gvzp
zsbekGsYZrdK8>qJ_#emu45|_GbQ&*8!DOPr-ljC2dPMyX-pNPfIyH&O0~*JpB$R)S
z`tqD;7-gVNHKIN{8mdpj-|~yWwo*qh9Uj4V?!OBB_8p`DZUP;*6oY}ezw*Zy9_3%;
z?BP?g1|VJj&fJ^7Q*8+^EbM}D<{)ONEA+i%V4TpkT{~#nwYuW{z;l=fgqx?J_{5no
z?_6!Z%p+Uya6SbWSH1wT7l3?R8Y}02_1RDtq$;^j&KpMdA6QuglMFcAY{);SBH=V(
zQvs)gwH{1WvZHYXQ;nEPgq!9Flu}HK#wlV<Rr>7dBWvhqR3@Cp*fx}YI+aO3?LMnE
z(Y&AB+fQi)-pj8quR2XPs7y3mmqMo&QNJPP`5KP3_p_?gr(X=F{8^{|=)V}uo(n+!
zOlb8CUkuL2pABCO*7IjwKEoG-Z>}eM^HeMyeJGYeLA42zM17j}wfVDg6^acoo5XDO
z;e^70XLOv@=vW-n@;i*@r?GrEIniMp!|1cL{9#J|-yIuZBdQd(^-CQq(wH(uzZl%P
zmryb+T~)G37okwYtq?nQsF1jCimHT73$khLK2mF(Ak3Z=54rW`kxG46tBMc5N1~El
zV1{{rIQjMogyqf_ig!3E*lqNMxD{g|slqApV1cX3YEe3=<xmwa_U%K$c3&cKcQZ+q
zdripc>ubr3bv;STpOb}heGaIKHf{l$grl%v#Yj?pV^c_*c83gpkO2`#q9Gx3Kdi9X
zNK!_a!rY9-M6ewRN#T=We`F+_tiGQdbeKlEdKM*-R$Wz=)f%$Kej}yo>wPh}yxJw_
z2U);nE3LzUAoXUCGQ3!>m}02*x-@>Az0_pmH7>M65HF4TF>TY>Ib7r0?oy$sb*azG
zSV%`Z@8r%zUr;}|*n_i6c__7N*i^RBwX1eY_PE`*{m;vuT&+l-Mb43)Z!2r)o$pH7
zVGHoniO<@jQ)zCom~oYcEng<z(CpXAFyzfN{H<O=Y#Vok52-Kb6Xw|RoA*uR)s=7X
zQT#J(ApB6Twa#z#b~T^a7L_WU<7Z5-$in%3{%Xj2cs{vqej0{ZXB4CY{CkY>pC2R8
z)u%f~psP=3{U4ya1p3vNcZ~4q>N6Z87+HPBMH!o)C|0Z~P#mES#>5iyaXW{FX;3GQ
z(Er$Bp8Pumx^y-(jEI=OUTww%2|Y&WXs;?&C4j_t8>F&d^M*(}qDi9#jo?-N)++m+
zW)PqAigfREj8rYt8q!oeY`RrfWnX+H#O=LL%!v!EsL=+d_l<--$E{U%EpmuzdqY(T
z{~3Z;`P+~%yCgjLxr3qh-`_EUi|Rht*55lV%(tHUVclK){+vMV^^#!<)1)BI_os>4
zX=W9<obk@QMfVtO%U@1OcTTM2-%s?{9NV@xHJ9`R(*+A;_ncg``#Nj5%WDI*r6ZEk
zZ0c;6BDSpBvp91)_wII6Dc7@<!uoVmX>st6yxoK$+_Bd-vZKr2q=i3zuc<IQPFn9@
zS@y=}ltg+j<$QNP=Mx`4PkVZ4ZsT!2d!@2PYDso3M>x-s<u!$D&T-Cdo^ZeRoG;tg
z?`LjH#tq3P*uY|oeOChHzu$n;36|Sz&KVah_z$>fKM^dHh6d3mcCudJFaro#`}c5+
zV7prZGm373Wiyt6YMLup)wkr6O3eUe&?JaDFb1k^i>ECyfx!tad53y280K%(d<C(c
zT=;cC)fCG&Uqu>Z*@x=<TI#0!izRXl=XWq`^kS&^s3i2M@S4%#RwlB<PaJ=BXLU%h
zWt*g*q<>6cgISPZ{P!5)|IcFt%5@FL2$buxV+4E@4~0H*UG$ObqOUtf_=xKw9f6PR
zF|Ld8g1D|OA3a9+Qm$)UaX|iq!XCkF(=Rzjz-yR8o`eql{B#|W{-8qfu>$hl9wW5B
zuPR>bjA+(zfXZs@L2}5VE75rE5zfyKR9WVf5vtWShube3kl96xl91(A@O0H-V$n5M
z$X=JMvUI#l+SR=Q@6$&LrXJ;B%6wPSJL@&^ie3dX=yw&O{l~(T=0hRece}9HZ=%X<
z&`-i3^HOkcnlo%Yy@F`BdJ?Nak6>#V3t}dJ0S{-^hVVI61T!vNm>4xuRcK$VP{(E_
znb^ixaDDs+Qqo?K*nMg^@q7?DGtQNM!(pu8|3?JlXWz);{ZEe(LRh`b2Kx*O=*(i~
zLB6QC8B$9Q4DcB~IAD0cK|}ll2KF23Gu&s;1eUp&ug{2pek1&b4F9tL>xT6_-8|fz
zH1urhYIus!-gn555hMEr4j(e8pU>!k;XXlsUQo!8tLWfSgZlXm^cgY2P@O`C@5@?Y
zVqk#J$Wi(J%(S85(4-iqkMtQH6fpA7tKAIkC_2P<K!D%K;L!nw+JD$^8{go;KEub!
z1`Y`d9x*c5kF~MH@PMFx1BZ+l@lo4tNBH>+4Cps>$cTPp0)m73fAFs%hX1votsOzF
jnO=rFq6!C_2Ac#I4hdO+JDlj|N6haue}wNS-+KQCv62NM
literal 0
HcmV?d00001
diff --git a/y_test.csv b/y_test.csv
new file mode 100644
index 000000000..b54a73bd5
--- /dev/null
+++ b/y_test.csv
@@ -0,0 +1,1199 @@
+,Churn
+1034,0
+1996,0
+737,1
+3858,0
+130,0
+2301,0
+3844,0
+134,0
+5606,0
+311,0
+991,0
+3746,0
+4105,0
+4964,1
+5760,1
+2758,0
+3683,0
+5012,0
+4607,0
+1926,1
+4858,0
+2314,1
+1875,1
+4987,0
+3872,0
+1865,1
+1990,0
+5257,1
+660,0
+1940,0
+3365,0
+2372,0
+14,0
+2839,0
+2216,0
+828,1
+3166,0
+3151,0
+170,0
+4860,0
+3101,1
+5662,0
+214,0
+5005,0
+202,0
+842,1
+2812,0
+2081,1
+4136,0
+2641,0
+2089,1
+2026,1
+3996,0
+1457,0
+4706,0
+4096,0
+1163,1
+1519,0
+2493,0
+1892,1
+1484,0
+2726,0
+5752,0
+443,0
+4449,0
+4106,1
+4684,0
+12,0
+144,0
+5236,0
+247,0
+4885,0
+5153,0
+1523,0
+875,1
+2753,0
+4414,0
+555,1
+5026,0
+3075,1
+3358,0
+2899,1
+499,1
+3177,1
+2118,1
+768,0
+4507,0
+4711,0
+2374,0
+4983,0
+519,0
+2154,0
+1881,1
+1220,0
+5481,1
+4152,0
+4895,1
+1319,0
+4796,0
+4222,0
+2140,1
+5407,1
+2724,0
+451,1
+4658,0
+2278,1
+3871,1
+683,1
+3179,1
+4285,0
+4486,0
+1108,0
+3905,1
+3338,0
+2048,0
+2247,1
+502,1
+5357,1
+2196,0
+4729,0
+4610,0
+871,0
+4768,0
+142,0
+4665,0
+4662,0
+5622,1
+2478,0
+2933,0
+4965,1
+1448,1
+4172,0
+2625,0
+1526,0
+2526,0
+843,0
+2259,0
+2640,1
+1008,0
+4311,0
+1529,0
+4314,0
+3009,0
+4599,0
+4301,1
+2091,0
+1161,0
+873,0
+1540,0
+5873,0
+5170,0
+2984,0
+3540,0
+1145,0
+4017,0
+3443,0
+1328,1
+528,0
+2888,0
+3379,0
+4138,0
+4110,0
+2201,1
+4347,0
+5778,0
+5205,0
+4528,1
+4030,1
+4170,0
+4003,0
+3320,0
+3638,0
+1351,0
+4101,0
+1314,0
+3284,1
+5779,0
+1816,1
+287,0
+2079,0
+3705,0
+5553,0
+3761,0
+684,0
+535,0
+5824,0
+3228,1
+4127,1
+2043,0
+527,0
+15,0
+467,0
+971,0
+388,0
+1507,0
+2635,1
+4506,0
+1596,0
+3064,0
+1848,1
+1654,0
+2896,0
+4036,0
+5120,0
+979,0
+5961,0
+818,0
+4683,0
+3631,0
+2111,0
+4014,0
+5300,1
+3167,1
+1934,1
+4593,0
+2931,0
+5501,0
+4083,0
+5079,0
+4330,0
+2761,0
+1670,0
+1569,1
+2644,0
+5016,0
+620,0
+257,0
+3567,0
+2457,0
+1829,0
+2396,1
+2647,0
+1096,0
+895,0
+394,0
+143,1
+733,1
+1953,0
+2133,0
+3812,0
+5438,1
+4967,0
+3933,0
+4828,0
+5371,0
+5125,1
+1362,0
+5866,0
+5525,0
+2751,0
+4911,1
+206,0
+629,1
+2060,0
+3141,0
+3315,1
+4368,0
+5933,0
+2250,0
+3948,0
+98,0
+1702,0
+812,1
+5675,0
+2214,0
+1411,0
+917,1
+3364,0
+5176,1
+29,0
+5914,0
+2070,0
+5653,1
+2842,1
+5590,0
+1391,1
+1786,0
+5478,0
+1453,0
+3947,0
+4247,0
+3203,0
+5737,0
+2826,0
+4959,0
+1246,0
+3402,0
+4960,1
+5475,1
+3035,1
+3296,1
+5743,0
+4407,0
+2443,0
+840,1
+5309,0
+2249,1
+4129,0
+4946,0
+3378,0
+3164,0
+5832,0
+302,0
+1098,0
+2401,0
+42,0
+3131,0
+557,0
+3452,1
+2088,0
+5607,0
+464,0
+217,0
+2148,0
+2807,0
+2270,0
+4982,0
+2563,1
+4059,0
+5136,0
+1939,0
+2828,0
+880,0
+4757,0
+4555,0
+3374,1
+1330,0
+5919,0
+1891,1
+882,0
+1870,1
+5099,0
+1804,1
+1845,0
+949,1
+2381,0
+2971,1
+3804,1
+2228,1
+3405,0
+2706,0
+3780,0
+3066,1
+4667,0
+3755,0
+4782,0
+1421,0
+918,0
+1593,0
+2707,1
+2580,1
+286,0
+4891,0
+1986,0
+864,0
+4472,0
+304,0
+5041,0
+3350,0
+3609,1
+3774,0
+472,0
+4450,0
+1831,0
+5845,0
+3335,1
+4893,0
+1741,1
+2505,0
+4476,0
+4336,0
+1525,0
+5739,0
+3807,0
+532,0
+1657,0
+2303,0
+4126,0
+2355,1
+1045,0
+2460,1
+3121,0
+2014,0
+2916,1
+2464,0
+1051,1
+3981,0
+429,0
+3260,1
+2805,0
+3522,0
+1900,0
+3312,0
+2433,1
+5133,0
+1299,0
+5167,0
+533,0
+4148,1
+2224,0
+2507,0
+5018,0
+1715,1
+3699,0
+3690,0
+4769,1
+2630,0
+2147,1
+1595,0
+977,0
+3565,0
+1364,0
+4564,0
+1696,0
+2818,1
+4053,1
+5907,0
+3006,0
+224,0
+965,0
+1580,0
+2239,0
+1521,0
+489,0
+5693,0
+944,0
+5885,0
+1259,1
+2268,1
+20,0
+1969,0
+2232,0
+3169,0
+5123,0
+3507,0
+1726,0
+3462,1
+283,0
+1979,0
+3488,0
+2925,0
+3648,0
+4062,0
+5485,0
+2799,0
+5728,0
+5844,0
+1142,0
+2891,0
+1035,0
+3698,1
+731,0
+5126,0
+72,0
+1668,1
+3766,0
+1371,0
+3253,0
+4363,0
+4320,0
+4855,0
+317,0
+4397,0
+3986,1
+4573,1
+4522,1
+2670,0
+3328,0
+3606,1
+4074,0
+3514,0
+5524,0
+1533,0
+396,0
+4962,1
+39,0
+3939,0
+5722,0
+3184,0
+2525,0
+4834,0
+2345,0
+2104,0
+5891,0
+4037,0
+751,0
+227,1
+5811,0
+559,0
+2876,1
+1748,1
+2962,1
+1662,1
+4348,0
+5225,0
+1551,1
+1442,0
+4431,1
+1495,0
+5713,1
+5864,1
+1,0
+2915,0
+5080,0
+910,0
+195,0
+2528,0
+4713,1
+4933,1
+572,0
+1864,0
+1928,0
+4717,1
+4617,0
+4121,0
+2323,0
+3757,0
+2194,0
+539,0
+2521,0
+4000,0
+4084,0
+2592,0
+3332,0
+2946,1
+4468,1
+5788,1
+776,0
+2749,1
+4269,0
+405,1
+3050,0
+4253,0
+2958,1
+1136,1
+5256,0
+4590,0
+5484,0
+735,0
+661,0
+2972,0
+5699,0
+5331,0
+1262,0
+3424,0
+4572,0
+982,0
+2816,0
+4411,0
+5905,1
+1742,1
+634,0
+5611,0
+379,0
+4433,0
+33,0
+1139,1
+4563,0
+4063,0
+4898,0
+5465,0
+5184,1
+3953,0
+1669,0
+1511,0
+3779,0
+3697,1
+5324,1
+49,1
+1192,0
+5250,0
+381,0
+4530,1
+1547,0
+4919,0
+962,1
+4443,1
+1722,1
+4849,0
+5387,0
+2575,0
+4371,0
+5542,0
+1270,0
+2902,0
+4582,0
+4254,0
+3182,0
+5088,0
+4218,0
+1687,1
+2267,0
+2909,0
+2149,0
+4065,0
+349,0
+4323,1
+2969,0
+1705,0
+2936,1
+444,1
+1817,1
+2240,0
+1642,0
+3079,0
+1746,0
+5621,0
+914,0
+4609,1
+4362,0
+5216,0
+3839,0
+2481,0
+5880,0
+1833,0
+380,0
+465,0
+4008,0
+4894,0
+1889,1
+5855,1
+5000,0
+5964,0
+2134,0
+1984,0
+4585,0
+4396,1
+3147,0
+5678,0
+2832,0
+1828,0
+1778,0
+1783,0
+4345,1
+2678,0
+1680,0
+415,0
+4643,0
+2067,0
+1370,0
+1302,0
+4540,1
+5227,1
+1666,0
+675,1
+5019,0
+244,0
+4175,0
+154,0
+2337,0
+2998,0
+2501,0
+2108,0
+2869,0
+1977,0
+5158,0
+2847,0
+1095,0
+4637,1
+1941,1
+5917,0
+66,0
+1267,0
+2378,0
+4815,1
+3578,1
+347,0
+2241,0
+3739,0
+4623,0
+4737,0
+5735,0
+1524,1
+3370,0
+3126,0
+2836,0
+5505,0
+3420,0
+608,0
+5663,0
+1031,1
+348,0
+4810,0
+1001,0
+1122,1
+30,0
+1493,0
+1615,0
+4238,0
+3209,1
+2696,0
+2106,0
+3063,1
+1651,1
+4705,1
+1294,0
+773,0
+148,0
+2537,0
+1430,1
+1116,0
+5049,0
+3081,0
+3113,1
+3019,0
+558,0
+1369,0
+5056,0
+548,0
+2731,0
+5220,0
+2294,0
+531,0
+138,0
+978,0
+5749,0
+642,0
+3539,0
+5173,0
+1066,1
+2810,1
+5769,0
+3376,1
+5935,1
+1398,0
+487,1
+495,1
+1014,1
+4290,0
+5762,0
+3763,0
+4678,1
+5013,0
+1290,0
+521,1
+3776,0
+3692,0
+5982,0
+530,0
+3689,0
+3482,0
+517,0
+1343,0
+2465,0
+5519,1
+4544,0
+3653,1
+2747,1
+3318,0
+5039,0
+1789,0
+5716,0
+3149,1
+2058,0
+2764,0
+2103,0
+2730,0
+3603,0
+4502,0
+1750,1
+326,0
+2075,1
+1238,1
+1815,1
+601,0
+3519,0
+5322,0
+2090,0
+4589,1
+3194,0
+483,0
+4840,0
+520,0
+5584,0
+4971,0
+5670,1
+5401,0
+1855,1
+4639,0
+2840,0
+241,1
+2402,1
+1091,1
+5902,0
+5748,1
+1573,0
+3288,0
+2033,1
+5405,1
+725,0
+3790,0
+1390,0
+2357,0
+1586,1
+4481,1
+1393,0
+695,0
+2102,0
+2932,0
+4181,0
+5091,1
+3843,1
+4288,0
+2484,1
+5482,1
+3171,0
+5175,1
+44,1
+4900,0
+308,0
+376,0
+2235,0
+1363,1
+65,0
+2586,0
+1431,0
+2906,0
+4005,1
+3132,0
+3954,0
+4820,0
+1196,0
+4743,0
+5354,0
+2600,1
+5031,0
+3760,0
+509,1
+5460,1
+2784,1
+2651,0
+3842,0
+916,0
+113,0
+5281,0
+5458,1
+4220,0
+496,1
+1224,0
+1601,0
+1386,0
+5472,0
+2404,1
+3645,0
+5433,0
+3605,0
+5094,0
+2044,1
+4846,0
+125,0
+5910,0
+3243,1
+678,1
+3903,0
+4358,0
+452,1
+994,1
+3176,0
+1692,0
+3495,0
+5279,1
+2980,1
+1172,0
+5846,0
+3099,0
+4179,0
+3855,0
+1433,0
+2080,0
+3864,1
+282,0
+1281,0
+1771,0
+4028,0
+861,1
+5315,0
+2141,0
+2830,1
+2755,0
+582,0
+137,1
+4390,0
+3152,0
+5602,1
+5644,1
+2177,1
+704,1
+5817,0
+4655,0
+5369,1
+4200,0
+167,0
+888,1
+1022,0
+3595,1
+2579,1
+4991,0
+2009,1
+5040,0
+3706,1
+5963,0
+3438,0
+5665,0
+3663,0
+4299,0
+2308,0
+2920,0
+1042,0
+5255,0
+5877,0
+5835,0
+5372,0
+3722,1
+3053,0
+3580,0
+852,0
+5238,0
+3048,1
+1180,1
+1961,0
+3042,1
+3039,0
+5724,0
+4888,0
+3572,0
+4425,1
+2846,0
+3472,0
+3523,0
+3397,1
+3768,0
+124,1
+3287,0
+4157,0
+1906,0
+159,0
+2137,1
+3490,0
+3065,0
+3391,0
+5730,0
+2543,0
+2315,0
+223,0
+3034,0
+2591,1
+1427,1
+398,1
+1835,0
+5695,0
+5199,0
+3805,0
+4674,0
+3658,0
+5420,0
+4088,0
+5168,0
+1155,0
+1086,1
+1843,0
+3649,0
+3110,1
+5434,0
+2594,0
+3158,0
+5977,0
+4764,0
+4587,0
+3993,0
+4938,0
+3630,0
+867,0
+593,0
+4901,0
+3145,1
+5328,1
+2790,1
+5373,0
+3685,1
+5194,1
+4688,1
+194,0
+2382,0
+5165,0
+1620,0
+5341,0
+5647,1
+3896,0
+5787,0
+1514,0
+3448,0
+878,0
+5119,0
+1922,0
+5796,0
+189,1
+4534,1
+2542,0
+825,0
+2883,0
+2447,0
+1377,1
+5494,0
+1712,0
+4773,0
+4052,1
+863,0
+4744,1
+1607,1
+4679,1
+3124,0
+5377,0
+3341,0
+5783,0
+4712,0
+3906,0
+4626,0
+2976,0
+1189,0
+3829,0
+3073,1
+140,0
+1563,0
+5515,0
+5536,0
+1737,1
+534,0
+5024,1
+2877,0
+152,1
+4292,0
+322,0
+2450,0
+276,0
+4994,0
+3262,0
+584,0
+4188,0
+3647,0
+2793,0
+992,1
+5833,1
+1989,0
+4050,0
+1826,0
+5938,0
+1556,0
+4869,0
+4523,1
+780,1
+3817,1
+265,0
+1568,0
+402,1
+3900,0
+4312,0
+3534,1
+1303,1
+716,0
+5172,1
+2955,1
+3432,0
+1859,1
+898,0
+2030,0
+794,0
+4985,0
+1515,0
+3586,1
+1460,1
+575,0
+5598,0
+4,0
+1710,0
+3033,0
+3180,0
+2243,0
+4455,1
+3518,0
+2754,0
+2262,0
+4725,0
+5669,0
+352,0
+3498,0
+2894,0
+3978,0
+2841,1
+2364,0
+5720,0
+546,1
+2882,0
+3207,0
+1029,1
+2211,0
+2585,0
+4303,0
+1706,1
+4641,0
+1170,0
+3479,0
+2619,1
+3021,0
+2618,0
+1185,0
+4255,1
+2569,0
+5154,1
+4671,0
+5589,1
+933,0
+1160,1
+1327,1
+3741,0
+5396,0
+2782,1
+3225,1
+1121,0
+3111,0
+4805,1
+5267,0
+96,0
+4153,0
+3426,0
+5219,0
+4010,0
+5462,0
+939,0
+4300,0
+333,0
+4772,1
+690,1
+2339,0
+854,0
+4041,0
+4801,1
+613,0
+2565,0
+2616,0
+2663,0
+3029,1
+480,1
+621,1
+2624,1
+3502,0
+446,0
+3414,0
+3554,0
+2921,0
+4230,0
+3174,0
+4266,1
+1414,1
+2664,0
+3616,0
+3701,0
+4341,1
+549,0
+1332,0
+1455,0
+4927,0
+2657,1
+2875,0
+2615,0
+5601,0
+4094,0
+3750,0
+5802,1
+2407,0
+5640,0
+2892,0
+2849,0
+3656,0
+2743,1
+298,1
+2285,0
+2204,0
+2087,1
+728,0
+1744,0
+4204,1
+4401,1
+1958,0
+4085,0
+3197,1
+2229,1
+36,0
+806,0
+3403,0
+4273,0
+1336,0
+1933,0
+4571,1
+31,0
+2523,0
+2340,0
+3082,1
+3473,1
diff --git a/y_train.csv b/y_train.csv
new file mode 100644
index 000000000..76d6202fe
--- /dev/null
+++ b/y_train.csv
@@ -0,0 +1,4789 @@
+,Churn
+5426,1
+2553,0
+2672,0
+1197,0
+1643,0
+896,0
+1513,0
+4808,0
+5831,1
+3937,0
+5007,0
+3743,0
+5395,1
+5608,0
+4990,1
+4542,1
+1357,0
+2602,1
+4434,0
+567,0
+4284,1
+2193,1
+3261,1
+3975,0
+1824,1
+666,0
+2399,0
+1763,0
+5634,0
+5710,0
+5325,0
+5971,0
+2584,1
+295,0
+2234,1
+2306,0
+4892,0
+5490,0
+1790,0
+3503,0
+3921,0
+3681,1
+1418,0
+3408,0
+2244,0
+378,1
+5821,1
+2377,0
+829,1
+2272,1
+1450,0
+453,0
+1736,1
+2529,0
+3210,1
+291,0
+1536,0
+841,1
+5317,0
+5332,0
+5095,0
+4788,0
+4689,0
+4774,0
+862,0
+5361,0
+2223,1
+598,0
+3553,1
+3045,0
+1590,1
+3719,0
+1216,1
+3956,1
+866,0
+1422,0
+38,0
+158,0
+4264,0
+2406,0
+3016,0
+1622,0
+4996,1
+5631,0
+3154,0
+1461,0
+5011,0
+2975,0
+1767,0
+3319,0
+2279,1
+2574,0
+1223,1
+1452,1
+64,0
+2066,0
+5104,0
+2689,0
+5507,0
+1830,0
+1749,0
+1272,0
+1367,0
+2421,0
+2006,0
+3977,0
+1624,0
+635,0
+1326,0
+4973,0
+2669,0
+5202,0
+5492,0
+1688,0
+491,0
+192,1
+3326,1
+4537,1
+3910,0
+4150,0
+1003,1
+463,0
+541,1
+4856,0
+3100,1
+1854,0
+2716,0
+4275,0
+4130,1
+3555,1
+5399,0
+2708,0
+899,0
+3294,0
+4415,1
+3368,1
+5834,1
+5117,1
+1203,0
+2065,1
+1916,0
+1261,1
+3440,0
+5965,0
+4386,0
+3025,0
+5064,0
+1087,1
+4754,0
+218,0
+5450,0
+4328,0
+4622,1
+5623,1
+5271,1
+3242,1
+1625,0
+763,0
+2293,1
+4701,0
+3932,0
+2797,1
+3429,1
+4118,0
+3635,0
+4733,0
+1013,1
+3831,0
+3302,1
+2655,0
+3619,0
+428,0
+891,0
+4224,1
+4381,0
+727,0
+4123,0
+3784,0
+2165,0
+2179,1
+1675,1
+2611,1
+2859,1
+5409,1
+242,1
+3007,0
+4822,0
+3251,0
+4195,0
+651,0
+4483,0
+3080,0
+799,0
+5348,0
+3771,1
+1043,0
+3343,0
+562,0
+95,0
+2979,0
+1050,0
+3559,0
+3617,0
+4198,1
+2983,0
+2329,1
+3367,0
+461,0
+314,0
+5106,0
+1234,0
+5244,0
+5269,0
+2162,0
+2940,0
+1974,0
+552,1
+1177,0
+2951,0
+3363,1
+3941,0
+5828,0
+4004,0
+5804,0
+4673,1
+117,0
+4854,0
+2961,1
+1632,0
+5521,0
+1067,0
+3093,1
+4174,0
+5772,0
+556,0
+2175,0
+2078,0
+1002,0
+1176,0
+5262,0
+2215,0
+2648,1
+2738,0
+543,1
+3985,0
+4279,0
+1571,0
+2200,1
+1346,0
+2513,1
+5911,0
+953,1
+4907,0
+3964,0
+3735,0
+5034,0
+3976,0
+1191,0
+1819,0
+2772,0
+203,1
+578,1
+1245,1
+4245,0
+5830,0
+4379,0
+1085,0
+1005,0
+3390,1
+5879,1
+3633,0
+435,0
+269,0
+2690,0
+817,0
+3286,1
+1754,1
+4794,0
+1329,0
+3874,1
+636,0
+420,0
+3915,0
+245,1
+2152,0
+4111,0
+3710,0
+1644,0
+5869,1
+2036,1
+1718,0
+4872,1
+2426,0
+253,0
+1114,0
+5652,1
+2100,1
+2388,1
+5936,0
+1012,0
+4209,0
+4465,0
+4446,0
+1544,1
+1597,0
+156,0
+624,0
+5984,1
+500,0
+726,1
+3773,1
+3551,0
+1936,1
+4763,1
+4035,1
+18,1
+2700,0
+4271,0
+5408,0
+4054,0
+5198,0
+3714,1
+2017,0
+1237,0
+507,1
+5755,0
+88,0
+2717,0
+4331,1
+470,0
+3651,0
+2819,0
+3345,1
+5060,0
+2578,0
+9,0
+4068,0
+4351,0
+2686,0
+1082,0
+34,0
+5488,0
+5340,1
+5945,0
+285,1
+5921,0
+3269,0
+2212,0
+481,0
+2608,0
+2865,0
+3795,0
+942,0
+565,0
+5906,0
+3241,0
+104,0
+188,0
+342,1
+1464,0
+2132,0
+2817,0
+4015,0
+599,0
+2188,0
+1564,0
+2823,1
+649,0
+2260,1
+3407,0
+667,0
+1285,0
+4135,0
+5765,0
+689,0
+2265,1
+1119,0
+3234,0
+4935,0
+538,0
+1606,0
+4237,0
+4494,1
+383,1
+3388,0
+5909,0
+3924,1
+1358,1
+2027,0
+1500,0
+1248,0
+5093,0
+1542,0
+2740,1
+2905,0
+4976,0
+1837,0
+5899,0
+4975,0
+296,0
+2178,0
+1123,0
+3362,0
+1772,1
+4205,0
+1293,0
+4929,0
+5022,0
+639,0
+3229,1
+2992,1
+893,0
+5942,0
+4441,0
+1531,0
+1766,0
+5083,0
+1141,1
+233,1
+3538,1
+271,0
+1921,0
+1456,0
+4675,0
+3620,1
+5852,0
+2838,1
+1275,0
+2071,0
+5006,0
+1887,1
+2853,0
+5554,0
+4095,1
+3838,0
+1806,0
+4141,0
+3608,0
+4942,0
+5355,0
+2164,0
+1419,0
+1250,1
+261,1
+2549,0
+4499,0
+5392,0
+3587,0
+3731,0
+440,1
+2534,0
+4857,1
+1946,0
+619,1
+1288,1
+1861,1
+1247,0
+157,1
+4228,0
+2300,0
+2843,0
+1075,1
+5534,0
+5297,0
+252,1
+5714,0
+2929,1
+3375,0
+1165,0
+1520,0
+1949,1
+4479,0
+4814,0
+729,0
+1213,0
+5411,0
+173,0
+3894,0
+371,0
+5313,0
+2590,0
+1379,1
+3744,0
+5468,0
+4436,0
+1516,0
+1867,1
+1965,0
+5455,1
+4462,0
+3464,1
+1869,1
+628,0
+4941,1
+410,1
+346,0
+5430,0
+1482,0
+883,0
+3895,1
+1065,1
+4475,0
+3526,0
+718,0
+906,0
+1084,0
+4513,0
+4234,0
+5197,1
+1559,1
+5564,0
+2533,1
+1840,1
+5035,1
+2539,1
+345,0
+771,1
+5282,0
+1995,0
+5499,0
+2643,0
+220,1
+2652,0
+3449,1
+3083,0
+3764,0
+4577,1
+792,0
+2568,1
+5263,0
+3979,0
+45,0
+5129,0
+87,0
+4920,0
+4438,0
+479,0
+4408,0
+4954,0
+2284,0
+4722,0
+4391,0
+3998,1
+4383,0
+2429,0
+3030,0
+5751,0
+1985,0
+1505,0
+3352,0
+4625,0
+811,0
+4325,0
+2425,0
+5476,1
+3931,1
+1284,0
+162,0
+4107,0
+4145,0
+5248,0
+985,1
+1069,1
+1755,0
+5370,0
+3965,1
+2942,0
+2266,0
+4229,0
+5330,0
+3684,1
+5270,0
+1109,0
+5114,0
+2182,0
+2868,0
+4632,0
+2623,0
+2601,0
+2866,1
+5306,0
+2334,0
+4716,0
+1698,0
+976,0
+2650,0
+892,0
+3926,1
+4821,0
+5750,1
+3447,0
+1581,0
+135,0
+3090,0
+4424,0
+384,0
+2124,0
+4527,1
+4286,0
+2385,1
+1471,0
+658,1
+2705,0
+4780,0
+5334,1
+3650,0
+3597,1
+4554,0
+4868,0
+5217,1
+3849,0
+1298,0
+4056,0
+849,1
+3255,0
+3992,0
+2701,0
+3724,1
+3183,0
+5646,1
+3173,0
+3688,0
+1785,0
+2207,1
+3392,0
+5427,0
+4621,1
+5784,1
+3758,0
+3212,0
+210,0
+3823,0
+2477,0
+3732,0
+5975,0
+4440,0
+5520,0
+5115,0
+5138,0
+3528,1
+1567,0
+2400,0
+646,0
+5791,1
+5066,0
+3652,0
+4906,0
+2011,0
+5797,0
+2631,0
+4956,0
+4583,1
+3847,0
+4366,0
+3162,0
+4557,1
+5163,0
+4992,0
+1691,0
+4389,1
+668,0
+3875,0
+3828,0
+1721,0
+3357,0
+1282,0
+1206,1
+872,1
+1475,0
+831,1
+1273,1
+3810,0
+5428,0
+4439,0
+561,1
+1132,0
+3814,0
+5624,0
+5218,1
+1380,0
+526,0
+1465,1
+4250,0
+2038,0
+641,1
+3013,1
+4884,0
+5927,0
+3916,0
+1813,0
+1485,0
+1982,0
+5594,1
+3581,0
+2629,0
+5337,1
+325,0
+2347,0
+1115,1
+2325,1
+5001,0
+2714,0
+70,1
+5289,1
+1752,0
+3276,0
+2242,1
+3990,0
+4817,0
+2762,0
+834,1
+4707,0
+2368,0
+5870,0
+57,0
+3281,1
+3092,0
+5422,0
+5139,0
+246,0
+3059,0
+4344,0
+4826,0
+4221,0
+3266,1
+5445,0
+3687,1
+1295,0
+2131,0
+4847,1
+5633,1
+294,1
+5545,0
+2947,1
+4630,0
+2809,0
+1957,0
+2012,0
+5685,0
+514,0
+1678,0
+1011,1
+4730,0
+2029,0
+5503,1
+3267,0
+4519,1
+406,1
+450,0
+32,0
+3307,0
+5511,1
+5161,0
+3476,0
+3508,1
+3067,0
+5704,0
+2884,1
+5247,0
+4574,0
+630,0
+1399,0
+5583,0
+5211,0
+3471,0
+3297,0
+2189,1
+1545,0
+2217,0
+633,0
+1458,1
+5349,0
+5304,1
+5335,0
+2824,0
+3892,1
+3054,0
+1931,0
+3481,0
+37,0
+5533,0
+2949,1
+462,1
+5329,0
+5931,0
+3700,0
+2890,1
+3501,0
+3213,0
+4908,0
+1765,0
+5952,1
+1277,0
+2455,0
+1361,1
+5557,0
+2472,1
+4838,1
+720,0
+938,1
+122,0
+3861,0
+2804,0
+1850,1
+1853,0
+5473,1
+2475,1
+5829,0
+4144,0
+5746,0
+4350,0
+161,0
+576,0
+4603,0
+545,0
+5918,1
+5381,1
+4064,0
+4685,1
+5572,0
+263,0
+3118,0
+788,0
+1047,1
+1902,0
+2551,1
+3677,1
+890,0
+5157,0
+5840,0
+1709,0
+2966,0
+118,1
+2456,0
+847,0
+2172,1
+1708,0
+5132,0
+1700,1
+996,0
+2709,0
+980,0
+2994,0
+471,1
+401,1
+5143,0
+4061,0
+1349,0
+2359,0
+3561,1
+5535,0
+1410,0
+2953,0
+4447,0
+1276,0
+5252,1
+3696,0
+3321,0
+3032,0
+1309,0
+775,0
+4133,1
+1480,0
+3196,0
+3119,0
+4060,0
+2588,1
+4731,0
+2858,1
+569,0
+1509,0
+22,0
+2702,0
+4879,1
+3381,1
+4592,0
+5981,1
+1406,0
+1491,0
+4597,0
+4638,1
+1658,0
+3385,0
+2448,0
+5978,0
+2831,0
+3949,1
+5908,0
+3027,0
+2379,1
+5581,0
+581,0
+5487,1
+844,1
+4993,1
+2527,0
+3431,0
+5224,0
+468,0
+4018,1
+2550,0
+1839,0
+4829,0
+5794,0
+4581,0
+5526,0
+1683,1
+5182,0
+2328,1
+3351,0
+1089,1
+2434,0
+3457,1
+5223,0
+2518,1
+1279,1
+5958,0
+3563,0
+4586,0
+4634,0
+4416,0
+3888,1
+2332,0
+4164,0
+3348,1
+2013,0
+3873,1
+3711,0
+5612,0
+2500,0
+4257,0
+1274,0
+4660,0
+1951,0
+5389,1
+1753,0
+1499,1
+1761,0
+5391,0
+4031,0
+4227,1
+1649,0
+2795,0
+1265,1
+5193,0
+1636,1
+4518,0
+5276,0
+5625,1
+5929,0
+2872,0
+230,0
+1389,0
+5886,0
+5756,0
+4113,1
+1470,0
+2346,1
+5709,0
+1665,0
+4862,0
+5801,0
+760,0
+2829,0
+2571,0
+3157,0
+2423,0
+3643,1
+4618,1
+1368,0
+5853,0
+3060,0
+1489,0
+5246,0
+3568,1
+1852,1
+5111,0
+648,0
+995,0
+4877,1
+3175,1
+1972,0
+1118,0
+2190,1
+1432,0
+1240,0
+4886,0
+3566,1
+2510,0
+1803,0
+3672,0
+5705,0
+1791,0
+3994,0
+900,0
+5729,0
+5137,0
+5421,0
+2734,0
+4686,1
+3220,0
+1800,0
+4453,0
+1478,0
+4197,1
+2923,0
+498,0
+3787,0
+1104,0
+1942,0
+3935,0
+23,1
+2049,1
+5780,0
+4915,0
+708,1
+983,0
+1497,0
+3000,0
+2682,0
+3485,0
+5127,1
+3088,0
+5023,1
+3433,1
+3340,1
+2373,0
+5691,0
+2848,0
+4539,1
+1338,0
+1738,0
+2311,1
+2453,1
+927,0
+4578,1
+4430,0
+1490,0
+868,0
+3509,0
+4055,0
+803,0
+536,1
+5128,0
+5339,0
+4119,0
+774,1
+2948,1
+4521,0
+1239,0
+1960,0
+3493,1
+1474,1
+390,0
+787,1
+5862,0
+5359,1
+638,1
+4139,0
+185,1
+4912,1
+5241,0
+3161,0
+680,1
+2369,0
+3480,0
+4338,1
+2230,0
+485,0
+4616,1
+4313,0
+1814,0
+4265,1
+5384,0
+904,0
+2626,0
+3108,0
+53,0
+1266,0
+5575,0
+4298,1
+2255,1
+1420,0
+1919,0
+4536,0
+5090,0
+4418,0
+553,1
+5048,0
+5603,0
+354,1
+5070,0
+2878,0
+3545,0
+4309,1
+3044,1
+1105,0
+2350,0
+3930,1
+4812,0
+1202,0
+5403,1
+622,0
+5134,0
+3325,1
+1759,0
+4569,0
+4329,0
+3322,0
+4749,0
+3160,0
+2769,0
+4398,1
+1727,1
+2483,1
+408,0
+5682,0
+1428,0
+3662,0
+4189,1
+1077,0
+2531,0
+4282,0
+1912,1
+2959,0
+1256,1
+5863,0
+1999,0
+5985,0
+4520,0
+5508,0
+1127,0
+1387,1
+5327,1
+4426,0
+3726,0
+1760,0
+67,0
+3069,0
+4241,0
+1366,0
+4154,0
+1376,1
+4570,1
+5868,0
+3491,0
+85,0
+3046,0
+248,0
+3902,0
+3641,0
+4504,0
+5109,1
+712,0
+4612,1
+930,1
+809,0
+3389,0
+724,1
+1437,0
+501,0
+4357,0
+2275,0
+5043,1
+1997,0
+3669,0
+1068,0
+4349,0
+5033,0
+1872,0
+368,0
+3970,0
+4989,0
+3239,1
+1768,0
+2913,0
+364,0
+5912,0
+5069,0
+748,0
+2729,1
+4926,0
+1834,0
+685,1
+190,1
+747,0
+221,0
+4016,1
+1009,0
+1787,0
+1412,1
+2084,0
+2490,0
+1385,1
+5155,0
+4584,0
+4498,0
+3908,1
+1271,1
+1021,0
+3830,0
+5424,0
+4963,0
+1232,0
+2016,1
+3018,0
+2768,0
+836,0
+1148,1
+2661,0
+1439,0
+1784,0
+2617,0
+5582,0
+182,0
+382,0
+1487,0
+3914,1
+1695,0
+3654,0
+3112,1
+706,0
+1423,0
+5323,0
+3634,0
+5196,1
+3682,0
+4132,1
+1774,0
+3712,0
+2636,0
+5745,0
+1757,0
+5901,0
+457,0
+358,0
+441,1
+1640,0
+3289,1
+2072,0
+2752,0
+929,0
+663,0
+5816,0
+5616,0
+482,1
+5930,1
+3150,1
+1879,1
+3001,0
+2604,0
+3411,0
+1888,0
+3955,0
+2974,0
+4459,0
+3848,0
+5148,0
+421,0
+4837,0
+4786,1
+2861,1
+767,0
+5365,0
+5140,0
+3416,0
+5319,0
+5599,0
+2939,0
+1404,0
+3052,0
+5183,1
+1496,0
+857,0
+3450,1
+925,0
+2184,0
+1150,0
+5075,0
+5474,0
+2760,0
+5283,0
+3628,0
+4739,0
+1073,0
+5696,0
+4619,0
+5159,0
+4246,0
+4561,0
+5258,0
+1522,0
+687,1
+4596,1
+5530,1
+5464,0
+4375,0
+4753,0
+3323,0
+1230,1
+4670,0
+3562,0
+3552,0
+2887,0
+4466,0
+4382,0
+1530,0
+1793,0
+853,0
+3295,0
+3713,1
+5836,0
+1280,0
+1992,0
+3957,0
+3311,0
+1324,0
+4615,1
+3865,0
+615,0
+369,0
+2658,0
+2844,0
+1441,1
+3117,0
+3544,0
+4936,0
+5686,1
+2324,0
+1046,0
+5414,1
+3233,0
+4021,0
+4925,1
+3254,0
+5725,0
+1359,1
+3304,1
+5512,0
+2587,1
+5823,0
+149,0
+5195,1
+4510,0
+5604,0
+4738,0
+5569,0
+2718,1
+4001,0
+3240,0
+3639,0
+3410,0
+516,0
+2720,0
+5776,0
+1173,0
+2530,1
+4841,0
+4137,1
+4913,0
+946,0
+5242,0
+1652,0
+2466,0
+2653,0
+692,0
+3657,0
+289,0
+3086,0
+4203,0
+2796,0
+4934,1
+4604,0
+2343,0
+61,0
+4602,0
+3579,0
+832,0
+2552,0
+3010,0
+1907,0
+934,0
+4400,1
+3798,0
+4413,0
+3074,0
+4100,0
+589,0
+2566,0
+590,1
+1144,1
+4380,0
+3412,1
+4770,1
+5764,1
+4319,0
+5943,0
+258,1
+1991,1
+3709,1
+3434,1
+3008,0
+607,0
+3542,0
+5847,0
+587,0
+566,0
+1382,1
+3618,0
+4160,0
+3769,0
+5812,0
+4549,0
+4631,0
+196,0
+5789,0
+133,0
+5303,0
+321,0
+2166,0
+3950,1
+4412,0
+905,0
+5087,0
+1639,0
+2986,0
+4013,0
+1251,0
+1697,0
+229,0
+1056,0
+2370,0
+4657,1
+3548,1
+2069,0
+579,0
+4367,1
+5588,0
+3917,0
+114,0
+2150,0
+3031,1
+2943,1
+1190,1
+5082,0
+226,0
+1557,0
+17,0
+3592,0
+2338,1
+2612,0
+4918,1
+4844,1
+1729,0
+418,0
+688,1
+988,0
+1062,0
+950,1
+5655,0
+2620,0
+2277,1
+3327,1
+86,0
+4070,0
+4252,0
+3585,0
+1844,0
+288,0
+4781,0
+1300,0
+2125,0
+4372,1
+2290,1
+4697,1
+4406,0
+422,0
+2639,0
+4360,0
+5052,1
+2281,0
+1182,1
+998,0
+5900,1
+5504,0
+935,0
+3691,1
+1292,0
+4002,0
+5004,0
+2394,1
+2606,0
+990,0
+3615,0
+2219,0
+1504,1
+5449,0
+5074,0
+5717,0
+2806,0
+3460,0
+5353,0
+249,0
+2519,0
+3058,0
+305,0
+273,0
+3104,0
+4529,1
+4276,1
+3728,0
+5045,0
+1473,0
+2358,0
+1704,1
+109,0
+2889,0
+1445,1
+2263,1
+1621,0
+92,0
+166,0
+2851,1
+3667,0
+4740,0
+1566,0
+234,0
+2318,0
+4388,0
+4102,1
+4972,0
+897,0
+5867,0
+961,1
+466,1
+4156,0
+1269,1
+5955,0
+5967,0
+3637,0
+1120,0
+5928,0
+3369,0
+2498,0
+5486,0
+2367,0
+5854,0
+3925,0
+338,0
+4864,0
+5657,0
+3582,1
+4168,1
+389,0
+3571,0
+5548,0
+436,1
+5,0
+4283,1
+2160,0
+5805,1
+3235,1
+583,1
+2944,0
+4827,0
+1283,1
+3359,0
+2491,0
+3040,0
+4742,0
+4694,0
+643,0
+570,0
+5054,0
+1070,0
+4490,0
+4932,0
+4442,1
+3,0
+2771,0
+989,1
+306,0
+10,0
+2062,0
+5432,0
+3840,0
+5293,1
+2052,0
+682,0
+2577,0
+2857,0
+5954,0
+1088,0
+5890,0
+332,0
+5558,0
+4937,1
+5614,0
+473,1
+1894,1
+5677,1
+4194,1
+3987,0
+4649,0
+3960,1
+2287,1
+4125,0
+3055,0
+5809,0
+4377,1
+2473,0
+4551,0
+1993,0
+2034,1
+290,1
+2777,0
+4307,0
+4556,0
+1060,0
+5312,1
+2873,0
+4278,0
+2076,1
+749,0
+3943,0
+2557,0
+2114,0
+5156,1
+1794,0
+219,0
+1242,1
+1836,0
+3862,0
+835,0
+3188,0
+4629,0
+4337,0
+1129,0
+596,0
+758,0
+1930,0
+654,0
+2063,0
+743,0
+3380,0
+4923,0
+879,1
+5923,0
+3263,0
+3909,1
+2436,1
+4058,0
+3130,0
+4097,0
+3521,0
+1877,0
+1503,0
+4714,1
+782,0
+1174,0
+5587,0
+2736,0
+2365,0
+2024,1
+2439,0
+5010,0
+3417,1
+1018,1
+1436,1
+177,0
+50,0
+958,0
+2112,0
+5643,0
+3520,0
+5875,1
+5447,1
+3583,0
+1980,0
+399,1
+2692,1
+554,0
+3283,1
+5008,0
+5740,0
+5497,0
+2509,1
+5009,1
+2693,0
+5510,0
+1812,1
+4340,0
+5920,1
+386,0
+3885,1
+3071,1
+2171,1
+4480,0
+409,0
+1451,0
+5291,0
+191,0
+4404,0
+4848,1
+361,0
+200,0
+336,0
+5904,0
+4681,1
+4628,0
+4914,0
+3144,1
+2613,0
+4568,0
+3037,1
+426,1
+5383,0
+3439,0
+3558,1
+5806,0
+5684,1
+3920,0
+3775,0
+3428,1
+1287,0
+3989,0
+1574,1
+5571,0
+1373,1
+959,0
+71,0
+3936,0
+4839,0
+1334,0
+169,1
+3646,0
+4019,0
+3461,0
+951,0
+3856,1
+1342,0
+1895,0
+97,0
+2047,0
+3456,0
+1183,0
+4448,0
+4196,0
+3038,0
+5296,0
+1577,0
+4656,0
+4184,1
+5786,1
+3913,1
+3192,0
+1093,0
+3140,0
+3974,0
+316,1
+5514,0
+132,0
+1770,1
+2666,0
+1494,0
+5222,1
+1667,0
+299,0
+3373,0
+616,0
+4169,0
+4698,1
+1059,0
+2053,0
+3570,0
+5418,0
+4550,0
+2231,0
+1143,0
+703,0
+2417,0
+1128,0
+3135,1
+4809,1
+3904,0
+414,0
+4861,1
+211,1
+5164,0
+3201,1
+5029,1
+3826,0
+5483,0
+2122,0
+5841,0
+2722,0
+1646,0
+940,1
+5962,1
+5754,1
+2451,1
+713,1
+5580,0
+1078,0
+2203,0
+1135,0
+2409,1
+46,1
+1955,0
+3883,1
+4073,0
+779,0
+2901,0
+2938,0
+796,0
+3474,0
+5379,0
+3816,0
+4402,0
+2567,0
+4082,1
+5763,0
+936,0
+351,1
+3660,1
+1733,1
+365,0
+3200,0
+4798,0
+5973,1
+5972,0
+1015,0
+1081,1
+3354,0
+3537,0
+744,0
+686,0
+963,0
+677,0
+4793,0
+2773,0
+4541,0
+1719,0
+4365,1
+1235,0
+1454,0
+3353,1
+3394,0
+4487,0
+4115,1
+5528,0
+1236,0
+4318,0
+1037,0
+4261,0
+5288,0
+3736,1
+506,0
+4559,0
+458,0
+1113,0
+3214,1
+955,0
+924,0
+341,1
+5489,1
+3484,1
+4979,0
+574,0
+987,0
+719,1
+1195,0
+1074,0
+5597,1
+3753,0
+3324,0
+5243,0
+4321,1
+47,0
+1553,0
+4463,1
+3584,0
+4213,1
+3068,1
+5076,0
+5047,0
+1032,0
+1856,0
+4831,0
+547,0
+793,0
+1501,0
+1572,1
+2480,0
+870,0
+2676,0
+2470,0
+330,1
+2351,0
+3270,0
+4098,0
+3673,1
+2445,1
+1713,0
+5305,0
+3783,0
+5333,0
+3535,1
+710,0
+5701,1
+1101,0
+5818,0
+3382,1
+889,0
+2748,0
+356,0
+1304,0
+3061,0
+493,0
+1103,0
+69,0
+1313,0
+3626,0
+5188,1
+3573,1
+1618,0
+5463,1
+1535,0
+175,0
+981,1
+3202,1
+826,0
+2452,0
+5560,0
+1254,1
+5976,1
+2010,0
+3870,0
+4244,0
+764,0
+5741,0
+1600,0
+2,1
+800,1
+786,0
+4149,0
+5894,1
+3095,0
+4346,0
+674,1
+3733,0
+4654,1
+3515,1
+5386,1
+4695,1
+2803,0
+238,1
+427,1
+3453,1
+204,0
+923,0
+240,1
+3487,0
+1927,0
+4512,0
+670,1
+3594,1
+3120,1
+4474,0
+5206,1
+694,0
+3155,0
+1023,0
+2776,0
+4183,1
+4249,0
+1044,1
+366,0
+3879,1
+5688,0
+1140,1
+1378,0
+259,0
+2307,0
+5344,0
+3277,1
+4162,0
+2996,0
+4800,0
+1214,0
+3098,1
+163,0
+5215,0
+2907,0
+1583,0
+264,0
+385,0
+1943,0
+231,1
+2336,0
+5130,1
+5970,0
+701,0
+5356,0
+4644,0
+272,0
+3890,0
+1126,0
+1395,0
+277,0
+1151,1
+2383,0
+1019,0
+1886,1
+4032,0
+1446,0
+5308,0
+4663,0
+5146,0
+4734,0
+2143,0
+2808,0
+1094,0
+3693,1
+5664,0
+2922,0
+4067,0
+2545,0
+964,1
+4943,1
+179,0
+4217,0
+4109,0
+3629,0
+3694,0
+4766,0
+1952,1
+2157,0
+2735,1
+105,1
+3512,0
+999,0
+4422,1
+488,0
+1341,0
+5628,0
+2041,0
+2139,1
+4762,1
+5151,0
+2744,1
+2019,0
+4750,0
+5585,1
+4077,1
+4719,1
+1602,0
+1157,0
+5638,0
+2917,0
+3927,0
+5703,0
+1052,1
+1149,0
+3222,0
+1762,0
+3891,1
+475,0
+3305,1
+1994,0
+3427,0
+1225,0
+68,0
+2042,0
+2863,1
+2645,0
+1555,0
+2327,0
+5191,0
+2719,0
+1660,0
+3517,0
+3170,1
+2928,0
+1548,1
+2412,0
+3852,0
+5495,0
+975,1
+3259,1
+76,0
+3951,1
+1560,0
+4501,0
+4902,0
+2004,0
+5595,0
+1899,0
+5915,0
+3002,0
+4608,0
+5057,0
+3640,1
+1948,0
+1255,0
+1728,0
+3475,1
+2778,0
+4216,0
+2057,0
+4606,0
+1911,0
+16,0
+618,0
+2834,1
+1310,1
+4978,0
+2117,1
+2077,1
+5671,0
+4543,0
+5860,0
+846,0
+2781,1
+4538,0
+5516,0
+300,0
+5459,0
+3172,0
+2540,0
+2727,0
+5897,1
+1732,0
+4977,1
+51,0
+4291,0
+874,0
+3680,0
+2299,0
+3497,0
+5032,0
+2110,1
+4385,0
+5576,0
+4339,1
+3675,0
+3789,0
+2397,1
+5145,1
+355,1
+5766,1
+1898,1
+1079,1
+850,0
+228,0
+2085,0
+5702,0
+1578,0
+5941,0
+4178,0
+1914,0
+1699,1
+1048,0
+235,1
+1751,0
+3442,0
+1998,1
+2039,0
+1347,1
+2774,0
+1811,0
+297,0
+4598,0
+5122,0
+1352,0
+2185,1
+5417,1
+2770,0
+5101,0
+353,0
+2494,0
+4219,1
+4548,0
+2964,0
+2880,1
+1775,0
+4783,0
+856,0
+1917,1
+4405,1
+1935,1
+5944,0
+1554,0
+4508,0
+3317,1
+4728,0
+4948,0
+5708,0
+3524,0
+3314,0
+2814,1
+3223,0
+3756,0
+4185,0
+972,0
+4659,0
+419,1
+3237,1
+411,1
+2440,0
+2384,0
+2258,0
+2101,1
+2516,0
+5738,0
+3718,0
+791,1
+4721,0
+1317,0
+2497,0
+2487,0
+1693,0
+1647,0
+2471,0
+657,0
+2031,0
+524,0
+5826,0
+313,1
+943,1
+4759,1
+1656,1
+5253,1
+2900,0
+1036,0
+1703,0
+503,0
+320,1
+4627,0
+2174,0
+3051,1
+2864,1
+1311,0
+954,0
+3199,0
+5435,0
+3541,0
+2649,0
+5108,0
+2146,1
+3791,0
+5849,0
+40,0
+1832,1
+4214,1
+5948,0
+2161,1
+2982,0
+454,0
+5260,1
+722,0
+3759,0
+3156,0
+2155,0
+5112,1
+2459,0
+2759,0
+4579,1
+4565,1
+5124,1
+3740,1
+5719,0
+3425,0
+5443,0
+3655,0
+5233,0
+681,0
+1100,1
+4176,1
+2885,0
+2564,0
+702,1
+1825,0
+2605,0
+3256,0
+4797,1
+1397,0
+1405,0
+1112,1
+652,0
+5790,1
+2213,0
+3601,0
+1110,0
+5570,0
+839,0
+5254,0
+1585,0
+4092,0
+5480,0
+529,1
+2209,0
+3097,1
+2952,0
+4552,1
+2697,0
+1388,1
+413,0
+3282,0
+937,0
+1184,0
+5683,0
+754,0
+4395,0
+5799,0
+1860,1
+5351,1
+711,1
+1619,0
+5186,1
+4696,1
+172,0
+1945,0
+564,1
+3788,1
+2092,1
+746,0
+5747,0
+3907,0
+655,0
+3991,1
+323,1
+2854,0
+4700,1
+2728,1
+5278,0
+2449,1
+1137,0
+3961,0
+425,0
+4784,0
+3671,1
+5185,0
+1947,0
+2911,1
+5135,0
+1348,0
+3754,0
+600,1
+1798,0
+5280,0
+4633,0
+1315,1
+5390,0
+2517,0
+1038,0
+783,0
+1268,0
+5732,0
+1413,0
+4086,0
+121,0
+778,0
+984,0
+5813,0
+4672,0
+4027,1
+745,0
+5366,0
+5872,0
+1764,0
+4682,0
+4748,0
+4727,0
+1171,0
+5979,0
+4811,0
+1425,1
+2895,0
+176,0
+4399,0
+3529,1
+3598,0
+3499,0
+4034,1
+3803,1
+82,0
+5397,0
+2794,0
+805,0
+4117,0
+3043,0
+2094,0
+1878,0
+141,0
+4193,0
+4767,0
+2000,0
+3614,0
+1318,1
+4755,0
+3550,0
+1058,0
+5051,0
+5160,0
+1417,0
+515,0
+2825,0
+3244,0
+1199,0
+2169,0
+2310,0
+3944,0
+3022,1
+5573,1
+4310,0
+2254,0
+838,0
+5321,0
+1739,0
+5848,1
+5865,0
+1194,0
+3217,0
+232,0
+5650,0
+4970,0
+3020,0
+2361,0
+1355,0
+2898,0
+1462,0
+2183,0
+1818,0
+3136,1
+1424,0
+1970,0
+5577,0
+3371,0
+820,0
+886,1
+393,0
+5098,1
+1780,0
+2462,0
+4752,0
+5036,1
+3723,1
+2791,0
+476,1
+4120,0
+456,1
+108,0
+1883,1
+762,1
+3036,1
+2001,0
+2198,0
+789,0
+5014,0
+2319,1
+11,1
+4355,1
+1138,1
+2419,0
+4231,1
+1278,0
+5081,0
+672,0
+2486,1
+2703,1
+1944,0
+1905,0
+2025,0
+3564,1
+5648,0
+3181,1
+4202,0
+3845,1
+700,0
+77,0
+4456,0
+2638,0
+669,0
+5358,0
+3469,0
+5679,0
+2362,0
+119,0
+2248,0
+3556,0
+274,0
+5563,0
+1396,1
+5567,0
+4281,0
+260,0
+1633,0
+3245,0
+5350,0
+2990,0
+5456,0
+3833,0
+3230,0
+2879,1
+5568,0
+215,0
+1587,0
+1231,1
+392,0
+27,0
+3837,0
+752,0
+1810,1
+3850,0
+478,1
+5527,1
+3496,0
+4302,0
+4824,0
+909,0
+4270,0
+5131,0
+5798,0
+1558,1
+2667,0
+3435,0
+4899,0
+2485,0
+3785,0
+2151,0
+5061,0
+2180,0
+2331,0
+4823,0
+563,0
+3836,0
+5382,0
+921,0
+5301,0
+969,0
+1212,0
+4792,1
+3664,1
+913,0
+3777,0
+4026,0
+3853,0
+2815,0
+2411,1
+4835,0
+723,1
+2126,0
+4233,0
+4167,1
+2123,0
+1027,1
+597,1
+3386,0
+6,0
+1061,0
+1449,0
+5615,0
+3786,1
+997,1
+5471,1
+3227,0
+5318,1
+3822,0
+4785,0
+3824,1
+653,1
+4316,0
+1467,0
+5232,0
+48,0
+318,0
+919,0
+3668,0
+5266,1
+3400,1
+1609,0
+2788,0
+2715,1
+1950,0
+3133,0
+2926,0
+4853,0
+1570,0
+3303,0
+340,0
+5903,1
+3738,1
+3236,0
+5744,0
+4779,0
+4258,1
+5876,0
+3265,0
+1215,0
+2415,0
+5771,1
+4677,0
+4045,0
+3884,1
+518,0
+1724,1
+4873,0
+4033,0
+3301,0
+766,0
+1375,1
+1168,0
+474,1
+2632,0
+2954,0
+4661,0
+5169,0
+4146,0
+2886,0
+3636,0
+268,0
+1049,0
+4532,0
+5058,1
+5540,1
+5609,0
+107,0
+3477,0
+5630,0
+4140,0
+3129,0
+4294,1
+2779,0
+1983,0
+2573,1
+5666,0
+5078,0
+3226,1
+4601,0
+632,0
+3206,0
+1426,1
+602,0
+3489,0
+693,0
+4024,0
+588,0
+1694,0
+2554,1
+3028,0
+813,0
+1476,0
+1158,0
+2558,0
+4012,1
+912,0
+2252,0
+4595,0
+2535,0
+5121,0
+4091,0
+438,0
+3820,0
+5947,1
+609,0
+2621,0
+4190,0
+2855,0
+2835,1
+3231,0
+147,1
+3138,1
+4999,0
+1055,0
+5027,1
+1354,0
+3127,0
+993,0
+3349,1
+2095,1
+4945,0
+4046,0
+3536,0
+2142,0
+5803,0
+3056,0
+4642,0
+1603,0
+2991,1
+2967,0
+3589,0
+4687,0
+1296,1
+1808,1
+4887,0
+4155,1
+5896,0
+5895,1
+459,1
+254,0
+2981,1
+3889,0
+1920,0
+303,0
+1156,0
+5726,0
+676,1
+1550,1
+2802,1
+3576,1
+2192,0
+5513,0
+4624,1
+4741,0
+4614,0
+41,0
+5859,0
+1549,0
+1264,0
+4104,0
+865,1
+4511,0
+2570,1
+1663,0
+5822,1
+3679,1
+3076,1
+2924,1
+3972,0
+4166,0
+4235,0
+4076,0
+4952,0
+4909,0
+1041,1
+1612,0
+344,1
+2438,0
+3014,0
+3106,0
+187,1
+3819,0
+932,1
+251,0
+4308,1
+357,0
+278,0
+1717,0
+4852,0
+1463,1
+3624,0
+5105,0
+3600,0
+2280,0
+1923,0
+610,0
+4833,0
+1374,1
+2694,1
+328,0
+2985,0
+3725,0
+781,0
+4533,0
+4761,0
+5440,0
+3041,0
+1962,0
+3238,0
+5556,0
+5543,0
+2559,0
+4165,0
+2673,0
+5020,0
+2476,1
+2468,0
+4315,0
+2420,0
+3832,0
+1851,0
+2115,0
+2713,0
+2055,1
+2560,0
+3846,0
+5352,0
+3355,1
+784,0
+4875,0
+4322,0
+522,1
+4910,1
+4225,0
+2572,1
+3346,0
+1210,0
+1083,0
+1017,0
+1403,0
+1723,0
+5884,0
+3195,0
+3422,0
+1689,1
+1244,0
+5316,0
+4957,0
+145,0
+8,0
+1893,0
+4374,0
+540,0
+80,0
+1978,0
+2210,0
+5062,0
+4732,0
+1106,1
+1444,0
+1846,0
+2032,0
+331,0
+359,0
+4509,0
+1915,0
+486,0
+1187,0
+13,0
+5651,1
+4394,0
+5178,1
+2427,0
+4304,0
+2342,1
+1610,0
+2226,1
+757,0
+1063,0
+90,1
+84,1
+5660,0
+3103,0
+4924,0
+3275,0
+2393,0
+966,0
+5758,1
+4917,1
+4958,0
+4048,0
+59,1
+5065,0
+1918,1
+1976,0
+3621,0
+5706,0
+1788,1
+3011,0
+5073,0
+3122,0
+4921,0
+5230,0
+5419,1
+2688,0
+1673,0
+5592,1
+5946,0
+5668,0
+439,0
+4029,0
+2488,0
+2935,0
+477,0
+5326,0
+5700,0
+1117,0
+4806,0
+715,0
+4477,0
+2074,0
+1528,0
+3959,0
+2741,0
+5626,0
+2054,0
+4799,0
+3770,0
+4334,0
+4553,0
+1372,0
+5439,1
+4986,1
+2479,0
+4746,0
+2756,0
+4666,0
+2330,0
+391,0
+3089,0
+58,0
+568,1
+4376,0
+4223,0
+26,1
+1897,1
+4324,0
+1626,0
+717,0
+1025,1
+2432,1
+3602,0
+442,0
+1477,1
+5235,1
+3772,0
+4215,1
+2556,0
+855,1
+1099,0
+2168,1
+859,0
+4500,0
+819,0
+3023,0
+4980,1
+1650,1
+3342,0
+1925,0
+455,0
+52,1
+4410,0
+4751,0
+4116,0
+5466,0
+2064,0
+1217,0
+2312,0
+4804,0
+55,1
+3077,0
+2341,0
+2366,1
+3707,0
+2627,0
+3015,0
+2096,0
+3887,0
+1756,0
+5617,1
+1735,1
+1809,1
+3934,0
+2271,0
+585,0
+3610,0
+360,1
+603,1
+4818,0
+1599,0
+3012,0
+3659,0
+1147,1
+1686,0
+1222,0
+1714,0
+5189,1
+3530,0
+4488,0
+5937,0
+3278,0
+2145,1
+5574,1
+795,0
+3815,1
+4489,0
+4296,0
+5851,0
+5141,0
+5949,0
+315,0
+1604,1
+4392,0
+926,0
+2181,0
+4951,0
+5077,0
+1592,0
+5792,1
+5768,0
+2005,0
+1959,0
+5529,0
+4025,0
+3506,0
+3897,0
+1648,1
+4364,0
+3377,0
+5672,0
+5187,0
+2205,0
+4802,0
+5404,0
+505,0
+2245,1
+4114,0
+3813,1
+4287,0
+3500,1
+3446,0
+3569,0
+772,1
+4143,0
+5059,0
+4022,1
+2856,0
+1929,0
+267,0
+4807,0
+3247,1
+2674,0
+5364,0
+4240,0
+1773,0
+4676,0
+2945,0
+1743,0
+1637,0
+4493,0
+1211,1
+1252,0
+1010,0
+1627,0
+2461,1
+3857,0
+3072,0
+2302,0
+3005,1
+2675,0
+3967,1
+1260,0
+2348,1
+1885,0
+128,0
+5759,0
+3938,1
+1054,0
+4458,1
+110,0
+1257,0
+2833,0
+1541,0
+5179,0
+2699,0
+5578,0
+5887,0
+2970,1
+3703,0
+1301,0
+3334,0
+1685,0
+3459,0
+4359,0
+1016,0
+1263,0
+2506,0
+3575,0
+4473,1
+4429,0
+1394,0
+1030,0
+1857,0
+1512,0
+4816,0
+1543,0
+3801,0
+876,0
+2597,1
+2297,0
+5579,0
+4081,0
+884,0
+490,0
+4445,0
+5493,0
+339,0
+822,0
+492,0
+665,1
+5620,1
+327,0
+5190,0
+139,0
+4492,0
+2622,0
+3666,0
+250,1
+2821,0
+3720,0
+3546,0
+4020,0
+2390,0
+4007,0
+1000,0
+2628,1
+2837,0
+5457,0
+3360,0
+2583,0
+4771,0
+43,1
+5378,1
+2128,1
+270,0
+5586,0
+511,1
+1323,0
+2871,1
+4495,0
+5239,1
+1286,0
+4093,0
+5871,1
+4813,0
+3139,0
+2950,1
+512,0
+810,0
+5509,0
+4778,0
+1679,0
+815,0
+3309,0
+3625,0
+5843,0
+4576,0
+279,0
+5067,0
+2298,0
+2403,0
+4514,0
+3901,0
+3809,0
+5264,1
+3827,0
+5800,0
+2912,0
+4428,0
+3274,0
+4158,1
+5221,1
+171,1
+5618,0
+4293,0
+5761,0
+5551,0
+3866,0
+309,0
+1827,1
+4693,1
+5152,0
+1981,0
+1779,0
+111,0
+1539,0
+5544,0
+1758,0
+4646,0
+1538,0
+970,0
+5698,1
+1188,0
+4842,1
+5810,1
+2441,0
+4173,0
+3504,0
+262,0
+198,1
+2288,0
+721,1
+2220,0
+3923,1
+3876,1
+5552,0
+5053,0
+5767,0
+3882,0
+2018,1
+5192,1
+431,0
+3084,0
+3258,0
+1617,0
+4352,0
+106,1
+4692,0
+1226,0
+1039,1
+2522,0
+5275,0
+2413,0
+3574,0
+513,0
+1725,1
+4747,0
+4974,1
+1822,0
+4653,0
+2677,0
+3704,0
+5092,0
+1964,0
+1339,0
+5532,1
+301,0
+5537,0
+2642,1
+310,0
+2783,1
+1322,1
+3708,0
+5707,0
+5957,1
+5451,0
+5882,0
+5299,0
+1588,0
+5453,0
+3644,1
+5231,0
+5015,0
+5376,0
+2430,0
+5210,0
+915,0
+4356,0
+3878,0
+2320,0
+5213,0
+4090,0
+5925,0
+5470,0
+1966,0
+75,0
+1401,0
+5777,0
+5591,0
+2416,1
+2801,1
+3532,0
+4457,0
+4042,1
+4482,0
+3249,0
+4904,0
+2408,1
+3211,0
+2668,0
+5038,1
+986,0
+2082,1
+4715,1
+2424,1
+101,0
+1486,0
+594,0
+5461,0
+1901,1
+1258,0
+679,1
+2158,0
+1205,0
+2109,0
+1175,0
+5782,1
+4131,1
+5362,1
+4760,1
+948,0
+4243,0
+2968,1
+4044,0
+2073,0
+5017,1
+4878,0
+1312,0
+312,1
+3339,1
+4889,1
+2410,0
+4836,0
+1565,0
+4159,0
+3218,1
+3409,0
+4248,0
+5204,1
+1611,0
+1381,0
+407,0
+4151,0
+1677,0
+5310,0
+1335,0
+255,1
+3794,0
+2919,1
+2941,0
+5030,0
+1801,0
+4922,0
+5774,0
+4995,0
+3881,0
+3919,0
+335,0
+551,0
+3333,0
+5002,1
+3911,0
+1716,1
+4613,0
+4819,0
+3899,0
+1249,0
+5423,0
+4236,0
+1880,0
+1097,0
+2918,0
+5753,0
+1841,1
+91,0
+907,1
+4647,0
+1628,0
+102,0
+1866,1
+1193,0
+1884,0
+1416,0
+2326,0
+2144,0
+2233,0
+2704,0
+208,0
+5416,1
+1007,0
+19,1
+3198,0
+1316,0
+54,0
+3577,0
+2295,0
+4491,0
+5180,1
+4211,0
+2313,0
+1537,0
+155,0
+3185,0
+750,0
+4724,0
+2130,1
+2170,0
+5274,0
+484,0
+2037,0
+2662,0
+1350,1
+2482,0
+4640,0
+1345,1
+5261,0
+2737,0
+1146,1
+193,0
+5467,0
+4134,1
+5613,0
+640,1
+4897,0
+2698,1
+1076,1
+3869,1
+4079,0
+5565,0
+3880,0
+4435,0
+2363,0
+5775,0
+293,0
+1676,0
+2765,1
+2238,0
+4871,0
+184,0
+3423,1
+1664,0
+1661,0
+1154,0
+3767,1
+4668,0
+2582,0
+4575,0
+1227,1
+974,1
+3588,0
+3406,0
+4832,0
+3982,0
+5770,0
+5600,0
+1228,0
+1968,1
+434,0
+4880,1
+2136,0
+2113,0
+3792,0
+5893,1
+2914,1
+2316,0
+2099,0
+205,0
+1682,0
+5559,0
+4944,0
+5228,0
+2395,0
+2656,0
+3193,0
+5711,0
+2291,0
+89,1
+644,0
+2225,0
+823,0
+5680,0
+5265,0
+707,0
+4239,0
+785,1
+2050,0
+2680,0
+5307,0
+2156,0
+2862,0
+178,0
+4267,1
+412,0
+4664,0
+416,1
+3415,0
+5641,0
+3248,0
+4460,0
+3401,0
+2398,1
+740,1
+73,0
+5360,0
+2208,0
+2360,1
+1988,0
+5681,0
+5415,1
+1492,0
+2202,1
+3963,0
+5517,1
+5177,0
+2978,0
+3159,1
+2356,1
+3049,0
+631,0
+2191,1
+5815,0
+5110,0
+1080,0
+2035,0
+1166,0
+5479,1
+3003,1
+3627,0
+1802,0
+3670,0
+4274,0
+4594,0
+4023,0
+4580,0
+4124,1
+2246,0
+3613,0
+81,1
+4277,0
+877,0
+1340,0
+5934,1
+3387,0
+5605,0
+759,0
+2218,0
+1356,0
+3721,0
+3094,1
+1598,1
+2093,0
+2515,0
+3178,0
+4890,1
+1466,0
+319,0
+4280,0
+4988,0
+5619,0
+4874,0
+5063,0
+2028,0
+3983,1
+4471,0
+2792,0
+4635,0
+801,0
+3470,0
+4306,1
+2512,0
+4161,0
+374,0
+4928,0
+5913,0
+3527,0
+1026,0
+4437,0
+1506,0
+3168,0
+5089,1
+372,0
+5295,0
+4208,0
+5639,0
+5171,0
+1325,0
+3859,0
+1579,0
+4192,0
+5980,1
+3250,1
+2637,0
+4916,0
+3737,0
+4295,0
+129,0
+2561,0
+2119,1
+1635,0
+5336,1
+370,0
+2504,1
+2116,1
+5084,0
+1820,0
+881,1
+4327,1
+377,0
+2910,0
+2007,0
+432,0
+5097,1
+5214,0
+3483,0
+1591,1
+4268,1
+3727,0
+3863,1
+1876,0
+2654,0
+814,1
+2256,0
+4072,0
+4112,0
+2020,0
+5338,0
+367,0
+3436,0
+4256,1
+5793,0
+4865,1
+5367,0
+5966,0
+5234,0
+239,1
+5342,0
+542,0
+2725,0
+2454,1
+1459,0
+3867,0
+1903,1
+4648,1
+362,1
+4645,1
+2086,0
+2988,0
+4177,0
+1730,0
+4451,1
+3607,0
+3984,0
+3347,0
+2083,1
+2845,0
+4881,1
+4650,0
+3004,0
+4789,0
+1181,0
+3599,1
+4745,0
+5398,0
+1333,0
+4516,0
+1229,0
+2780,0
+2746,0
+1534,1
+3946,1
+3492,1
+2305,0
+960,0
+3313,0
+1164,0
+4467,0
+1306,0
+2993,1
+1575,0
+3742,0
+3834,0
+2548,0
+5676,1
+1858,1
+4354,0
+3835,0
+769,0
+2061,0
+3940,0
+3344,0
+4210,0
+1594,0
+957,0
+2973,1
+2289,0
+5150,0
+3818,0
+4775,0
+56,0
+3300,1
+1435,1
+5538,0
+4531,0
+1057,0
+4251,1
+5042,0
+60,1
+35,0
+5734,0
+3494,0
+4454,0
+5502,0
+3782,0
+4620,0
+1200,0
+2785,0
+4361,0
+3257,0
+1518,0
+4947,0
+734,0
+5044,0
+2514,0
+4432,0
+2596,0
+4080,0
+4069,0
+887,0
+494,0
+580,0
+4199,0
+5212,0
+1133,1
+212,0
+1064,0
+3293,1
+4171,0
+5363,0
+3796,0
+5547,1
+1004,0
+4343,0
+5656,1
+2159,0
+4049,1
+3966,0
+186,0
+2015,1
+3384,0
+2056,1
+1631,0
+1307,0
+1781,0
+2422,0
+1655,1
+3153,0
+4128,0
+1124,0
+445,1
+3716,1
+5550,1
+4560,1
+2503,0
+5956,0
+3047,1
+1681,0
+2800,0
+3215,0
+2581,0
+243,0
+4497,0
+3543,0
+5549,1
+2695,0
+3549,0
+4546,0
+1659,0
+4710,1
+2333,0
+4567,0
+1297,0
+1674,0
+2352,0
+3995,1
+611,0
+1407,1
+2474,0
+3232,0
+373,0
+3062,1
+3752,0
+5284,1
+5201,0
+4758,1
+236,1
+1344,0
+2321,0
+1218,0
+1776,0
+1498,1
+5596,0
+2097,0
+4636,0
+4206,0
+510,1
+1613,0
+1623,1
+2045,1
+3163,0
+3372,1
+78,1
+2317,0
+5147,1
+2874,1
+4409,0
+3399,0
+5692,1
+911,0
+3478,1
+697,0
+2386,0
+4562,0
+363,0
+1842,0
+1153,0
+1360,1
+5522,1
+3806,0
+3142,1
+5712,0
+5932,1
+2733,0
+5974,0
+5642,0
+83,0
+79,0
+662,0
+324,0
+1440,0
+5388,0
+5518,0
+1130,0
+2253,1
+2376,1
+808,1
+1510,0
+3105,0
+2593,1
+2576,1
+3329,0
+656,0
+3070,1
+5837,0
+858,0
+1383,0
+5406,0
+5096,1
+4940,0
+833,0
+2927,0
+1614,0
+3797,1
+5546,0
+3356,0
+213,1
+2520,1
+131,1
+3087,0
+4535,0
+5969,0
+2524,0
+3467,0
+3800,0
+4949,0
+448,1
+3765,0
+699,1
+103,1
+5500,0
+523,1
+3017,0
+3851,0
+1102,1
+1821,0
+1415,0
+165,0
+5555,0
+3308,1
+5085,1
+5003,0
+3189,0
+5166,0
+2555,0
+3383,0
+3962,0
+2499,0
+395,0
+625,0
+4791,1
+3997,0
+947,1
+761,0
+3430,0
+2739,0
+1443,0
+4039,0
+645,1
+4866,0
+4526,0
+1882,1
+4867,0
+3802,0
+5689,0
+4147,0
+2598,1
+2541,0
+5431,0
+2822,0
+5292,0
+2286,0
+4066,0
+2827,0
+4207,0
+3268,0
+183,1
+3316,0
+4057,0
+4709,0
+1169,1
+5287,0
+5561,0
+1711,0
+5286,0
+1178,0
+2129,0
+2532,1
+397,0
+1291,1
+3661,1
+3971,0
+3458,1
+1630,1
+3096,0
+4087,0
+1289,0
+3747,0
+5113,1
+901,0
+3748,0
+571,0
+5983,0
+4545,0
+5314,0
+3366,1
+2309,0
+5174,0
+5718,0
+5697,1
+1874,1
+4452,0
+4704,0
+2742,0
+4335,0
+3271,0
+5898,0
+5498,0
+2167,1
+3437,0
+5285,0
+4470,0
+3525,1
+5825,1
+3115,0
+3952,0
+1937,0
+1321,0
+1125,0
+2511,0
+1527,0
+4825,0
+2458,0
+2495,0
+3877,1
+5857,0
+1408,0
+3272,1
+3137,0
+5727,0
+2264,0
+4478,0
+3749,0
+2589,0
+1502,0
+2538,0
+1320,1
+4787,1
+1233,0
+2236,0
+4777,0
+1629,0
+2789,0
+123,0
+2634,0
+4756,0
+1796,0
+3102,1
+2710,0
+4600,1
+4326,0
+4997,1
+765,0
+1409,0
+5413,0
+2428,0
+1745,0
+3336,0
+4883,0
+5673,0
+5636,0
+4517,1
+5437,0
+1873,0
+2614,1
+2138,0
+798,0
+5926,1
+626,1
+4591,0
+5436,0
+1616,0
+1782,0
+2206,0
+1890,0
+790,0
+7,0
+2414,1
+5807,0
+2276,0
+2960,0
+5380,0
+417,0
+742,1
+2127,0
+4588,0
+3593,0
+1909,0
+824,1
+5454,0
+116,1
+1481,0
+1904,0
+3216,0
+5839,1
+4669,0
+5375,0
+3799,0
+1024,1
+592,0
+5320,0
+5523,0
+2022,0
+3980,0
+1107,0
+3825,0
+2508,1
+1797,0
+1508,0
+127,0
+4691,0
+5731,0
+2437,0
+403,1
+150,0
+5883,0
+2444,0
+2442,0
+62,1
+2544,1
+4191,1
+3109,0
+3557,0
+5055,1
+5861,0
+1576,1
+3632,0
+4708,0
+3590,0
+3285,0
+2153,0
+4332,0
+3676,0
+222,0
+5808,0
+120,0
+2380,1
+3134,0
+4289,1
+2283,0
+181,1
+4485,1
+968,0
+627,1
+4765,1
+3330,0
+5878,0
+3454,0
+1365,0
+4427,0
+4006,0
+614,0
+3078,1
+266,1
+3841,0
+3973,0
+1932,0
+2199,0
+3190,0
+1807,0
+225,0
+4201,0
+5939,0
+4726,0
+2068,1
+4966,0
+2098,0
+1186,0
+2963,1
+4038,0
+2489,0
+4803,1
+2186,0
+5506,1
+2870,0
+2349,0
+3730,1
+284,1
+3306,0
+920,1
+5721,0
+4830,1
+2392,0
+2354,1
+5959,0
+922,0
+5723,0
+1402,0
+5814,0
+4263,0
+2469,0
+2273,0
+4108,0
+1546,0
+617,1
+1092,1
+4186,1
+612,0
+885,0
+4953,0
+3444,1
+777,0
+1638,0
+3252,1
+5629,0
+5842,1
+28,1
+5162,0
+3280,1
+3604,0
+3393,0
+74,0
+4611,1
+4078,1
+3505,1
+3143,0
+2609,0
+2227,0
+2002,0
+1584,0
+1517,0
+4212,1
+3148,1
+1072,0
+2691,0
+1799,1
+2820,0
+4242,1
+2633,0
+3958,0
+3404,0
+4718,1
+5694,0
+3246,0
+4505,0
+2684,0
+115,0
+4384,0
+5820,0
+5469,0
+3702,0
+3596,0
+5277,0
+337,0
+2687,0
+4142,1
+4843,0
+1973,0
+753,0
+4558,0
+1938,0
+673,0
+2712,0
+3511,1
+1201,1
+4260,0
+424,0
+4421,0
+3715,0
+664,0
+350,0
+447,1
+709,1
+1924,0
+1221,0
+3922,0
+2766,1
+5245,0
+387,0
+3547,1
+1337,1
+4850,1
+4547,0
+5290,0
+4795,0
+3205,0
+1608,0
+830,0
+5046,1
+5645,0
+3418,0
+1734,0
+5968,0
+5922,0
+1006,0
+5273,1
+400,1
+1253,0
+21,0
+1305,0
+237,1
+3107,1
+3665,0
+671,0
+845,1
+4790,0
+5452,0
+1353,0
+5229,1
+5785,0
+3451,1
+869,0
+3686,0
+604,0
+4930,1
+4998,0
+4723,1
+3868,0
+902,1
+2904,1
+1747,0
+3310,0
+2051,1
+4047,0
+3928,1
+2757,0
+5960,0
+4417,0
+696,1
+1179,0
+4720,0
+5781,0
+2173,1
+5107,0
+1090,0
+848,1
+1769,0
+3808,1
+4876,1
+3745,0
+605,0
+174,0
+5298,1
+2269,1
+2463,0
+100,0
+1243,0
+741,0
+334,0
+2908,0
+2881,1
+3292,0
+3463,0
+4690,0
+2987,0
+5429,0
+4702,0
+4423,0
+4043,0
+5757,0
+4736,1
+1468,0
+1838,1
+3123,0
+3674,0
+460,0
+5142,0
+1562,0
+1975,0
+3290,1
+4515,1
+738,0
+1438,0
+497,0
+2750,1
+3945,0
+375,0
+5071,0
+1209,0
+5037,0
+404,0
+3778,1
+2467,1
+93,1
+3513,0
+3204,0
+2221,1
+1849,1
+827,0
+4524,0
+3187,0
+4378,1
+343,0
+2683,0
+2786,1
+2547,0
+3146,1
+5209,0
+691,1
+0,0
+1582,0
+1707,0
+2021,0
+3221,0
+3591,0
+2003,0
+1131,0
+5733,0
+3717,1
+2304,0
+5343,1
+5658,1
+2375,1
+3395,1
+2261,1
+1731,0
+1159,0
+4342,1
+2120,1
+5687,0
+2685,0
+1671,0
+5025,0
+5742,0
+3273,0
+1971,0
+4461,1
+2296,0
+736,0
+4122,1
+4776,0
+5346,0
+4099,0
+837,0
+292,0
+698,0
+5144,0
+4903,0
+3969,0
+5635,0
+5916,0
+1963,0
+5345,0
+2274,0
+3441,0
+5394,1
+1868,0
+2387,1
+5539,1
+2671,0
+4699,1
+3516,1
+5385,0
+2502,0
+3988,1
+3999,1
+63,0
+5086,0
+1384,1
+4333,0
+650,0
+1967,0
+112,0
+3024,0
+5444,0
+804,0
+577,1
+126,0
+3331,0
+3793,0
+5667,1
+1400,0
+851,1
+5690,0
+3057,0
+2665,0
+4103,0
+4950,0
+2995,0
+2679,1
+3893,0
+5856,0
+2977,0
+1053,0
+4503,0
+5951,0
+2405,0
+3860,0
+153,0
+2391,0
+2353,0
+5100,1
+2660,0
+5649,0
+280,1
+5773,0
+3821,0
+3128,1
+4496,0
+5593,1
+1479,0
+3811,1
+504,0
+903,0
+2040,0
+1672,0
+3751,0
+550,0
+1862,0
+1805,0
+5881,0
+5226,0
+945,0
+3642,0
+4259,0
+1690,0
+2107,0
+5888,0
+3125,0
+5610,0
+3398,0
+449,1
+2903,1
+941,0
+1020,0
+1532,0
+1847,0
+4011,0
+3898,0
+437,1
+5410,1
+3445,0
+4882,0
+4969,1
+739,0
+2867,0
+3291,0
+5102,0
+586,1
+5402,0
+2989,1
+4444,0
+1028,0
+5259,0
+3279,0
+3208,0
+5892,0
+5637,0
+573,0
+4040,1
+647,0
+595,0
+5347,1
+5654,1
+3396,0
+1308,0
+4566,1
+5838,0
+4896,1
+281,0
+5028,0
+732,1
+2763,0
+2999,0
+1908,0
+5240,0
+3085,0
+1111,0
+4680,0
+2195,0
+160,1
+5207,0
+2798,1
+3165,1
+4955,0
+952,0
+4232,0
+1331,1
+1219,0
+5311,1
+606,1
+164,1
+1040,0
+3968,0
+209,0
+3612,1
+329,1
+2546,1
+3929,0
+4297,0
+1429,0
+5858,0
+4905,0
+433,0
+5203,0
+860,0
+4370,0
+967,0
+3729,0
+3486,0
+3734,1
+3623,1
+5953,1
+3413,1
+3695,1
+5442,0
+2813,0
+4981,1
+4652,0
+908,0
+5477,0
+2562,0
+4605,1
+4317,0
+5393,0
+146,0
+3361,0
+1777,0
+5149,0
+3186,1
+508,0
+4419,1
+1561,1
+4272,0
+2852,0
+168,0
+3419,0
+5496,0
+1392,1
+2257,1
+2237,0
+136,0
+5566,1
+5374,0
+894,1
+197,0
+1483,0
+1792,0
+4863,0
+5208,0
+5889,0
+2850,0
+3116,0
+4961,0
+2389,0
+5181,0
+1447,0
+199,0
+4525,1
+3611,0
+3466,1
+1823,0
+1795,0
+730,0
+3886,0
+4393,1
+2121,0
+3465,0
+807,1
+2595,0
+5661,0
+2997,0
+5268,1
+1198,0
+4403,0
+821,0
+2711,0
+1241,0
+4051,0
+5659,0
+5850,0
+623,1
+5541,0
+4075,0
+1162,0
+5736,0
+2603,0
+2775,0
+3781,0
+5118,0
+4387,0
+1740,0
+2282,1
+5103,0
+3026,0
+4163,1
+24,1
+216,0
+2860,1
+1910,0
+5249,0
+4089,0
+3421,1
+4262,0
+207,1
+3510,0
+2322,0
+591,1
+5272,0
+1720,0
+1863,0
+525,0
+2335,0
+469,0
+5446,1
+2811,0
+5627,0
+928,1
+1896,0
+2721,0
+5715,1
+1469,1
+5237,1
+2934,0
+1913,0
+956,1
+1488,1
+25,0
+1134,0
+2197,0
+5021,0
+3224,0
+1552,0
+4939,0
+1645,0
+2937,1
+3533,0
+2646,0
+5116,0
+2187,0
+4845,0
+3854,0
+2371,1
+180,0
+5368,0
+1434,0
+3912,0
+4703,0
+3091,1
+5448,0
+2344,0
+3298,1
+94,1
+770,0
+637,0
+5400,0
+2536,0
+2492,0
+1208,0
+5491,1
+5674,0
+5294,1
+275,0
+1152,1
+5302,0
+5200,0
+307,0
+2059,0
+4968,0
+4182,1
+5531,1
+2610,0
+4305,0
+2787,0
+1987,1
+931,0
+4226,1
+5819,1
+3455,1
+5050,0
+4651,0
+2418,1
+5632,0
+2431,0
+201,0
+2965,0
+2023,0
+4464,0
+973,1
+1634,1
+2435,0
+816,0
+1954,1
+5412,1
+3762,0
+256,0
+3678,0
+1472,1
+5795,0
+1605,1
+5425,0
+560,0
+4469,1
+2957,0
+2767,0
+3299,1
+1684,0
+1167,0
+3918,0
+1204,0
+5068,0
+5251,0
+5950,0
+1071,0
+4870,1
+4420,0
+2251,0
+4180,0
+2681,0
+2956,0
+1589,1
+2659,1
+2446,0
+4187,1
+430,1
+3191,0
+3942,1
+2105,0
+4009,0
+4071,0
+5441,0
+4353,0
+4984,0
+5562,0
+3114,1
+1641,0
+4484,0
+4369,1
+756,0
+3560,1
+3622,0
+1956,0
+5940,0
+2176,0
+802,1
+1207,1
+2930,0
+3531,0
+2723,1
+151,1
+2292,0
+714,0
+544,0
+4735,1
+2745,0
+3337,0
+423,0
+3219,0
+659,0
+797,0
+755,0
+2008,0
+99,1
+2496,0
+1871,0
+2046,1
+4851,0
+5072,0
+2163,0
+2893,0
+537,0
+1701,0
+2897,0
+2222,0
+2135,0
+2599,1
+705,0
+3468,0
+5924,0
+5874,0
+4373,1
+1033,0
+5827,1
+4859,0
+4931,1
+3264,1
+1653,1
+2607,0
+2732,0